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biomarker candidates of post-stroke motor recovery.   Aalto University School of Science, P.O. Box 12200, 00760
            Consistent with the view of stroke as a 'circuitopathy',   AALTO, Espoo, Finland; Aalto NeuroImaging, Aalto University
            functional neuroimaging measures probing functional   School of Science, P.O. Box 12200, 00760 AALTO, Espoo, Fin-
            connectivity may also prove informative in post-stroke   land; Department of Neurology, Helsinki University Hospital
            recovery. An important step in the development of   and Clinical Neurosciences, Neurology, University of Helsinki,
            biomarkers based on functional neural network con-  P.O. Box 340, 00029 HUS, Helsinki, Finland. Electronic address:
            nectivity is the establishment of causality between con-  riikka.aikio@helsinki.fi; BABA Center, Department of Clinical
            nectivity and post-stroke recovery. Current evidence   Neurophysiology, Children's Hospital, University of Helsinki
            predominantly involves statistical correlations between   and Helsinki University Hospital, P.O. Box 347, 00029 HUS, Hel-
            connectivity measures and post-stroke behavioural   sinki, Finland; Department of Computer Science, University of
            status, either cross-sectionally or serially over time.   Verona, 37134 Verona, Italy; Department of Neuroradiology,
            However, the advancement of functional connectivity   University of Helsinki and Helsinki University Hospital, P.O. Box
            application in stroke depends on devising experiments   340, 00029 HUS, Helsinki, Finland; Department of Neurosci-
            that infer causality. In 1965, Sir Austin Bradford Hill   ence and Biomedical Engineering, Aalto University School of
            introduced nine viewpoints to consider when deter-  Science, P.O. Box 12200, 00760 AALTO, Espoo, Finland; Aalto
            mining the causality of an association: (i) strength; (ii)   NeuroImaging, Aalto University School of Science, P.O. Box
            consistency; (iii) specificity; (iv) temporality; (v) bio-  12200, 00760 AALTO, Espoo, Finland; Department of Psychol-
            logical gradient; (vi) plausibility; (vii) coherence; (viii)   ogy, University of Jyväskylä, P.O. Box 35, 40014 Jyväskylä,
            experiment; and (ix) analogy. Collectively referred to as   Finland
            the Bradford Hill Criteria, these points have been widely
            adopted in epidemiology. In this review, we assert   ABSTRACT In healthy subjects, motor cortex activity
            the value of implementing Bradford Hill's framework   and electromyographic (EMG) signals from contract-
            to stroke rehabilitation and neuroimaging. We focus   ing contralateral muscle show coherence in the beta
            on the role of neural network connectivity measure-  (15-30 Hz) range. Corticomuscular coherence (CMC)
            ments acquired from task-oriented and resting-state   is considered a sign of functional coupling between
            functional MRI, EEG, magnetoencephalography and    muscle and brain. Based on prior studies, CMC is
            functional near-infrared spectroscopy in describing and   altered in stroke, but functional significance of this
            predicting post-stroke behavioural status and recovery.   finding has remained unclear. Here, we examined CMC
            We also identify research opportunities within each   in acute stroke patients and correlated the results with
            Bradford Hill tenet to shift the experimental paradigm   clinical outcome measures and corticospinal tract (CST)
            from correlation to causation.                     integrity estimated with diffusion tensor imaging (DTI).
                                                               During isometric contraction of the extensor carpi
            Keywords: causality, connectivity, neuroimaging, rehabili-  radialis muscle, EMG and magnetoencephalographic
            tation, stroke                                     oscillatory signals were recorded from 29 patients
                                                               with paresis of the upper extremity due to ischemic
            Brain: a journal of neurology (2022), Vol. 145, No. 4   stroke and 22 control subjects. CMC amplitudes and
            (34932786) (7 citations)                           peak frequencies at 13-30 Hz were compared between
                                                               the two groups. In the patients, the peak frequency in
                                                               both the affected and the unaffected hemisphere was
            CMC is more than a measure of corticospinal tract   significantly (p < 0.01) lower and the strength of CMC
            integrity in acute stroke patients (2021)          was significantly (p < 0.05) weaker in the affected hemi-
                                                               sphere compared to the control subjects. The strength
                            Aikio, R; Laaksonen, K; Sairanen, V; Parkkonen, E; Abou   of CMC in the patients correlated with the level of tac-
            Elseoud, A; Kujala, J; Forss, N                    tile sensitivity and clinical test results of hand function.
                                                               In contrast, no correlation between measures of CST
            Department of Neuroscience and Biomedical Engineering,   integrity and CMC was found. The results confirm the







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