Back to Authors

Nardin, Marco

Mayo Clinic

Harvard University

Citations 3

The relevance of rich club regions for functional outcome post‐stroke is enhanced in women
Bonkhoff, Anna K. , Schirmer, Markus D. , Hong, Sung‐Min , Regenhardt, Robert W. , Donahue, Kathleen, Nardin, Marco, Etherton, Mark R. , Hancock, Brandon L., Mocking, Steven J. T. , McIntosh, Elissa C. , Donatti, Amanda , Heitsch, Laura , Jiménez-Conde, Jordi , Kittner, Steven J. , Levi, Christopher , Rosand, Jonathan, Schmidt, Reinhold , Sharma, Pankaj , Słowik, Agnieszka , Sousa, Alessandro , Stanne, Tara M. , Strbian, Daniel , Thijs, Vincent , Wassélius, Johan , Woo, Daniel , Zand, Ramin, McArdle, Patrick F. , Worrall, Bradford B. , Maguire, Jane , Wu, Ona , Rost, Natalia S. , Zand, Ramin , Strbian, Daniel , Regenhardt, Robert W , Wu, Ona , Zand, Ramin , Bretzner, Martin , Hong, Sungmin, Dalca, Adrian Vasile , Giese, Anne‐Katrin , Attia, John , Cole, John W. , Griessenauer, Christoph J. , Holmegaard, Lukas , Jood, Katarina , Lemmens, Robin , McDonough, Caitrin W. , Meschia, James F. , Phuah, Chia‐Ling , Ropele, Stefan , Rosand, Jonathan M. , Roquer, Jaume , Rundek, Tatjana , Sacco, Ralph L. , Tatlisumak, Turgut , Vagal, Achala , Jern, Christina , Lindgren, Arne G.

Human Brain Mapping | November 28, 2022 | Volume: 44 | Issue: 4 | Pages: 1579-1592

10.1002/hbm.26159 Get It

Abstract This study aimed to investigate the influence of stroke lesions in predefined highly interconnected (rich‐club) brain regions on functional outcome post‐stroke, determine their spatial specificity and explore the effects of biological sex on their relevance. We analyzed MRI data recorded at index stroke and ~3‐months modified Rankin Scale (mRS) data from patients with acute ischemic stroke enrolled in the multisite MRI‐GENIE study. Spatially normalized structural stroke lesions were parcellated into 108 atlas‐defined bilateral (sub)cortical brain regions. Unfavorable outcome (mRS > 2) was modeled in a Bayesian logistic regression framework. Effects of individual brain regions were captured as two compound effects for (i) six bilateral rich club and (ii) all further non‐rich club regions. In spatial specificity analyses, we randomized the split into “rich club” and “non‐rich club” regions and compared the effect of the actual rich club regions to the distribution of effects from 1000 combinations of six random regions. In sex‐specific analyses, we introduced an additional hierarchical level in our model structure to compare male and female‐specific rich club effects. A total of 822 patients (age: 64.7[15.0], 39% women) were analyzed. Rich club regions had substantial relevance in explaining unfavorable functional outcome (mean of posterior distribution: 0.08, area under the curve: 0.8). In particular, the rich club‐combination had a higher relevance than 98.4% of random constellations. Rich club regions were substantially more important in explaining long‐term outcome in women than in men. All in all, lesions in rich club regions were associated with increased odds of unfavorable outcome. These effects were spatially specific and more pronounced in women.
Sex-specific lesion pattern of functional outcomes after stroke
Bretzner, Martin , Hong, Sung‐Min , Schirmer, Markus D. , Cohen, Alexander L. , Regenhardt, Robert W. , Donahue, Kathleen, Nardin, Marco, Etherton, Mark R. , Hancock, Brandon L., Mocking, Steven J. T. , McIntosh, Elissa C. , Benavente, Oscar, Donatti, Amanda , Heitsch, Laura , Jiménez-Conde, Jordi , Kittner, Steven J. , Levi, Christopher , Rolfs, Arndt , Schmidt, Reinhold , Sharma, Pankaj , Słowik, Agnieszka , Söderholm, Martin , Sousa, Alessandro , Stanne, Tara M. , Strbian, Daniel , Thijs, Vincent , Wassélius, Johan , Woo, Daniel , Zand, Ramin , McArdle, Patrick F. , Worrall, Bradford B. , Maguire, Jane , Fox, Michael , Bzdok, Danilo , Wu, Ona , Rost, Natalia S. , Bretzner, Martin , Cohen, Alexander , Etherton, Mark R , Jood, Katarina , Lemmens, Robin , Strbian, Daniel , Regenhardt, Robert W , Wu, Ona , Zand, Ramin , Bonkhoff, Anna K. , Dalca, Adrian Vasile , Giese, Anne‐Katrin , Attia, John , Bevan, Steve , Cole, John W. , Griessenauer, Christoph J. , Holmegaard, Lukas , Lemmens, Robin , McDonough, Caitrin W. , Meschia, James F. , Phuah, Chia‐Ling , Ropele, Stefan , Rosand, Jonathan M. , Roquer, Jaume , Rundek, Tatjana , Sacco, Ralph L. , Tatlisumak, Turgut , Vagal, Achala , Jern, Christina , Lindgren, Arne G.

Brain Communications | January 31, 2022 | Volume: 4 | Issue: 2 | Pages: No page available

10.1093/braincomms/fcac020 Get It

Abstract Stroke represents a considerable burden of disease for both men and women. However, a growing body of literature suggests clinically relevant sex differences in the underlying causes, presentations and outcomes of acute ischaemic stroke. In a recent study, we reported sex divergences in lesion topographies: specific to women, acute stroke severity was linked to lesions in the left-hemispheric posterior circulation. We here determined whether these sex-specific brain manifestations also affect long-term outcomes. We relied on 822 acute ischaemic patients [age: 64.7 (15.0) years, 39% women] originating from the multi-centre MRI-GENIE study to model unfavourable outcomes (modified Rankin Scale >2) based on acute neuroimaging data in a Bayesian hierarchical framework. Lesions encompassing bilateral subcortical nuclei and left-lateralized regions in proximity to the insula explained outcomes across men and women (area under the curve = 0.81). A pattern of left-hemispheric posterior circulation brain regions, combining left hippocampus, precuneus, fusiform and lingual gyrus, occipital pole and latero-occipital cortex, showed a substantially higher relevance in explaining functional outcomes in women compared to men [mean difference of Bayesian posterior distributions (men – women) = −0.295 (90% highest posterior density interval = −0.556 to −0.068)]. Once validated in prospective studies, our findings may motivate a sex-specific approach to clinical stroke management and hold the promise of enhancing outcomes on a population level.
Radiomics Derived Brain Age Predicts Functional Outcome After Acute Ischemic Stroke
Bretzner, Martin , Bonkhoff, Anna K. , Schirmer, Markus D. , Hong, Sung‐Min , Donahue, Kathleen, Etherton, Mark R. , Rist, Pamela M. , Nardin, Marco, Regenhardt, Robert W. , Leclerc, X. , Gautherot, Morgan , Wang, Clinton, Benavente, Oscar, Donatti, Amanda , Heitsch, Laura , Jiménez-Conde, Jordi , Kittner, Steven J. , McArdle, Patrick, Rolfs, Arndt , Schmidt, Reinhold, Sharma, Pankaj , Słowik, Agnieszka , Sousa, Alessandro Viana Oliveira e, Strbian, Daniel , Wassélius, Johan , Woo, Daniel , Worrall, Bradford B. , Maguire, Jane , Golland, Polina , Kuchcinski, Grégory , Rost, Natalia S. , Bretzner, Martin , Strbian, Daniel , Regenhardt, Robert W , Dalca, Adrian Vasile , Giese, Anne‐Katrin , Lopes, Renaud , Cole, John W. , Griessenauer, Christoph J. , Holmegaard, Lukas , Jood, Katarina , Lemmens, Robin , Levi, Christopher , McDonough, Caitrin W. , Meschia, James F. , Phuah, Chia‐Ling , Ropele, Stefan , Rosand, Jonathan M. , Roquer, Jaume , Rundek, Tatjana , Sacco, Ralph L. , Sousa, Alessandro Augusto Viana Oliveira e, Stanne, Tara M. , Tatlisumak, Turgut , Thijs, Vincent , Vagal, Achala , Wu, Ona , Zand, Ramin , Lindgren, Arne G. , Jern, Christina

No container title available | September 24, 2021 | Volume: No volume available | Issue: No issue available | Pages: No page available

10.21203/rs.3.rs-923769/v1 Get It

Abstract While chronological age is one of the most influential determinants of post-stroke outcomes, little is known of the impact of neuroimaging-derived biological brain age. We here first examine whether radiomics analysis of the texture of brain T2-FLAIR MRI images can be used to predict brain age in stroke patients. We then assess the clinical determinants of accelerated brain aging and, finally, its impact on post-stroke functional outcomes. Leveraging a multisite cohort of 4,163 ischemic stroke patients, we show that older-appearing patients have more hypertension, diabetes mellitus, prior strokes, and smoking history and are more likely to develop worse post-stroke outcomes than their younger-appearing counterparts. Our results strengthen the importance of preventive medicine for maintaining brain health in stroke patients as they age and suggest a novel methodology to capture previously undescribed prognostic information available on commonly acquired MRI sequences during routine stroke care.