Skip to main content
bioRxiv
  • Home
  • About
  • Submit
  • ALERTS / RSS
Advanced Search
New Results

Sex-specific lesion topographies explain outcomes after acute ischemic stroke

Anna K. Bonkhoff, Markus D. Schirmer, Martin Bretzner, Sungmin Hong, Robert W. Regenhardt, Mikael Brudfors, Kathleen L. Donahue, Marco J. Nardin, Adrian V. Dalca, Anne-Katrin Giese, Mark R. Etherton, Brandon L. Hancock, Steven J. T. Mocking, Elissa C. McIntosh, John Attia, Oscar R. Benavente, Stephen Bevan, John W. Cole, Amanda Donatti, Christoph J. Griessenauer, Laura Heitsch, Lukas Holmegaard, Katarina Jood, Jordi Jimenez-Conde, Steven J. Kittner, Robin Lemmens, Christopher R. Levi, Caitrin W. McDonough, James F. Meschia, Chia-Ling Phuah, Arndt Rolfs, Stefan Ropele, Jonathan Rosand, Jaume Roquer, Tatjana Rundek, Ralph L. Sacco, Reinhold Schmidt, Pankaj Sharma, Agnieszka Slowik, Martin Söderholm, Alessandro Sousa, Tara M. Stanne, Daniel Strbian, Turgut Tatlisumak, Vincent Thijs, Achala Vagal, Johan Wasselius, Daniel Woo, Ramin Zand, Patrick F. McArdle, Bradford B. Worrall, Christina Jern, Arne Lindgren, Jane Maguire, Danilo Bzdok, Ona Wu, Natalia S. Rost, on behalf of the MRI-GENIE and GISCOME Investigators and the International Stroke Genetics Consortium
doi: https://doi.org/10.1101/2020.09.25.308742
Anna K. Bonkhoff
1J. Philip Kistler Stroke Research Center, Massachusetts General Hospital, Harvard Medical School, Boston
2Cognitive Neuroscience, Institute of Neuroscience and Medicine (INM-3), Research Centre Juelich, Juelich, Germany
  • Find this author on Google Scholar
  • Find this author on PubMed
  • Search for this author on this site
  • For correspondence: abonkhoff@mgh.harvard.edu
Markus D. Schirmer
1J. Philip Kistler Stroke Research Center, Massachusetts General Hospital, Harvard Medical School, Boston
3Clinic for Neuroradiology, University Hospital Bonn, Germany
  • Find this author on Google Scholar
  • Find this author on PubMed
  • Search for this author on this site
Martin Bretzner
1J. Philip Kistler Stroke Research Center, Massachusetts General Hospital, Harvard Medical School, Boston
4Univ. Lille, Inserm, CHU Lille, U1171 – LilNCog (JPARC) – Lille Neurosciences & Cognition, F-59000, Lille, France
  • Find this author on Google Scholar
  • Find this author on PubMed
  • Search for this author on this site
Sungmin Hong
1J. Philip Kistler Stroke Research Center, Massachusetts General Hospital, Harvard Medical School, Boston
  • Find this author on Google Scholar
  • Find this author on PubMed
  • Search for this author on this site
Robert W. Regenhardt
1J. Philip Kistler Stroke Research Center, Massachusetts General Hospital, Harvard Medical School, Boston
  • Find this author on Google Scholar
  • Find this author on PubMed
  • Search for this author on this site
Mikael Brudfors
5School of Biomedical Engineering & Imaging Sciences, King’s College London, UK
  • Find this author on Google Scholar
  • Find this author on PubMed
  • Search for this author on this site
Kathleen L. Donahue
1J. Philip Kistler Stroke Research Center, Massachusetts General Hospital, Harvard Medical School, Boston
  • Find this author on Google Scholar
  • Find this author on PubMed
  • Search for this author on this site
Marco J. Nardin
1J. Philip Kistler Stroke Research Center, Massachusetts General Hospital, Harvard Medical School, Boston
  • Find this author on Google Scholar
  • Find this author on PubMed
  • Search for this author on this site
Adrian V. Dalca
6Computer Science and Artificial Intelligence Lab, Massachusetts Institute of Technology, Boston, USA
7Athinoula A. Martinos Center for Biomedical Imaging, Department of Radiology, Massachusetts General Hospital, Charlestown, MA, USA
  • Find this author on Google Scholar
  • Find this author on PubMed
  • Search for this author on this site
Anne-Katrin Giese
8Department of Neurology, University Medical Center Hamburg Eppendorf, Hamburg, Germany
  • Find this author on Google Scholar
  • Find this author on PubMed
  • Search for this author on this site
Mark R. Etherton
1J. Philip Kistler Stroke Research Center, Massachusetts General Hospital, Harvard Medical School, Boston
  • Find this author on Google Scholar
  • Find this author on PubMed
  • Search for this author on this site
Brandon L. Hancock
7Athinoula A. Martinos Center for Biomedical Imaging, Department of Radiology, Massachusetts General Hospital, Charlestown, MA, USA
  • Find this author on Google Scholar
  • Find this author on PubMed
  • Search for this author on this site
Steven J. T. Mocking
7Athinoula A. Martinos Center for Biomedical Imaging, Department of Radiology, Massachusetts General Hospital, Charlestown, MA, USA
  • Find this author on Google Scholar
  • Find this author on PubMed
  • Search for this author on this site
Elissa C. McIntosh
7Athinoula A. Martinos Center for Biomedical Imaging, Department of Radiology, Massachusetts General Hospital, Charlestown, MA, USA
  • Find this author on Google Scholar
  • Find this author on PubMed
  • Search for this author on this site
John Attia
9Hunter Medical Research Institute, Newcastle, New South Wales, Australia; School of Medicine and Public Health, University of Newcastle, NSW, Australia
  • Find this author on Google Scholar
  • Find this author on PubMed
  • Search for this author on this site
Oscar R. Benavente
10Department of Medicine, Division of Neurology, University of British Columbia, Vancouver, British Columbia, Canada
  • Find this author on Google Scholar
  • Find this author on PubMed
  • Search for this author on this site
Stephen Bevan
11School of Life Science, University of Lincoln, Lincoln, UK
  • Find this author on Google Scholar
  • Find this author on PubMed
  • Search for this author on this site
John W. Cole
12Department of Neurology, University of Maryland School of Medicine and Veterans Affairs Maryland Health Care System, Baltimore, MD, USA
  • Find this author on Google Scholar
  • Find this author on PubMed
  • Search for this author on this site
Amanda Donatti
13School of Medical Sciences, University of Campinas (UNICAMP) and the Brazilian Institute of Neuroscience and Neurotechnology (BRAINN), Campinas, SP, Brazil
  • Find this author on Google Scholar
  • Find this author on PubMed
  • Search for this author on this site
Christoph J. Griessenauer
14Department of Neurosurgery, Geisinger, Danville, PA, USA
15Research Institute of Neurointervention, Paracelsus Medical University, Salzburg, Austria
  • Find this author on Google Scholar
  • Find this author on PubMed
  • Search for this author on this site
Laura Heitsch
16Division of Emergency Medicine, Washington University School of Medicine, St Louis, MO, USA
17Department of Neurology, Washington University School of Medicine & Barnes-Jewish Hospital, St Louis, MO, USA
  • Find this author on Google Scholar
  • Find this author on PubMed
  • Search for this author on this site
Lukas Holmegaard
18Institute of Biomedicine, the Sahlgrenska Academy at University of Gothenburg, Gothenburg, Sweden
  • Find this author on Google Scholar
  • Find this author on PubMed
  • Search for this author on this site
Katarina Jood
18Institute of Biomedicine, the Sahlgrenska Academy at University of Gothenburg, Gothenburg, Sweden
  • Find this author on Google Scholar
  • Find this author on PubMed
  • Search for this author on this site
Jordi Jimenez-Conde
19Department of Neurology, Neurovascular Research Group (NEUVAS), IMIM-Hospital del Mar (Institut Hospital del Mar d’Investigacions Mèdiques), Universitat Autonoma de Barcelona, Barcelona, Spain
  • Find this author on Google Scholar
  • Find this author on PubMed
  • Search for this author on this site
Steven J. Kittner
12Department of Neurology, University of Maryland School of Medicine and Veterans Affairs Maryland Health Care System, Baltimore, MD, USA
  • Find this author on Google Scholar
  • Find this author on PubMed
  • Search for this author on this site
Robin Lemmens
20KU Leuven - University of Leuven, Department of Neurosciences, Experimental Neurology and Leuven Research Institute for Neuroscience and Disease (LIND), Leuven, Belgium; VIB, Vesalius Research Center, Laboratory of Neurobiology, University Hospitals Leuven, Department of Neurology, Leuven, Belgium
  • Find this author on Google Scholar
  • Find this author on PubMed
  • Search for this author on this site
Christopher R. Levi
21School of Medicine and Public Health, University of Newcastle, Newcastle, New South Wales, Australia; Department of Neurology, John Hunter Hospital, Newcastle, NSW, Australia
  • Find this author on Google Scholar
  • Find this author on PubMed
  • Search for this author on this site
Caitrin W. McDonough
22Department of Pharmacotherapy and Translational Research and Center for Pharmacogenomics, University of Florida, Gainesville, FL, USA
  • Find this author on Google Scholar
  • Find this author on PubMed
  • Search for this author on this site
James F. Meschia
23Department of Neurology, Mayo Clinic, Jacksonville, FL, USA
  • Find this author on Google Scholar
  • Find this author on PubMed
  • Search for this author on this site
Chia-Ling Phuah
17Department of Neurology, Washington University School of Medicine & Barnes-Jewish Hospital, St Louis, MO, USA
  • Find this author on Google Scholar
  • Find this author on PubMed
  • Search for this author on this site
Arndt Rolfs
24Centogene AG, Rostock, Germany
  • Find this author on Google Scholar
  • Find this author on PubMed
  • Search for this author on this site
Stefan Ropele
25Department of Neurology, Clinical Division of Neurogeriatrics, Medical University Graz, Graz, Austria
  • Find this author on Google Scholar
  • Find this author on PubMed
  • Search for this author on this site
Jonathan Rosand
1J. Philip Kistler Stroke Research Center, Massachusetts General Hospital, Harvard Medical School, Boston
7Athinoula A. Martinos Center for Biomedical Imaging, Department of Radiology, Massachusetts General Hospital, Charlestown, MA, USA
26Center for Genomic Medicine, Massachusetts General Hospital, Boston, MA, USA
  • Find this author on Google Scholar
  • Find this author on PubMed
  • Search for this author on this site
Jaume Roquer
19Department of Neurology, Neurovascular Research Group (NEUVAS), IMIM-Hospital del Mar (Institut Hospital del Mar d’Investigacions Mèdiques), Universitat Autonoma de Barcelona, Barcelona, Spain
  • Find this author on Google Scholar
  • Find this author on PubMed
  • Search for this author on this site
Tatjana Rundek
27Department of Neurology and Evelyn F. McKnight Brain Institute, Miller School of Medicine, University of Miami, Miami, FL, USA
  • Find this author on Google Scholar
  • Find this author on PubMed
  • Search for this author on this site
Ralph L. Sacco
27Department of Neurology and Evelyn F. McKnight Brain Institute, Miller School of Medicine, University of Miami, Miami, FL, USA
  • Find this author on Google Scholar
  • Find this author on PubMed
  • Search for this author on this site
Reinhold Schmidt
25Department of Neurology, Clinical Division of Neurogeriatrics, Medical University Graz, Graz, Austria
  • Find this author on Google Scholar
  • Find this author on PubMed
  • Search for this author on this site
Pankaj Sharma
28Institute of Cardiovascular Research, Royal Holloway University of London (ICR2UL), Egham, UK St Peter’s and Ashford Hospitals, UK
  • Find this author on Google Scholar
  • Find this author on PubMed
  • Search for this author on this site
Agnieszka Slowik
29Department of Neurology, Jagiellonian University Medical College, Krakow, Poland
  • Find this author on Google Scholar
  • Find this author on PubMed
  • Search for this author on this site
Martin Söderholm
30Department of clinical sciences Malmö, Lund University, Sweden; Department of Neurology, Skåne University Hospital, Lund and Malmö, Sweden
  • Find this author on Google Scholar
  • Find this author on PubMed
  • Search for this author on this site
Alessandro Sousa
13School of Medical Sciences, University of Campinas (UNICAMP) and the Brazilian Institute of Neuroscience and Neurotechnology (BRAINN), Campinas, SP, Brazil
  • Find this author on Google Scholar
  • Find this author on PubMed
  • Search for this author on this site
Tara M. Stanne
18Institute of Biomedicine, the Sahlgrenska Academy at University of Gothenburg, Gothenburg, Sweden
  • Find this author on Google Scholar
  • Find this author on PubMed
  • Search for this author on this site
Daniel Strbian
31Division of Neurocritical Care & Emergency Neurology, Department of Neurology, Helsinki University Central Hospital, Helsinki, Finland
  • Find this author on Google Scholar
  • Find this author on PubMed
  • Search for this author on this site
Turgut Tatlisumak
32Department of Clinical Neuroscience, Institute of Neuroscience and Physiology, Sahlgrenska Academy at University of Gothenburg, Gothenburg, Sweden; Department of Neurology, Sahlgrenska University Hospital, Gothenburg, Sweden
  • Find this author on Google Scholar
  • Find this author on PubMed
  • Search for this author on this site
Vincent Thijs
33Stroke Division, Florey Institute of Neuroscience and Mental Health, Heidelberg, Australia and Department of Neurology, Austin Health, Heidelberg, Australia
  • Find this author on Google Scholar
  • Find this author on PubMed
  • Search for this author on this site
Achala Vagal
34Department of Radiology, University of Cincinnati College of Medicine, Cincinnati, OH, USA
  • Find this author on Google Scholar
  • Find this author on PubMed
  • Search for this author on this site
Johan Wasselius
35Department of Clinical Sciences Lund, Radiology, Lund University, Lund, Sweden; Department of Radiology, Neuroradiology, Skåne University Hospital, Malmö, Sweden
  • Find this author on Google Scholar
  • Find this author on PubMed
  • Search for this author on this site
Daniel Woo
36Department of Neurology and Rehabilitation Medicine, University of Cincinnati College of Medicine, Cincinnati, OH, USA
  • Find this author on Google Scholar
  • Find this author on PubMed
  • Search for this author on this site
Ramin Zand
37Department of Neurology, Geisinger, Danville, PA, USA
  • Find this author on Google Scholar
  • Find this author on PubMed
  • Search for this author on this site
Patrick F. McArdle
38Division of Endocrinology, Diabetes and Nutrition, Department of Medicine, University of Maryland School of Medicine, Baltimore, MD, USA
  • Find this author on Google Scholar
  • Find this author on PubMed
  • Search for this author on this site
Bradford B. Worrall
39Departments of Neurology and Public Health Sciences, University of Virginia, Charlottesville, VA, USA
  • Find this author on Google Scholar
  • Find this author on PubMed
  • Search for this author on this site
Christina Jern
18Institute of Biomedicine, the Sahlgrenska Academy at University of Gothenburg, Gothenburg, Sweden
  • Find this author on Google Scholar
  • Find this author on PubMed
  • Search for this author on this site
Arne Lindgren
40Department of Neurology and Rehabilitation Medicine, Skåne University Hospital, Lund, Sweden; Department of Clinical Sciences Lund, Neurology, Lund University, Lund, Sweden
  • Find this author on Google Scholar
  • Find this author on PubMed
  • Search for this author on this site
Jane Maguire
41University of Technology Sydney, Sydney, Australia
  • Find this author on Google Scholar
  • Find this author on PubMed
  • Search for this author on this site
Danilo Bzdok
42Department of Biomedical Engineering, McConnell Brain Imaging Centre, Montreal Neurological Institute, Faculty of Medicine, School of Computer Science, McGill University, Montreal, Canada
43Mila - Quebec Artificial Intelligence Institute, Montreal, Canada
  • Find this author on Google Scholar
  • Find this author on PubMed
  • Search for this author on this site
Ona Wu
7Athinoula A. Martinos Center for Biomedical Imaging, Department of Radiology, Massachusetts General Hospital, Charlestown, MA, USA
  • Find this author on Google Scholar
  • Find this author on PubMed
  • Search for this author on this site
Natalia S. Rost
1J. Philip Kistler Stroke Research Center, Massachusetts General Hospital, Harvard Medical School, Boston
  • Find this author on Google Scholar
  • Find this author on PubMed
  • Search for this author on this site
  • Abstract
  • Full Text
  • Info/History
  • Metrics
  • Preview PDF
Loading

Abstract

Acute ischemic stroke affects men and women differently in many ways. In particular, women are oftentimes reported to experience a higher acute stroke severity than men. Here, we derived a low-dimensional representation of anatomical stroke lesions and designed a sex-aware Bayesian hierarchical modelling framework for a large-scale, well phenotyped stroke cohort. This framework was tailored to carefully estimate possible sex differences in lesion patterns explaining acute stroke severity (NIHSS) in 1,058 patients (39% female). Anatomical regions known to subserve motor and language functions emerged as relevant regions for both men and women. Female patients, however, presented a more widespread pattern of stroke severity-relevant lesions than male patients. Furthermore, particularly lesions in the posterior circulation of the left hemisphere underlay a higher stroke severity exclusively in women. These sex-sensitive lesion pattern effects could be discovered and subsequently robustly replicated in two large independent, multisite lesion datasets. The constellation of findings has several important conceptual and clinical implications: 1) suggesting sex-specific functional cerebral asymmetries, and 2) motivating a sex-stratified approach to management of acute ischemic stroke. To go beyond sex-averaged stroke research, future studies should explicitly test whether acute therapies administered on the basis of sex-specific cutoff volumes of salvageable tissue will lead to improved outcomes in women after acute ischemic stroke.

Competing Interest Statement

N.S.R. has received compensation as scientific advisory consultant from Omniox, Sanofi Genzyme and AbbVie Inc.

  • Abbreviations

    AIS
    acute ischemic stroke
    MCA
    middle cerebral artery
    NIHSS
    National Institutes of Health Stroke Scale
    PCA
    posterior cerebral artery
  • Copyright 
    The copyright holder for this preprint is the author/funder, who has granted bioRxiv a license to display the preprint in perpetuity. It is made available under a CC-BY-NC-ND 4.0 International license.
    Back to top
    PreviousNext
    Posted September 27, 2020.
    Download PDF
    Email

    Thank you for your interest in spreading the word about bioRxiv.

    NOTE: Your email address is requested solely to identify you as the sender of this article.

    Enter multiple addresses on separate lines or separate them with commas.
    Sex-specific lesion topographies explain outcomes after acute ischemic stroke
    (Your Name) has forwarded a page to you from bioRxiv
    (Your Name) thought you would like to see this page from the bioRxiv website.
    CAPTCHA
    This question is for testing whether or not you are a human visitor and to prevent automated spam submissions.
    Share
    Sex-specific lesion topographies explain outcomes after acute ischemic stroke
    Anna K. Bonkhoff, Markus D. Schirmer, Martin Bretzner, Sungmin Hong, Robert W. Regenhardt, Mikael Brudfors, Kathleen L. Donahue, Marco J. Nardin, Adrian V. Dalca, Anne-Katrin Giese, Mark R. Etherton, Brandon L. Hancock, Steven J. T. Mocking, Elissa C. McIntosh, John Attia, Oscar R. Benavente, Stephen Bevan, John W. Cole, Amanda Donatti, Christoph J. Griessenauer, Laura Heitsch, Lukas Holmegaard, Katarina Jood, Jordi Jimenez-Conde, Steven J. Kittner, Robin Lemmens, Christopher R. Levi, Caitrin W. McDonough, James F. Meschia, Chia-Ling Phuah, Arndt Rolfs, Stefan Ropele, Jonathan Rosand, Jaume Roquer, Tatjana Rundek, Ralph L. Sacco, Reinhold Schmidt, Pankaj Sharma, Agnieszka Slowik, Martin Söderholm, Alessandro Sousa, Tara M. Stanne, Daniel Strbian, Turgut Tatlisumak, Vincent Thijs, Achala Vagal, Johan Wasselius, Daniel Woo, Ramin Zand, Patrick F. McArdle, Bradford B. Worrall, Christina Jern, Arne Lindgren, Jane Maguire, Danilo Bzdok, Ona Wu, Natalia S. Rost, on behalf of the MRI-GENIE and GISCOME Investigators and the International Stroke Genetics Consortium
    bioRxiv 2020.09.25.308742; doi: https://doi.org/10.1101/2020.09.25.308742
    Reddit logo Twitter logo Facebook logo LinkedIn logo Mendeley logo
    Citation Tools
    Sex-specific lesion topographies explain outcomes after acute ischemic stroke
    Anna K. Bonkhoff, Markus D. Schirmer, Martin Bretzner, Sungmin Hong, Robert W. Regenhardt, Mikael Brudfors, Kathleen L. Donahue, Marco J. Nardin, Adrian V. Dalca, Anne-Katrin Giese, Mark R. Etherton, Brandon L. Hancock, Steven J. T. Mocking, Elissa C. McIntosh, John Attia, Oscar R. Benavente, Stephen Bevan, John W. Cole, Amanda Donatti, Christoph J. Griessenauer, Laura Heitsch, Lukas Holmegaard, Katarina Jood, Jordi Jimenez-Conde, Steven J. Kittner, Robin Lemmens, Christopher R. Levi, Caitrin W. McDonough, James F. Meschia, Chia-Ling Phuah, Arndt Rolfs, Stefan Ropele, Jonathan Rosand, Jaume Roquer, Tatjana Rundek, Ralph L. Sacco, Reinhold Schmidt, Pankaj Sharma, Agnieszka Slowik, Martin Söderholm, Alessandro Sousa, Tara M. Stanne, Daniel Strbian, Turgut Tatlisumak, Vincent Thijs, Achala Vagal, Johan Wasselius, Daniel Woo, Ramin Zand, Patrick F. McArdle, Bradford B. Worrall, Christina Jern, Arne Lindgren, Jane Maguire, Danilo Bzdok, Ona Wu, Natalia S. Rost, on behalf of the MRI-GENIE and GISCOME Investigators and the International Stroke Genetics Consortium
    bioRxiv 2020.09.25.308742; doi: https://doi.org/10.1101/2020.09.25.308742

    Citation Manager Formats

    • BibTeX
    • Bookends
    • EasyBib
    • EndNote (tagged)
    • EndNote 8 (xml)
    • Medlars
    • Mendeley
    • Papers
    • RefWorks Tagged
    • Ref Manager
    • RIS
    • Zotero
    • Tweet Widget
    • Facebook Like
    • Google Plus One

    Subject Area

    • Neuroscience
    Subject Areas
    All Articles
    • Animal Behavior and Cognition (4399)
    • Biochemistry (9637)
    • Bioengineering (7128)
    • Bioinformatics (24959)
    • Biophysics (12679)
    • Cancer Biology (10003)
    • Cell Biology (14406)
    • Clinical Trials (138)
    • Developmental Biology (7992)
    • Ecology (12155)
    • Epidemiology (2067)
    • Evolutionary Biology (16031)
    • Genetics (10957)
    • Genomics (14785)
    • Immunology (9911)
    • Microbiology (23750)
    • Molecular Biology (9517)
    • Neuroscience (51103)
    • Paleontology (370)
    • Pathology (1547)
    • Pharmacology and Toxicology (2694)
    • Physiology (4038)
    • Plant Biology (8700)
    • Scientific Communication and Education (1512)
    • Synthetic Biology (2406)
    • Systems Biology (6461)
    • Zoology (1350)