Baseline EMG alters muscle synergy activations while preserving spatial structure in healthy and post-stroke subjects.
Kunkun Zhao, Yizhou Feng, Yaowei Jin and 4 others
PMID 41545900WHAT IT FOUND
Adding baseline EMG kept healthy synergy count similar, but stroke subjects had fewer synergies without baseline, and longer padding changed activation timing.
Key findings
01Healthy subjects showed similar synergy counts with all EMG and with movement-only EMG: 3.67 ± 0.985 versus 3.08 ± 0.669.
02In the nine analysed stroke subjects, movement-only EMG required fewer synergies than all EMG: 1.89 ± 0.782 versus 3.11 ± 0.601.
03Longer baseline padding moved synergy activation onset earlier and offset later, and a similarity score for the timing shape was below 0.15.
STILL TO COME
How it was doneWhat they found
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What it does not show
The study analysed a small public dataset of twelve healthy and ten stroke subjects, and the stroke padding analysis included only nine subjects because some lacked enough baseline time. It tested EMG processing choices, not a therapy, recovery, or patient outcome. Movement onset and offset were defined by an EMG threshold, and kinematic data were unavailable, so the source of baseline activity was uncertain. Only non-negative matrix factorization was used, so other decomposition methods could change the number or structure of synergies. The paper had no ground truth for true CNS synergies, so changes in synergy count or merging cannot be read as direct neural changes. Stroke results were based on upper-limb reaching only and may not apply to walking, hand function, or other tasks.
Declared interests
Funded by the National Natural Science Foundation of China, the Natural Science Foundation of Jiangsu Province, and the Jiangsu Provincial Key Research and Development Program. No other conflict statement is provided in the supplied text.
The easy way to misread this
Do not read a change in synergy count as proof that baseline EMG reveals a new motor module or that stroke recovery can be measured this way. The study tested EMG processing choices, not patient outcomes, and the extra baseline patterns were combinations of existing patterns.
Summarised by AI from the full paper, without a clinician reviewing it. Check it against the source before it changes what you do. Read it on PubMed →