WO2023179305A1 - Method and system for performing stroke rehabilitation analysis by using near-infrared brain function imaging device - Google Patents
Method and system for performing stroke rehabilitation analysis by using near-infrared brain function imaging device Download PDFInfo
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Definitions
- This application generally relates to the field of medical equipment, and specifically relates to methods and systems for stroke rehabilitation analysis using near-infrared functional brain imaging devices.
- fNIRS Near-infrared spectrum functional brain imaging
- fNIRS can penetrate the skull, detect and image changes in brain activity activation with high time resolution, and effectively monitor brain function. Visualization and quantitative assessment.
- near-infrared spectrum functional brain imaging technology can be used to evaluate stroke recovery.
- the inventor found that it usually requires continuous collection of near-infrared signals from a large range of brain areas of subjects for more than ten minutes. The drift of signal strength and frequency band interference are relatively small.
- I tried to reduce noise interference the effect was not good.
- the near-infrared signal during the subject's rehabilitation training movement is used to perform stroke rehabilitation analysis, and the rehabilitation training movement task is maintained for ten or even dozens of minutes to perform stroke rehabilitation analysis.
- the rehabilitation training movement task is maintained for ten or even dozens of minutes to perform stroke rehabilitation analysis.
- this application is proposed.
- the purpose of this application is to provide a method and system for stroke rehabilitation analysis using a near-infrared brain functional imaging device, which is especially suitable for patients with severe stroke and can complete analysis and evaluation in a short time to improve efficiency and reduce signal drift and frequency band interference. , to improve the accuracy of analysis results.
- a method for performing stroke rehabilitation analysis using a near-infrared functional brain imaging device has a headgear for wearing on a subject's head, and the headgear is provided with a Multiple probes that transmit and/or receive near-infrared signals to collect near-infrared signals of multiple corresponding channels, and obtain blood oxygen concentration signals of multiple corresponding channels accordingly, the method includes: performing a group of In the case of an alternating task of upper limb movement and resting state, the plurality of probes are used to obtain the first blood oxygen concentration information of each channel of the left brain area corresponding to at least the upper limb movement.
- a stroke rehabilitation analysis system including: a headgear for wearing on a subject's head, the headgear is provided with multiple probes for transmitting and/or receiving near-infrared signals to collect Near-infrared signals of a plurality of corresponding channels, and thereby obtain blood oxygen concentration signals of a plurality of corresponding channels; a processor configured to: when the subject performs a set of alternating tasks of upper limb movement and resting state, The plurality of probes are caused to acquire at least the first blood oxygen concentration signal of each channel corresponding to the left brain area of the upper limb movement, and at least the second blood oxygen concentration signal of each channel corresponding to the right brain area of the upper limb movement.
- the number of groups of alternating tasks, the duration of each group of upper limb movements and the duration of each group of resting states are pre-configured in association; according to the acquired first blood oxygen concentration signal and the second blood oxygen concentration signal, Determining the analysis results in the current stroke rehabilitation state of the subject; and a display configured to display the determined analysis results in the current stroke recovery state of the subject.
- a computer-readable storage medium is provided with computer program instructions stored on the computer-readable storage medium.
- the computer program instructions When the computer program instructions are run by a processor, the computer program instructions cause the processor to execute various aspects of the present application. Methods for stroke rehabilitation analysis using near-infrared functional brain imaging devices described in the embodiments.
- stroke patients When stroke patients perform stroke rehabilitation analysis, they perform alternating tasks of upper limb movement and resting states in groups.
- the resting phase provides the blood oxygen concentration benchmark of the current group, allowing real-time and accurate changes in blood oxygen concentration to be obtained, thereby obtaining more accurate results.
- Analysis of current stroke recovery status Based on the analysis method, the evaluation of stroke rehabilitation analysis can be completed in a short time, especially suitable for patients with severe stroke, the subject compliance is high, and the data of each channel corresponding to the left brain area of the upper limb movement is collected in a targeted manner.
- the first blood oxygen concentration signal and the second blood oxygen concentration signal of each channel in the right brain area are not the blood oxygen concentration signals of each channel in the generalized brain area.
- Upper limb movement will generate stronger signals in the corresponding brain area. A more concentrated, consistent, and stronger blood oxygen concentration signal can be obtained with upper limb movement.
- the analysis results of the current stroke recovery state can be determined, which is beneficial to eliminating interference and improving accuracy.
- Figure 1(a) shows a flow chart of a method for stroke rehabilitation analysis using a near-infrared functional brain imaging device according to an embodiment of the present application.
- Figure 1(b) shows another flow chart of a method for stroke rehabilitation analysis using a near-infrared functional brain imaging device according to an embodiment of the present application.
- Figure 2 shows a graphical representation of a representative HbO2 distribution curve (201), a representative HbR distribution curve (202) and a representative HbT (203) distribution curve obtained according to an embodiment of the present application and displayed against the time axis.
- Figure 3 shows a diagram of an activation map obtained by performing stroke rehabilitation analysis using a near-infrared brain functional imaging device according to an embodiment of the present application.
- Figure 4(a) shows a diagram of the analysis results obtained by performing stroke rehabilitation analysis using a near-infrared brain functional imaging device according to an embodiment of the present application in the current stroke rehabilitation state, in which the stroke rehabilitation indicators of the subject are collaboratively displayed.
- FIG. 4(b) illustrates a processing example for determining the activity of the left and right brain regions based on the blood oxygen concentration signal according to an embodiment of the present application.
- Figure 4(c) shows a diagram of the analysis results obtained by performing stroke rehabilitation analysis using a near-infrared brain functional imaging device according to an embodiment of the present application in the current stroke rehabilitation state, in which the stroke rehabilitation indicators of the subject are collaboratively displayed.
- Figure 5 shows a schematic diagram of a stroke rehabilitation analysis system according to an embodiment of the present application.
- Figure 1(a) shows a flow chart of a method for stroke rehabilitation analysis using a near-infrared functional brain imaging device according to an embodiment of the present application.
- the near-infrared functional brain imaging device has a headgear for wearing on the subject's head, and the headgear is provided with multiple probes for transmitting and/or receiving near-infrared signals to collect multiple corresponding channels of near-infrared signals. signal, and obtain blood oxygen concentration signals of multiple corresponding channels accordingly. A curve of the blood oxygen concentration signal of the channel changing with time can be drawn based on the obtained near-infrared signal of the corresponding channel.
- the blood oxygen concentration signal obtained by converting the near-infrared signal can represent the blood oxygen concentration change of the cerebral cortex, and can be used To show the dynamic characteristics of neural responses under different conditions.
- the near-infrared light and the transmitting probe-receiving probe on the headgear form a multi-channel sensor, collecting near-infrared signals of multiple corresponding channels, based on the nerve-blood oxygen coupling mechanism , effectively visualize and quantitatively assess the brain functional status of stroke patients.
- step S101a in the case where the subject performs a set of alternating tasks of upper limb movement and resting state, using the plurality of probes, at least the left side corresponding to the upper limb movement is acquired.
- the first blood oxygen concentration signal of each channel of the brain area, and the second blood oxygen concentration signal of each channel of the right brain area corresponding to at least the upper limb movement.
- the group of alternating tasks of upper limb movement and resting state may be multiple groups or a single group of alternating tasks of upper limb movement and resting state, so as to be adapted to stroke patients with different severity of illness, for example, for patients who are unable to hear tasks.
- the user can perform a single set of alternating tasks of upper limb movement and resting state.
- the stimulation of upper limb movements can cause the neurons responsible for processing related stimuli to start working.
- the metabolic activity of the brain tissue where these neurons are located will increase and cause local tissue blood to Oxygenated hemoglobin (HbO2) decreases.
- HbO2 Oxygenated hemoglobin
- the overcompensation mechanism of the brain's blood supply system will inject a large amount of blood containing rich oxyhemoglobin into the local area, resulting in an increase in the local blood oxygen concentration and inducing a blood oxygen response.
- the blood oxygen response continues to accumulate.
- a near-infrared brain functional imaging device to collect near-infrared signals of each channel in the left and right brain areas corresponding to upper limb movement.
- the near-infrared signals can characterize the brain activity of the corresponding brain areas. Therefore, the near-infrared signals can be Converted into a blood oxygen concentration signal, for example, the blood oxygen response curve drawn based on the collected near-infrared signal can reflect the neuronal activity and change patterns in the corresponding brain area.
- the number of groups of the alternating task, the duration of each group of upper limb movements and the duration of each group of resting states are pre-configured in association.
- pre-configuring the number of groups of alternating tasks, the duration of each group of upper limb movements, and the duration of each group of resting state it can be adapted to stroke patients with different degrees of illness and improve the patient's cooperation in stroke rehabilitation analysis.
- step S102a the analysis result of the subject's current stroke recovery state is determined based on the acquired first blood oxygen concentration signal and the second blood oxygen concentration signal.
- the near-infrared brain functional imaging device is used to collect the near-infrared signals of each channel corresponding to the brain area.
- the blood oxygen concentration signal can be obtained based on the conversion of the collected near-infrared signals, and the HbO2 distribution curve and HbR distribution in the time domain of each channel can be determined. curve and HbT distribution curve, etc., as the analysis results of the subject's current stroke recovery status.
- step S103a the determined analysis results of the subject's current stroke rehabilitation state are displayed, so that doctors and stroke patients can visually understand the recovery state of the stroke patient.
- the number of groups of alternating tasks is pre-configured to be less than the predetermined number of groups, In order to adjust the number of groups performing tasks and the duration of upper limb movements according to the severity of stroke patients, thereby improving the cooperation of stroke patients and obtaining a more reliable blood oxygen concentration signal. For example, if the number of preconfigured groups is high, when a stroke patient performs multiple groups of alternating tasks of upper limb movement and resting state, the stroke patient may not be able to sustain upper limb movement for a long time.
- the predetermined number of groups can be estimated according to the predetermined time range, and then the duration of the upper limb movement and the duration of each group of resting state are pre-configured to be shorter than Some, and the configured number of groups is less than the predetermined number of groups, so that stroke patients can perform multiple groups of tasks.
- the number of groups of alternating tasks is preconfigured to be less than the predetermined number of groups, which can enable stroke patients to maintain a relatively stable state of cooperation when performing each group of alternating tasks, and reduce the risk of patient cooperation caused by too many groups of alternating tasks performed by stroke patients.
- the number of sets of alternating tasks can be preset to a single set.
- the predetermined time range is 2 minutes to 5 minutes, and the alternating tasks are pre-configured as a single group.
- the applicant has experimentally verified that when the duration of each group of upper limb movements and the duration of each group of resting state are pre-configured within the time range of 2 minutes to 5 minutes, the blood levels obtained by stroke patients performing a single group of alternating tasks are The oxygen concentration signal, using the stroke rehabilitation analysis methods of various embodiments of the present application, can also accurately reflect the rehabilitation status of stroke patients.
- step S101b discloses using the plurality of probes to obtain several segments of the first blood oxygen concentration signal when the subject performs an array of alternating tasks of upper limb movement and resting state. (obtained through acquisition and conversion through each channel of the left brain area corresponding to upper limb movement) and several second blood oxygen concentration signals (obtained through acquisition and conversion through each channel of the right brain area corresponding to upper limb movement), wherein, Each segment of the first blood oxygen concentration signal and the second blood oxygen concentration signal corresponds to each group of tasks respectively.
- Each set of tasks includes an upper limb movement phase and a resting phase, that is, each section of the first blood oxygen concentration signal and the second blood oxygen concentration signal includes an upper limb movement phase and a resting phase.
- the brain area may be a motor area corresponding to upper limb movement, and the subjects include but are not limited to patients with mild stroke, patients with moderate stroke, patients with severe stroke, etc. This application does not specifically limit this. It is understandable that some stroke patients have damage to their motor areas, making it difficult for them to perform some movement actions, such as grasping movements, flexion and extension movements, etc. Such stroke patients generally need to perform corresponding rehabilitation training tasks according to medical instructions. Improve their motor function.
- the training time for rehabilitation training tasks performed by stroke patients is at least ten minutes, or even dozens of minutes, to achieve the desired training effect.
- the sum of the durations of the array tasks is shorter than the training time for the subject to perform rehabilitation training tasks.
- the upper limit of each group The duration of limb movement can be more than ten seconds or tens of seconds, the duration of the rest phase can also be more than ten seconds or tens of seconds, and the total duration of executing array tasks can be several minutes, such as 3 minutes, 5 minutes, etc.
- processing the obtained blood oxygen concentration signal can obtain a more stable and accurate blood oxygen concentration signal corresponding to each group of tasks , performing stroke rehabilitation analysis based on the blood oxygen concentration signal of each group of tasks or the representative blood oxygen concentration signal obtained based on the blood oxygen concentration signal of each group of tasks can improve the accuracy of the analysis.
- the upper limb movements performed by the subject used for stroke rehabilitation analysis may be the same as or different from the movement manner in which the subject performs rehabilitation training tasks. That is, the rehabilitation training tasks performed by the subject may be upper limb movements, or It can be other movements, such as limb linkage movement, grasping movement, etc., which are not specifically limited in this application.
- the so-called array includes but is not limited to 1 group, 2 groups, 3 groups, 4 groups, etc.
- the specific number of groups performed can be based on the doctor's requirements or specific analysis requirements. , this application does not specifically limit this.
- the patient wears a headgear with a near-infrared functional brain imaging device.
- the severely ill patient can perform upper limb movements for several seconds and then rest for several seconds.
- a total of 3 groups were performed, using the probe on the headgear to collect near-infrared signals for subsequent analysis.
- the time for upper limb exercise and the time for rest can be the same or different.
- the patient can perform upper limb exercise for 15 seconds and then rest for 20 seconds.
- the resting phase of each group provides the blood oxygen concentration baseline of the current group. Based on the blood oxygen concentration baseline of the current group and the blood oxygen concentration value during upper limb exercise of the current group, the blood oxygen concentration change data of the current group can be obtained, and the real-time performance is relatively high. Well, it can significantly reduce the influence of drift, and based on this, more accurate and reliable analysis results in the current stroke rehabilitation state can be obtained.
- the specific work of the patient's upper limb movement can be completed under the guidance of a doctor, or the patient can be completed based on the prompts of the near-infrared brain functional imaging device.
- the patient can lie down or stand to complete the exercise.
- the patient cannot stand. Due to the simplicity of the analysis method in this embodiment, the patient can complete the upper limb movement while lying on the bed. Alternate tasks with rest. Therefore, the method provided by this embodiment is not only suitable for patients with mild stroke, but is especially suitable for patients with severe stroke, and the method has high compliance for patients. Of course, for mild stroke patients who can stand and walk, there are many options for performing the procedure, which can be done standing or lying down.
- the method provided by this embodiment has high training compliance and low execution difficulty, which greatly improves the efficiency of rehabilitation analysis execution.
- the plurality of probes are used to obtain several segments of blood oxygen concentration signals of each channel of the bilateral brain areas corresponding to at least the movement of the upper limbs.
- the headgear of the near-infrared brain functional imaging device is equipped with a probe for collecting near-infrared signals.
- a pair of probes are arranged to form a channel.
- the channel formed by the probes on the headgear corresponds to the pair of probes on the user's head.
- the obtained blood oxygen concentration signal specifically represents the physiological state of the bilateral brain area corresponding to the upper limb movement.
- positioning software can be used to perform positioning work for bilateral brain areas, or other methods can be used to achieve it.
- the training time is relatively long. Depending on the patient's condition, the training time may range from ten minutes to an hour. However, in the stroke rehabilitation analysis method provided in this embodiment, the duration for patients or other research subjects to perform a set of tasks is shorter than the training time for rehabilitation training exercises, resulting in less frequency band interference. Compared with the continuous collection of blood oxygen for dozens of minutes, concentration signal, which can significantly reduce drift. This embodiment can complete the evaluation within a few minutes, improves the analysis efficiency, and can reduce the burden on the subject.
- step S102b the analysis result of the subject's current stroke recovery state may be determined based on the segments of first blood oxygen concentration signals and the segments of second blood oxygen concentration signals.
- step S103b the analysis results of the determined current stroke rehabilitation state of the subject may be displayed.
- the blood oxygen concentration in human tissue will change with the metabolic activity of the human body. This change can be measured using near-infrared light. Therefore, each channel can be determined based on the first blood oxygen concentration signal of several segments and the second blood oxygen concentration signal of several segments.
- the HbO2 distribution curve, HbR distribution curve, HbT distribution curve, etc. in the time domain are used as the analysis results of the subject's current stroke recovery status.
- the hemodynamic activity of the cerebral cortex can be detected in real time and directly.
- the brain activity can be inferred.
- a near-infrared functional brain imaging device is used for stroke rehabilitation analysis, and an array of tasks is used. Each group of tasks alternates between upper limb movement and rest, and the duration is a few seconds, such as 10-30 seconds.
- the properties of the blood oxygen concentration signal Generally speaking, there is less frequency band interference, and the drift is significantly reduced compared to continuous collection for more than ten minutes. The evaluation can be completed in a few minutes, and the subject compliance is high. The rest phase of each group provides the blood oxygen concentration benchmark of the current group.
- the blood oxygen concentration benchmark of the group and the blood oxygen concentration value during upper limb exercise of the current group can obtain the data of the blood oxygen concentration change of the current group, and the real-time performance is good, which can significantly reduce the influence of drift. Based on this, a more accurate and reliable
- the analysis results of the current stroke rehabilitation state are analyzed, and the blood oxygen concentration signals of each channel are collected in a targeted manner corresponding to the bilateral brain areas corresponding to upper limb movements rather than generalized brain areas. It will generate a stronger signal in the corresponding brain area, and can obtain a more concentrated, consistent and stronger blood oxygen concentration signal with the movement of the upper limbs. Based on this, the analysis results of the current stroke recovery state can be determined, which will help eliminate interference and improve accuracy.
- the solution disclosed in this application can be used to analyze the rehabilitation status of stroke patients who improve their motor functions by performing rehabilitation training tasks, and can also be used to analyze the rehabilitation status of stroke patients who do not need to perform rehabilitation training tasks, such as , stroke patients who are deemed by their doctors to not need to perform rehabilitation training tasks after therapeutic intervention.
- determining the analysis result of the subject's current stroke recovery state based on the segments of first blood oxygen concentration signals and the segments of second blood oxygen concentration signals specifically includes: for each channel, based on the The signal intensity at the beginning of each segment of the blood oxygen concentration signal of the channel is corrected to eliminate the drift effect. Specifically, during the acquisition process, the baseline of the blood oxygen concentration signal corresponding to each group of tasks will drift. By aligning the signal intensity at the beginning of each segment of the blood oxygen concentration signal in the channel, the drift effect can be eliminated. Improve the accuracy of analysis results.
- the average of each corrected blood oxygen concentration signal of the channel can be used as the representative blood oxygen concentration signal of the channel.
- a stable and accurate representative blood oxygen concentration signal can be quickly obtained based on each channel.
- the representative blood oxygen concentration signal determines the analysis results of the subject's current stroke recovery state, which is beneficial to reducing workload and further improving the accuracy of the analysis results.
- the representative blood oxygen concentration signal is intended to reflect the overall situation of the blood oxygen concentration signal of each channel and avoid large deviations, which may lead to large errors in judgment.
- the analysis results of the subject's current stroke recovery state include representative HbO2 distribution curves 201, representative HbR distribution curves 202 and Representative HbT distribution curve 203, and the representative HbO2 distribution curve 201, representative HbR distribution curve 202 and representative HbT distribution curve 203 in the time domain are displayed in comparison on the same time axis.
- the so-called representative distribution curve can be obtained in various ways. For example, a representative channel can be selected, and the distribution curve (or time domain average distribution curve) of the representative channel can be obtained as the representative distribution curve. For another example, the distribution curve of each channel can also be obtained and a representative curve (such as but not limited to an average curve) can be obtained as a representative distribution curve.
- the representative HbO2 distribution curve 201, the representative HbR distribution curve 202 and the representative HbT distribution curve 203 can be comparatively displayed on the same time axis, which is convenient for doctors to view and intuitively evaluate the blood oxygen response effect.
- a near-infrared brain functional imaging device is used to obtain its The blood oxygen concentration changes in the bilateral brain areas, and the hemodynamic activity is highly related to the task design. It can be inferred that the brain area is activated under the task state and has a better blood oxygen response effect.
- the blood oxygen concentration value in the time domain of this group of tasks shows a trend of rising first, reaching a peak and then declining.
- This regular distribution curve shows that the blood oxygen response effect is better.
- the blood oxygen response effect can be used as a reference factor for stroke rehabilitation analysis and can overturn the results of other analyzes with high recovery levels. For example, even if the activation map shows a high level of recovery, but the blood oxygen response is abnormal, it cannot be certain that the analysis conclusion of the activation map is credible.
- the doctor can note the quality of the blood oxygen response in the report for subsequent diagnosis. Poor blood oxygen response may be caused by low recovery level, or may be caused by detection failure of the near-infrared device or improper operation during the collection process.
- prompt information may be displayed to the doctor when the blood oxygen response is poor.
- the acquired first blood oxygen concentration signal and the second blood oxygen concentration signal are each of several segments, and according to the several segments of the first blood oxygen concentration signal and the several segments of the second blood oxygen concentration signal Determining the analysis results of the subject's current stroke recovery state specifically includes: based on the acquired first blood oxygen concentration signals of several segments, the second blood oxygen concentration signals of several segments and the acquired channels of each channel in the peripheral brain area.
- Several segments of the third blood oxygen concentration signal determine the activation map of the subject's brain area, as shown in Figure 3.
- the distribution regularity of the color blocks in the activation map represents the stroke recovery level of the subject.
- the color in the activation map If the first distribution regularity of the patch is compared to the second distribution regularity of the color patch in the activation spectrum that is lower than the first distribution regularity, then the former situation has (represents) a higher level of stroke recovery.
- the activation map not only reflects the activation of the brain area corresponding to the upper limb movement, but also shows the activation of surrounding related brain areas adjacent to it.
- the color blocks are distributed in the brain area corresponding to the upper limb movement and related to the upper limb movement.
- the regularity of adjacent surrounding related brain areas allows doctors to determine the level of stroke recovery at a glance. When the patient's stroke recovery level is high, it means that the brain area responds regularly to upper limb movement.
- the first distribution regularity of the color patches in the first activation map is higher than that of the color patches in the second activation map With the second distribution regularity, it can be judged that the subject to which the first activation spectrum belongs has a higher stroke recovery level.
- the color blocks of the activation map are distributed with high regularity, and users can quickly judge the stroke rehabilitation effect based on the regularly distributed color blocks.
- the patient's stroke recovery level is low, there is a lag or even no response in the brain area to the upper limb movement. Even if the upper limb movement is performed, the brain area has a lag response or even no response, indicating that the brain area is not quickly activated or even not activated by the upper limb movement. is activated.
- the distribution regularity of the activation map is poor.
- the user can quickly judge that the stroke recovery level is low and further rehabilitation training is needed, and it can be carried out for a period of time. Stroke rehabilitation analysis was performed again after rehabilitation training.
- the activation map can be displayed on a partial two-dimensional brain image, that is, a non-complete two-dimensional brain image, as long as it contains the brain areas that need to be displayed, so that it can be displayed in a limited area.
- the activation map is highlighted in the display area, allowing doctors to clearly view the activation map and make more accurate judgments.
- the method provided by this embodiment presents the activation map of the brain area to the user.
- the color blocks in the activation map show a regular correlation with the response of the brain area to upper limb movement.
- the user observes whether the color blocks of the activation map show regular distribution, It can intuitively and quickly determine the level of stroke rehabilitation, improve the efficiency of stroke rehabilitation analysis, and reduce the user's workload.
- the analysis results of the subject's current stroke recovery state also include an activation map of the subject's brain area, and the distribution regularity of the color patches in the activation map represents the stroke recovery level of the subject, If the first distribution regularity of the color patches in the activation spectrum is compared with the second distribution regularity of the color patches in the activation spectrum that is lower than the first distribution regularity, then the former situation has (represents) a higher level of stroke recovery,
- the activation map includes a 2D activation map and/or a 3D activation map, so that the user can intuitively and quickly determine the stroke recovery level.
- Figure 4(a) shows a diagram of the analysis results obtained by performing stroke rehabilitation analysis using a near-infrared brain functional imaging device according to an embodiment of the present application and simultaneously displaying the stroke rehabilitation indicators of the subject in the current stroke rehabilitation state.
- displaying the determined analysis results of the subject's current stroke recovery state specifically includes displaying the activation map of the subject's brain area in the first area 401, and displaying the activation map of the subject's brain area in the first area 401.
- the second area 402 other than the area 401 displays a representative HbO2 distribution curve (a curve at the middle position of the upper limb movement area), a representative HbR distribution curve (a curve at the lower position of the upper limb movement area), and a representative HbT distribution in the time domain.
- Curve (the curve above the upper limb movement area).
- the second area 402 may also include a right movement area 4021 and a left movement area 4022, and each of the right movement area 4021 and the left movement area 4022 respectively displays a representative HbO2 distribution curve in the time domain (the curve at the middle position of the upper limb movement area ), the representative HbR distribution curve (the curve below the upper limb movement area) and the representative HbT distribution curve (the curve above the upper limb movement area).
- the joint presentation of the activation map and the three distribution curves can meet the actual needs of doctors and facilitate doctors' comprehensive consideration of all aspects of the analysis results in the current stroke rehabilitation state. For example, doctors can check the distribution curve to evaluate the blood oxygen response effect. If the blood oxygen response effect is good, then check the activation map.
- the activation map not only reflects the activation of the brain area corresponding to the upper limb movement, but also shows the activation of surrounding related brain areas. Color
- the regularity of block distribution allows doctors to determine the level of stroke recovery at a glance. If the blood oxygen response effect and the distribution regularity of the activation map are relatively good, it can be used with higher confidence High levels of stroke recovery were determined. However, when the blood oxygen response is poor, doctors do not need to view and analyze activation maps, which helps reduce unnecessary workload for doctors.
- the activation map of the subject's brain area can be displayed in the first area, and the representative HbO2 distribution curve and representative HbO2 distribution curve in the time domain can be displayed in a second area other than the first area.
- HbR distribution curve and representative HbT distribution curve the doctor can selectively view the activation map according to the blood oxygen response effect reflected by the distribution curve, making the interface clearer and concise, and the information obtained by the doctor is more concentrated, which is conducive to the doctor's judgment of the analysis results. .
- the distribution regularity of the color patches in the activation map includes the dispersion and mutation degree of the color patches.
- the color patches of the activation map are distributed in a regular layout, with a high degree of dispersion.
- the active color patches are scattered in different positions.
- the degree of mutation is high.
- the active color patch does not smoothly gradually change into an inactive color patch, but jumps and mutates into an inactive color patch.
- the color patches The degree of dispersion and mutation are both highly sensitive and easy to identify for the human eye, which is beneficial to reducing the workload of doctors and ensuring the accuracy and efficiency of identification.
- the analysis results of the subject's current stroke recovery state also include the subject's stroke recovery indicators, and the stroke recovery indicators include the subject's left brain area activity, right brain area activity Spend.
- the activity level can be determined based on the blood oxygen concentration signal during upper limb exercise and the baseline blood oxygen concentration signal during rest, which is beneficial to eliminating interference and improving accuracy.
- the blood oxygen concentration benchmark of the current group is provided during rest. Based on the blood oxygen concentration signal of the current group during upper limb exercise and the benchmark blood oxygen concentration signal of the current group during rest, timely and effective activity can be obtained, thereby improving Accuracy of analytical results in current stroke recovery status.
- determining the analysis result of the subject's current stroke recovery state based on the acquired first blood oxygen concentration signal and the second blood oxygen concentration signal specifically includes: based on the representativeness of at least part of the channels in the left brain region
- the signal strength of the blood oxygen concentration signal within the first preset time window during upper limb exercise and the signal strength within the second preset time window during rest are used to determine the activity of the left brain region of the subject. For example, the subject is asked to perform a set of tasks, performing upper limb movements within 0-20s and resting within 20-40s.
- the first preset time window can be understood as a time period within 0-20s.
- the second preset time window from 5th to 20s can be understood as a time period within 20th to 40s, such as 25th to 40s. If the signal intensity when performing upper limb movements is much higher than the signal intensity when performing rest, it can be determined that the activity in the left brain area is higher, which can also provide a reference for determining stroke recovery.
- This specific implementation is only an example and does not limit the specific comparison method. There is no specific limitation on the comparison method of signal strength.
- the signal intensity of the representative blood oxygen concentration signal of at least part of the channel of the right brain region within the first preset time window during upper limb exercise is compared with the second during rest.
- the signal intensity within the preset time window is used to determine the activity of the right brain area of the subject.
- determining the analysis result of the subject's current stroke recovery state also includes The balance degree 4033 of the brain areas on both sides is determined based on the ratio of the difference between the activity degree 4031 of the left brain area and the activity degree 4032 of the right brain area and the sum of the activity degree 4031 of the left brain area and the activity degree 4032 of the right brain area. Among them, the smaller the balance degree of the brain areas on both sides, the smaller the difference between the activity degree of the left brain area and the right brain area. There is no major deviation between the left brain area and the right brain area, indicating that the patient The recovery status is better.
- the difference between the left brain area activity 4031 and the right brain area activity 4032 is small, based on this determination
- the balance degree 4033 of the brain areas on both sides is also relatively small, indicating that the recovery of the brain areas on both sides is balanced.
- Three stroke recovery indicators namely left brain area activity, right brain area activity and balance of both sides of the brain, are provided to doctors for analyzing the subject's stroke recovery level, further improving the current stroke recovery status The accuracy of the analysis results is improved and the credibility of the results is improved.
- the doctor can also be provided with the baseline values of each activity degree and the balance degree of the brain areas on both sides, such as the activity degree of the left brain area 4031, the activity degree of the right brain area 4032, and the balance degree of the brain areas on both sides 4033.
- the size can be limited based on actual conditions. For example, it can be set when the device leaves the factory to provide a basis for judging stroke rehabilitation indicators.
- modifiable methods can also be provided to the user. For example, doctors can set settings for different patients, disease levels, etc., to achieve personalized treatment and further improve the analysis results of the current stroke rehabilitation state. Accuracy and credibility.
- the index sizes of the left brain area activity 4031 and the right brain area activity 4032 can be the same or different, and are not specifically limited.
- the analysis results of the subject's current stroke recovery state also include the subject's stroke recovery indicators, and the stroke recovery indicators include the subject's left brain area activity. degree 4031, activity degree of right brain area 4032 and balance degree of both sides of brain area 4033; display all
- the determined analysis results of the subject's current stroke recovery state specifically include: displaying the subject's stroke recovery indicators in a third area 403 other than the first area 401 and the second area 402 .
- Figure 4(a) shows that while the activation map is displayed in the first area 401, the left brain area activity 4031, the right brain area activity 4032, and the balance degree 4033 of both sides of the brain area are displayed in the third area 403.
- the three analysis results are jointly displayed in partitions, which is helpful for doctors to integrate the three analysis results to obtain a more accurate stroke rehabilitation level, thereby improving the accuracy of the analysis results under the current stroke rehabilitation status.
- the user interface can simultaneously display the activity degree 4031 of the left brain area, the activity degree 4032 of the right brain area, and the balance degree 4033 of the brain areas on both sides at the same time, or it can also include when the user indicates which analysis result to display.
- the system responds based on the instruction and displays the analysis results of the response.
- the left brain area activity 4031 is displayed on the interactive interface; when the user If the user wants to compare the obtained right brain area activity 4032 with the stroke rehabilitation index, the user can display the stroke rehabilitation index based on the instruction of selecting the stroke rehabilitation index.
- the interactive interface can display the required analysis results based on the user's selection, and the specific display method is not specifically limited.
- the duration of each group of upper limb movement is 5-50 seconds, such as 5 seconds, 10 seconds, 20 seconds, 30 seconds, 40 seconds. seconds, 50 seconds, etc., preferably 10-40 seconds.
- the rest duration of each group is 5-50 seconds, such as 5 seconds, 10 seconds, 20 seconds, 30 seconds, 40 seconds, 50 seconds, etc., preferably 10-40 seconds.
- Each set of tasks is performed in a shorter period of time. There is less frequency band interference for the properties of the blood oxygen concentration signal. Compared with the method of continuous collection for more than ten minutes, the drift is significantly reduced. The entire evaluation can be completed in a few minutes. Object compliance higher.
- the total time for performing each set of tasks including upper limb movement and rest is 10-100 seconds.
- the blood oxygen concentration signal for stroke rehabilitation analysis can be obtained accurately and effectively to avoid more interference. , reducing the accuracy of assessment.
- the time period provided by this embodiment includes frequency bands useful for evaluating the analysis results in the current stroke rehabilitation state, which not only meets the needs for evaluation of the analysis results in the current stroke rehabilitation state, but also reduces the execution difficulty for patients. The patient's acceptance is high and it can improve the patient's cooperation.
- the subject performs upper limb exercise for 15 seconds and rests for 20 seconds. This is one group, and a total of 5 groups are performed.
- the analysis of the subject's stroke recovery status can be completed within 3 minutes for reference.
- the doctor's reference allows the doctor to give the subject corresponding rehabilitation suggestions, which greatly improves work efficiency and reduces the burden on the subject.
- some patients with severe stroke can only perform simple exercises for a short period of time after recovering for a period of time. At this time, the patient is unable to perform exercises for a long time. Ten minutes or even dozens of minutes of exercise.
- using the method of this embodiment for severe stroke patients can greatly reduce the difficulty of exercise for this type of patients, providing a more efficient analysis method for rehabilitation analysis of severe stroke patients.
- the duration of upper limb movement is 2-4 minutes
- the duration of resting state is 2-4 minutes
- the duration of the upper limb movement is 3 minutes
- the duration of the resting state is also 3 minutes.
- the obtained first blood oxygen concentration signal and the second blood oxygen concentration signal can be objectively and accurately reflected by using the processing flow shown in Figure 4(b).
- the level of stroke recovery depends on the activity of the left brain region and the activity of the right brain region.
- step S404 wavelet transform is performed on the signal segment corresponding to the acquired first blood oxygen concentration signal during upper limb movement, and the corresponding time domain-frequency signal is obtained within the preset frequency band of the wavelet transform result.
- the first representative amplitude in the domain spectrum In step S405, perform wavelet transformation on the signal segment corresponding to the upper limb movement period of the second blood oxygen concentration signal obtained, and obtain the second representative amplitude in the corresponding time domain-frequency domain spectrum within the preset frequency band of the wavelet transformation result. value, the second representative amplitude having a definition consistent with the first representative amplitude.
- step S406 the activity of the left brain area of the subject is determined based on the first representative amplitude of each channel of the left brain area corresponding to the upper limb movement, and based on the right brain area corresponding to the upper limb movement
- the second representative amplitude of each channel of the area is used to determine the activity of the right brain area of the subject.
- trapezoidal integration can be performed in the frequency domain of the preset frequency band to obtain the average wavelet amplitude of the first blood oxygen concentration signal and the second blood oxygen concentration signal data sequence as the third blood oxygen concentration signal. a representative amplitude and a second representative amplitude.
- the color of the color block in the activity map shown in Figure 4(c) can be used to represent the activity of the left and right brain areas. The larger the value, the greater the activity. Doctors can intuitively obtain the activity status of the left and right brain areas through the activity map displayed on the interface.
- the preset frequency band can be a low frequency or ultra-low frequency centered on 0.1 Hz or 0.04 Hz. Within this frequency range, the impact of low-frequency drift and physiological noise (respiration, heartbeat, etc.) on the neural activity signals in the cortical area can be avoided. influence, so that more accurate data can be obtained.
- the method described in the above embodiment of obtaining the activity of the brain areas on both sides through the signal intensity and determining the balance of the brain areas on both sides based on the activity of the brain areas on both sides is also applicable here.
- the method further includes, while displaying the value of the balance degree of the two sides of the brain area, prompting the grading level of the balance status of the two sides of the brain area.
- it specifically includes at least one of the following: when the value of the balance degree of the two sides of the brain area is -0.15 to 0.15, it indicates a high level of the balance degree of the two sides of the brain area and/or both sides.
- Low level of lateralization of brain regions when the value of the balance between the two sides of the brain is -0.4 to -0.15, or 0.15 to 0.4, and not -0.4 and 0.4, it indicates the balance of the two sides of the brain Moderate level and/or moderate level of lateralization of both brain regions; when the value of the balance of the bilateral brain regions is -0.4 or less, or 0.4 or greater, it indicates the balance of the bilateral brain regions of low levels and/or high levels of lateralization in both brain regions. Specifically, it is relatively easy for a doctor to judge whether the balance of the brain areas on both sides is better or worse based on the numerical values of the balance of the brain areas on both sides.
- the grading levels of the balance status of both sides of the brain areas in the above preferred embodiment can more accurately and reasonably evaluate the recovery level of stroke patients.
- the boundary value of the grading level of the balance status of both sides of the brain region described in this application can be adjusted with a small deviation according to the boundary value of the above-mentioned corresponding threshold range. For example, in the balance degree of both sides of the brain region When the value is -0.16 to 0.16, it indicates a high level of balance between the two sides of the brain and/or a low level of lateralization of the two sides of the brain.
- the interface displays the balance values of the brain areas on both sides of the subject when the subject is in a resting state and an exercise state respectively.
- the doctor can directly obtain the balance of the brain areas on both sides.
- the value of the degree of balance provides the user with the balance value of the brain areas on both sides of the subject in the resting state as a reference.
- the user can compare the balance degree values of the brain areas on both sides of the subject in the moving state with the balance degree values of the two sides of the subject in the resting state.
- Balance values of lateral brain areas can be used to more accurately evaluate the recovery level of stroke patients.
- a wavelet transform is performed on the acquired first blood oxygen concentration signal corresponding to the signal segment during the resting state, and the corresponding time domain-frequency domain spectrum is acquired within the preset frequency band of the wavelet transform result.
- Five representative amplitudes perform wavelet transformation on the signal segment corresponding to the resting state period of the second blood oxygen concentration signal obtained, and obtain the corresponding time domain-frequency domain spectrum in the preset frequency band of the wavelet transformation result.
- Six representative amplitudes, the sixth representative amplitude, the fifth representative amplitude and the first and second The representative amplitude has a consistent definition; based on the fifth representative amplitude and the sixth representative amplitude, the amplitude numerical parameter in the resting state is displayed.
- the amplitude of the wavelet transform results during the resting state can also be displayed collaboratively for doctors' reference. For example, when the amplitude of the wavelet transformation result of the resting state deviates slightly from the reference value of the amplitude of the wavelet transformation result of the normal person's resting state (or the amplitude deviation of the wavelet transformation result during upper limb movement is small), It can remind the user that it may not be possible to objectively evaluate the recovery status of the stroke patient based only on the amplitude of the wavelet transform result of the stroke patient during upper limb movement.
- the amplitude numerical parameter may be the left brain region and/or the right brain region, and may be obtained, for example, by averaging the fifth representative amplitude value and/or the sixth representative amplitude value of each channel.
- the interval prompts of each grading level can also be displayed while displaying the value of the balance degree of the two sides of the brain area, which can make it easier for the doctor to compare the displayed value of the balance degree of the two sides of the brain area with the value of each grading level. Compare the interval ranges to more efficiently determine the balance status of the brain areas on both sides of stroke patients.
- the method further includes correspondingly displaying an activity map on the brain image based on the first representative amplitude and the second representative amplitude of each channel during upper limb movement.
- the colors everywhere on the activity map represent the first representative amplitude (left brain area) and the second representative amplitude (right brain area) of the corresponding channel.
- the third representative amplitude of the left brain area corresponding to the upper limb movement and the fourth representative amplitude of the right brain area corresponding to the upper limb movement are displayed.
- the third representative amplitude may be obtained by averaging the first representative amplitudes of each channel
- the fourth representative amplitude may be obtained by averaging the second representative amplitudes of each channel.
- the third representative amplitude can be used as the activity of the left brain area
- the fourth representative amplitude can be used as the activity of the right brain area.
- the method further includes displaying the synergy of the brain regions on both sides, the synergy being obtained in the following manner: based on the first blood oxygen concentration signal corresponding to the signal segment during upper limb movement and the second blood
- the oxygen concentration signal corresponds to the signal segment during upper limb movement
- the functional connection parameters of the brain areas on both sides are calculated
- the degree of synergy is determined based on the functional connection parameters of the brain areas on both sides.
- the functional connection strength parameter can be calculated through the Pearson correlation coefficient, which will not be described in detail here.
- the regional connection map shown in Figure 4(c) can display the functional connection strength of the two brain regions.
- the functional connection strength can reflect the activity of information transmission and cooperation efficiency between the two brain regions.
- the functional connection strength between the two sides of the brain can be used to characterize the synergy of the two brain areas.
- the higher synergy of stroke patients during upper limb movements indicates that these two
- the information transmission activity and cooperation efficiency between brain areas are better, that is, there is a higher degree of coordination, and the level of stroke recovery is improved.
- the synergy between the two sides of the brain areas when using the synergy between both sides of the brain areas to evaluate the recovery level of stroke patients, preferably, when the synergy between the two sides of the brain areas is greater than or equal to 0.37, it can indicate that the synergy between the two sides of the brain areas is high, and the synergy is high. When it is between 0.37 and 0.23, it can indicate that the degree of coordination between the two brain regions is medium. When the degree of synergy is less than or equal to 0.23, it can indicate that the degree of coordination between the two sides of the brain is low. It can be understood that the grading levels of synergy described in this application are only as preferred embodiments, and this application is not limited thereto.
- the channel connection map can also be presented to provide the user with detailed information on the functional connections between each channel. For example, the user can see the left brain region through the channel connection map shown in Figure 4(c) The functional connection strength between channel 5 and channel 8 in the right brain area, etc.
- the upper limb movement includes alternating flexion and extension movements of the upper limb while maintaining finger grip.
- This upper limb movement is not only simple and can reduce the difficulty of the subject's movement, but also is beneficial to corresponding brain areas. Providing sufficient stimulation is conducive to collecting more concentrated, consistent and stronger blood oxygen concentration signals for subsequent analysis. Compared with moving the fingers and simply twisting the upper arm joints, this method can be widely used for all types of stroke patients and has better differentiation between different rehabilitation levels. Patients' execution and compliance are also better; the execution of upper limb movements can be associated with exercise equipment. Defining a unified exercise method can simplify exercise equipment, reduce costs, and also help enhance the robustness of the analysis's rehabilitation level.
- Figure 5 shows a schematic diagram of a stroke rehabilitation analysis system according to an embodiment of the present application.
- the stroke rehabilitation analysis system includes a near-infrared functional brain imaging device 500.
- the near-infrared functional brain imaging device 500 at least has a head cap 501.
- the head cap 501 is used to be worn on the subject's head 505.
- the head cap 501 Multiple probes 506 are provided for transmitting and/or receiving near-infrared signals to collect near-infrared signals of multiple corresponding channels, and thereby obtain blood oxygen concentration signals of multiple corresponding channels.
- headgear 501 may have multiple probes 506 for transmitting and/or receiving near-infrared signals.
- the head cap 501 may have multiple mounting positions for detachably assembling each probe 506. During use, the probes 506 may be assembled to the head cap 501 through the mounting positions.
- each of the plurality of probes 506 can be configured to generate Emitting probe (S) or receiving probe (D), each pair of probes arranged in pairs forms a channel.
- one transmitting probe may correspond to multiple receiving probes, or conversely, one receiving probe corresponds to multiple transmitting probes, and their pairing relationship is based on the specific layout location of the probes, the brain functional area to be detected, etc. Depends on requirements.
- the stroke rehabilitation analysis system also includes a processor 502, which can be separate from the near-infrared functional brain imaging device 500, and only receives the near-infrared data or blood oxygen concentration signal from it and performs further processing.
- a stroke rehabilitation analysis device may be provided, which includes a processor 502 to execute the stroke rehabilitation analysis method according to various embodiments of the present application.
- the processor 502 can also be integrated into the near-infrared functional brain imaging device 500 (for example, as its host), so that the near-infrared functional brain imaging device 500 provides a stroke rehabilitation analysis function, which is not limited here.
- Processor 502 may be a processing device including one or more general-purpose processing devices, such as a microprocessor, a central processing unit (CPU), a graphics processing unit (GPU), or the like. More specifically, the processor may be a Complex Instruction Set Computing (CISC) microprocessor, a Reduced Instruction Set Computing (RISC) microprocessor, a Very Long Instruction Word (VLIW) microprocessor, a processor running other instruction sets, or A processor that runs a combination of instruction sets. The processor may also be one or more special purpose processing devices, such as an application specific integrated circuit (ASIC), a field programmable gate array (FPGA), a digital signal processor (DSP), a system on a chip (SoC), etc.
- ASIC application specific integrated circuit
- FPGA field programmable gate array
- DSP digital signal processor
- SoC system on a chip
- the processor 502 may be configured to cause the plurality of probes 506 to acquire each channel of the left brain region corresponding to at least the upper limb movement when the subject performs a set of alternating tasks of upper limb movement and resting state.
- the first blood oxygen concentration signal, and the second blood oxygen concentration signal of each channel corresponding to at least the right brain area of the upper limb movement.
- the number of groups of the alternating task, the duration of each group of upper limb movements and the duration of each group of resting states are pre-configured in association. According to the acquired first blood oxygen concentration signal and the second blood oxygen concentration signal, the analysis result in the current stroke recovery state of the subject is determined.
- the near-infrared functional brain imaging device 500 may also include a memory 503 and a display 504.
- the memory 503 is configured to store a process that causes the processor 502 to execute the method for performing stroke rehabilitation analysis using a near-infrared brain functional imaging device as described in any embodiment herein (for example, but not limited to, performing stroke rehabilitation analysis on the acquired near-infrared signal). (Processing) procedures and data generated and/or required during execution.
- the memory 503 may be a non-transitory computer-readable medium, such as read-only memory (ROM), random access memory (RAM), phase change random access memory (PRAM), static random access memory (SRAM), dynamic random access memory Access memory (DRAM), electrically erasable and programmable program read-only memory (EEPROM), other types of random access memory (RAM), flash memory or other forms of flash memory, cache, registers, static memory, compact disc read-only memory (CD-ROM), digital versatile disk (DVD ) or other optical memory, cassette tapes or other magnetic storage devices, or any other possible non-transitory medium used to store information or instructions accessible to a computer device or the like.
- ROM read-only memory
- RAM random access memory
- PRAM phase change random access memory
- SRAM static random access memory
- DRAM dynamic random access memory Access memory
- EEPROM electrically erasable and programmable program read-only memory
- RAM random access memory
- flash memory or other forms of flash memory cache, registers, static memory, compact disc read-only
- the display 504 may be configured to display the determined analysis results of the subject's current stroke recovery state, and the display 504 may adopt LED, OLED, etc., which is not specifically limited.
- the near-infrared functional brain imaging device 500 itself (including the headgear and the host) according to various embodiments of the present application, or the host other than the headgear (mainly used to store and analyze near-infrared data), can be used to construct stroke rehabilitation. analysis system.
- the stroke rehabilitation analysis system may further include an exercise machine configured to be used by the subject to perform an array of alternating upper limb movement and rest tasks, and the processor 502 is further configured to send control information to the exercise machine. , so that the sports equipment is in an actuable state during upper limb movement and in a non-actuable state during rest. With the assistance of exercise equipment, subjects can complete the task of alternating upper limb movement and rest, further reducing the difficulty of exercise.
- a computer-readable storage medium has computer program instructions stored on the computer-readable storage medium.
- the computer program instructions when executed by a processor, cause the processor to execute various implementations according to the present application.
- Computer-readable media may include volatile or nonvolatile, magnetic, semiconductor-based, tape-based, optical, removable, non-removable, or other types of computer-readable media or computer-readable storage devices.
- a computer-readable medium may be a storage device or storage module having computer instructions stored therein, as disclosed.
- the computer-readable medium may be a disk or flash drive that has computer instructions stored thereon.
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Abstract
A method and system for performing stroke rehabilitation analysis by using a near-infrared brain function imaging device. The near-infrared brain function imaging device (500) is provided with a head cap (501) for being worn on an object head (505), and the head cap (501) is provided with a plurality of probes (506) for transmitting and/or receiving near-infrared signals to collect near-infrared signals of a plurality of corresponding channels. The stroke rehabilitation analysis method comprises: in the case that an object performs groups of alternating tasks of upper limb movement and rest state, using the plurality of probes (506) to acquire a first blood oxygen concentration signal of each channel of the left side brain region at least corresponding to the upper limb movement, and a second blood oxygen concentration signal of each channel of the right side brain region at least corresponding to the upper limb movement; determining, according to the acquired first blood oxygen concentration signal and the acquired second blood oxygen concentration signal, an analysis result in the current stroke rehabilitation state of the object; and displaying the determined analysis result in the current stroke rehabilitation state of the object. The method is beneficial to eliminating interference and improving the analysis accuracy.
Description
本申请一般涉及医疗设备领域,具体涉及用近红外脑功能成像装置进行卒中康复分析的方法、系统。This application generally relates to the field of medical equipment, and specifically relates to methods and systems for stroke rehabilitation analysis using near-infrared functional brain imaging devices.
近红外光谱脑功能成像(fNIRS)是一种新型的脑功能成像技术。利用近红外光和发射探头-接收探头组成的多通道传感,基于神经-血氧耦合机制,fNIRS可以穿透颅骨,以高时间分辨探测和成像脑活动激活的变化,有效地对脑功能进行可视化和定量评估。目前,近红外光谱脑功能成像技术可被用于评估卒中康复,但是,发明人发现通常需要连续采集十几分钟的对象的大范围脑区的近红外信号,信号强度的漂移和频带干扰都比较严重,虽然尝试减少噪声干扰,效果也并不好。此外,现有技术中是利用对象执行康复训练运动期间的近红外信号来进行卒中康复分析,保持连续十几分钟甚至数十分钟的康复训练运动任务来进行卒中康复分析对于某些重度卒中患者来说难度较大,患者依从性不高,也严重影响了评估准确度。Near-infrared spectrum functional brain imaging (fNIRS) is a new type of brain functional imaging technology. Utilizing multi-channel sensing composed of near-infrared light and a transmitting probe-receiving probe, based on the nerve-blood oxygen coupling mechanism, fNIRS can penetrate the skull, detect and image changes in brain activity activation with high time resolution, and effectively monitor brain function. Visualization and quantitative assessment. Currently, near-infrared spectrum functional brain imaging technology can be used to evaluate stroke recovery. However, the inventor found that it usually requires continuous collection of near-infrared signals from a large range of brain areas of subjects for more than ten minutes. The drift of signal strength and frequency band interference are relatively small. Seriously, although I tried to reduce noise interference, the effect was not good. In addition, in the existing technology, the near-infrared signal during the subject's rehabilitation training movement is used to perform stroke rehabilitation analysis, and the rehabilitation training movement task is maintained for ten or even dozens of minutes to perform stroke rehabilitation analysis. For some patients with severe stroke, It is said that it is difficult and patients' compliance is not high, which also seriously affects the accuracy of assessment.
发明内容Contents of the invention
针对现有技术中存在的上述技术问题,提出了本申请。本申请旨在提供用近红外脑功能成像装置进行卒中康复分析的方法、系统,其尤其能够适用于重度卒中患者,在短时间内完成分析评估,以提高效率,同时能够减少信号漂移和频带干扰,以提高分析结果的准确度。In view of the above technical problems existing in the prior art, this application is proposed. The purpose of this application is to provide a method and system for stroke rehabilitation analysis using a near-infrared brain functional imaging device, which is especially suitable for patients with severe stroke and can complete analysis and evaluation in a short time to improve efficiency and reduce signal drift and frequency band interference. , to improve the accuracy of analysis results.
根据本申请的第一方案,提供用近红外脑功能成像装置进行卒中康复分析的方法,所述近红外脑功能成像装置具有用于佩戴在对象头上的头帽,所述头帽设有用于传输和/或接收近红外信号的多个探头以采集多个对应通道的近红外信号,并据此获取多个对应通道的血氧浓度信号,所述方法包括:在所述对象执行成组的上肢运动和休息状态的交替任务的情况下,利用所述多个探头,获取至少对应于上肢运动的左侧脑区的各通道的第一血氧浓度信
号,以及至少对应于上肢运动的右侧脑区的各通道的第二血氧浓度信号,其中,所述交替任务的组数、每组上肢运动的持续时间和每组休息状态的持续时间相关联地预先配置;根据所获取的第一血氧浓度信号和第二血氧浓度信号,确定所述对象的当前卒中康复状态下的分析结果;以及显示所确定的所述对象的当前卒中康复状态下的分析结果。According to a first aspect of the present application, a method for performing stroke rehabilitation analysis using a near-infrared functional brain imaging device is provided. The near-infrared functional brain imaging device has a headgear for wearing on a subject's head, and the headgear is provided with a Multiple probes that transmit and/or receive near-infrared signals to collect near-infrared signals of multiple corresponding channels, and obtain blood oxygen concentration signals of multiple corresponding channels accordingly, the method includes: performing a group of In the case of an alternating task of upper limb movement and resting state, the plurality of probes are used to obtain the first blood oxygen concentration information of each channel of the left brain area corresponding to at least the upper limb movement. number, and at least the second blood oxygen concentration signal of each channel corresponding to the right brain area of the upper limb movement, wherein the number of groups of the alternating task, the duration of each group of upper limb movement and the duration of each group of resting state are related Preconfigured jointly; determining the analysis result in the current stroke rehabilitation state of the subject according to the acquired first blood oxygen concentration signal and the second blood oxygen concentration signal; and displaying the determined current stroke recovery state of the subject The analysis results below.
根据本申请的第二方案,提供一种卒中康复分析系统,包括:用于佩戴在对象头上的头帽,所述头帽设有用于传输和/或接收近红外信号的多个探头以采集多个对应通道的近红外信号,并据此获取多个对应通道的血氧浓度信号;处理器,其配置为:在所述对象执行成组的上肢运动和休息状态的交替任务的情况下,使得所述多个探头,获取至少对应于上肢运动的左侧脑区的各通道的第一血氧浓度信号,以及至少对应于上肢运动的右侧脑区的各通道的第二血氧浓度信号,其中,所述交替任务的组数、每组上肢运动的持续时间和每组休息状态的持续时间相关联地预先配置;根据所获取的第一血氧浓度信号和第二血氧浓度信号,确定所述对象的当前卒中康复状态下的分析结果;以及显示器,其配置为:显示所确定的所述对象的当前卒中康复状态下的分析结果。According to a second aspect of the present application, a stroke rehabilitation analysis system is provided, including: a headgear for wearing on a subject's head, the headgear is provided with multiple probes for transmitting and/or receiving near-infrared signals to collect Near-infrared signals of a plurality of corresponding channels, and thereby obtain blood oxygen concentration signals of a plurality of corresponding channels; a processor configured to: when the subject performs a set of alternating tasks of upper limb movement and resting state, The plurality of probes are caused to acquire at least the first blood oxygen concentration signal of each channel corresponding to the left brain area of the upper limb movement, and at least the second blood oxygen concentration signal of each channel corresponding to the right brain area of the upper limb movement. , wherein the number of groups of alternating tasks, the duration of each group of upper limb movements and the duration of each group of resting states are pre-configured in association; according to the acquired first blood oxygen concentration signal and the second blood oxygen concentration signal, Determining the analysis results in the current stroke rehabilitation state of the subject; and a display configured to display the determined analysis results in the current stroke recovery state of the subject.
根据本申请的第三方案,一种计算机可读存储介质,所述计算机可读存储介质上存储有计算机程序指令,所述计算机程序指令在被处理器运行时使得所述处理器执行本申请各个实施例所述的用近红外脑功能成像装置进行卒中康复分析的方法。According to a third aspect of the present application, a computer-readable storage medium is provided with computer program instructions stored on the computer-readable storage medium. When the computer program instructions are run by a processor, the computer program instructions cause the processor to execute various aspects of the present application. Methods for stroke rehabilitation analysis using near-infrared functional brain imaging devices described in the embodiments.
与现有技术相比,本申请实施例的有益效果在于:Compared with the prior art, the beneficial effects of the embodiments of the present application are:
卒中患者进行卒中康复分析时,执行成组上肢运动和休息状态的交替任务,休息阶段提供了当前组的血氧浓度基准,使得能够获得实时、准确的血氧浓度变化情况,进而得到更准确的当前卒中康复状态下的分析结果。基于所述分析方法,短时间内即可完成对卒中康复分析的评估,尤其适用于重度卒中患者,对象依从性较高,且针对性地采集对应于上肢运动的左侧脑区的各通道的第一血氧浓度信号以及右侧脑区的各通道的第二血氧浓度信号,而非泛化脑区的各通道的血氧浓度信号,上肢运动会在对应脑区产生强度较大的信号,可以伴随上肢运动得到更集中一致的、强度更大的血氧浓度信号,据此确定当前卒中康复状态下的分析结果,有利于消除干扰并提高准确度。
When stroke patients perform stroke rehabilitation analysis, they perform alternating tasks of upper limb movement and resting states in groups. The resting phase provides the blood oxygen concentration benchmark of the current group, allowing real-time and accurate changes in blood oxygen concentration to be obtained, thereby obtaining more accurate results. Analysis of current stroke recovery status. Based on the analysis method, the evaluation of stroke rehabilitation analysis can be completed in a short time, especially suitable for patients with severe stroke, the subject compliance is high, and the data of each channel corresponding to the left brain area of the upper limb movement is collected in a targeted manner. The first blood oxygen concentration signal and the second blood oxygen concentration signal of each channel in the right brain area are not the blood oxygen concentration signals of each channel in the generalized brain area. Upper limb movement will generate stronger signals in the corresponding brain area. A more concentrated, consistent, and stronger blood oxygen concentration signal can be obtained with upper limb movement. Based on this, the analysis results of the current stroke recovery state can be determined, which is beneficial to eliminating interference and improving accuracy.
上述的一般描述和以下的详细描述只是示例性和说明性的,并不旨在限制要求保护的发明。Both the foregoing general description and the following detailed description are exemplary and explanatory only and are not intended to limit the claimed invention.
在不一定按比例绘制的附图中,相同的附图标记可以在不同的视图中描述相似的部件。具有字母后缀或不同字母后缀的类似附图标记可以表示相似组件的不同示例。附图大体上通过举例而不是限制的方式示出各种实施例,并且与说明书以及权利要求书一起用于对所公开的实施例进行说明。在适当的时候,在所有附图中使用相同的附图标记指代同一或相似的部分。这样的实施例是例证性的,而并非旨在作为本系统或方法的穷尽或排他实施例。In the drawings, which are not necessarily to scale, the same reference numbers may describe similar components in the different views. Similar reference numbers with a letter suffix or different letter suffixes may represent different examples of similar components. The drawings illustrate various embodiments generally by way of example and not limitation, and together with the description and claims serve to explain the disclosed embodiments. Where appropriate, the same reference numbers will be used throughout the drawings to refer to the same or similar parts. Such embodiments are illustrative and are not intended to be exhaustive or exclusive embodiments of the system or method.
图1(a)示出根据本申请实施例的利用近红外脑功能成像装置进行卒中康复分析的方法的流程图。Figure 1(a) shows a flow chart of a method for stroke rehabilitation analysis using a near-infrared functional brain imaging device according to an embodiment of the present application.
图1(b)示出根据本申请实施例的利用近红外脑功能成像装置进行卒中康复分析的方法的又一流程图。Figure 1(b) shows another flow chart of a method for stroke rehabilitation analysis using a near-infrared functional brain imaging device according to an embodiment of the present application.
图2示出根据本申请实施例获得的代表性HbO2分布曲线(201)、代表性HbR分布曲线(202)和代表性HbT(203)分布曲线同时间轴对照显示的图示。Figure 2 shows a graphical representation of a representative HbO2 distribution curve (201), a representative HbR distribution curve (202) and a representative HbT (203) distribution curve obtained according to an embodiment of the present application and displayed against the time axis.
图3示出根据本申请实施例的利用近红外脑功能成像装置进行卒中康复分析获得的激活图谱的图示。Figure 3 shows a diagram of an activation map obtained by performing stroke rehabilitation analysis using a near-infrared brain functional imaging device according to an embodiment of the present application.
图4(a)示出根据本申请实施例的利用近红外脑功能成像装置进行卒中康复分析获得的当前卒中康复状态下的分析结果的图示,其中协同显示所述对象的卒中康复指标。Figure 4(a) shows a diagram of the analysis results obtained by performing stroke rehabilitation analysis using a near-infrared brain functional imaging device according to an embodiment of the present application in the current stroke rehabilitation state, in which the stroke rehabilitation indicators of the subject are collaboratively displayed.
图4(b)示出根据本申请实施例的用于基于血氧浓度信号来确定左侧和右侧脑区的活性度的处理示例。FIG. 4(b) illustrates a processing example for determining the activity of the left and right brain regions based on the blood oxygen concentration signal according to an embodiment of the present application.
图4(c)示出根据本申请实施例的利用近红外脑功能成像装置进行卒中康复分析获得的当前卒中康复状态下的分析结果的图示,其中协同显示所述对象的卒中康复指标。Figure 4(c) shows a diagram of the analysis results obtained by performing stroke rehabilitation analysis using a near-infrared brain functional imaging device according to an embodiment of the present application in the current stroke rehabilitation state, in which the stroke rehabilitation indicators of the subject are collaboratively displayed.
图5示出根据本申请实施例的一种卒中康复分析系统的示意图。Figure 5 shows a schematic diagram of a stroke rehabilitation analysis system according to an embodiment of the present application.
为使本领域技术人员更好的理解本申请的技术方案,下面结合附图和具体实施方式对本申请作详细说明。下面结合附图和具体实施例对本申请的实施例作进一步详细描述,但不作为对本申请的限定。In order to enable those skilled in the art to better understand the technical solutions of the present application, the present application will be described in detail below in conjunction with the drawings and specific implementation modes. The embodiments of the present application will be further described in detail below in conjunction with the accompanying drawings and specific examples, but this is not intended to limit the present application.
本申请中使用的“第一”、“第二”以及类似的词语并不表示任何顺序、数量或者重要性,而只是用来区分部分的称谓。“包括”或者“包含”等类似的词语意指在该词前的要素涵盖在该词后列举的要素,并不排除也涵盖其他要素的可能。“上”、“左”、“右”等仅用于表示相对位置关系,当被描述对象的绝对位置改变后,则该相对位置关系也可能相应地改变。The words "first", "second" and similar words used in this application do not indicate any order, quantity or importance, but are only used to distinguish the names of parts. Similar words such as "include" or "include" mean that the elements before the word include the elements listed after the word, and do not exclude the possibility of also covering other elements. "Up", "left", "right", etc. are only used to express relative positional relationships. When the absolute position of the described object changes, the relative positional relationship may also change accordingly.
本申请使用的所有术语(包括技术术语或者科学术语)与本申请所属领域的普通技术人员理解的含义相同,除非另外特别定义。还应当理解,在诸如通用字典中定义的术语应当被解释为具有与它们在相关技术的上下文中的含义相一致的含义,而不应用理想化或极度形式化的意义来解释,除非这里明确地这样定义。对于相关领域普通技术人员已知的技术、方法和设备可能不作详细讨论,但在适当情况下,所述技术、方法和设备应当被视为说明书的一部分。All terms (including technical terms or scientific terms) used in this application have the same meanings as understood by one of ordinary skill in the art to which this application belongs, unless otherwise specifically defined. It should also be understood that terms defined in, for example, general dictionaries should be construed to have meanings consistent with their meanings in the context of the relevant technology and should not be interpreted in an idealized or highly formalized sense, except as expressly stated herein. Define it this way. Techniques, methods and devices known to those of ordinary skill in the relevant art may not be discussed in detail, but where appropriate, such techniques, methods and devices should be considered a part of the specification.
图1(a)示出根据本申请实施例的利用近红外脑功能成像装置进行卒中康复分析的方法的流程图。其中,所述近红外脑功能成像装置具有用于佩戴在对象头上的头帽,所述头帽设有用于传输和/或接收近红外信号的多个探头以采集多个对应通道的近红外信号,并据此获取多个对应通道的血氧浓度信号。可以基于获取的对应通道的近红外信号绘制出该通道的血氧浓度信号随时间变化的曲线,经由所述近红外信号转化得到的血氧浓度信号能够表征大脑皮层的血氧浓度变化,能够用于显示在不同条件下的神经响应的动态特征。利用近红外脑功能成像装置进行卒中康复分析过程中,近红外光和头帽上的发射探头-接收探头组成多通道传感,采集多个对应通道的近红外信号,基于神经-血氧耦合机制,有效地对卒中患者的脑功能状况进行可视化和定量评估。Figure 1(a) shows a flow chart of a method for stroke rehabilitation analysis using a near-infrared functional brain imaging device according to an embodiment of the present application. Wherein, the near-infrared functional brain imaging device has a headgear for wearing on the subject's head, and the headgear is provided with multiple probes for transmitting and/or receiving near-infrared signals to collect multiple corresponding channels of near-infrared signals. signal, and obtain blood oxygen concentration signals of multiple corresponding channels accordingly. A curve of the blood oxygen concentration signal of the channel changing with time can be drawn based on the obtained near-infrared signal of the corresponding channel. The blood oxygen concentration signal obtained by converting the near-infrared signal can represent the blood oxygen concentration change of the cerebral cortex, and can be used To show the dynamic characteristics of neural responses under different conditions. In the process of stroke rehabilitation analysis using a near-infrared brain functional imaging device, the near-infrared light and the transmitting probe-receiving probe on the headgear form a multi-channel sensor, collecting near-infrared signals of multiple corresponding channels, based on the nerve-blood oxygen coupling mechanism , effectively visualize and quantitatively assess the brain functional status of stroke patients.
如图1(a)所示,在步骤S101a中,在所述对象执行成组的上肢运动和休息状态的交替任务的情况下,利用所述多个探头,获取至少对应于上肢运动的左侧脑区的各通道的第一血氧浓度信号,以及至少对应于上肢运动的右侧脑区的各通道的第二血氧浓度信号。所述成组的上肢运动和休息状态的交替任务可以是多组或单组的上肢运动和休息状态的交替任务,以此适应于患病的严重程度不同的卒中患者,例如,对于无法听取任务指令或重度卒中患
者,可以执行单组的上肢运动和休息状态的交替任务。卒中患者在执行上肢运动的过程中,基于神经血管耦合机制,上肢运动的刺激可以引起负责处理相关刺激的神经元开始工作,这些神经元所在脑组织的代谢活动会增加,并引起局部组织血液中氧合血红蛋白(HbO2)减小,此时,脑部供血系统的过补偿机制会向该局部大量输入含有丰富氧合血红蛋白的血液,从而导致该局部的血氧浓度增加,诱发血氧响应。并且,伴随着上肢运动的进行,血氧响应不断积累。利用近红外脑功能成像装置采集对应于上肢运动的左侧脑区和右侧脑区的各通道的近红外信号,该近红外信号能够表征对应脑区的脑活动状况,因此,可以将近红外信号转化为血氧浓度信号,例如,可以基于采集的近红外信号绘制的血氧响应曲线来反映对应脑区内的神经元活动和变化规律。As shown in Figure 1(a), in step S101a, in the case where the subject performs a set of alternating tasks of upper limb movement and resting state, using the plurality of probes, at least the left side corresponding to the upper limb movement is acquired. The first blood oxygen concentration signal of each channel of the brain area, and the second blood oxygen concentration signal of each channel of the right brain area corresponding to at least the upper limb movement. The group of alternating tasks of upper limb movement and resting state may be multiple groups or a single group of alternating tasks of upper limb movement and resting state, so as to be adapted to stroke patients with different severity of illness, for example, for patients who are unable to hear tasks. Instructions or severe stroke patients The user can perform a single set of alternating tasks of upper limb movement and resting state. When stroke patients perform upper limb movements, based on the neurovascular coupling mechanism, the stimulation of upper limb movements can cause the neurons responsible for processing related stimuli to start working. The metabolic activity of the brain tissue where these neurons are located will increase and cause local tissue blood to Oxygenated hemoglobin (HbO2) decreases. At this time, the overcompensation mechanism of the brain's blood supply system will inject a large amount of blood containing rich oxyhemoglobin into the local area, resulting in an increase in the local blood oxygen concentration and inducing a blood oxygen response. Moreover, as the upper limbs move, the blood oxygen response continues to accumulate. Use a near-infrared brain functional imaging device to collect near-infrared signals of each channel in the left and right brain areas corresponding to upper limb movement. The near-infrared signals can characterize the brain activity of the corresponding brain areas. Therefore, the near-infrared signals can be Converted into a blood oxygen concentration signal, for example, the blood oxygen response curve drawn based on the collected near-infrared signal can reflect the neuronal activity and change patterns in the corresponding brain area.
其中,所述交替任务的组数、每组上肢运动的持续时间和每组休息状态的持续时间相关联地预先配置。通过对交替任务的组数、每组上肢运动的持续时间和每组休息状态的持续时间相关联地预先配置,能够适应患病程度不同的卒中患者,提高患者进行卒中康复分析的配合度。Wherein, the number of groups of the alternating task, the duration of each group of upper limb movements and the duration of each group of resting states are pre-configured in association. By pre-configuring the number of groups of alternating tasks, the duration of each group of upper limb movements, and the duration of each group of resting state, it can be adapted to stroke patients with different degrees of illness and improve the patient's cooperation in stroke rehabilitation analysis.
在步骤S102a,根据所获取的第一血氧浓度信号和第二血氧浓度信号,确定所述对象的当前卒中康复状态下的分析结果。利用近红外脑功能成像装置采集到对应脑区的各通道的近红外信号,可以基于采集到的近红外信号转化得到血氧浓度信号,并确定各通道的时域上的HbO2分布曲线、HbR分布曲线和HbT分布曲线等等,作为对象的当前卒中康复状态下的分析结果。在步骤S103a,显示所确定的所述对象的当前卒中康复状态下的分析结果,以便于医生和卒中患者能够通过视觉直观的了解卒中患者的康复状态。In step S102a, the analysis result of the subject's current stroke recovery state is determined based on the acquired first blood oxygen concentration signal and the second blood oxygen concentration signal. The near-infrared brain functional imaging device is used to collect the near-infrared signals of each channel corresponding to the brain area. The blood oxygen concentration signal can be obtained based on the conversion of the collected near-infrared signals, and the HbO2 distribution curve and HbR distribution in the time domain of each channel can be determined. curve and HbT distribution curve, etc., as the analysis results of the subject's current stroke recovery status. In step S103a, the determined analysis results of the subject's current stroke rehabilitation state are displayed, so that doctors and stroke patients can visually understand the recovery state of the stroke patient.
在本申请的一些实施例中,每组上肢运动的持续时间和每组休息状态的持续时间预先配置在预定时间范围内的情况下,所述交替任务的组数预先配置为小于预定组数,以便于根据卒中患者的患病严重程度对执行任务的组数以及上肢运动的持续时间进行调整,从而提高卒中患者的配合度,得到可靠度更高的血氧浓度信号。比如,预先配置的组数较高的话,卒中患者执行多组的上肢运动和休息状态的交替任务时,卒中患者有可能无法持续很长时间的上肢运动,这种情况下基于获取的血氧浓度信号无法准确地确定该卒中患者的当前康复状态。在一个具体实施例中,可以根据预定时间范围估计出预定组数,然后预先配置上肢运动的持续时间和每组休息状态的持续时间短一
些,且配置的组数小于预定组数,以使得卒中患者可以执行多组任务。其中,交替任务的组数预先配置为小于预定组数,可以使得卒中患者在执行各组交替任务时保持较为稳定的配合状态,而降低由于卒中患者执行的交替任务的组数过多导致患者配合较差,从而获取的血氧浓度信号不能客观反映患者真实卒中康复状态的负面影响。再例如,如果卒中患者患病程度较为严重,无法执行多组任务,可以预先设置交替任务的组数为单组。优选的,所述预定时间范围为2分钟-5分钟,所述交替任务预先配置为单组。申请人经过实验验证,在每组上肢运动的持续时间和每组休息状态的持续时间预先配置在2分钟-5分钟的时间范围内的情况下,卒中患者执行单组的交替任务所获得的血氧浓度信号,利用本申请各个实施例的卒中康复分析方法,也能够准确反映卒中患者的康复状态。In some embodiments of the present application, when the duration of each group of upper limb movements and the duration of each group of resting states are pre-configured within a predetermined time range, the number of groups of alternating tasks is pre-configured to be less than the predetermined number of groups, In order to adjust the number of groups performing tasks and the duration of upper limb movements according to the severity of stroke patients, thereby improving the cooperation of stroke patients and obtaining a more reliable blood oxygen concentration signal. For example, if the number of preconfigured groups is high, when a stroke patient performs multiple groups of alternating tasks of upper limb movement and resting state, the stroke patient may not be able to sustain upper limb movement for a long time. In this case, based on the obtained blood oxygen concentration The signal cannot accurately determine the stroke patient's current recovery status. In a specific embodiment, the predetermined number of groups can be estimated according to the predetermined time range, and then the duration of the upper limb movement and the duration of each group of resting state are pre-configured to be shorter than Some, and the configured number of groups is less than the predetermined number of groups, so that stroke patients can perform multiple groups of tasks. Among them, the number of groups of alternating tasks is preconfigured to be less than the predetermined number of groups, which can enable stroke patients to maintain a relatively stable state of cooperation when performing each group of alternating tasks, and reduce the risk of patient cooperation caused by too many groups of alternating tasks performed by stroke patients. Poor, thus the acquired blood oxygen concentration signal cannot objectively reflect the negative impact of the patient's true stroke recovery status. For another example, if a stroke patient is severely ill and unable to perform multiple sets of tasks, the number of sets of alternating tasks can be preset to a single set. Preferably, the predetermined time range is 2 minutes to 5 minutes, and the alternating tasks are pre-configured as a single group. The applicant has experimentally verified that when the duration of each group of upper limb movements and the duration of each group of resting state are pre-configured within the time range of 2 minutes to 5 minutes, the blood levels obtained by stroke patients performing a single group of alternating tasks are The oxygen concentration signal, using the stroke rehabilitation analysis methods of various embodiments of the present application, can also accurately reflect the rehabilitation status of stroke patients.
接下来,以成组的上肢运动和休息状态的交替任务包括数组的上肢运动和休息状态的交替任务为例进行说明。Next, a set of alternating tasks of upper limb movement and resting state, including an array of alternating tasks of upper limb movement and resting state, will be described as an example.
如图1(b)所示,步骤S101b公开了在所述对象执行数组的上肢运动和休息状态的交替任务的情况下,利用所述多个探头,获取数段所述第一血氧浓度信号(经由对应于上肢运动的左侧脑区的各通道采集转换得到)和数段所述第二血氧浓度信号(经由对应于上肢运动的右侧脑区的各通道采集转换得到),其中,每段第一血氧浓度信号和第二血氧浓度信号与每组任务分别对应。其中,每组任务包含上肢运动阶段和休息阶段,即每一段第一血氧浓度信号和第二血氧浓度信号都包含上肢运动阶段和休息阶段。对于每个通道而言,一组上肢运动和休息交替任务相应地会得到一段时域上持续的血氧浓度信号,相比于持续得到的一段数十分钟的血氧浓度信号,能够避免基线漂移,确保每一段血氧浓度信号的稳定。其中,所述脑区可以为对应于上肢运动的运动区,所述对象包括但不限于轻度卒中患者、中度卒中患者以及重度卒中患者等,本申请对此不做具体限定。可以理解的是,有些卒中患者的运动区是有损伤的,患者难以执行一些运动动作,例如患者难以执行抓握动作、屈伸运动等,这类卒中患者一般需要根据医嘱执行对应的康复训练任务来改善其运动功能。As shown in Figure 1(b), step S101b discloses using the plurality of probes to obtain several segments of the first blood oxygen concentration signal when the subject performs an array of alternating tasks of upper limb movement and resting state. (obtained through acquisition and conversion through each channel of the left brain area corresponding to upper limb movement) and several second blood oxygen concentration signals (obtained through acquisition and conversion through each channel of the right brain area corresponding to upper limb movement), wherein, Each segment of the first blood oxygen concentration signal and the second blood oxygen concentration signal corresponds to each group of tasks respectively. Each set of tasks includes an upper limb movement phase and a resting phase, that is, each section of the first blood oxygen concentration signal and the second blood oxygen concentration signal includes an upper limb movement phase and a resting phase. For each channel, a set of alternating upper limb exercise and rest tasks will result in a continuous blood oxygen concentration signal over a period of time, which can avoid baseline drift compared to a blood oxygen concentration signal that is continuously obtained over a period of tens of minutes. , ensuring the stability of the blood oxygen concentration signal in each segment. The brain area may be a motor area corresponding to upper limb movement, and the subjects include but are not limited to patients with mild stroke, patients with moderate stroke, patients with severe stroke, etc. This application does not specifically limit this. It is understandable that some stroke patients have damage to their motor areas, making it difficult for them to perform some movement actions, such as grasping movements, flexion and extension movements, etc. Such stroke patients generally need to perform corresponding rehabilitation training tasks according to medical instructions. Improve their motor function.
需要说明的是,一般而言,卒中患者执行的康复训练任务的训练时间至少为十几分钟,甚至数十分钟才能够达到理想的训练效果。本实施例中数组任务的持续时间的总和短于该对象进行康复训练任务的训练时间,每组的上
肢运动的持续时间可以为十几秒或者几十秒,休息阶段的持续时间也可以为十几秒或者几十秒,执行数组任务的持续时间总和可以为几分钟,例如3分钟、5分钟等,是远远小于对象执行康复训练任务的训练时间的,使得患者的依从性较高,并且对获得的血氧浓度信号进行处理能够获得较稳定且准确的对应于每组任务的血氧浓度信号,基于每组任务的血氧浓度信号或基于每组任务的血氧浓度信号得到的代表性血氧浓度信号,来进行卒中康复分析,能够提高分析的准确度。It should be noted that, generally speaking, the training time for rehabilitation training tasks performed by stroke patients is at least ten minutes, or even dozens of minutes, to achieve the desired training effect. In this embodiment, the sum of the durations of the array tasks is shorter than the training time for the subject to perform rehabilitation training tasks. The upper limit of each group The duration of limb movement can be more than ten seconds or tens of seconds, the duration of the rest phase can also be more than ten seconds or tens of seconds, and the total duration of executing array tasks can be several minutes, such as 3 minutes, 5 minutes, etc. , is far less than the training time for the subject to perform rehabilitation training tasks, making the patient's compliance higher, and processing the obtained blood oxygen concentration signal can obtain a more stable and accurate blood oxygen concentration signal corresponding to each group of tasks , performing stroke rehabilitation analysis based on the blood oxygen concentration signal of each group of tasks or the representative blood oxygen concentration signal obtained based on the blood oxygen concentration signal of each group of tasks can improve the accuracy of the analysis.
可以理解的是,用于进行卒中康复分析的所述对象执行的上肢运动可以与该对象执行康复训练任务的运动方式相同或不同,也就是,该对象执行的康复训练任务可以为上肢运动,也可以为其他运动,例如四肢联动运动、抓握运动等,本申请对此不作具体限定。It can be understood that the upper limb movements performed by the subject used for stroke rehabilitation analysis may be the same as or different from the movement manner in which the subject performs rehabilitation training tasks. That is, the rehabilitation training tasks performed by the subject may be upper limb movements, or It can be other movements, such as limb linkage movement, grasping movement, etc., which are not specifically limited in this application.
所述对象执行数组的上肢运动和休息交替任务时,所谓数组包括但不限于1组、2组、3组、4组等,具体执行的组数数量可以基于医生的要求或者具体地分析要求而定,本申请对此不做具体限定。例如,对于半身不遂的重症患者进行卒中康复分析时,患者佩戴近红外脑功能成像装置的头帽,在医生的要求下,该重症患者可以执行时长为数秒的上肢运动后再执行数秒的休息为一组,一共执行3组,利用头帽上的探头,采集近红外信号用于后续分析。其中,进行上肢运动的时间和进行休息的时间可以相同或不同,比如,患者可以执行15秒上肢运动后休息20秒。每组的休息阶段提供了当前组的血氧浓度基准,基于当前组的血氧浓度基准和当前组的上肢运动期间的血氧浓度值能够获得当前组的血氧浓度变化数据,且实时性较好,能够显著减少漂移的影响,基于此能够获得较为准确可靠的当前卒中康复状态下的分析结果。在该实施例中,患者进行上肢运动的具体工作可以在医生的指导下完成,也可以使患者基于近红外脑功能成像装置的提示来完成。执行上肢运动和休息的交替时,患者可以躺卧或者站立着完成,例如,针对重症卒中患者的康复分析过程,患者无法站立,由于本实施例分析方法简单,患者躺在床上即可完成上肢运动和休息的交替任务。因此,该实施例提供的方法不仅适用于轻度卒中患者,尤其适用于重度卒中患者,该方法对于患者的依从性较高。当然,对于可以站立行走的轻度卒中患者而言,执行方式有多种选择,可以站立完成也可以躺卧完成。本实施例提供的方法训练依从性高,执行难度小,极大地提高了康复分析执行的效率。
When the subject performs an array of upper limb movement and rest alternating tasks, the so-called array includes but is not limited to 1 group, 2 groups, 3 groups, 4 groups, etc. The specific number of groups performed can be based on the doctor's requirements or specific analysis requirements. , this application does not specifically limit this. For example, when conducting stroke rehabilitation analysis on a severe patient with hemiplegia, the patient wears a headgear with a near-infrared functional brain imaging device. At the request of the doctor, the severely ill patient can perform upper limb movements for several seconds and then rest for several seconds. A total of 3 groups were performed, using the probe on the headgear to collect near-infrared signals for subsequent analysis. The time for upper limb exercise and the time for rest can be the same or different. For example, the patient can perform upper limb exercise for 15 seconds and then rest for 20 seconds. The resting phase of each group provides the blood oxygen concentration baseline of the current group. Based on the blood oxygen concentration baseline of the current group and the blood oxygen concentration value during upper limb exercise of the current group, the blood oxygen concentration change data of the current group can be obtained, and the real-time performance is relatively high. Well, it can significantly reduce the influence of drift, and based on this, more accurate and reliable analysis results in the current stroke rehabilitation state can be obtained. In this embodiment, the specific work of the patient's upper limb movement can be completed under the guidance of a doctor, or the patient can be completed based on the prompts of the near-infrared brain functional imaging device. When performing the alternation of upper limb movement and rest, the patient can lie down or stand to complete the exercise. For example, during the rehabilitation analysis process for severe stroke patients, the patient cannot stand. Due to the simplicity of the analysis method in this embodiment, the patient can complete the upper limb movement while lying on the bed. Alternate tasks with rest. Therefore, the method provided by this embodiment is not only suitable for patients with mild stroke, but is especially suitable for patients with severe stroke, and the method has high compliance for patients. Of course, for mild stroke patients who can stand and walk, there are many options for performing the procedure, which can be done standing or lying down. The method provided by this embodiment has high training compliance and low execution difficulty, which greatly improves the efficiency of rehabilitation analysis execution.
具体地,利用所述多个探头,获取至少对应于上肢运动的双侧脑区的各通道的数段血氧浓度信号,对于在头帽上的探头的数量、类型不做具体的限定,只要能够用于获取到符合要求的血氧浓度信号即可。近红外脑功能成像装置的头帽上装设有用于采集近红外信号的探头,一对探头布设形成一个通道,使用时,获取头帽上的探头所形成的通道对应在使用者头部上的双侧脑区,确定通过所获取到的血氧浓度信号具体表征对应于上肢运动的双侧脑区的生理状态。其中,对于双侧脑区的定位可以采用定位软件执行定位工作,也可以采用其他方式来实现。Specifically, the plurality of probes are used to obtain several segments of blood oxygen concentration signals of each channel of the bilateral brain areas corresponding to at least the movement of the upper limbs. There is no specific limit on the number and type of probes on the headgear, as long as It can be used to obtain blood oxygen concentration signals that meet the requirements. The headgear of the near-infrared brain functional imaging device is equipped with a probe for collecting near-infrared signals. A pair of probes are arranged to form a channel. When used, the channel formed by the probes on the headgear corresponds to the pair of probes on the user's head. For the lateral brain area, it is determined that the obtained blood oxygen concentration signal specifically represents the physiological state of the bilateral brain area corresponding to the upper limb movement. Among them, positioning software can be used to perform positioning work for bilateral brain areas, or other methods can be used to achieve it.
患者在进行康复训练的过程中,训练时间较长,基于患者的情况,训练时间可能从十几分钟到一小时不等。然而,本实施例提供的卒中康复分析方法,患者或者其他研究对象执行数组任务的持续时间短于进行康复训练运动的训练时间,使得频带干扰较少,相较于连续采集数十分钟的血氧浓度信号,能够显著减少漂移。本实施例在几分钟之内即可完成评估,提高了分析效率,且能够减轻对象的负担。During the patient's rehabilitation training, the training time is relatively long. Depending on the patient's condition, the training time may range from ten minutes to an hour. However, in the stroke rehabilitation analysis method provided in this embodiment, the duration for patients or other research subjects to perform a set of tasks is shorter than the training time for rehabilitation training exercises, resulting in less frequency band interference. Compared with the continuous collection of blood oxygen for dozens of minutes, concentration signal, which can significantly reduce drift. This embodiment can complete the evaluation within a few minutes, improves the analysis efficiency, and can reduce the burden on the subject.
在步骤S102b,可以根据所述数段第一血氧浓度信号和数段第二血氧浓度信号,确定所述对象的当前卒中康复状态下的分析结果。接着,在步骤S103b,可以显示所确定的所述对象的当前卒中康复状态下的分析结果。人体组织中的血氧浓度会随人体代谢活动而变化,利用近红外光能够测得这种变化,因此可以基于这数段第一血氧浓度信号和数段第二血氧浓度信号确定各个通道的时域上的HbO2分布曲线、HbR分布曲线和HbT分布曲线等等,作为对象的当前卒中康复状态下的分析结果。由此,可以实时、直接地检测大脑皮层的血液动力学活动,通过观测这种血流动力学变化,即通过神经血管耦合规律可以反推大脑的活动情况。在上述实施例中,利用近红外脑功能成像装置进行卒中康复分析,采用数组任务,每组任务上肢运动和休息交替,持续时间均为数秒,例如10-30秒,对于血氧浓度信号的属性来说频带干扰较少,且相较连续采集十几分钟显著减少了漂移,几分钟就可以完成评估,对象依从性较高,每组的休息阶段提供了当前组的血氧浓度基准,基于当前组的血氧浓度基准和当前组的上肢运动期间的血氧浓度值能够获得当前组的血氧浓度变化的数据,且实时性较好,能够显著减少漂移的影响,基于此能够获得较为准确可靠的当前卒中康复状态下的分析结果,且针对性地采集对应于上肢运动的双侧脑区而非泛化脑区的各通道的血氧浓度信号,上肢运动
会在对应脑区产生强度较大的信号,可以伴随上肢运动得到更集中一致强度更大的血氧浓度信号,据此确定当前卒中康复状态下的分析结果,有利于消除干扰并提升准确度。In step S102b, the analysis result of the subject's current stroke recovery state may be determined based on the segments of first blood oxygen concentration signals and the segments of second blood oxygen concentration signals. Next, in step S103b, the analysis results of the determined current stroke rehabilitation state of the subject may be displayed. The blood oxygen concentration in human tissue will change with the metabolic activity of the human body. This change can be measured using near-infrared light. Therefore, each channel can be determined based on the first blood oxygen concentration signal of several segments and the second blood oxygen concentration signal of several segments. The HbO2 distribution curve, HbR distribution curve, HbT distribution curve, etc. in the time domain are used as the analysis results of the subject's current stroke recovery status. As a result, the hemodynamic activity of the cerebral cortex can be detected in real time and directly. By observing this hemodynamic change, that is, through the neurovascular coupling law, the brain activity can be inferred. In the above embodiment, a near-infrared functional brain imaging device is used for stroke rehabilitation analysis, and an array of tasks is used. Each group of tasks alternates between upper limb movement and rest, and the duration is a few seconds, such as 10-30 seconds. Regarding the properties of the blood oxygen concentration signal, Generally speaking, there is less frequency band interference, and the drift is significantly reduced compared to continuous collection for more than ten minutes. The evaluation can be completed in a few minutes, and the subject compliance is high. The rest phase of each group provides the blood oxygen concentration benchmark of the current group. Based on the current The blood oxygen concentration benchmark of the group and the blood oxygen concentration value during upper limb exercise of the current group can obtain the data of the blood oxygen concentration change of the current group, and the real-time performance is good, which can significantly reduce the influence of drift. Based on this, a more accurate and reliable The analysis results of the current stroke rehabilitation state are analyzed, and the blood oxygen concentration signals of each channel are collected in a targeted manner corresponding to the bilateral brain areas corresponding to upper limb movements rather than generalized brain areas. It will generate a stronger signal in the corresponding brain area, and can obtain a more concentrated, consistent and stronger blood oxygen concentration signal with the movement of the upper limbs. Based on this, the analysis results of the current stroke recovery state can be determined, which will help eliminate interference and improve accuracy.
可以理解的是,本申请公开的方案可以用于分析通过执行康复训练任务来改善其运动功能的卒中患者的康复状况,也可以用于分析不需要执行康复训练任务的卒中患者的康复状况,例如,在治疗干预后医生认为不需要进行康复训练任务的卒中患者。It can be understood that the solution disclosed in this application can be used to analyze the rehabilitation status of stroke patients who improve their motor functions by performing rehabilitation training tasks, and can also be used to analyze the rehabilitation status of stroke patients who do not need to perform rehabilitation training tasks, such as , stroke patients who are deemed by their doctors to not need to perform rehabilitation training tasks after therapeutic intervention.
在一些实施例中,根据所述数段第一血氧浓度信号和数段第二血氧浓度信号,确定所述对象的当前卒中康复状态下的分析结果具体包括:对于每个通道,基于该通道的数段血氧浓度信号的各个的起始处的信号强度来进行矫正以消除漂移影响。具体地,在采集过程中,各组任务对应的血氧浓度信号的基线会发生漂移,通过将通道的数段血氧浓度信号的各个的起始处的信号强度配准,能够消除漂移影响,提高分析结果的准确度。In some embodiments, determining the analysis result of the subject's current stroke recovery state based on the segments of first blood oxygen concentration signals and the segments of second blood oxygen concentration signals specifically includes: for each channel, based on the The signal intensity at the beginning of each segment of the blood oxygen concentration signal of the channel is corrected to eliminate the drift effect. Specifically, during the acquisition process, the baseline of the blood oxygen concentration signal corresponding to each group of tasks will drift. By aligning the signal intensity at the beginning of each segment of the blood oxygen concentration signal in the channel, the drift effect can be eliminated. Improve the accuracy of analysis results.
在一些实施例中,可以针对该通道的各个矫正后的血氧浓度信号求平均,作为该通道的代表性血氧浓度信号,能够快速获取稳定且准确的代表性血氧浓度信号,基于各通道的代表性血氧浓度信号,确定所述对象的当前卒中康复状态下的分析结果,有利于降低工作负荷,进一步提高分析结果的准确性。所述代表性血氧浓度信号旨在体现各个通道的血氧浓度信号的整体情况,避免较大的偏移,导致判断出现较大误差。In some embodiments, the average of each corrected blood oxygen concentration signal of the channel can be used as the representative blood oxygen concentration signal of the channel. A stable and accurate representative blood oxygen concentration signal can be quickly obtained based on each channel. The representative blood oxygen concentration signal determines the analysis results of the subject's current stroke recovery state, which is beneficial to reducing workload and further improving the accuracy of the analysis results. The representative blood oxygen concentration signal is intended to reflect the overall situation of the blood oxygen concentration signal of each channel and avoid large deviations, which may lead to large errors in judgment.
在一些实施例中,如图2所示,所述对象的当前卒中康复状态下的分析结果包括各脑区的各个通道的时域上的代表性HbO2分布曲线201、代表性HbR分布曲线202和代表性HbT分布曲线203,且所述时域上的代表性HbO2分布曲线201、代表性HbR分布曲线202和代表性HbT分布曲线203在同一个时间轴上对照显示。所谓的代表性分布曲线可以采用各种方式来得到。例如,可以选择代表性通道,并获取该代表性通道的分布曲线(或者时域平均分布曲线)作为代表性分布曲线。又例如,也可以获取各个通道的分布曲线并求代表曲线(例如但不限于平均曲线)作为代表性分布曲线。In some embodiments, as shown in Figure 2, the analysis results of the subject's current stroke recovery state include representative HbO2 distribution curves 201, representative HbR distribution curves 202 and Representative HbT distribution curve 203, and the representative HbO2 distribution curve 201, representative HbR distribution curve 202 and representative HbT distribution curve 203 in the time domain are displayed in comparison on the same time axis. The so-called representative distribution curve can be obtained in various ways. For example, a representative channel can be selected, and the distribution curve (or time domain average distribution curve) of the representative channel can be obtained as the representative distribution curve. For another example, the distribution curve of each channel can also be obtained and a representative curve (such as but not limited to an average curve) can be obtained as a representative distribution curve.
可以使得代表性HbO2分布曲线201、代表性HbR分布曲线202和代表性HbT分布曲线203在同一个时间轴上对照显示,便于医生查看以直观评估血氧响应效果好坏。对象在执行任务时,使用近红外脑功能成像装置获取其
大脑双侧脑区位置的血氧浓度变化,其血液动力学活动与该任务设计相关程度较高,即可推断任务状态下该脑区被激活,具有较好的血氧响应效果。The representative HbO2 distribution curve 201, the representative HbR distribution curve 202 and the representative HbT distribution curve 203 can be comparatively displayed on the same time axis, which is convenient for doctors to view and intuitively evaluate the blood oxygen response effect. When the subject performs the task, a near-infrared brain functional imaging device is used to obtain its The blood oxygen concentration changes in the bilateral brain areas, and the hemodynamic activity is highly related to the task design. It can be inferred that the brain area is activated under the task state and has a better blood oxygen response effect.
如图2所示,血氧浓度值在该组任务的时域呈现先上升,到达峰值后下降的趋势,这种规律分布曲线说明血氧响应效果较好。血氧响应效果可以用作卒中康复分析的参考因素,能够推翻其他康复水平高的分析结果。例如,即便激活图谱显示康复水平高,但血氧响应效果不正常,则无法确定激活图谱的分析结论可信,医生可以在报告中备注血氧响应效果好坏以供后续诊断。血氧响应效果不良,有可能是本身康复水平低导致,也有可能是近红外装置检测故障或者采集过程中操作不当等原因导致。在一些实施例中,血氧响应效果不良时可以向医生显示提示信息。As shown in Figure 2, the blood oxygen concentration value in the time domain of this group of tasks shows a trend of rising first, reaching a peak and then declining. This regular distribution curve shows that the blood oxygen response effect is better. The blood oxygen response effect can be used as a reference factor for stroke rehabilitation analysis and can overturn the results of other analyzes with high recovery levels. For example, even if the activation map shows a high level of recovery, but the blood oxygen response is abnormal, it cannot be certain that the analysis conclusion of the activation map is credible. The doctor can note the quality of the blood oxygen response in the report for subsequent diagnosis. Poor blood oxygen response may be caused by low recovery level, or may be caused by detection failure of the near-infrared device or improper operation during the collection process. In some embodiments, prompt information may be displayed to the doctor when the blood oxygen response is poor.
在一些实施例中,所获取的所述第一血氧浓度信号和所述第二血氧浓度信号均为数段,根据所述数段第一血氧浓度信号和数段第二血氧浓度信号,确定所述对象的当前卒中康复状态下的分析结果具体包括:根据所获取的所述数段第一血氧浓度信号、所述数段第二血氧浓度信号以及周边脑区的各通道的数段第三血氧浓度信号,确定所述对象的脑区的激活图谱,如图3所示,所述激活图谱中色块的分布规则性表征所述对象的卒中康复水平,激活图谱中色块的第一分布规则性相比激活谱图中色块的低于第一分布规则性的第二分布规则性,则前一情况具有(表征)更高的卒中康复水平。In some embodiments, the acquired first blood oxygen concentration signal and the second blood oxygen concentration signal are each of several segments, and according to the several segments of the first blood oxygen concentration signal and the several segments of the second blood oxygen concentration signal Determining the analysis results of the subject's current stroke recovery state specifically includes: based on the acquired first blood oxygen concentration signals of several segments, the second blood oxygen concentration signals of several segments and the acquired channels of each channel in the peripheral brain area. Several segments of the third blood oxygen concentration signal determine the activation map of the subject's brain area, as shown in Figure 3. The distribution regularity of the color blocks in the activation map represents the stroke recovery level of the subject. The color in the activation map If the first distribution regularity of the patch is compared to the second distribution regularity of the color patch in the activation spectrum that is lower than the first distribution regularity, then the former situation has (represents) a higher level of stroke recovery.
具体说来,如图3所示,激活图谱不仅体现上肢运动对应脑区的激活情况,还呈现与之相邻接的周围相关脑区的激活情况,色块分布在上肢运动对应脑区以及与之相邻接的周围相关脑区的规律性,可以让医生一目了然地判定卒中康复水平。当患者卒中康复水平较高时,意味着脑区对于上肢运动具有规律性的响应,此时如果第一激活图谱中的色块的第一分布规则性高于第二激活图谱中的色块的第二分布规则性,则可以判断第一激活谱图所属的对象具有更高的卒中康复水平。激活图谱的色块的分布规则度高,用户基于规律分布的色块能够快速判断出卒中康复效果。当患者的卒中康复水平较低时,脑区对于上肢运动的响应存在滞后甚至不响应的情况,即使执行上肢运动,脑区存在滞后响应甚至无响应,说明脑区没有被上肢运动快速激活甚至没有被激活,此时激活图谱的分布规则性较差,用户基于分布不均的、无规律性的色块,能够快速判断卒中康复水平较低,需要进一步进行康复训练,并可以在进行一段时间的康复训练之后再次进行卒中康复分析。
Specifically, as shown in Figure 3, the activation map not only reflects the activation of the brain area corresponding to the upper limb movement, but also shows the activation of surrounding related brain areas adjacent to it. The color blocks are distributed in the brain area corresponding to the upper limb movement and related to the upper limb movement. The regularity of adjacent surrounding related brain areas allows doctors to determine the level of stroke recovery at a glance. When the patient's stroke recovery level is high, it means that the brain area responds regularly to upper limb movement. At this time, if the first distribution regularity of the color patches in the first activation map is higher than that of the color patches in the second activation map With the second distribution regularity, it can be judged that the subject to which the first activation spectrum belongs has a higher stroke recovery level. The color blocks of the activation map are distributed with high regularity, and users can quickly judge the stroke rehabilitation effect based on the regularly distributed color blocks. When the patient's stroke recovery level is low, there is a lag or even no response in the brain area to the upper limb movement. Even if the upper limb movement is performed, the brain area has a lag response or even no response, indicating that the brain area is not quickly activated or even not activated by the upper limb movement. is activated. At this time, the distribution regularity of the activation map is poor. Based on the unevenly distributed and irregular color blocks, the user can quickly judge that the stroke recovery level is low and further rehabilitation training is needed, and it can be carried out for a period of time. Stroke rehabilitation analysis was performed again after rehabilitation training.
在一些实施例中,如图3所示,可以将激活图谱显示在部分的二维脑图像上,也就是非完整的二维脑图像,只要包含需要呈现的脑区即可,使得可以在有限的显示区域内突出显示激活图谱,便于医生清晰地查看激活图谱的情况,作出更准确地判断。In some embodiments, as shown in Figure 3, the activation map can be displayed on a partial two-dimensional brain image, that is, a non-complete two-dimensional brain image, as long as it contains the brain areas that need to be displayed, so that it can be displayed in a limited area. The activation map is highlighted in the display area, allowing doctors to clearly view the activation map and make more accurate judgments.
该实施例提供的方法向用户呈现脑区的激活图谱,激活图谱中的色块与脑区对上肢运动的响应呈现规律性的相关性,用户通过观察激活图谱的色块是否呈现规律性分布,即可直观的、快速的判断出卒中康复水平,提高了卒中康复分析效率,降低了用户的工作负荷。The method provided by this embodiment presents the activation map of the brain area to the user. The color blocks in the activation map show a regular correlation with the response of the brain area to upper limb movement. The user observes whether the color blocks of the activation map show regular distribution, It can intuitively and quickly determine the level of stroke rehabilitation, improve the efficiency of stroke rehabilitation analysis, and reduce the user's workload.
在一些实施例中,所述对象的当前卒中康复状态下的分析结果还包括所述对象的脑区的激活图谱,所述激活图谱中色块的分布规则性表征所述对象的卒中康复水平,激活谱图中色块的第一分布规则性相比激活谱图中色块的低于第一分布规则性的第二分布规则性,则前一情况具有(表征)更高的卒中康复水平,所述激活图谱包括2D激活图谱和/或3D激活图谱,以便于用户直观的快速的判定卒中康复水平。In some embodiments, the analysis results of the subject's current stroke recovery state also include an activation map of the subject's brain area, and the distribution regularity of the color patches in the activation map represents the stroke recovery level of the subject, If the first distribution regularity of the color patches in the activation spectrum is compared with the second distribution regularity of the color patches in the activation spectrum that is lower than the first distribution regularity, then the former situation has (represents) a higher level of stroke recovery, The activation map includes a 2D activation map and/or a 3D activation map, so that the user can intuitively and quickly determine the stroke recovery level.
图4(a)示出根据本申请实施例的利用近红外脑功能成像装置进行卒中康复分析获得的同时显示所述对象的卒中康复指标的当前卒中康复状态下的分析结果的图示。如图4(a)所示,显示所确定的所述对象的当前卒中康复状态下的分析结果具体包括在第一区401中显示所述对象的脑区的激活图谱,并在所述第一区401以外的第二区402中一并显示时域上的代表性HbO2分布曲线(上肢运动区域中间位置的曲线)、代表性HbR分布曲线(上肢运动区域下方位置的曲线)和代表性HbT分布曲线(上肢运动区域上方位置的曲线)。比如,第二区402还可以包括右运动区4021和左运动区4022,并且,右运动区4021、左运动区4022各自分别显示时域上的代表性HbO2分布曲线(上肢运动区域中间位置的曲线)、代表性HbR分布曲线(上肢运动区域下方位置的曲线)和代表性HbT分布曲线(上肢运动区域上方位置的曲线)。Figure 4(a) shows a diagram of the analysis results obtained by performing stroke rehabilitation analysis using a near-infrared brain functional imaging device according to an embodiment of the present application and simultaneously displaying the stroke rehabilitation indicators of the subject in the current stroke rehabilitation state. As shown in Figure 4(a), displaying the determined analysis results of the subject's current stroke recovery state specifically includes displaying the activation map of the subject's brain area in the first area 401, and displaying the activation map of the subject's brain area in the first area 401. The second area 402 other than the area 401 displays a representative HbO2 distribution curve (a curve at the middle position of the upper limb movement area), a representative HbR distribution curve (a curve at the lower position of the upper limb movement area), and a representative HbT distribution in the time domain. Curve (the curve above the upper limb movement area). For example, the second area 402 may also include a right movement area 4021 and a left movement area 4022, and each of the right movement area 4021 and the left movement area 4022 respectively displays a representative HbO2 distribution curve in the time domain (the curve at the middle position of the upper limb movement area ), the representative HbR distribution curve (the curve below the upper limb movement area) and the representative HbT distribution curve (the curve above the upper limb movement area).
激活图谱和三个分布曲线的联合呈现,能够满足医生的实际需求,便利医生对于当前卒中康复状态下的分析结果各个层面的综合考虑。比如,医生可以查看分布曲线评估血氧响应效果,如果血氧响应效果较好,再查看激活图谱,激活图谱不仅体现上肢运动对应脑区的激活情况,还呈现周围相关脑区的激活情况,色块分布规律性可以让医生一目了然地判定卒中康复水平。如果血氧响应效果和激活图谱的分布规律性都比较好,就可以以更高可信度
确定卒中康复水平高。然而,当血氧响应效果差时,医生就不用查看和分析激活图谱了,有利于减少医生非必要的工作负荷。The joint presentation of the activation map and the three distribution curves can meet the actual needs of doctors and facilitate doctors' comprehensive consideration of all aspects of the analysis results in the current stroke rehabilitation state. For example, doctors can check the distribution curve to evaluate the blood oxygen response effect. If the blood oxygen response effect is good, then check the activation map. The activation map not only reflects the activation of the brain area corresponding to the upper limb movement, but also shows the activation of surrounding related brain areas. Color The regularity of block distribution allows doctors to determine the level of stroke recovery at a glance. If the blood oxygen response effect and the distribution regularity of the activation map are relatively good, it can be used with higher confidence High levels of stroke recovery were determined. However, when the blood oxygen response is poor, doctors do not need to view and analyze activation maps, which helps reduce unnecessary workload for doctors.
在一些实施例中,可以在第一区中显示所述对象的脑区的激活图谱,并在所述第一区以外的第二区中一并显示时域上的代表性HbO2分布曲线、代表性HbR分布曲线和代表性HbT分布曲线,医生根据分布曲线体现的血氧响应效果来选择性地察看激活图谱,使得界面更清楚、简洁,医生获得的信息更集中,利于医生对分析结果进行判断。In some embodiments, the activation map of the subject's brain area can be displayed in the first area, and the representative HbO2 distribution curve and representative HbO2 distribution curve in the time domain can be displayed in a second area other than the first area. HbR distribution curve and representative HbT distribution curve, the doctor can selectively view the activation map according to the blood oxygen response effect reflected by the distribution curve, making the interface clearer and concise, and the information obtained by the doctor is more concentrated, which is conducive to the doctor's judgment of the analysis results. .
在一些实施例中,回到图3,所述激活图谱中色块的分布规则性包括所述色块的分散度和突变度,分散度和突变度越高则分布规则性越低。激活图谱的色块分布规律性的布局,分散度高例如激活色块散布在不同位置,突变度高例如激活色块不是平滑渐变为非激活色块而是跳跃突变为非激活色块,色块的分散度和突变度对于人眼来说都是敏感度较高且容易识别的,有利于降低医生的工作负荷并确保识别的准确度和效率。In some embodiments, returning to Figure 3, the distribution regularity of the color patches in the activation map includes the dispersion and mutation degree of the color patches. The higher the dispersion and mutation degree, the lower the distribution regularity. The color patches of the activation map are distributed in a regular layout, with a high degree of dispersion. For example, the active color patches are scattered in different positions. The degree of mutation is high. For example, the active color patch does not smoothly gradually change into an inactive color patch, but jumps and mutates into an inactive color patch. The color patches The degree of dispersion and mutation are both highly sensitive and easy to identify for the human eye, which is beneficial to reducing the workload of doctors and ensuring the accuracy and efficiency of identification.
在一些实施例中,所述对象的当前卒中康复状态下的分析结果还包括所述对象的卒中康复指标,所述卒中康复指标包括所述对象的左侧脑区活性度、右侧脑区活性度。在一个具体实施例中,活性度可以基于上肢运动期间的血氧浓度信号与休息期间的基准血氧浓度信号来确定,有利于消除干扰并提升准确度。休息期间提供了当前组的血氧浓度基准,基于当前组的上肢运动期间的血氧浓度信号和当前组的休息期间的基准血氧浓度信号,能够获得及时的、有效的活性度,从而提高了当前卒中康复状态下的分析结果的准确度。In some embodiments, the analysis results of the subject's current stroke recovery state also include the subject's stroke recovery indicators, and the stroke recovery indicators include the subject's left brain area activity, right brain area activity Spend. In a specific embodiment, the activity level can be determined based on the blood oxygen concentration signal during upper limb exercise and the baseline blood oxygen concentration signal during rest, which is beneficial to eliminating interference and improving accuracy. The blood oxygen concentration benchmark of the current group is provided during rest. Based on the blood oxygen concentration signal of the current group during upper limb exercise and the benchmark blood oxygen concentration signal of the current group during rest, timely and effective activity can be obtained, thereby improving Accuracy of analytical results in current stroke recovery status.
具体地,根据所获取的第一血氧浓度信号和第二血氧浓度信号,确定所述对象的当前卒中康复状态下的分析结果,具体包括:基于左侧脑区的至少部分通道的代表性血氧浓度信号在上肢运动期间的第一预设时间窗内的信号强度与在休息期间的第二预设时间窗内的信号强度来确定所述对象的左侧脑区活性度。比如,受试者被要求做一组任务,在第0-20s内执行上肢运动,在20-40s内执行休息,第一预设时间窗内可以理解为在第0-20s内一个时间段,例如,第5-20s,第二预设时间窗内可以理解为在第20-40s内的一个时间段,例如第25-40s。如果执行上肢运动时的信号强度远高于执行休息时的信号强度,则可以确定左侧脑区的活性度较高,亦可为判定卒中康复情况提供参考。该具体实施方式仅仅做为示例,并非对具体比较方式的限定。对于信号强度的比较方法不做具体限定。
Specifically, determining the analysis result of the subject's current stroke recovery state based on the acquired first blood oxygen concentration signal and the second blood oxygen concentration signal specifically includes: based on the representativeness of at least part of the channels in the left brain region The signal strength of the blood oxygen concentration signal within the first preset time window during upper limb exercise and the signal strength within the second preset time window during rest are used to determine the activity of the left brain region of the subject. For example, the subject is asked to perform a set of tasks, performing upper limb movements within 0-20s and resting within 20-40s. The first preset time window can be understood as a time period within 0-20s. For example, the second preset time window from 5th to 20s can be understood as a time period within 20th to 40s, such as 25th to 40s. If the signal intensity when performing upper limb movements is much higher than the signal intensity when performing rest, it can be determined that the activity in the left brain area is higher, which can also provide a reference for determining stroke recovery. This specific implementation is only an example and does not limit the specific comparison method. There is no specific limitation on the comparison method of signal strength.
类似于左侧脑区活性度的确定方法,基于右侧脑区的至少部分通道的代表性血氧浓度信号在上肢运动期间的第一预设时间窗内的信号强度与在休息期间的第二预设时间窗内的信号强度来确定所述对象的右侧脑区活性度。Similar to the method for determining the activity of the left brain region, the signal intensity of the representative blood oxygen concentration signal of at least part of the channel of the right brain region within the first preset time window during upper limb exercise is compared with the second during rest. The signal intensity within the preset time window is used to determine the activity of the right brain area of the subject.
在另外一些实施例中,进一步地,结合图4(a)中卒中康复指标403的布局,基于各通道的代表性血氧浓度信号,确定所述对象的当前卒中康复状态下的分析结果还包括基于左侧脑区活性度4031与右侧脑区活性度4032的差异与左侧脑区活性度4031与右侧脑区活性度4032的和的比值,来确定两侧脑区平衡度4033。其中,两侧脑区平衡度4033越小,说明左侧脑区活性度4031和右侧脑区活性度4032相差越小,左侧脑区和右侧脑区没有出现较大的偏差,表明患者的康复状况较好。具体地,例如,如果一个卒中患者的左侧脑区的状况较好,右侧脑区属于患侧,经过一段时间的康复运动训练后,对该患者的右侧脑区的康复状况进行分析时,发现左侧脑区活性度4031和右侧脑区活性度4032的差异较大,两侧脑区平衡度相对较大,医生可认为该患者的右侧脑区的康复状况较差。如果卒中患者在康复过程中,左侧脑区康复情况和右侧脑区康复情况较好,此时,左侧脑区活性度4031和右侧脑区活性度4032的差异较小,以此确定出的两侧脑区平衡度4033也相对较小,说明两侧脑区康复情况均衡。In some other embodiments, further, in conjunction with the layout of the stroke recovery indicator 403 in Figure 4(a), based on the representative blood oxygen concentration signal of each channel, determining the analysis result of the subject's current stroke recovery state also includes The balance degree 4033 of the brain areas on both sides is determined based on the ratio of the difference between the activity degree 4031 of the left brain area and the activity degree 4032 of the right brain area and the sum of the activity degree 4031 of the left brain area and the activity degree 4032 of the right brain area. Among them, the smaller the balance degree of the brain areas on both sides, the smaller the difference between the activity degree of the left brain area and the right brain area. There is no major deviation between the left brain area and the right brain area, indicating that the patient The recovery status is better. Specifically, for example, if a stroke patient's left brain area is in good condition and the right brain area belongs to the affected side, after a period of rehabilitation exercise training, when the rehabilitation status of the patient's right brain area is analyzed. , it was found that the difference in activity between the left brain area and the right brain area was large, and the balance of the brain areas on both sides was relatively large. The doctor could think that the recovery status of the patient's right brain area was poor. If the recovery of the left brain area and the right brain area of a stroke patient during the rehabilitation process are better, then the difference between the left brain area activity 4031 and the right brain area activity 4032 is small, based on this determination The balance degree 4033 of the brain areas on both sides is also relatively small, indicating that the recovery of the brain areas on both sides is balanced.
将左侧脑区活性度4031、右侧脑区活性度4032和两侧脑区平衡度4033三个卒中康复指标提供给医生,以供其分析对象的卒中康复水平,进一步提高了当前卒中康复状态下的分析结果的准确性,提高了结果的可信度。Three stroke recovery indicators, namely left brain area activity, right brain area activity and balance of both sides of the brain, are provided to doctors for analyzing the subject's stroke recovery level, further improving the current stroke recovery status The accuracy of the analysis results is improved and the credibility of the results is improved.
在另一些实施例中,还可以向医生提供各个活性度以及两侧脑区平衡度的基准值,左侧脑区活性度4031、右侧脑区活性度4032以及两侧脑区平衡度4033的大小可以基于实际情况进行限定,例如,可以在设备出厂时设定好,以为卒中康复指标提供判断基准。在另一些实施例中,还可以向用户提供可修改的方式,例如,医生可以针对不同的患者、患病程度等进行设置,以实现个性化治疗,进一步提高当前卒中康复状态下的分析结果的准确性以及可信度。其中,左侧脑区活性度4031和右侧脑区活性度4032的指标大小可以相同也可以不同,具体不做限定。In other embodiments, the doctor can also be provided with the baseline values of each activity degree and the balance degree of the brain areas on both sides, such as the activity degree of the left brain area 4031, the activity degree of the right brain area 4032, and the balance degree of the brain areas on both sides 4033. The size can be limited based on actual conditions. For example, it can be set when the device leaves the factory to provide a basis for judging stroke rehabilitation indicators. In other embodiments, modifiable methods can also be provided to the user. For example, doctors can set settings for different patients, disease levels, etc., to achieve personalized treatment and further improve the analysis results of the current stroke rehabilitation state. Accuracy and credibility. Among them, the index sizes of the left brain area activity 4031 and the right brain area activity 4032 can be the same or different, and are not specifically limited.
在一些实施例中,如图4(a),所述对象的当前卒中康复状态下的分析结果还包括所述对象的卒中康复指标,所述卒中康复指标包括所述对象的左侧脑区活性度4031、右侧脑区活性度4032和两侧脑区平衡度4033;显示所
确定的所述对象的当前卒中康复状态下的分析结果,具体包括:在所述第一区401和所述第二区402以外的第三区403中,一并显示所述对象的卒中康复指标。例如,图4(a)示出,在第一区401显示激活图谱的同时在第三区403显示左侧脑区活性度4031、右侧脑区活性度4032和两侧脑区平衡度4033。In some embodiments, as shown in Figure 4(a), the analysis results of the subject's current stroke recovery state also include the subject's stroke recovery indicators, and the stroke recovery indicators include the subject's left brain area activity. degree 4031, activity degree of right brain area 4032 and balance degree of both sides of brain area 4033; display all The determined analysis results of the subject's current stroke recovery state specifically include: displaying the subject's stroke recovery indicators in a third area 403 other than the first area 401 and the second area 402 . For example, Figure 4(a) shows that while the activation map is displayed in the first area 401, the left brain area activity 4031, the right brain area activity 4032, and the balance degree 4033 of both sides of the brain area are displayed in the third area 403.
在分析过程中,三种分析结果分区联合显示,有利于医生整合三种分析结果得出更准确的卒中康复水平,从而提高当前卒中康复状态下的分析结果的准确性。对于具体的显示方式,可以是用户界面同时显示左侧脑区活性度4031、右侧脑区活性度4032和两侧脑区平衡度4033,也可以包括当用户给出显示哪一种分析结果时的指示,系统基于指示作出响应显示响应的分析结果,例如,当用户想要获得左侧脑区活性度4031时,执行相应的选择后,交互界面上显示左侧脑区活性度4031;当用户想要基于获得的右侧脑区活性度4032,与卒中康复指标进行对比,用户基于选择卒中康复指标的指示,使其显示卒中康复指标。交互界面可以基于用户的选择显示需要的分析结果,具体显示方式不做具体限定。During the analysis process, the three analysis results are jointly displayed in partitions, which is helpful for doctors to integrate the three analysis results to obtain a more accurate stroke rehabilitation level, thereby improving the accuracy of the analysis results under the current stroke rehabilitation status. As for the specific display method, the user interface can simultaneously display the activity degree 4031 of the left brain area, the activity degree 4032 of the right brain area, and the balance degree 4033 of the brain areas on both sides at the same time, or it can also include when the user indicates which analysis result to display. The system responds based on the instruction and displays the analysis results of the response. For example, when the user wants to obtain the left brain area activity 4031, after performing the corresponding selection, the left brain area activity 4031 is displayed on the interactive interface; when the user If the user wants to compare the obtained right brain area activity 4032 with the stroke rehabilitation index, the user can display the stroke rehabilitation index based on the instruction of selecting the stroke rehabilitation index. The interactive interface can display the required analysis results based on the user's selection, and the specific display method is not specifically limited.
在一些实施例中,在对象执行数组的上肢运动和休息状态的交替任务时,每组的上肢运动的持续时间为5-50秒,比如为5秒,10秒,20秒,30秒,40秒,50秒等,优选的,为10-40秒。每组的休息的持续时间为5-50秒,比如为5秒,10秒,20秒,30秒,40秒,50秒等,优选的,为10-40秒。在较短的时间内执行每组任务,对于血氧浓度信号的属性来说频带干扰较少,相较连续采集十几分钟的方法显著减少了漂移,几分钟就可以完成整个评估,对象依从性较高。此外,该实施例中,执行每组任务包括上肢运动和休息的总时间为10-100秒,在此范围内,能够获得准确有效地针对卒中康复分析的血氧浓度信号,避免出现更多干扰,降低评估的准确性。本实施例提供的时间段,包含了对于当前卒中康复状态下的分析结果的评估有用的频段,既满足了对于当前卒中康复状态下的分析结果的评估的需求,又能够降低患者的执行难度,患者的接受度高,能够提高患者的配合度。In some embodiments, when the subject performs an array of alternating tasks of upper limb movement and resting state, the duration of each group of upper limb movement is 5-50 seconds, such as 5 seconds, 10 seconds, 20 seconds, 30 seconds, 40 seconds. seconds, 50 seconds, etc., preferably 10-40 seconds. The rest duration of each group is 5-50 seconds, such as 5 seconds, 10 seconds, 20 seconds, 30 seconds, 40 seconds, 50 seconds, etc., preferably 10-40 seconds. Each set of tasks is performed in a shorter period of time. There is less frequency band interference for the properties of the blood oxygen concentration signal. Compared with the method of continuous collection for more than ten minutes, the drift is significantly reduced. The entire evaluation can be completed in a few minutes. Object compliance higher. In addition, in this embodiment, the total time for performing each set of tasks including upper limb movement and rest is 10-100 seconds. Within this range, the blood oxygen concentration signal for stroke rehabilitation analysis can be obtained accurately and effectively to avoid more interference. , reducing the accuracy of assessment. The time period provided by this embodiment includes frequency bands useful for evaluating the analysis results in the current stroke rehabilitation state, which not only meets the needs for evaluation of the analysis results in the current stroke rehabilitation state, but also reduces the execution difficulty for patients. The patient's acceptance is high and it can improve the patient's cooperation.
具体地,例如,受试者进行上肢运动持续时间为15秒,休息20秒,此为一组,共执行5组,在3分钟内即可完成对受试者卒中康复状况的分析,以供医生参考,使得医生可以据此给予受试者相应的康复建议,极大地提高了工作效率,并降低了受试者的负担。比如,有些重度卒中患者在康复一段时间后,仅仅能够在短时间内进行简单的运动,此时,该患者无法进行长达
十几分钟甚至几十分钟的运动。然而,该重度卒中患者采用本实施例的方法,可以极大地降低该类患者的运动难度,为实现对重度卒中患者康复分析提供了更高效的分析方法。Specifically, for example, the subject performs upper limb exercise for 15 seconds and rests for 20 seconds. This is one group, and a total of 5 groups are performed. The analysis of the subject's stroke recovery status can be completed within 3 minutes for reference. The doctor's reference allows the doctor to give the subject corresponding rehabilitation suggestions, which greatly improves work efficiency and reduces the burden on the subject. For example, some patients with severe stroke can only perform simple exercises for a short period of time after recovering for a period of time. At this time, the patient is unable to perform exercises for a long time. Ten minutes or even dozens of minutes of exercise. However, using the method of this embodiment for severe stroke patients can greatly reduce the difficulty of exercise for this type of patients, providing a more efficient analysis method for rehabilitation analysis of severe stroke patients.
在一些实施例中,根据所获取的第一血氧浓度信号和第二血氧浓度信号,还可以利用其他的方式来确定所述对象的左侧脑区活性度和右侧脑区活性度,以下以执行单组的上肢运动和休息状态的交替任务为例进行说明,这仅仅作为示例,但是不限于此。例如,上肢运动的持续时间为2-4分钟,休息状态的持续时间为2-4分钟。优选地,上肢运动的持续时间为3分钟,休息状态的持续时间也为3分钟。In some embodiments, based on the acquired first blood oxygen concentration signal and the second blood oxygen concentration signal, other methods can also be used to determine the activity of the left brain area and the right brain area of the subject, The following description takes the execution of a single set of alternating tasks of upper limb movement and resting state as an example. This is only used as an example, but is not limited to this. For example, the duration of upper limb movement is 2-4 minutes, and the duration of resting state is 2-4 minutes. Preferably, the duration of the upper limb movement is 3 minutes, and the duration of the resting state is also 3 minutes.
即便通过让对象执行上述单组的交替任务,所获取的第一血氧浓度信号和第二血氧浓度信号,利用图4(b)所示的处理流程也可以得出客观且准确的反映对象的卒中康复水平的左侧脑区的活性度和右侧脑区的活性度。Even if the subject performs the above-mentioned single set of alternating tasks, the obtained first blood oxygen concentration signal and the second blood oxygen concentration signal can be objectively and accurately reflected by using the processing flow shown in Figure 4(b). The level of stroke recovery depends on the activity of the left brain region and the activity of the right brain region.
如图4(b)所示,在步骤S404,对所获取的第一血氧浓度信号对应上肢运动期间的信号段进行小波变换,在小波变换结果的预设频段内获取对应的时域-频域谱中的第一代表性幅值。在步骤S405,对所获取的第二血氧浓度信号对应上肢运动期间的信号段进行小波变换,在小波变换结果的预设频段内获取对应的时域-频域谱中的第二代表性幅值,所述第二代表性幅值具有与所述第一代表性幅值相符的定义。在步骤S406,基于对应于上肢运动的左侧脑区的各通道的所述第一代表性幅值,来确定所述对象的左侧脑区活性度,并基于对应于上肢运动的右侧脑区的各通道的所述第二代表性幅值,来确定所述对象的右侧脑区活性度。具体地,可以根据所述小波变换结果,在预设频段的频域上进行梯形积分,得到第一血氧浓度信号和第二血氧浓度信号数据序列的小波幅值均值来分别作为所述第一代表性幅值和第二代表性幅值。As shown in Figure 4(b), in step S404, wavelet transform is performed on the signal segment corresponding to the acquired first blood oxygen concentration signal during upper limb movement, and the corresponding time domain-frequency signal is obtained within the preset frequency band of the wavelet transform result. The first representative amplitude in the domain spectrum. In step S405, perform wavelet transformation on the signal segment corresponding to the upper limb movement period of the second blood oxygen concentration signal obtained, and obtain the second representative amplitude in the corresponding time domain-frequency domain spectrum within the preset frequency band of the wavelet transformation result. value, the second representative amplitude having a definition consistent with the first representative amplitude. In step S406, the activity of the left brain area of the subject is determined based on the first representative amplitude of each channel of the left brain area corresponding to the upper limb movement, and based on the right brain area corresponding to the upper limb movement The second representative amplitude of each channel of the area is used to determine the activity of the right brain area of the subject. Specifically, according to the wavelet transformation result, trapezoidal integration can be performed in the frequency domain of the preset frequency band to obtain the average wavelet amplitude of the first blood oxygen concentration signal and the second blood oxygen concentration signal data sequence as the third blood oxygen concentration signal. a representative amplitude and a second representative amplitude.
如图4(c)所示的活跃度图谱中的色块的颜色可以用于表示左侧脑区和右侧脑区的活性度,数值越大,活性度越大。医生通过界面显示的活跃度图谱,能够直观的获取左侧脑区和右侧脑区的活性度状况。The color of the color block in the activity map shown in Figure 4(c) can be used to represent the activity of the left and right brain areas. The larger the value, the greater the activity. Doctors can intuitively obtain the activity status of the left and right brain areas through the activity map displayed on the interface.
具体地,所述预设频段可以是以0.1Hz或0.04Hz为中心的低频或超低频,在这个频段范围内,可以避免低频漂移和生理噪声(呼吸、心跳等)对皮质区域神经活动信号的影响,从而可以得到较为精准的数据。Specifically, the preset frequency band can be a low frequency or ultra-low frequency centered on 0.1 Hz or 0.04 Hz. Within this frequency range, the impact of low-frequency drift and physiological noise (respiration, heartbeat, etc.) on the neural activity signals in the cortical area can be avoided. influence, so that more accurate data can be obtained.
此外,上述实施例所述的通过信号强度来得到两侧脑区活性度,并基于两侧脑区活动度来确定两侧脑区平衡度的方式在这里同样适用。
In addition, the method described in the above embodiment of obtaining the activity of the brain areas on both sides through the signal intensity and determining the balance of the brain areas on both sides based on the activity of the brain areas on both sides is also applicable here.
在一些实施例中,所述方法进一步包括在显示所述两侧脑区平衡度的数值的同时,提示所述两侧脑区平衡状况的分级水平。在一个优选实施例中,具体包括如下的至少一种:在两侧脑区平衡度的数值为-0.15到0.15的情况下,提示所述两侧脑区平衡度的高水平和/或两侧脑区偏侧化的低水平;在两侧脑区平衡度的数值为-0.4到-0.15、或者0.15到0.4、且并非-0.4和0.4的情况下,提示所述两侧脑区平衡度的中等水平和/或两侧脑区偏侧化的中等水平;在两侧脑区平衡度的数值为-0.4或更小、或者0.4或更大的情况下,提示所述两侧脑区平衡度的低水平和/或两侧脑区偏侧化的高水平。具体地,医生基于所述两侧脑区平衡度的数值,判断两侧脑区平衡度较好或较差相对容易。但是,对于处于两侧脑区平衡状况较好和较差之间的两侧脑区平衡状况的判断具有更大的难度。申请人发现,相较于其他特征指标,利用卒中患者在执行上肢运动期间的代表性小波幅值所表征的相应脑区的大脑活跃度来计算两侧脑区平衡度,能够更准确、灵敏地反应卒中患者的康复水平。In some embodiments, the method further includes, while displaying the value of the balance degree of the two sides of the brain area, prompting the grading level of the balance status of the two sides of the brain area. In a preferred embodiment, it specifically includes at least one of the following: when the value of the balance degree of the two sides of the brain area is -0.15 to 0.15, it indicates a high level of the balance degree of the two sides of the brain area and/or both sides. Low level of lateralization of brain regions; when the value of the balance between the two sides of the brain is -0.4 to -0.15, or 0.15 to 0.4, and not -0.4 and 0.4, it indicates the balance of the two sides of the brain Moderate level and/or moderate level of lateralization of both brain regions; when the value of the balance of the bilateral brain regions is -0.4 or less, or 0.4 or greater, it indicates the balance of the bilateral brain regions of low levels and/or high levels of lateralization in both brain regions. Specifically, it is relatively easy for a doctor to judge whether the balance of the brain areas on both sides is better or worse based on the numerical values of the balance of the brain areas on both sides. However, it is more difficult to judge the balance status of both sides of the brain area between the better and worse balance status of the two sides of the brain area. The applicant found that compared with other characteristic indicators, using the brain activity of the corresponding brain areas represented by the representative wavelet amplitudes of stroke patients during upper limb movements to calculate the balance of the brain areas on both sides can be more accurate and sensitive. Reflects the recovery level of stroke patients.
经过申请人实验验证,上述优选实施例中的两侧脑区平衡状况的分级水平能够较为准确、合理地评估卒中患者的康复水平。需要说明的是,本申请中所述的两侧脑区平衡状况的分级水平的边界值可根据上述对应的阈值范围的边界值以较小的偏差进行调整,例如,在两侧脑区平衡度的数值为-0.16到0.16的情况下,提示两侧脑区平衡度的高水平和/或两侧脑区偏侧化的低水平。Through experimental verification by the applicant, the grading levels of the balance status of both sides of the brain areas in the above preferred embodiment can more accurately and reasonably evaluate the recovery level of stroke patients. It should be noted that the boundary value of the grading level of the balance status of both sides of the brain region described in this application can be adjusted with a small deviation according to the boundary value of the above-mentioned corresponding threshold range. For example, in the balance degree of both sides of the brain region When the value is -0.16 to 0.16, it indicates a high level of balance between the two sides of the brain and/or a low level of lateralization of the two sides of the brain.
在一个优选实施中,如图4(c)示出的特征值,界面显示了对象分别处于休息态和运动态时的两侧脑区的平衡度数值,医生可以直接得到两侧脑区的平衡度的数值,向用户提供对象在休息态时的两侧脑区的平衡度数值作为参考,用户可以通过对比对象处于运动态时的两侧脑区的平衡度数值与对象在休息态时的两侧脑区的平衡度数值,来更准确地评估卒中患者的康复水平,例如,如果休息态时的两侧脑区的平衡度数值与运动态时的两侧脑区的平衡度数值相差不大时,可以提示用户仅利用运动态时的两侧脑区的平衡度数值来判断该患者的卒中康复水平可能不够客观。In a preferred implementation, as shown in Figure 4(c), the interface displays the balance values of the brain areas on both sides of the subject when the subject is in a resting state and an exercise state respectively. The doctor can directly obtain the balance of the brain areas on both sides. The value of the degree of balance provides the user with the balance value of the brain areas on both sides of the subject in the resting state as a reference. The user can compare the balance degree values of the brain areas on both sides of the subject in the moving state with the balance degree values of the two sides of the subject in the resting state. Balance values of lateral brain areas can be used to more accurately evaluate the recovery level of stroke patients. For example, if the balance values of both sides of the brain areas at rest are not much different from the balance values of both sides of the brain areas during exercise When this happens, the user can be reminded that it may not be objective enough to judge the patient's stroke recovery level by only using the balance values of the brain areas on both sides during exercise.
在一些实施例中,对所获取的第一血氧浓度信号对应休息态期间的信号段进行小波变换,在小波变换结果的所述预设频段内获取对应的时域-频域谱中的第五代表性幅值;对所获取的第二血氧浓度信号对应休息态期间的信号段进行小波变换,在小波变换结果的所述预设频段内获取对应的时域-频域谱中的第六代表性幅值,所述第六代表性幅值、第五代表性幅值与第一和第二
代表性幅值具有相符的定义;基于所述第五代表性幅值和所述第六代表性幅值,显示休息态下的幅值数值参数。具体地,例如卒中患者执行3分钟休息和3分钟上肢运动的交替任务。在图谱上显示上肢运动期间的小波变换结果的活跃度图谱的同时,也可以协同显示休息态期间的小波变换结果的幅值,以供医生参考。例如,在休息态的小波变换结果的幅值与正常人的休息态的小波变化结果的幅值的参考值偏差较小(或者与上肢运动期间的小波变换结果的幅值偏差较小)时,可以提示用户仅根据卒中患者在上肢运动期间的小波变换结果的幅值可能无法很客观地评估该卒中患者的康复状况。幅值数值参数可以是左侧脑区和/或右侧脑区,可以例如对各个通道的第五代表性幅值和/或第六代表性幅值求平均来得到。In some embodiments, a wavelet transform is performed on the acquired first blood oxygen concentration signal corresponding to the signal segment during the resting state, and the corresponding time domain-frequency domain spectrum is acquired within the preset frequency band of the wavelet transform result. Five representative amplitudes; perform wavelet transformation on the signal segment corresponding to the resting state period of the second blood oxygen concentration signal obtained, and obtain the corresponding time domain-frequency domain spectrum in the preset frequency band of the wavelet transformation result. Six representative amplitudes, the sixth representative amplitude, the fifth representative amplitude and the first and second The representative amplitude has a consistent definition; based on the fifth representative amplitude and the sixth representative amplitude, the amplitude numerical parameter in the resting state is displayed. Specifically, for example, stroke patients perform alternating tasks of 3 minutes of rest and 3 minutes of upper limb exercise. While the activity map of the wavelet transform results during upper limb movement is displayed on the map, the amplitude of the wavelet transform results during the resting state can also be displayed collaboratively for doctors' reference. For example, when the amplitude of the wavelet transformation result of the resting state deviates slightly from the reference value of the amplitude of the wavelet transformation result of the normal person's resting state (or the amplitude deviation of the wavelet transformation result during upper limb movement is small), It can remind the user that it may not be possible to objectively evaluate the recovery status of the stroke patient based only on the amplitude of the wavelet transform result of the stroke patient during upper limb movement. The amplitude numerical parameter may be the left brain region and/or the right brain region, and may be obtained, for example, by averaging the fifth representative amplitude value and/or the sixth representative amplitude value of each channel.
在一个实施例中,还可以在显示两侧脑区平衡度的数值的同时显示各分级水平的区间提示,可以使得医生更便捷的将显示的两侧脑区平衡度的数值与各分级水平的区间范围进行比较,从而更高效的判断出卒中患者的两侧脑区平衡状况。In one embodiment, the interval prompts of each grading level can also be displayed while displaying the value of the balance degree of the two sides of the brain area, which can make it easier for the doctor to compare the displayed value of the balance degree of the two sides of the brain area with the value of each grading level. Compare the interval ranges to more efficiently determine the balance status of the brain areas on both sides of stroke patients.
在一些实施例中,所述方法还包括基于上肢运动期间的各个通道的第一代表性幅值和第二代表性幅值,在脑图像上对应显示活跃度图谱。具体地,所述活跃度图谱上的各处的色彩就表征了对应通道的第一代表性幅值(左脑区)和第二代表性幅值(右脑区)。In some embodiments, the method further includes correspondingly displaying an activity map on the brain image based on the first representative amplitude and the second representative amplitude of each channel during upper limb movement. Specifically, the colors everywhere on the activity map represent the first representative amplitude (left brain area) and the second representative amplitude (right brain area) of the corresponding channel.
其次,在脑图像上对应显示活跃度图谱的同时,显示对应于上肢运动的左侧脑区的第三代表性幅值和对应于上肢运动的右侧脑区的第四代表性幅值。在一些实施例中,第三代表性幅值可以通过对各个通道的第一代表性幅值求平均得到,第四代表性幅值可以通过对各个通道的第二代表性幅值求平均来得到。例如,在计算两侧脑区平衡度时,可以将所述第三代表性幅值作为左侧脑区活性度,将所述第四代表性幅值作为右侧脑区活性度。Secondly, while correspondingly displaying the activity map on the brain image, the third representative amplitude of the left brain area corresponding to the upper limb movement and the fourth representative amplitude of the right brain area corresponding to the upper limb movement are displayed. In some embodiments, the third representative amplitude may be obtained by averaging the first representative amplitudes of each channel, and the fourth representative amplitude may be obtained by averaging the second representative amplitudes of each channel. . For example, when calculating the balance of the two sides of the brain area, the third representative amplitude can be used as the activity of the left brain area, and the fourth representative amplitude can be used as the activity of the right brain area.
在一些实施例中,所述方法还包括显示两侧脑区的协同度,所述协同度通过如下方式来得到:基于所述第一血氧浓度信号对应上肢运动期间的信号段和第二血氧浓度信号对应上肢运动期间的信号段,计算两侧脑区的功能连接参数,根据所述两侧脑区的功能连接参数来确定所述协同度。具体地,功能连接强度参数可以通过皮尔逊相关系数计算得到,本文在此不做赘述。In some embodiments, the method further includes displaying the synergy of the brain regions on both sides, the synergy being obtained in the following manner: based on the first blood oxygen concentration signal corresponding to the signal segment during upper limb movement and the second blood The oxygen concentration signal corresponds to the signal segment during upper limb movement, the functional connection parameters of the brain areas on both sides are calculated, and the degree of synergy is determined based on the functional connection parameters of the brain areas on both sides. Specifically, the functional connection strength parameter can be calculated through the Pearson correlation coefficient, which will not be described in detail here.
如图4(c)所示的区域连接图谱可以显示两侧脑区的功能连接强度,功能连接强度能够反应两个脑区之间信息传递活跃程度、合作效率等情况。以
左侧脑区和右侧脑区为例,可以利用两侧脑区间的功能连接强度来表征两侧脑区的协同度,卒中患者在执行上肢运动期间的协同度较高,则说明这两个脑区之间的信息传递活跃程度、合作效率等能力较好,即具有较高的协同度,卒中康复水平得到提高。利用两侧脑区之间的协同度来评价卒中患者的康复水平时,优选地,在两侧脑区的协同度大于等于0.37时可表征两侧脑区之间的协同度较高,协同度处于0.37与0.23之间时可表征两侧脑区之间的协同度中等,协同度小于等于0.23时,可表征两侧脑区之间的协同度较低。可以理解的是,本申请中所述的协同度的分级水平仅作为优选实施例,本申请不限于此。The regional connection map shown in Figure 4(c) can display the functional connection strength of the two brain regions. The functional connection strength can reflect the activity of information transmission and cooperation efficiency between the two brain regions. by Taking the left brain area and the right brain area as an example, the functional connection strength between the two sides of the brain can be used to characterize the synergy of the two brain areas. The higher synergy of stroke patients during upper limb movements indicates that these two The information transmission activity and cooperation efficiency between brain areas are better, that is, there is a higher degree of coordination, and the level of stroke recovery is improved. When using the synergy between both sides of the brain areas to evaluate the recovery level of stroke patients, preferably, when the synergy between the two sides of the brain areas is greater than or equal to 0.37, it can indicate that the synergy between the two sides of the brain areas is high, and the synergy is high. When it is between 0.37 and 0.23, it can indicate that the degree of coordination between the two brain regions is medium. When the degree of synergy is less than or equal to 0.23, it can indicate that the degree of coordination between the two sides of the brain is low. It can be understood that the grading levels of synergy described in this application are only as preferred embodiments, and this application is not limited thereto.
在一些实施例中,还可以为呈现通道连接图谱,为用户提供各个通道间的功能连接的细节的信息,例如用户可以通过图4(c)示出的通道连接图谱可以看出左侧脑区的通道5与右侧脑区的通道8间的功能连接强度等。In some embodiments, the channel connection map can also be presented to provide the user with detailed information on the functional connections between each channel. For example, the user can see the left brain region through the channel connection map shown in Figure 4(c) The functional connection strength between channel 5 and channel 8 in the right brain area, etc.
此外,在另一实施例中,所述上肢运动包括保持手指抓握的同时进行上肢的交替屈伸运动,该上肢运动不仅简单,能够降低受试者的运动难度,而且有利于为相应地脑区提供足够的刺激,有利于采集到更集中一致的、强度更大的血氧浓度信号,以进行后续分析。保持手指抓握的同时进行上肢的交替屈伸运动相较动手指,相较单纯大臂关节扭转等运动,这种方式能够广泛适用于各类卒中患者,对于不同康复水平的区分度较好,而且患者的可执行度和依从度也更好;上肢运动的执行可以与运动器械相关联,定义一个统一的运动方式可以简化运动器械,降低成本,也有利于增强分析的康复水平的鲁棒性。In addition, in another embodiment, the upper limb movement includes alternating flexion and extension movements of the upper limb while maintaining finger grip. This upper limb movement is not only simple and can reduce the difficulty of the subject's movement, but also is beneficial to corresponding brain areas. Providing sufficient stimulation is conducive to collecting more concentrated, consistent and stronger blood oxygen concentration signals for subsequent analysis. Compared with moving the fingers and simply twisting the upper arm joints, this method can be widely used for all types of stroke patients and has better differentiation between different rehabilitation levels. Patients' execution and compliance are also better; the execution of upper limb movements can be associated with exercise equipment. Defining a unified exercise method can simplify exercise equipment, reduce costs, and also help enhance the robustness of the analysis's rehabilitation level.
图5示出根据本申请实施例的一种卒中康复分析系统的示意图。如图5,所述卒中康复分析系统包括近红外脑功能成像装置500,近红外脑功能成像装置500至少具有头帽501,头帽501用于佩戴在对象的头部505,所述头帽501设有用于传输和/或接收近红外信号的多个探头506以采集多个对应通道的近红外信号,并据此获取多个对应通道的血氧浓度信号。例如,头帽501可以具有多个用于传输和/或接收近红外信号的探头506。又例如,头帽501可以留有多个安装位以便可拆卸地装配各个探头506,使用时,可以通过安装位将探头506装配到头帽501上。Figure 5 shows a schematic diagram of a stroke rehabilitation analysis system according to an embodiment of the present application. As shown in Figure 5, the stroke rehabilitation analysis system includes a near-infrared functional brain imaging device 500. The near-infrared functional brain imaging device 500 at least has a head cap 501. The head cap 501 is used to be worn on the subject's head 505. The head cap 501 Multiple probes 506 are provided for transmitting and/or receiving near-infrared signals to collect near-infrared signals of multiple corresponding channels, and thereby obtain blood oxygen concentration signals of multiple corresponding channels. For example, headgear 501 may have multiple probes 506 for transmitting and/or receiving near-infrared signals. For another example, the head cap 501 may have multiple mounting positions for detachably assembling each probe 506. During use, the probes 506 may be assembled to the head cap 501 through the mounting positions.
图5中没有示出近红外脑功能成像装置500的完整构造,仅示出了与本申请实施例相关的部分构件,其中,多个探头506中的每一个可以配置为发
射探头(S)或接收探头(D),每一对成对布设的探头形成一个通道。在一些实施例中,一个发射探头可以对应于多个接收探头,或者反过来,一个接收探头对应于多个发射探头,其成对关系根据探头的布设位置、所要检测的脑功能区域等的具体要求而定。The complete structure of the near-infrared functional brain imaging device 500 is not shown in FIG. 5 , but only some components related to the embodiments of the present application are shown, in which each of the plurality of probes 506 can be configured to generate Emitting probe (S) or receiving probe (D), each pair of probes arranged in pairs forms a channel. In some embodiments, one transmitting probe may correspond to multiple receiving probes, or conversely, one receiving probe corresponds to multiple transmitting probes, and their pairing relationship is based on the specific layout location of the probes, the brain functional area to be detected, etc. Depends on requirements.
在一些实施例中,卒中康复分析系统还包括处理器502,该处理器502可以分立于近红外脑功能成像装置500,仅仅是接收来自其的近红外数据或者血氧浓度信号并进行进一步的处理,也就是说,可以提供卒中康复分析装置,其包括处理器502以执行根据本申请各个实施例的卒中康复分析方法。处理器502也可以结合在近红外脑功能成像装置500中(例如作为其主机),使得近红外脑功能成像装置500提供卒中康复分析功能,在此不做限定。In some embodiments, the stroke rehabilitation analysis system also includes a processor 502, which can be separate from the near-infrared functional brain imaging device 500, and only receives the near-infrared data or blood oxygen concentration signal from it and performs further processing. , that is to say, a stroke rehabilitation analysis device may be provided, which includes a processor 502 to execute the stroke rehabilitation analysis method according to various embodiments of the present application. The processor 502 can also be integrated into the near-infrared functional brain imaging device 500 (for example, as its host), so that the near-infrared functional brain imaging device 500 provides a stroke rehabilitation analysis function, which is not limited here.
处理器502可以是包括一个以上通用处理设备的处理设备,诸如微处理器、中央处理单元(CPU)、图形处理单元(GPU)等。更具体地,该处理器可以是复杂指令集计算(CISC)微处理器、精简指令集计算(RISC)微处理器、超长指令字(VLIW)微处理器、运行其他指令集的处理器或运行指令集的组合的处理器。该处理器还可以是一个以上专用处理设备,诸如专用集成电路(ASIC)、现场可编程门阵列(FPGA)、数字信号处理器(DSP)、片上系统(SoC)等。所述处理器502可以配置为在所述对象执行成组的上肢运动和休息状态的交替任务的情况下,使得所述多个探头506,获取至少对应于上肢运动的左侧脑区的各通道的第一血氧浓度信号,以及至少对应于上肢运动的右侧脑区的各通道的第二血氧浓度信号。其中,所述交替任务的组数、每组上肢运动的持续时间和每组休息状态的持续时间相关联地预先配置。根据所获取的第一血氧浓度信号和第二血氧浓度信号,确定所述对象的当前卒中康复状态下的分析结果。Processor 502 may be a processing device including one or more general-purpose processing devices, such as a microprocessor, a central processing unit (CPU), a graphics processing unit (GPU), or the like. More specifically, the processor may be a Complex Instruction Set Computing (CISC) microprocessor, a Reduced Instruction Set Computing (RISC) microprocessor, a Very Long Instruction Word (VLIW) microprocessor, a processor running other instruction sets, or A processor that runs a combination of instruction sets. The processor may also be one or more special purpose processing devices, such as an application specific integrated circuit (ASIC), a field programmable gate array (FPGA), a digital signal processor (DSP), a system on a chip (SoC), etc. The processor 502 may be configured to cause the plurality of probes 506 to acquire each channel of the left brain region corresponding to at least the upper limb movement when the subject performs a set of alternating tasks of upper limb movement and resting state. The first blood oxygen concentration signal, and the second blood oxygen concentration signal of each channel corresponding to at least the right brain area of the upper limb movement. Wherein, the number of groups of the alternating task, the duration of each group of upper limb movements and the duration of each group of resting states are pre-configured in association. According to the acquired first blood oxygen concentration signal and the second blood oxygen concentration signal, the analysis result in the current stroke recovery state of the subject is determined.
在一些实施例中,近红外脑功能成像装置500还可以包括存储器503和显示器504。其中,存储器503配置为存储使得处理器502执行本文中任意实施例所述的利用近红外脑功能成像装置进行卒中康复分析的方法的流程(例如但不限于对获取的近红外信号进行卒中康复分析的处理)的程序以及执行过程中产生和/或需要的数据。In some embodiments, the near-infrared functional brain imaging device 500 may also include a memory 503 and a display 504. Wherein, the memory 503 is configured to store a process that causes the processor 502 to execute the method for performing stroke rehabilitation analysis using a near-infrared brain functional imaging device as described in any embodiment herein (for example, but not limited to, performing stroke rehabilitation analysis on the acquired near-infrared signal). (Processing) procedures and data generated and/or required during execution.
所述存储器503可以是非暂时性计算机可读介质,诸如只读存储器(ROM)、随机存取存储器(RAM)、相变随机存取存储器(PRAM)、静态随机存取存储器(SRAM)、动态随机存取存储器(DRAM)、电可擦除可编
程只读存储器(EEPROM),其他类型的随机存取存储器(RAM)、闪存或其他形式的闪存、高速缓存、寄存器、静态存储器、光盘只读存储器(CD-ROM)、数字多功能盘(DVD)或其他光学存储器、盒式磁带或其他磁存储设备,或用于存储计算机设备等可访问的信息或指令的任何其他可能的非暂时性介质。当由处理器502执行存储在存储器503上的指令时,可以执行根据本文中记载的方法。The memory 503 may be a non-transitory computer-readable medium, such as read-only memory (ROM), random access memory (RAM), phase change random access memory (PRAM), static random access memory (SRAM), dynamic random access memory Access memory (DRAM), electrically erasable and programmable program read-only memory (EEPROM), other types of random access memory (RAM), flash memory or other forms of flash memory, cache, registers, static memory, compact disc read-only memory (CD-ROM), digital versatile disk (DVD ) or other optical memory, cassette tapes or other magnetic storage devices, or any other possible non-transitory medium used to store information or instructions accessible to a computer device or the like. When instructions stored on memory 503 are executed by processor 502, methods according to the description herein may be performed.
所述显示器504可以配置为显示所确定的所述对象的当前卒中康复状态下的分析结果,显示器504可以采用LED、OLED等,对此不做具体限定。The display 504 may be configured to display the determined analysis results of the subject's current stroke recovery state, and the display 504 may adopt LED, OLED, etc., which is not specifically limited.
根据本申请各个实施例的近红外脑功能成像装置500自身(包括头帽和主机在内),或者除了头帽以外的主机(主要用于存储和分析近红外数据),可以用于构建卒中康复分析系统。The near-infrared functional brain imaging device 500 itself (including the headgear and the host) according to various embodiments of the present application, or the host other than the headgear (mainly used to store and analyze near-infrared data), can be used to construct stroke rehabilitation. analysis system.
在一些实施例中,卒中康复分析系统还可以包括运动器械,其配置为由对象用来执行数组的上肢运动和休息交替任务,所述处理器502进一步配置为:向所述运动器械发送控制信息,使得所述运动器械在上肢运动期间处于可致动状态而在休息期间处于不可致动状态。通过运动器械的协助,受试者可以完成上肢运动和休息交替的任务,进一步降低运动难度。In some embodiments, the stroke rehabilitation analysis system may further include an exercise machine configured to be used by the subject to perform an array of alternating upper limb movement and rest tasks, and the processor 502 is further configured to send control information to the exercise machine. , so that the sports equipment is in an actuable state during upper limb movement and in a non-actuable state during rest. With the assistance of exercise equipment, subjects can complete the task of alternating upper limb movement and rest, further reducing the difficulty of exercise.
在一些实施例中,一种计算机可读存储介质,所述计算机可读存储介质上存储有计算机程序指令,所述计算机程序指令在被处理器运行时使得所述处理器执行根据本申请各个实施例利用近红外脑功能成像装置进行卒中康复分析的方法。计算机可读介质可以包括易失性或非易失性、磁性、基于半导体的、基于磁带的、光学的、可移动的、不可移动的或其他类型的计算机可读介质或计算机可读存储装置。例如,计算机可读介质可以是其中存储有计算机指令的存储装置或存储模块,如所公开的。在一些实施例中,计算机可读介质可以是其上存储有计算机指令的磁盘或闪存驱动器。In some embodiments, a computer-readable storage medium has computer program instructions stored on the computer-readable storage medium. The computer program instructions, when executed by a processor, cause the processor to execute various implementations according to the present application. An example of a method for stroke rehabilitation analysis using near-infrared functional brain imaging equipment. Computer-readable media may include volatile or nonvolatile, magnetic, semiconductor-based, tape-based, optical, removable, non-removable, or other types of computer-readable media or computer-readable storage devices. For example, a computer-readable medium may be a storage device or storage module having computer instructions stored therein, as disclosed. In some embodiments, the computer-readable medium may be a disk or flash drive that has computer instructions stored thereon.
对本申请的方法、装置和系统可以进行各种变型和更改。鉴于所公开的系统和相关方法的描述和实践,可以由本领域的技术人员衍生出其他实施例。本申请的各个权利要求都可理解为独立实施例,并且它们之间的任意组合也用作本申请的实施例,并且这些实施例被视为都包括在本申请中。Various variations and modifications may be made to the methods, devices and systems of the present application. In view of the description and practice of the disclosed systems and related methods, other embodiments may be derived by those skilled in the art. Each claim of the present application can be understood as an independent embodiment, and any combination between them also serves as an embodiment of the present application, and these embodiments are deemed to be included in the present application.
示例仅视为示例性的,真实范围由所附权利要求书及其等效来表示。
The examples are considered to be illustrative only, with the true scope being indicated by the following claims and their equivalents.
Claims (19)
- 一种用近红外脑功能成像装置进行卒中康复分析的方法,所述近红外脑功能成像装置具有用于佩戴在对象头上的头帽,所述头帽设有用于传输和/或接收近红外信号的多个探头以采集多个对应通道的近红外信号,并据此获取多个对应通道的血氧浓度信号,其特征在于,所述方法包括:A method for performing stroke rehabilitation analysis using a near-infrared functional brain imaging device. The near-infrared functional brain imaging device has a headgear for wearing on a subject's head. The headgear is provided with a device for transmitting and/or receiving near-infrared. Multiple probes of signals are used to collect near-infrared signals of multiple corresponding channels, and thereby obtain blood oxygen concentration signals of multiple corresponding channels, characterized in that the method includes:在所述对象执行成组的上肢运动和休息状态的交替任务的情况下,利用所述多个探头,获取至少对应于上肢运动的左侧脑区的各通道的第一血氧浓度信号,以及至少对应于上肢运动的右侧脑区的各通道的第二血氧浓度信号,其中,所述交替任务的组数、每组上肢运动的持续时间和每组休息状态的持续时间相关联地预先配置;In the case where the subject performs a set of alternating tasks of upper limb movement and resting state, using the plurality of probes, a first blood oxygen concentration signal of each channel of the left brain region corresponding to at least the upper limb movement is acquired, and The second blood oxygen concentration signal of each channel of the right brain area corresponding to at least the upper limb movement, wherein the number of groups of the alternating task, the duration of each group of upper limb movement and the duration of each group of resting state are associated in advance configuration;根据所获取的第一血氧浓度信号和第二血氧浓度信号,确定所述对象的当前卒中康复状态下的分析结果;以及Determine the analysis result in the current stroke recovery state of the subject according to the acquired first blood oxygen concentration signal and the second blood oxygen concentration signal; and显示所确定的所述对象的当前卒中康复状态下的分析结果。The results of the analysis at the determined current stroke recovery status of the subject are displayed.
- 根据权利要求1所述的方法,其特征在于,每组上肢运动的持续时间和每组休息状态的持续时间预先配置在预定时间范围内的情况下,所述交替任务的组数预先配置为小于预定组数。The method according to claim 1, characterized in that when the duration of each group of upper limb movements and the duration of each group of resting states are pre-configured within a predetermined time range, the number of groups of the alternating tasks is pre-configured to be less than Predetermined number of groups.
- 根据权利要求2所述的方法,其特征在于,所述预定时间范围为2分钟-5分钟,所述交替任务预先配置为单组。The method according to claim 2, characterized in that the predetermined time range is 2 minutes to 5 minutes, and the alternating tasks are pre-configured as a single group.
- 根据权利要求1所述的方法,其特征在于,所述成组的上肢运动和休息状态的交替任务包括数组的上肢运动和休息状态的交替任务,所述方法具体包括:The method according to claim 1, wherein the group of alternating tasks of upper limb movement and resting state includes an array of alternating tasks of upper limb movement and resting state, and the method specifically includes:在所述对象执行数组的上肢运动和休息状态的交替任务的情况下,利用所述多个探头,获取数段所述第一血氧浓度信号和数段所述第二血氧浓度信号,其中,每段第一血氧浓度信号和第二血氧浓度信号与每组任务分别对应;In the case where the subject performs an array of alternating tasks of upper limb movement and resting state, using the plurality of probes, several segments of the first blood oxygen concentration signal and several segments of the second blood oxygen concentration signal are acquired, wherein , the first blood oxygen concentration signal and the second blood oxygen concentration signal of each segment correspond to each group of tasks respectively;根据所述数段第一血氧浓度信号和数段第二血氧浓度信号,确定所述对象的当前卒中康复状态下的分析结果;以及Determine the analysis result of the subject's current stroke recovery state according to the first segments of blood oxygen concentration signals and the segments of second blood oxygen concentration signals; and显示所确定的所述对象的当前卒中康复状态下的分析结果。 The results of the analysis at the determined current stroke recovery status of the subject are displayed.
- 根据权利要求1-4中任何一项所述的方法,其特征在于,所获取的所述第一血氧浓度信号和所述第二血氧浓度信号均为数段,The method according to any one of claims 1-4, characterized in that the obtained first blood oxygen concentration signal and the second blood oxygen concentration signal are several segments,根据所述数段第一血氧浓度信号和数段第二血氧浓度信号,确定所述对象的当前卒中康复状态下的分析结果具体包括:According to the segments of first blood oxygen concentration signals and the segments of second blood oxygen concentration signals, determining the analysis results of the subject's current stroke recovery state specifically includes:根据所获取的所述数段第一血氧浓度信号、所述数段第二血氧浓度信号以及周边脑区的各通道的数段第三血氧浓度信号,确定所述对象的脑区的激活图谱,所述激活图谱中色块的分布规则性表征所述对象的卒中康复水平,激活谱图中色块的第一分布规则性相比激活谱图中色块的低于第一分布规则性的第二分布规则性,具有更高的卒中康复水平。According to the acquired segments of the first blood oxygen concentration signal, the acquired segments of the second blood oxygen concentration signal, and the segments of the third blood oxygen concentration signal of each channel of the peripheral brain area, the brain area of the subject is determined. Activation map, the distribution regularity of the color blocks in the activation map represents the stroke recovery level of the subject, and the first distribution regularity of the color blocks in the activation spectrum is lower than the first distribution rule of the color blocks in the activation spectrum The second distribution regularity of sex has a higher level of stroke recovery.
- 根据权利要求2所述的方法,其特征在于,所述对象的当前卒中康复状态下的分析结果还包括所述对象的脑区的激活图谱,所述激活图谱中色块的分布规则性表征所述对象的卒中康复水平,激活谱图中色块的第一分布规则性相比激活谱图中色块的低于第一分布规则性的第二分布规则性,具有更高的卒中康复水平,所述激活图谱包括2D激活图谱和/或3D激活图谱,The method according to claim 2, characterized in that the analysis results of the subject's current stroke recovery state also include an activation map of the subject's brain area, and the distribution regularity of the color patches in the activation map represents the Said subject's stroke recovery level, the first distribution regularity of the color patches in the activation spectrum has a higher stroke recovery level than the second distribution regularity of the color patches in the activation spectrum that is lower than the first distribution regularity, The activation map includes a 2D activation map and/or a 3D activation map,显示所确定的所述对象的当前卒中康复状态下的分析结果具体包括:在第一区中显示所述对象的脑区的激活图谱,并在所述第一区以外的第二区中一并显示时域上的代表性HbO2分布曲线、代表性HbR分布曲线和代表性HbT分布曲线。Displaying the determined analysis results of the subject's current stroke recovery state specifically includes: displaying the activation map of the subject's brain area in the first area, and displaying the activation map of the subject's brain area in a second area other than the first area. Displays the representative HbO2 distribution curve, representative HbR distribution curve and representative HbT distribution curve in the time domain.
- 根据权利要求6所述的方法,其特征在于,所述激活图谱中色块的分布规则性包括所述色块的分散度和突变度,分散度和突变度越高则分布规则性越低。The method according to claim 6, characterized in that the distribution regularity of the color blocks in the activation map includes the dispersion and mutation degree of the color blocks, and the higher the dispersion and mutation degree, the lower the distribution regularity.
- 根据权利要求1所述的方法,其特征在于,所述对象的当前卒中康复状态下的分析结果还包括所述对象的卒中康复指标,所述卒中康复指标包括所述对象的左侧脑区活性度、右侧脑区活性度;The method according to claim 1, characterized in that the analysis results of the subject's current stroke recovery state also include stroke recovery indicators of the subject, and the stroke recovery indicators include the activity of the left brain area of the subject. degree, activity degree of right brain area;根据所获取的第一血氧浓度信号和第二血氧浓度信号,确定所述对象的当前卒中康复状态下的分析结果,具体包括: According to the obtained first blood oxygen concentration signal and the second blood oxygen concentration signal, the analysis result of the subject's current stroke recovery state is determined, specifically including:基于左侧脑区的至少部分通道的代表性血氧浓度信号在上肢运动期间的第一预设时间窗内的信号强度与在休息状态期间的第二预设时间窗内的信号强度,来确定所述对象的左侧脑区活性度;以及Determined based on the signal strength of the representative blood oxygen concentration signal of at least part of the channel in the left brain region within the first preset time window during upper limb movement and the signal strength within the second preset time window during the resting state. The activity of the subject's left brain region; and基于右侧脑区的至少部分通道的代表性血氧浓度信号在上肢运动期间的第一预设时间窗内的信号强度与在休息状态期间的第二预设时间窗内的信号强度,来确定所述对象的右侧脑区活性度。Determined based on the signal strength of the representative blood oxygen concentration signal of at least part of the channel in the right brain region within the first preset time window during upper limb movement and the signal strength within the second preset time window during the resting state. Activity in the subject's right brain region.
- 根据权利要求8所述的用近红外脑功能成像装置进行卒中康复分析的方法,其特征在于,所述对象的卒中康复指标还包括:The method for stroke rehabilitation analysis using a near-infrared functional brain imaging device according to claim 8, wherein the stroke rehabilitation indicators of the subject further include:基于左侧脑区活性度与右侧脑区活性度的差异与左侧脑区活性度与右侧脑区活性度的和的比值来确定的两侧脑区平衡度。The balance between the two sides of the brain is determined based on the ratio of the difference between the activity of the left brain area and the activity of the right brain area and the sum of the activity of the left brain area and the activity of the right brain area.
- 根据权利要求1-3任一项所述的方法,其特征在于,所述对象的当前卒中康复状态下的分析结果还包括所述对象的卒中康复指标,所述卒中康复指标包括所述对象的左侧脑区活性度、右侧脑区活性度;The method according to any one of claims 1 to 3, characterized in that the analysis results of the subject's current stroke recovery state also include stroke recovery indicators of the subject, and the stroke recovery indicators include the subject's stroke recovery indicators. The activity of the left brain area and the activity of the right brain area;根据所获取的第一血氧浓度信号和第二血氧浓度信号,确定所述对象的当前卒中康复状态下的分析结果,具体包括:According to the obtained first blood oxygen concentration signal and the second blood oxygen concentration signal, the analysis result of the subject's current stroke recovery state is determined, specifically including:对所获取的第一血氧浓度信号对应上肢运动期间的信号段进行小波变换,在小波变换结果的预设频段内获取对应的时域-频域谱中的第一代表性幅值;Perform wavelet transformation on the acquired first blood oxygen concentration signal corresponding to the signal segment during upper limb movement, and obtain the first representative amplitude in the corresponding time domain-frequency domain spectrum within the preset frequency band of the wavelet transformation result;对所获取的第二血氧浓度信号对应上肢运动期间的信号段进行小波变换,在小波变换结果的预设频段内获取对应的时域-频域谱中的第二代表性幅值,所述第二代表性幅值具有与所述第一代表性幅值相符的定义;Perform wavelet transformation on the acquired second blood oxygen concentration signal corresponding to the signal segment during upper limb movement, and obtain the second representative amplitude in the corresponding time domain-frequency domain spectrum within the preset frequency band of the wavelet transformation result, as described a second representative amplitude having a definition consistent with said first representative amplitude;基于对应于上肢运动的左侧脑区的各通道的所述第一代表性幅值,来确定所述对象的左侧脑区活性度,并基于对应于上肢运动的右侧脑区的各通道的所述第二代表性幅值,来确定所述对象的右侧脑区活性度。Determine the activity of the left brain region of the subject based on the first representative amplitude of each channel of the left brain region corresponding to the upper limb movement, and based on each channel of the right brain region corresponding to the upper limb movement The second representative amplitude is used to determine the activity of the right brain region of the subject.
- 根据权利要求10所述的方法,其特征在于,所述第一血氧浓度信号和第二血氧浓度信号是在所述对象执行单组的上肢运动和休息状态的交替任务的情况下所获取的,其中,上肢运动的持续时间为2-4分钟,休息状态的持续时间为2-4分钟。 The method according to claim 10, characterized in that the first blood oxygen concentration signal and the second blood oxygen concentration signal are obtained when the subject performs a single set of alternating tasks of upper limb movement and resting state. , among which, the duration of upper limb movement is 2-4 minutes, and the duration of resting state is 2-4 minutes.
- 根据权利要求10所述的方法,其特征在于,所述对象的卒中康复指标还包括:基于左侧脑区活性度与右侧脑区活性度的差异与左侧脑区活性度与右侧脑区活性度的和的比值来确定的两侧脑区平衡度;The method according to claim 10, characterized in that the stroke rehabilitation index of the subject further includes: based on the difference between the activity of the left brain region and the activity of the right brain region and the activity of the left brain region and the activity of the right brain region. The balance of the brain regions on both sides is determined by the ratio of the sum of regional activity levels;所述方法进一步包括:显示所述两侧脑区平衡度。The method further includes: displaying the balance degree of the brain areas on both sides.
- 根据权利要求12所述的方法,其特征在于,所述方法进一步包括:在显示所述两侧脑区平衡度的数值的同时,提示所述两侧脑区平衡状况的分级水平,具体包括如下的至少一种:The method according to claim 12, characterized in that the method further includes: while displaying the numerical value of the balance degree of the two sides of the brain area, prompting the grading level of the balance status of the two sides of the brain area, specifically including the following at least one of:在两侧脑区平衡度的数值为-0.15到0.15的情况下,提示所述两侧脑区平衡度的高水平和/或两侧脑区偏侧化的低水平;When the value of the balance degree of both sides of the brain area is -0.15 to 0.15, it indicates a high level of balance of the two side brain areas and/or a low level of lateralization of the two side brain areas;在两侧脑区平衡度的数值为-0.4到-0.15、或者0.15到0.4、且并非-0.4和0.4的情况下,提示所述两侧脑区平衡度的中等水平和/或两侧脑区偏侧化的中等水平;When the value of the balance degree of both sides of the brain area is -0.4 to -0.15, or 0.15 to 0.4, and is not -0.4 and 0.4, it indicates that the balance degree of both sides of the brain area is at a medium level and/or both sides of the brain area moderate levels of lateralization;在两侧脑区平衡度的数值为-0.4或更小、或者0.4或更大的情况下,提示所述两侧脑区平衡度的低水平和/或两侧脑区偏侧化的高水平。When the balance value of both sides of the brain region is -0.4 or less, or 0.4 or greater, it indicates a low level of balance of the two sides of the brain region and/or a high level of lateralization of the two sides of the brain region. .
- 根据权利要求10所述的方法,其特征在于,还包括:基于上肢运动期间的各个通道的第一代表性幅值和第二代表性幅值,在脑图像上对应显示活跃度图谱。The method according to claim 10, further comprising: correspondingly displaying the activity map on the brain image based on the first representative amplitude and the second representative amplitude of each channel during upper limb movement.
- 根据权利要求10或14所述的方法,其特征在于,还包括:The method according to claim 10 or 14, further comprising:对所获取的第一血氧浓度信号对应休息状态期间的信号段进行小波变换,在小波变换结果的所述预设频段内获取对应的时域-频域谱中的第五代表性幅值;Perform wavelet transformation on the signal segment corresponding to the resting state period of the obtained first blood oxygen concentration signal, and obtain the fifth representative amplitude in the corresponding time domain-frequency domain spectrum within the preset frequency band of the wavelet transformation result;对所获取的第二血氧浓度信号对应休息状态期间的信号段进行小波变换,在小波变换结果的所述预设频段内获取对应的时域-频域谱中的第六代表性幅值,所述第六代表性幅值、第五代表性幅值与第一和第二代表性幅值具有相符的定义;Perform wavelet transformation on the signal segment corresponding to the resting state period of the second blood oxygen concentration signal obtained, and obtain the sixth representative amplitude in the corresponding time domain-frequency domain spectrum within the preset frequency band of the wavelet transformation result, The sixth representative amplitude, the fifth representative amplitude, and the first and second representative amplitudes have consistent definitions;基于所述第五代表性幅值和所述第六代表性幅值,显示休息状态下的幅值数值参数。 Based on the fifth representative amplitude and the sixth representative amplitude, an amplitude numerical parameter in a resting state is displayed.
- 根据权利要求10、12和14中的任何一种所述的方法,其特征在于,还包括:显示两侧脑区的协同度,所述协同度通过如下方式来得到:基于所述第一血氧浓度信号对应上肢运动期间的信号段和第二血氧浓度信号对应上肢运动期间的信号段,计算两侧脑区的功能连接参数;根据所述两侧脑区的功能连接参数来确定所述协同度。The method according to any one of claims 10, 12 and 14, further comprising: displaying the degree of synergy of the brain regions on both sides, the degree of synergy being obtained in the following manner: based on the first blood The oxygen concentration signal corresponds to the signal segment during the movement of the upper limb and the second blood oxygen concentration signal corresponds to the signal segment during the movement of the upper limb, and the functional connection parameters of the brain areas on both sides are calculated; the functional connection parameters of the brain areas on both sides are determined according to Synergy.
- 根据权利要求1中任一项所述的方法,其特征在于,所述上肢运动包括保持手指抓握的同时进行上肢的交替屈伸运动。The method according to any one of claims 1, wherein the upper limb movement includes alternating flexion and extension movements of the upper limb while maintaining finger grip.
- 一种卒中康复分析系统,其特征在于,包括:A stroke rehabilitation analysis system is characterized by including:用于佩戴在对象头上的头帽,所述头帽设有用于传输和/或接收近红外信号的多个探头以采集多个对应通道的近红外信号,并据此获取多个对应通道的血氧浓度信号;A headgear used to be worn on a subject's head. The headgear is provided with multiple probes for transmitting and/or receiving near-infrared signals to collect near-infrared signals of multiple corresponding channels, and thereby obtain the near-infrared signals of multiple corresponding channels. Blood oxygen concentration signal;处理器,其配置为:processor, which is configured as:在所述对象执行成组的上肢运动和休息状态的交替任务的情况下,获取至少对应于上肢运动的左侧脑区的各通道的第一血氧浓度信号,以及至少对应于上肢运动的右侧脑区的各通道的第二血氧浓度信号,其中,所述交替任务的组数、每组上肢运动的持续时间和每组休息状态的持续时间相关联地预先配置;In the case where the subject performs a set of alternating tasks of upper limb movement and resting state, first blood oxygen concentration signals of each channel of the left brain region corresponding to at least the upper limb movement are obtained, and at least the right blood oxygen concentration signal corresponding to the upper limb movement is obtained. The second blood oxygen concentration signal of each channel in the lateral brain area, wherein the number of groups of the alternating task, the duration of each group of upper limb movements and the duration of each group of resting states are preconfigured in association;根据所获取的第一血氧浓度信号和第二血氧浓度信号,确定所述对象的当前卒中康复状态下的分析结果;以及Determine the analysis result in the current stroke recovery state of the subject according to the acquired first blood oxygen concentration signal and the second blood oxygen concentration signal; and显示器,其配置为:显示所确定的所述对象的当前卒中康复状态下的分析结果。A display configured to display the determined analysis results of the current stroke rehabilitation status of the subject.
- 一种计算机可读存储介质,所述计算机可读存储介质上存储有计算机程序指令,所述计算机程序指令在被处理器运行时使得所述处理器执行如权利要求1-17任一项所述的用近红外脑功能成像装置进行卒中康复分析的方法。 A computer-readable storage medium. Computer program instructions are stored on the computer-readable storage medium. When the computer program instructions are run by a processor, the computer program instructions cause the processor to execute as described in any one of claims 1-17. Methods for stroke rehabilitation analysis using near-infrared functional brain imaging devices.
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