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Association of Brain Age, Lesion Volume, and Functional Outcome in Patients With Stroke
BACKGROUND AND OBJECTIVES: Functional outcomes after stroke are strongly related to focal injury measures. However, the role of global brain health is less clear. In this study, we examined the impact of brain age, a measure of neurobiological aging derived from whole-brain structural neuroimaging,...
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Lippincott Williams & Wilkins
2023
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10186236/ https://www.ncbi.nlm.nih.gov/pubmed/37015818 http://dx.doi.org/10.1212/WNL.0000000000207219 |
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author | Liew, Sook-Lei Schweighofer, Nicolas Cole, James H. Zavaliangos-Petropulu, Artemis Lo, Bethany P. Han, Laura K.M. Hahn, Tim Schmaal, Lianne Donnelly, Miranda R. Jeong, Jessica N. Wang, Zhizhuo Abdullah, Aisha Kim, Jun H. Hutton, Alexandre Barisano, Giuseppe Borich, Michael R. Boyd, Lara A. Brodtmann, Amy Buetefisch, Cathrin M. Byblow, Winston D. Cassidy, Jessica M. Charalambous, Charalambos C. Ciullo, Valentina Conforto, Adriana Bastos Dacosta-Aguayo, Rosalia DiCarlo, Julie A. Domin, Martin Dula, Adrienne N. Egorova-Brumley, Natalia Feng, Wuwei Geranmayeh, Fatemeh Gregory, Chris M. Hanlon, Colleen A. Hayward, Kathryn Holguin, Jess A. Hordacre, Brenton Jahanshad, Neda Kautz, Steven A. Khlif, Mohamed Salah Kim, Hosung Kuceyeski, Amy Lin, David J. Liu, Jingchun Lotze, Martin MacIntosh, Bradley J. Margetis, John L. Mataro, Maria Mohamed, Feroze B. Olafson, Emily R. Park, Gilsoon Piras, Fabrizio Revill, Kate P. Roberts, Pamela Robertson, Andrew D. Sanossian, Nerses Schambra, Heidi M. Seo, Na Jin Soekadar, Surjo R. Spalletta, Gianfranco Stinear, Cathy M. Taga, Myriam Tang, Wai Kwong Thielman, Greg T. Vecchio, Daniela Ward, Nick S. Westlye, Lars T. Winstein, Carolee J. Wittenberg, George F. Wolf, Steven L. Wong, Kristin A. Yu, Chunshui Cramer, Steven C. Thompson, Paul M. |
author_facet | Liew, Sook-Lei Schweighofer, Nicolas Cole, James H. Zavaliangos-Petropulu, Artemis Lo, Bethany P. Han, Laura K.M. Hahn, Tim Schmaal, Lianne Donnelly, Miranda R. Jeong, Jessica N. Wang, Zhizhuo Abdullah, Aisha Kim, Jun H. Hutton, Alexandre Barisano, Giuseppe Borich, Michael R. Boyd, Lara A. Brodtmann, Amy Buetefisch, Cathrin M. Byblow, Winston D. Cassidy, Jessica M. Charalambous, Charalambos C. Ciullo, Valentina Conforto, Adriana Bastos Dacosta-Aguayo, Rosalia DiCarlo, Julie A. Domin, Martin Dula, Adrienne N. Egorova-Brumley, Natalia Feng, Wuwei Geranmayeh, Fatemeh Gregory, Chris M. Hanlon, Colleen A. Hayward, Kathryn Holguin, Jess A. Hordacre, Brenton Jahanshad, Neda Kautz, Steven A. Khlif, Mohamed Salah Kim, Hosung Kuceyeski, Amy Lin, David J. Liu, Jingchun Lotze, Martin MacIntosh, Bradley J. Margetis, John L. Mataro, Maria Mohamed, Feroze B. Olafson, Emily R. Park, Gilsoon Piras, Fabrizio Revill, Kate P. Roberts, Pamela Robertson, Andrew D. Sanossian, Nerses Schambra, Heidi M. Seo, Na Jin Soekadar, Surjo R. Spalletta, Gianfranco Stinear, Cathy M. Taga, Myriam Tang, Wai Kwong Thielman, Greg T. Vecchio, Daniela Ward, Nick S. Westlye, Lars T. Winstein, Carolee J. Wittenberg, George F. Wolf, Steven L. Wong, Kristin A. Yu, Chunshui Cramer, Steven C. Thompson, Paul M. |
author_sort | Liew, Sook-Lei |
collection | PubMed |
description | BACKGROUND AND OBJECTIVES: Functional outcomes after stroke are strongly related to focal injury measures. However, the role of global brain health is less clear. In this study, we examined the impact of brain age, a measure of neurobiological aging derived from whole-brain structural neuroimaging, on poststroke outcomes, with a focus on sensorimotor performance. We hypothesized that more lesion damage would result in older brain age, which would in turn be associated with poorer outcomes. Related, we expected that brain age would mediate the relationship between lesion damage and outcomes. Finally, we hypothesized that structural brain resilience, which we define in the context of stroke as younger brain age given matched lesion damage, would differentiate people with good vs poor outcomes. METHODS: We conducted a cross-sectional observational study using a multisite dataset of 3-dimensional brain structural MRIs and clinical measures from the ENIGMA Stroke Recovery. Brain age was calculated from 77 neuroanatomical features using a ridge regression model trained and validated on 4,314 healthy controls. We performed a 3-step mediation analysis with robust mixed-effects linear regression models to examine relationships between brain age, lesion damage, and stroke outcomes. We used propensity score matching and logistic regression to examine whether brain resilience predicts good vs poor outcomes in patients with matched lesion damage. RESULTS: We examined 963 patients across 38 cohorts. Greater lesion damage was associated with older brain age (β = 0.21; 95% CI 0.04–0.38, p = 0.015), which in turn was associated with poorer outcomes, both in the sensorimotor domain (β = −0.28; 95% CI −0.41 to −0.15, p < 0.001) and across multiple domains of function (β = −0.14; 95% CI −0.22 to −0.06, p < 0.001). Brain age mediated 15% of the impact of lesion damage on sensorimotor performance (95% CI 3%–58%, p = 0.01). Greater brain resilience explained why people have better outcomes, given matched lesion damage (odds ratio 1.04, 95% CI 1.01–1.08, p = 0.004). DISCUSSION: We provide evidence that younger brain age is associated with superior poststroke outcomes and modifies the impact of focal damage. The inclusion of imaging-based assessments of brain age and brain resilience may improve the prediction of poststroke outcomes compared with focal injury measures alone, opening new possibilities for potential therapeutic targets. |
format | Online Article Text |
id | pubmed-10186236 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2023 |
publisher | Lippincott Williams & Wilkins |
record_format | MEDLINE/PubMed |
spelling | pubmed-101862362023-05-29 Association of Brain Age, Lesion Volume, and Functional Outcome in Patients With Stroke Liew, Sook-Lei Schweighofer, Nicolas Cole, James H. Zavaliangos-Petropulu, Artemis Lo, Bethany P. Han, Laura K.M. Hahn, Tim Schmaal, Lianne Donnelly, Miranda R. Jeong, Jessica N. Wang, Zhizhuo Abdullah, Aisha Kim, Jun H. Hutton, Alexandre Barisano, Giuseppe Borich, Michael R. Boyd, Lara A. Brodtmann, Amy Buetefisch, Cathrin M. Byblow, Winston D. Cassidy, Jessica M. Charalambous, Charalambos C. Ciullo, Valentina Conforto, Adriana Bastos Dacosta-Aguayo, Rosalia DiCarlo, Julie A. Domin, Martin Dula, Adrienne N. Egorova-Brumley, Natalia Feng, Wuwei Geranmayeh, Fatemeh Gregory, Chris M. Hanlon, Colleen A. Hayward, Kathryn Holguin, Jess A. Hordacre, Brenton Jahanshad, Neda Kautz, Steven A. Khlif, Mohamed Salah Kim, Hosung Kuceyeski, Amy Lin, David J. Liu, Jingchun Lotze, Martin MacIntosh, Bradley J. Margetis, John L. Mataro, Maria Mohamed, Feroze B. Olafson, Emily R. Park, Gilsoon Piras, Fabrizio Revill, Kate P. Roberts, Pamela Robertson, Andrew D. Sanossian, Nerses Schambra, Heidi M. Seo, Na Jin Soekadar, Surjo R. Spalletta, Gianfranco Stinear, Cathy M. Taga, Myriam Tang, Wai Kwong Thielman, Greg T. Vecchio, Daniela Ward, Nick S. Westlye, Lars T. Winstein, Carolee J. Wittenberg, George F. Wolf, Steven L. Wong, Kristin A. Yu, Chunshui Cramer, Steven C. Thompson, Paul M. Neurology Research Article BACKGROUND AND OBJECTIVES: Functional outcomes after stroke are strongly related to focal injury measures. However, the role of global brain health is less clear. In this study, we examined the impact of brain age, a measure of neurobiological aging derived from whole-brain structural neuroimaging, on poststroke outcomes, with a focus on sensorimotor performance. We hypothesized that more lesion damage would result in older brain age, which would in turn be associated with poorer outcomes. Related, we expected that brain age would mediate the relationship between lesion damage and outcomes. Finally, we hypothesized that structural brain resilience, which we define in the context of stroke as younger brain age given matched lesion damage, would differentiate people with good vs poor outcomes. METHODS: We conducted a cross-sectional observational study using a multisite dataset of 3-dimensional brain structural MRIs and clinical measures from the ENIGMA Stroke Recovery. Brain age was calculated from 77 neuroanatomical features using a ridge regression model trained and validated on 4,314 healthy controls. We performed a 3-step mediation analysis with robust mixed-effects linear regression models to examine relationships between brain age, lesion damage, and stroke outcomes. We used propensity score matching and logistic regression to examine whether brain resilience predicts good vs poor outcomes in patients with matched lesion damage. RESULTS: We examined 963 patients across 38 cohorts. Greater lesion damage was associated with older brain age (β = 0.21; 95% CI 0.04–0.38, p = 0.015), which in turn was associated with poorer outcomes, both in the sensorimotor domain (β = −0.28; 95% CI −0.41 to −0.15, p < 0.001) and across multiple domains of function (β = −0.14; 95% CI −0.22 to −0.06, p < 0.001). Brain age mediated 15% of the impact of lesion damage on sensorimotor performance (95% CI 3%–58%, p = 0.01). Greater brain resilience explained why people have better outcomes, given matched lesion damage (odds ratio 1.04, 95% CI 1.01–1.08, p = 0.004). DISCUSSION: We provide evidence that younger brain age is associated with superior poststroke outcomes and modifies the impact of focal damage. The inclusion of imaging-based assessments of brain age and brain resilience may improve the prediction of poststroke outcomes compared with focal injury measures alone, opening new possibilities for potential therapeutic targets. Lippincott Williams & Wilkins 2023-05-16 /pmc/articles/PMC10186236/ /pubmed/37015818 http://dx.doi.org/10.1212/WNL.0000000000207219 Text en Written work prepared by employees of the Federal Government as part of their official duties is, under the U.S. Copyright Act, a “work of the United States Government” for which copyright protection under Title 17 of the United States Code is not available. As such, copyright does not extend to the contributions of employees of the Federal Government. |
spellingShingle | Research Article Liew, Sook-Lei Schweighofer, Nicolas Cole, James H. Zavaliangos-Petropulu, Artemis Lo, Bethany P. Han, Laura K.M. Hahn, Tim Schmaal, Lianne Donnelly, Miranda R. Jeong, Jessica N. Wang, Zhizhuo Abdullah, Aisha Kim, Jun H. Hutton, Alexandre Barisano, Giuseppe Borich, Michael R. Boyd, Lara A. Brodtmann, Amy Buetefisch, Cathrin M. Byblow, Winston D. Cassidy, Jessica M. Charalambous, Charalambos C. Ciullo, Valentina Conforto, Adriana Bastos Dacosta-Aguayo, Rosalia DiCarlo, Julie A. Domin, Martin Dula, Adrienne N. Egorova-Brumley, Natalia Feng, Wuwei Geranmayeh, Fatemeh Gregory, Chris M. Hanlon, Colleen A. Hayward, Kathryn Holguin, Jess A. Hordacre, Brenton Jahanshad, Neda Kautz, Steven A. Khlif, Mohamed Salah Kim, Hosung Kuceyeski, Amy Lin, David J. Liu, Jingchun Lotze, Martin MacIntosh, Bradley J. Margetis, John L. Mataro, Maria Mohamed, Feroze B. Olafson, Emily R. Park, Gilsoon Piras, Fabrizio Revill, Kate P. Roberts, Pamela Robertson, Andrew D. Sanossian, Nerses Schambra, Heidi M. Seo, Na Jin Soekadar, Surjo R. Spalletta, Gianfranco Stinear, Cathy M. Taga, Myriam Tang, Wai Kwong Thielman, Greg T. Vecchio, Daniela Ward, Nick S. Westlye, Lars T. Winstein, Carolee J. Wittenberg, George F. Wolf, Steven L. Wong, Kristin A. Yu, Chunshui Cramer, Steven C. Thompson, Paul M. Association of Brain Age, Lesion Volume, and Functional Outcome in Patients With Stroke |
title | Association of Brain Age, Lesion Volume, and Functional Outcome in Patients With Stroke |
title_full | Association of Brain Age, Lesion Volume, and Functional Outcome in Patients With Stroke |
title_fullStr | Association of Brain Age, Lesion Volume, and Functional Outcome in Patients With Stroke |
title_full_unstemmed | Association of Brain Age, Lesion Volume, and Functional Outcome in Patients With Stroke |
title_short | Association of Brain Age, Lesion Volume, and Functional Outcome in Patients With Stroke |
title_sort | association of brain age, lesion volume, and functional outcome in patients with stroke |
topic | Research Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10186236/ https://www.ncbi.nlm.nih.gov/pubmed/37015818 http://dx.doi.org/10.1212/WNL.0000000000207219 |
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