Original Research

Exp. Biol. Med.

Sec. Genomics, Proteomics and Bioinformatics

Genetic evidence for causal relationships between brain functional networks and domain-specific recovery after nondisabling ischemic stroke

  • HC

    Huan Cai 1

  • ZH

    Zhenchun Huang 2

  • JL

    Jialin Liang 1

  • HZ

    Hao Zhang 3

  • ZL

    Zhonghua Liu 1

  • 1. Zhongshan City People's Hospital, Zhongshan, China

  • 2. The Second Affiliated Hospital of Shantou University Medical College, Shantou, China

  • 3. Affiliated Hangzhou First People's Hospital, Westlake University School of Medicine, Hangzhou, China

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Abstract

Intrinsic brain networks are crucial for post-stroke recovery, but the causal relationships between specific networks and domain-specific recovery outcomes, as well as the role of lipid metabolism, remain unclear. This study leveraged Mendelian randomization (MR) to evaluate 191 resting-state functional magnetic resonance imaging (rs-fMRI) BOLD-derived phenotypes in relation to post-stroke recovery after nondisabling ischemic stroke. Genetic instruments for rs-fMRI phenotypes were derived from a UK Biobank genome-wide association study (n = 34,691). Outcomes included motor, cognitive, and global recovery after nondisabling ischemic stroke, assessed using longitudinal National Institutes of Health Stroke Scale subscales over 2 years (n=1,270). Primary analyses used the multiplicative random-effects inverse-variance weighted method. A two-step MR analysis investigated whether brain networks mediate the effects of lipids on post-stroke outcomes. Higher BOLD-derived functional connectivity within the triple network (default mode network, central executive network, and salience network) was associated with better motor and cognitive outcomes. Higher genetically predicted orbitofrontal node amplitude in the limbic network correlated with better motor recovery, while stronger parieto-frontal connectivity was associated with cognitive recovery. Genetically proxied higher low-density lipoprotein cholesterol (LDL-C) was associated with poorer cognitive recovery, with evidence suggesting partial mediation through differences in BOLD-derived triple-network connectivity. This MR study supports a potential causal role of BOLD-derived functional network phenotypes, particularly the triple network, in motor and cognitive recovery, and further suggests that differences in triple-network connectivity act as a partial mediator linking elevated LDL-C

Summary

Keywords

functional connectivity, lipid metabolism, Mendelian randomization, rs-fMRI, stroke recovery

Received

23 December 2025

Accepted

01 July 2026

Copyright

© 2026 Cai, Huang, Liang, Zhang and Liu. This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) or licensor are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms.

*Correspondence: Hao Zhang, zh_hao_neurol@163.com; Zhonghua Liu, zhonghua_reha@163.com

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