Lesion-Network Mapping of Post-Stroke Depressive Symptoms: Evidence from Two Prospective Ischemic Stroke Cohorts

Abstract

Background: Post-stroke depression (PSD) affects up to one-third of stroke survivors, significantly impacting rehabilitation success and quality of life. However, its underlying pathophysiology remains unclear. Methods: We analyzed two independent, prospective ischemic stroke cohorts (PROSCIS-B NCT01363856 and BAPTISe NCT01954797; total N=377) to identify brain regions and networks associated with depressive symptoms post-stroke. Lesion-symptom mapping (LSM) assessed associations between lesion location and depressive symptoms measured via the Center for Epidemiologic Studies Depression Scale (CES-D) up to 12 months post-stroke, while lesion network mapping (LNM) evaluated lesion connectivity with brain networks. We explored correlations between spatial similarity to the LNM-identified network and CES-D scores using linear regression models. Results: LSM revealed no significant associations between lesion location and depressive symptoms. In contrast, LNM showed that lesion connectivity to brain regions?including the frontal pole, middle and inferior frontal gyri, inferior temporal gyrus, supramarginal gyrus, angular gyrus, frontal orbital cortex, and thalamus?correlated with CES-D scores (r=0.12, p=0.02). These regions overlapped with canonical resting-state networks, such as the frontoparietal (Dice coefficient [DC] = 0.28), salience (DC = 0.27), and default-mode networks (DC = 0.20), as well as a previously published depression circuit (DC = 0.43). Conclusions: Lesion location alone was not associated with depressive symptoms post-stroke. However, lesion connectivity analysis revealed associations with brain networks, particularly the frontoparietal, salience, and default-mode networks, suggesting that disruption to these circuits may contribute to the development of PSD up to one-year post-stroke.

Competing Interest Statement

ME reports grants from Bayer and fees paid to the Charité from Bayer, Boehringer Ingelheim, BMS/Pfizer, Daiichi Sankyo, Amgen, GSK, Sanofi, Covidien, and Novartis, all outside of the submitted work. CO reports grants from Boehringer Ingelheim and Peak Profiling and honoraria for lectures and/or scientific advice from Boehringer-Ingelheim, Janssen, Limes Klinikgruppe, Neuraxpharm, Oberberg Kliniken and Peak Profiling.

Funding Statement

The author(s) disclosed receipt of the following financial support for the research, authorship, and/or publication of this article: AKu and AK are participants in the Berlin Institute of Health-Charité Clinical Scientist Program funded by the Charité-Universitätsmedizin Berlin and the Berlin Institute of Health. ME received funding from the Deutsche Forschungsgemeinschaft (DFG, German Research Foundation) under Germany's Excellence Strategy-EXC-2049-390688087 and Collaborative Research Center ReTune TRR 295- 424778381. ME received additional funding from Bundesministerium für Bildung und Forschung (BMBF; German Ministry for Education and Research) for the Center for Stroke Research Berlin. CO received funding from the German Research Foundation (OT 209/7-3; 14-1, 19-1, 21-1, EXC 2049), the European Commission (IMI2 859366), the German Federal Ministry of Education and Research (KS2017-067), the Berlin Institute of Health (B3010350), and the Wellcome Trust. AHN reports receiving research funding from the Corona Stiftung, the Else Kröner-Fresenius-Stiftung, and the German Center for Cardiovascular Research (DZHK), and was funded by the Berlin Institute of Health-Charité Clinical Scientist Program of the Charité-Universitätsmedizin Berlin and the Berlin Institute of Health.

Author Declarations

I confirm all relevant ethical guidelines have been followed, and any necessary IRB and/or ethics committee approvals have been obtained.

Yes

The details of the IRB/oversight body that provided approval or exemption for the research described are given below:

All participants provided informed consent. The studies were conducted in accordance to the Declaration of Helsinki and were approved by the local ethics committee in Berlin.

I confirm that all necessary patient/participant consent has been obtained and the appropriate institutional forms have been archived, and that any patient/participant/sample identifiers included were not known to anyone (e.g., hospital staff, patients or participants themselves) outside the research group so cannot be used to identify individuals.

Yes

I understand that all clinical trials and any other prospective interventional studies must be registered with an ICMJE-approved registry, such as ClinicalTrials.gov. I confirm that any such study reported in the manuscript has been registered and the trial registration ID is provided (note: if posting a prospective study registered retrospectively, please provide a statement in the trial ID field explaining why the study was not registered in advance).

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I have followed all appropriate research reporting guidelines, such as any relevant EQUATOR Network research reporting checklist(s) and other pertinent material, if applicable.

Yes

Data Availability

Data supporting the results of this study is available upon reasonable request from the corresponding author. Code availability: Open source software was used for the pre-processing and analysis of the data, including: Lead-DBS (https://github.com/netstim/leaddbs), FSL 6.0.6.4 (https://fsl.fmrib.ox.ac.uk/fsl/fslwiki/) and ANTsPy (https://github.com/ANTsX/ANTsPy). The code used to perform AIC, and cross-validations has been made publicly available at https://osf.io/pgnwh/?view_only=015d9716f84d478eb6e2c5cf7d41fff3.

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