Personalized Neurorehabilitative Precision Medicine - From Data to Therapies

Personalized Neurorehabilitative Precision Medicine - From Data to Therapies

Stroke is the most common neurological disease leaving one third dead and one third with permanent impairment despite best medical treatment. The aim of the present study is to investigate why patients differ in how they benefit from neurorehabilitation by collecting clinical, electrophysiological, imaging and laboratory data in the acute phase of stroke as well as later on during rehabilitation and after 90 days. Following a closed-loop approach the data is analyzed by a machine learning algorithm to create a personalized neurorehabilitation strategy.

Clinical tests: Each subject will be assessed using the following tests:

National Institute of Health Stroke Scale (NIHSS): The NIHSS is part of the usual highly standardized stroke workup. It consists of 15 items which can be scored with 0 to 4 points maximum. It is used to measure stroke severity as well as impairment and to detect improvement or deterioration of the patient. A high score corresponds to a severe stroke.

FMA for UE and sensory system: The FMA for the UE and the sensory system describes the sensory-motor impairment of the arm after stroke. It consists of 66 items for the motor function of the UE and 24 items for the sensory function scored from 0 to 2. A high score corresponds to high function. It is not part of the usual stroke workup. The change of the FMA for UE after 90 days compared to the first score obtained on the stroke unit during the acute phase of the stroke event will serve as the primary endpoint of this study.

Shoulder abduction finger extension (SAFE) score: To calculate the SAFE score shoulder abduction and finger extension is measured using the classification of the British Medical Research Council (MRC). The MRC scale scores muscle strength from 0 (no movement) to 5 (normal power). The scores are added up producing a value from 0 to 10. A score of 5 or more predicts a good or excellent outcome after stroke affecting the UE. It is not part of the usual stroke workup.

Grip strength: The grip strength can be quantified using a dynamometer. The best out of three trials counts. It is not part of the usual stroke workup.

Bells test: The Bells test assesses neglect by requesting the subjects to cross all the bells (n = 35) which are mixed with distractors. Missing 5 bells counts as evidence for neglect. It is not part of the usual stroke workup.

Aphasie-Schnelltest (AST): The AST is a short test for patients with acute aphasia scored from 0 to 31 and inspecting comprehension, talking, reading, and writing. A low score reflects severe aphasia. It is not part of the usual stroke workup.

mRS: The mRS is a widely used test to determine impairment and dependency after stroke on a scale ranging from 0 (no symptoms) over 1 (symptoms but no disability), 2 (slight disability), 3 (requires help, but can walk without assistance), 4 (cannot walk without assistance), 5 (bedridden, severe disability, requires constant nursing) to 6 (death). It is part of the usual stroke workup.

Barthel Index (BI): Like the mRS the BI is part of the usual stroke workup. It measures abilities of daily living. The items can be scored from 0 to 15 points maximum, adding up to 0 to 100 points. A high score reflects high independency.

Action Research Arm Test (ARAT): The ARAT assesses the range of activity of the UE after stroke. It consists of the subscales grasp, grip, pinch and gross movements which are scored from 0 (no movement) over 1 (movement only partially possible), 2 (movement possible but only with great difficulty or needing much time) to 3 (normal movement), adding up to 57 points maximum. A score with less than 10 points reflects severe impairment. It is not part of the usual stroke workup.

Stroke Specific Quality Of Life scale (SS-QOL): The SS-QOL measures health related quality of life. It consists of 49 items which are scored from 1 to 5, adding up to 29-245 points. A high score reflects high quality of life. It is not part of the usual stroke workup.

Beck's Depression Inventory (BDI): The BDI is a depression screening tool consisting of 21 items which are scored from 0 to 3, adding up to 0 to 63 points. A high score reflects high possibility of depression, the threshold for a diagnosis of depression is 10. It is not part of the usual stroke workup.

Apart from the clinical tests described above clinical data (e. g. vital parameters, medication etc.) will be collected. In the Universitätsklinikum Tübingen (UKT) this data will be retrieved automatically from the clinic system. In the rehabilitation facilities number and duration of therapies as well as independent training of the patient will be documented and classified according to the type of neurorehabilitative training (e. g., with or without equipment). In addition, therapy-influencing co-factors like support by relatives are registered using a questionnaire with a scale from 0-3 (never/very poor to daily/very good).

Laboratory workup: Routine laboratory workup as part of the usual stroke workup will be collected.

Imaging: For each subject neuroimaging is acquired. If possible and meaningful, MRI is conducted including diffusion weighted imaging (DWI), fluid attenuated inversion recovery (FLAIR) and a Magnetic Prepared-Rapid Gradient Echo (MP-Rage) sequence. The first two sequences are part of the usual stroke workup, the MP-RAGE sequence is added to obtain a 3D anatomical data set for exact assessment of the localization and volume estimation of the stroke lesion.

The MRI images will be acquired at a 1,5 or 3 Tesla MRI scanner in the neuroradiological department of the UKT. The patient is placed in the scanner with earplugs and an emergency ball. Visual and verbal contact to the patient is maintained from the control room. Before scanning, patients are always evaluated by a medical doctor for MRI contraindications.

If an MRI is neither meaningful nor available or there are contraindications, a cranial computed tomography (CT) in the neuroradiological department will be performed. CTs are part of the usual stroke work-up, there will be no additional scanning apart from what is clinically necessary.

Functional MRI (fMRI): fMRI measures the blood-oxygenation-level dependent effect e. g. corresponding to specific task like moving the hand (task-related fMRI). Resting-state MRI determines functional brain networks of synchronized neural activity while the subject is resting (i.e. not performing a task). Resting-state fMRI and task-related fMRI will provide information about functional and effective connectivity, respectively. fMRI is not part of the usual stroke workup and requires additional scanning.

The fMRI images will be acquired at a Siemens 3 Tesla MRI scanner in the MRI Research Center of Tübingen (Department Biomedizinische Magnetresonanz, Prof. Dr. phil. nat. Dipl.-Phys. Klaus Scheffler, Hoppe-Seyler-Str. 3, 72076 Tübingen). The patient is placed in the scanner with earplugs and an emergency ball. Visual and verbal contact to the patient is maintained from the control room. No drugs or contrast agents are used during fMRI examinations.

For the task-related fMRI the patient will be asked to perform stereotypical whole-hand fist closings.

Patients are evaluated by a medical doctor for MRI contra-indications and need to give written informed consent before the scan. The investigators do not consider dental retainer wires over four teeth at most a contraindication. However, subjects will be informed additionally about current scientific consent and instructed to press the emergency ball in the unexpected case of heating of the retainer wire.

EEG: Resting-state EEG will be obtained using a 21-channel or 64-channel gel filled sintered ring electrode EEG cap (EasyCap, Munich, Germany) using the same optically isolated amplifier as described above (MEGA NeurOne Tesla, Kuopio, Finland). EEG will be recorded with eyes closed and eyes open for three minutes each in the same session in which the TEP and MEPs (described below) are acquired. EEG will always be performed before TMS (needed for TEPs and MEPs). If epileptic potentials are detected in EEG indicating an increased risk of seizure in the patient, TMS will not be conducted.

Electrooculography (EOG): Eye movements will be recorded from additional bipolar channels using the same optically isolated amplifier as for electromyography (EMG) and EEG recordings (MEGA NeurOne Tesla, see above). The EOG data will be used to aid EEG artefact rejection from eye movements and as a behavioral readout in saccade and decision tasks.

TMS: TMS is a technique which evokes action potentials in cortex with a spatiotemporal precision of millimeters and milliseconds. Conventional TMS stimulators (Mag & More, Munich, Germany, Research 100; Magstim 200 als BiStim bzw. 1-4 Quadripulse Option; Magstim Super Rapid Plus) and EEG compatible coils will be used. Experiments will be MRI-guided, using a TMS navigator system (Localite GmbH) to map the exact individual stimulation sites. Subjects will be seated on a comfortable reclining chair with both arms relaxed.

EMG/MEP: Surface EMG will be obtained through an optically isolated battery powered biosignal amplifier (MEGA NeurOne Tesla, see above) using bipolar electrodes from hand muscles (first dorsal interosseous and abductor pollicis brevis extensor capri radialis muscles). MEPs are executed with pre-innervation of the target muscle or - if not possible - the contralateral side and maximum stimulator output (if required) to determine if the patient is MEP- or MEP+ (at least 50 μV peak-to-peak amplitude in the target muscle in at least 5 out of 10 consecutive trials). In case of MEP-, a paired-pulse protocol is conducted, which increases the probability to evoke a MEP and consecutively re-classify the subject as MEP+.

EEG/TEP: TEPs will be recorded with a TMS-compatible gel filled sintered ring electrode EEG cap with at least 64 channels (EasyCap, Munich, Germany) using the same optically isolated amplifier as described above (MEGA NeurOne Tesla, see above). During the EEG recordings at least 100 trials of single TMS pulses are applied to the motor hotspot of the ipsilesional M1 with a randomly jittered inter-trial interval of 7-8.0 s with 80% resting motor threshold (RMT). RMT is defined as stimulus intensity needed to evoke MEPs of 50 μV peak-to-peak amplitude in the target muscle in at least 5 out of 10 consecutive trials and will be determined for ipsilesional and contralesional M1. If no MEPs are detectable from the ipsilesional M1, the investigators will use the contralesional M1 for determining RMT and stimulator output and anatomical landmarks like the hand knob for locating the hotspot. To avoid auditory evoked potentials from the clicking noise of the coil patients will wear earplugs. Bone conductions is prevented by placing a thin layer of plastic film between the TMS coil and the EEG cap.

List of measurements which are part of the usual stroke workup:

• Clinical tests: NIHSS, mRS, BI
• Routine laboratory workup
• Imaging: CT or MRI (depending on medical indication)

List of measurements which are not part of the usual stroke workup:

• Clinical tests: FMA for UE and the sensory system, SAFE score, grip strength, Bells Test, AST, ARAT, SS-QOL scale, BDI
• Imaging: fMRI
• Electrophysiological measurements: EEG, MEPs, TEPs

Endpoints

Primary endpoint: Change in FMA of UE 3 months after the stroke event compared to FMA of UE within the first 25-48 hours after stroke onset.

Secondary end points: Secondary endpoints will be quality of life, independency and range of activity of the UE measured by SS-QOL, mRS, BI and ARAT respectively 3 months after the stroke event compared to the respective values obtained in the acute phase.

Subject inclusion and exclusion criteria

Inclusion criteria:

• Subject is 18 years or above.

• Subject has an acute stroke affecting one UE (FMA less than 50).

• Subject or caregiver understands the study and its procedures and gives informed consent.

• If the subject is not able to give informed consent:

  o The assumed will of the patient is to be determined by the patient's provision (if existing), the health care proxy (if existing) and/or the moral concepts expressed by the patient to close relatives.

• o The legal representative gives informed consent because participation is the assumed will of the patient as assessed by the aforementioned points.

Exclusion criteria:

• Subject is less than 18 years old.
• The subject does not have an acute stroke, or stroke does not affect the UE, or FMA > 50.
• Subject or caregiver legal representative cannot give informed consent.
• Patient has an intracranial implant (e.g., aneurysm clips, shunts, stimulators, cochlear implants, or electrodes) or any other metal object within or near the head (excluding the mouth) that cannot be safely removed.
• Subject has a history of any illness that, in the opinion of the study investigator, might confound the results of the study or poses an additional risk to the subject by their participation in the study.
• There is any concern by the investigator regarding the safe participation of the subject in the study, or for any other reason the investigator considers the subject inappropriate for participation in the study.
• Subject is pregnant.

Inclusion Criteria:

• Subject is 18 years or above.

• Subject has an acute stroke affecting one UE (FMA less than 50).

• Subject or understands the study and its procedures and gives informed consent.

• If the subject is not able to give informed consent:

  • The assumed will of the patient is to be determined by the patient's provision (if existing), the health care proxy (if existing) and/or the moral concepts expressed by the patient to close relatives.
  • The legal representative gives informed consent because participation is the assumed will of the patient as assessed by the aforementioned points.

Exclusion Criteria:

• Subject is less than 18 years old.
• The subject does not have an acute stroke, or stroke does not affect the UE, or FMA > 50.
• Subject or legal representative cannot give informed consent.
• Patient has an intracranial implant (e.g., aneurysm clips, shunts, stimulators, cochlear implants, or electrodes) or any other metal object within or near the head (excluding the mouth) that cannot be safely removed.
• Subject has a history of any illness that, in the opinion of the study investigator, might confound the results of the study or poses an additional risk to the subject by their participation in the study.
• There is any concern by the investigator regarding the safe participation of the subject in the study, or for any other reason the investigator considers the subject inappropriate for participation in the study.
• Subject is pregnant.