Accès ouvert déclaré 2024 article

Enhancing cognitive performance prediction by white matter hyperintensity connectivity assessment

Marvin Petersen, Mirthe Coenen, Charles DeCarli, Alberto De Luca, Ewoud van der Lelij, William J. Jagust, Susan M. Landau, Leslie M. Shaw, Edward B. Lee, Arthur W. Toga, Andrew J. Saykin, Kwangsik Nho, Richard J. Perrin, Duygu Tosun, Erin Drake, Tom Montine, Cat Conti, Rachel L. Nosheny, Diana Truran Sacrey, Juliet Fockler, Melanie Jayne Miller, Catherine Conti, Winnie Kwang, Chengshi Jin, Miriam Thiel Ashford, Derek Flenniken, Michael S. Rafii, Rema Raman, Gustavo Jiménez, Michael Donohue, Jennifer Salazar, Andrea Fidell, Virginia Boatwright, Justin Robison, Caileigh Zimmerman, Yuliana Cabrera, Sarah J. Walter, Taylor Clanton, Elizabeth Shaffer, Caitlin Webb, Lindsey Hergesheimer, Stephanie L. Smith, Sheila Ogwang, Olusegun Adegoke, Payam Mahboubi, Jeremy Pizzola, Cecily W. Jenkins, Naomi H. Saito, Kedir Adem Hussen, Hannatu Amaza, Mai Seng Thao, Shaniya Parkins, Omobolanle Ayo, Matt Glittenberg, Isabella Hoang, Kaori Kubo Germano, Joe Strong, Trinity Weisensel, Fabiola Magana, Lisa Thomas, Vanessa Katherin Erazo Guzmán, Adeyinka O Ajayi, Joseph Di Benedetto, Sandra Talavera, Joel P. Felmlee, Nick C. Fox, Paul M. Thompson, Arvin Forghanian-Arani, Bret Borowski, Calvin D. Reyes, Caitie Hedberg, Chad Ward, Christopher G. Schwarz, Denise A. Reyes, Jeff L. Gunter, John Moore-Weiss, Kejal Kantarci, Leonard C. Matoush, Matthew L. Senjem, Prashanthi Vemuri, Robert I. Reid, Ian B. Malone, Sophia I. Thomopoulos, Talia M. Nir, Neda Jahanshad, Alexander Knaack, Evan M. Fletcher, Stephanie Rossi Chen, Mark Choe, Karen L. Crawford, Paul A. Yushkevich, Sandhitsu R. Das, Robert A. Koeppe, Gil D. Rabinovici, Victor L. Villemagne, Brian J. Lopresti, John N. Morris, Erin E. Franklin, Haley Bernhardt, Nigel J. Cairns, Lisa Taylor‐Reinwald, Maxwell Y Lee, Magdalena Korecka, Magdalena Brylska, Yang Wan, John Q. Trojanowki, Scott Neu, Tatiana Foroud, Taeho Jo, Shannon L. Risacher, Hannah Craft, Liana G. Apostolova, Kelly Nicole Holohan Nudelman, Kelley Faber, Zoë Potter, Kaci Lacy, Rima Kaddurah-Daouk, Li Shen, Jason H. Karlawish, Claire M. Erickson, Joshua D. Grill, Emily A. Largent, Kristin A. Harkins, Leon J. Thal, Zaven Kachaturian, Richard A. Frank, Peter Jeffrey Snyder, Neil S. Buckholtz, Laurie M. Ryan, Susan E. Molchan, Zaven S. Khachaturian, María C. Carrillo, William Z. Potter, Marie Antoinette Bernard, Héctor Alfredo Baptista González, Carole Ho, Jonathan Jackson, Eliezer Masliah, Donna M. Masterman, Nina B. Silverberg, Lisa C. Silbert, JEFFREY A. KAYE, Sylvia S. White, Aimee L. Pierce, Amy Thomas, Tera Clay, Daniel L. Schwartz, Gillian Devereux, Janet Taylor, Jennifer Ryan, Mike Nguyen, Madison DeCapo, Yanan Shang, Lon S. S. Schneider, Cynthia Muñoz, Diana Ferman, Carlota Conant, Katherin Martin, Kristin Oleary, Sonia Pawluczyk, Elizabeth Trejo, Karen Dagerman, Liberty Teodoro, Mauricio Becerra, Madiha Fairooz, Sonia Garrison, Julia Boudreau, Yair Avila, James B. Brewer, Aaron Jacobson, Antonio Gama, Chi Hun Kim, Emily Little, Jennifer C. Frascino, Nichol Ferng, Socorro Trujillo, Judith L. Heidebrink, Steven MacDonald, Dariya Malyarenko, James P.B. O’Connor, Nicole Robert, Suzan Lowe, Virginia E. Rogers, Barbara Hackenmiller, Bradley F. Boeve, Colleen S. Albers, Connie Kreuger, David Thomas Jones, David S. Knopman, Hugo Botha, Jessica Magnuson, Jonathan Graff‐Radford, Kerry CrawleyW, Michaël Schumacher, Sanna McKinzie, Steven Smith, Tascha Helland, Val J. Lowe, Vijay K. Ramanan, Valory Pavlik, Jacob Faircloth, Jeffrey Bishop, Maria ChaudharyP, Maria Kataki, Melissa M. Yu, Nathiel Pacini, Randall Barker, Regan Brooks, Ruchi Aggarwal, Lawrence S. Honig, Yaakov Stern, Akiva Mintz, Jonathan Cordona, Michelle L. Hernandez, Justin Alexander Long, Abbey Arnold, Alex Groves, Anna Middleton, Blake Vogler, Cierra McCurry, Connie Mayo, Cyrus A. Raji, Fatima S. Amtashar, Heather KlempW, Heather Nicole Elmore, Jasmina Kusuran, Jasmine Stewart, Jennifer Horenkamp, Julia Greeson, Kara Wever, K.-P. Vo, Kelly L. Larkin, Lisa Schoolcraft, Lora Gallagher, Madeline Paczynski, M. G. McMillan, Michael Holt, Nicole Gagliano, Rachel L. Henson, Renee LaBarge, Robert A. Swarm, Sarah MunieN, Serena Cepeda, Stacey WintertonN, Stephen Hegedus, TaNisha Wilson, Tanya Harte, Zach Bonacorsi, David Geldmacher, Amber Watkins, Brandi BargerRT, Bryan Smelser, Charna Bates, Cynthia Stover, Emily McKinley, Gregory Ikner, Haley Hendrix, Harold Matthew Cooper, J. A. Mahaffey, Lindsey Booth Robbins, Loren Brown Ashley, Marissa Natelson-Love, Princess Carter, Veronika Solomon, Hillel Grossman, Alexandra M. Groome, Allison Ardolino, Anthony Kaplan, Faye Sheppard, Genesis Burgos-Rivera, Gina Garcia-Camilo, Joanne Mun-Yee Lim, Judith A. Neugroschl, Kimberly Ward Jackson, Kirsten Evans, Laili Soleimani, Mary Sano, Nasrin V. Ghesani, Sarah Binder, Xiomara Mendoza Apuango, Amelia Troutman, Kimberly S. Blanchard, Arlene Richards, Grace Nelson, Kirsten HendricksonN, Erin Yurko, J. Plenge, Victoria Rufo, Raj J. Shah, Ranjan Duara, Brendan Lynch, Cesar L. Chirinos, Christine Dittrich, Debbie Campbell, Diego Mejia, Gilberto Antonio López Pérez, Helena Colvee, Joanna Gonzalez, Josalen Gondrez, Joshua Knaack, Mara Acevedo, Maria Cereijo, Maria T. Greig‐Custo, Michelle Villar, Morris Wishnia, Sheryl Detling, Warren Barker, Marilyn Albert, Abhay Moghekar, Barbara Rodzon, Corey Demsky, Gregory M. Pontone, Leonie Farrington, Martin G. Pomper, Nicole L. Johnson, Tolulope Alo, Martin J. Sadowski, Anaztasia Ulysse, Arjun V. Masurkar, Brittany Marti, David Mossa, Emilie Geesey, Emily Petrocca, Evan T. Schulze, Jennifer Wong, Joseph Boonsiri, Sunnie Kenowsky, Tatianne Martinez, Veronica Briglall, Priyanka Murali, Adaora Nwosu, Alisa Adhikari, Cammie Hellegers, Jeffrey R. Petrella, Olga G James, Terence Z. Wong, Thomas C. Hawk, Sanjeev Vaishnavi, Hannah McCoubrey, Ilya M. Nasrallah, Rachel Rovere, Jeffrey Maneval, Elizabeth J. Robinson, Francisco Rivera, Jade Uffelman, Martha A. Combs, Patricia O’Donnell, Sara L. Manning, Richard King, Alayne NietoN, Amanda C. Glueck, Anjana Mandal, Audrie Swain, Bethanie Gamble, Martha Meacham, Denece Forenback, Dorothy Ross, Elizabeth Cheatham, Ellen Hartman, Gary Cornell, Jordan P. Harp, Laura Ashe, Laura Goins, Linda Watts, Morgan Yazell, Prabin Mandal, Regan BucklerN, S.R. Vincent, Triana Rudd, Oscar L. Lopez, Ann Malia Arlene, Caitlin Chiado, Cary Zik, KATHLEEN E. SAVAGE, Linda Fenice, MaryAnn Oakley, Paige C Tacey, Sarah R. Berman, Sarah Bowser, Xanthia Saganis, Anton P. Porsteinsson, Abigail A. Mathewson, Asa Widman, Bridget Holvey, Emily Clark, Esmeralda Morales, CA Young, Kevin D. Hopkins, Kimberly Martin, Nancy Kowalski, Rebecca Hunt, Roberta Calzavara, Russell Kurvach, Conchita D’Ambrosio, Gaby T. Thai, Beatriz Vides, Brigit Lieb, Catherine Mc-Adams-Ortiz, Cyndy Toso, Ivan Mares, Kathryn Moorlach, Luter Liu, Maria Corona, Mary M. N. Nguyen, Melanie Tallakson, Michelle N. McDonnell, Milagros Rangel, Neetha Basheer, Patricia Place, Romina A. Romero, Steven P. Tam, Trung P. Nguyen, Abey Thomas, Alexander O. Frolov, Alka Khera, Amy Browning, Robert C. Dawson, Dana Mathews, Elaine Most, Elizeva Phillips, Lynn T. Nguyen, Maribel Nunez, Matalin Miller, Richard A. Matthew, Natalie N. Martinez, Caroline Logan, Roderick W. McColl, Sari Pham, Tiffani Fox, Tracey Moore, Allan I. Levey, Abby Brown, Andrea J. Kippels, Ashton C. Ellison, Casie Lyons, Chadwick M. Hales, Cindy Parry, Courtney L. Williams, Elizabeth McCorkle, Guy Harris, Heather Rose, Inara Jooma, Jahmila Al-Amin, James J. Lah, J. Webster, Jessica Swiniarski, Laura Donnelly, Lauren Mariotti, Mary Locke, Phyllis P. Vaughn, Rachael Penn, Sallie Carpentier, Samira Yeboah, Sarah Basadre, Sarah Malakauskas, Stefka Lyron, Tara Villinger, Terra Burney, Jeffrey Murray Burns, C Ala Abusalim, Alexandra Dahlgren, Alexandria Montero, Anne K. Arthur, Heather Dooly, Katelynn Kreszyn, Katherine Berner, Lindsey Gillen, Maria Scanlan, Mercedes Madison, Nicole Mathis, Phyllis Switzer, Ryan A. Townley, Samantha Fikru, Samantha Sullivan, Ella Wright, Maryam Beigi, Anthony Daley, Ashley Ko, Brittney Luong, Glen K. Nyborg, Jessica Y. Morales, Kelly A. Durbin, Lauren Garcia, Leila Parand, Lorena Macias, Lorena H. Monserratt, Maya Farchi, Pauline Wu, Robert Hernandez, Thao Rodriguez, Neill R. Graff‐Radford, A’llana Marolt, Anton Thomas, Deborah Aloszka, Ercilia Moncayo, Erin M. Westerhold, Gregory Day, Kandise Chrestensen, Mary Imhansiemhonehi, Sochenda Stephens, Sylvia Grant, Jared R. Brosch, Amy Perkins, Aubree Saunders, Debra Silberberg Kovac, Heather Polson, Isabell Mwaura, Kassandra Mejia, Katherine Carroll Britt, Kathy King, Kayla Nichols, Kayley Lawrence, Lisa K. Rankin, Martin Rhys Farlow, Patricia Wiesenauer, Robert W. Bryant, Scott Herring, Sheryl Lynch, Skylar Wilson, Traci Day, William Korst, Christopher van Dyck, Adam P. Mecca, Alyssa Miller, Amanda L. Brennan, Amber Khan, Audrey Ruan, Carol Gunnoud, Chelsea Mendonca, Danielle Raynes-Goldfinger, Elaheh Salardini, Elisa Hidalgo, Emma Cooper, E.A. Singh, Erin Murphy, Jeanine L. May, Jesse Stanhope, Jessica A. Lam, Julia Waszak, Kimberly Nelsen, Kimberly Sacaza, Mayer Joshua Hasbani, Meghan Donahue, Ming-Kai Chen, Nicole M. Barcelos, Paul Eigenberger, Robin E. Bonomi, Ryan S. O’Dell, Sarah Jefferson, Siddharth Khasnavis, Stephen Smilowitz, Susan DeStefano, Susan P. Good, Terry Camarro, Vanessa Clayton, Yanis Cavrel, YuQuan “Oliver” Lu, Howard Mark Chertkow, Howard Bergman, Chris Hosein, Sandra E. Black, Anish N. Kapadia, Aparna Bhan, Benjamin Lam, Gillian Gabriel, Jennifer M. Bray, Ljubica Zotovic, Maria Samira Gutierrez, Mario Masellis, Marjan Farshadi, Maurylette Gui, Meghan Mitchellc, Rebecca L. Taylor, Ruby Endre, Zhala Taghi-Zada, Carolyn J. English, Ellen Kim, Eugene Yau, Haley Tong, Laura Barlow, Lauren Jennings, Michele Assaly, Paula Nunes, Tahlee Marian, ANDREW E. KERTESZ, John G Rogers, Dick Trost, Dylan P. Wint, Charles B. Bernick, Donna Munic, Ian M. Grant, Aaliyah Korkoyah, Ali S. Raja, Allison Lapins, Caila Ryan, Jelena Pejić, Kailey Basham, Leena Lukose, Loreece G. Haddad, Lucas Quinlan, Nathaniel Houghtaling, Carl Sadowsky, Walter Fabián Martínez, Teresa Villena, Brigid Reynolds, Angelica Forero, Carolyn Ward, Emma Brennan, Esteban J. Figueroa, Giuseppe Esposito, Jessica Mallory, Kathleen B. Johnson, Kathryn Turner, Katie Seidenberg, Kelly Elizabeth McCann, Margaret Bassett, Melanie Chadwick, Raymond Scott Turner, Robin Bean, Saurabh Sharma, Gad A. Marshall, Aferdita Haviari, Christophe M. Pietras, Bradley A. Wallace, Catherine E. Munro, Gladiliz Rivera-Delpin, Hadley Hustead, Isabella Levesque, Jennifer Ramirez, Marie T. Nolan, Kirsten Glennon, Mariana Palou, Michael G. Erkkinen, Nicole DaSilva, Pamela Friedman, Regina M Silver, Ricardo Salazar, Roxxanne Polleys, Scott McGinnis, Seth A. Gale, Tia C. Hall, Lưu Trọng Tuấn, Steven Z. Chao, Emmeline Y. Lin, Jaila Coleman, Kevin S. Epperson, Minal Vasanawala, Alireza Atri, Amy Rangel, Brittani Evans, Candy Monarrez, Carol Cline, Carolyn Liebsack, Daniel J. Bandy, Danielle Goldfarb, Debbie Intorcia, Jennifer Olgin, Kelly A. Clark, Kelsey T. King, Kylee A. York, Marina Reade, Michael Callan, Michael Glass, Michaela Johnson, Michele Gutierrez, Molly Goddard, Nadira Trncic, Parichita Choudhury, P. V. Reyes, Serena Lowery, Shaundra Hall, Sonia Olgin, Stephanie Santiago, Michael Louis Alosco, Alyssa Ton, Amanda Jiménez, Andrew Ellison, Anh T. Tran, Brandon D. Anderson, Della Carter, Donna Veronelli, Eric G. Steinberg, Jason Weller, Jennifer Johns, Jessica Harkins, Ina Hoti, Jane Mwicigi, Olivia A. Schultz, Mona Lauture, Ridiane Denis, Ronald Killiany, Sarab Singh, Wendy Qiu, Ycar Devis, Thomas Olabode Obisesan, Andrew Stone, Debra Ordor, Ifreke Udodong, Immaculata Okonkwo, Javed Iqbal Khan, Jillian Turner, Kyliah Hughes, Oshoze Kadiri, Charles Duffy, Ariana Moss, Katherine Stapleton, Mária Tóth, Marianne Sanders, Martin Ayres, Melissa Hamski, Parianne Fatica, Paula K. Ogrocki, Sarah Ash, Stacy Pot, Doris Chen, Andrés Soto, Costin Tanase, David Bissig, Hafsanoor Vanya, Heather Russell, Hitesh C Patel, Hongzheng Zhang, Kelly Wallace, Kristi Ayers, Maria E. Gallegos, Martha R. Forloines, Meghan Sinn, Queennie Majorie S Kahulugan, Richard Isip, Sandra Calderon, Talia Hamm, MICHAEL J. BORRIE, T‐Y Lee, Robert Bartha, Sterling K. Johnson, Sanjay Asthana, Cynthia M. Carlsson, Allison Perrin, Pierre N. Tariot, Adam J. Fleisher, Stephanie A. Reeder, Horacio A. Capote, Allison Emborsky, Anna G. Mattle, Bela Ajtai, Christina D. Wagner, Bennett A. Myers, Daryn Slazyk, C Delaney Fragale, Erin Fransen, Heather Macnamara, C Jonathan Falletta, Joseph Hirtreiter, Laszlo L. Mechtler, Megan EW. King, Michael Asbach, Michelle M. Rainka, R Zawislak, Scott Wisniewski, Claire L O’Malley, Tatiana Jimenez-Knight, Todd Peehler, Traci S. Aladeen, Vernice E. Bates, Violet Wenner, Wisam Elmalik, Douglas W. Scharre, Arun Ramamurthy, Soumya Bouchachi, Rawan M. Tarawneh, Dzintra F. Celmins, Alicia Leader, Chris Figueroa, Heather Bauerle, Katlynn Patterson, Michael Reposa, Steven Presto, Tuba Ahmed, Wendy Stewart, Godfrey D. Pearlson, Karen Blank, Karen Anderson, Robert B. Santulli, Eben S. Schwartz, Jeff Williamson, Alicia Jessup, Andrea L. Williams, Crystal Duncan, Abigail O’Connell, Karen Gagnon, Ezequiel Zamora, James Bateman, Freda Crawford, Deb Thompson, E. R. C. Walker, Jennifer Voigt Rowell, Mikell White, Phillip Hunter Ledford, Sarah Bohlman, Susan Henkle, Joseph Bottoms, Lena Moretz, Bevan Hoover, Michael Shannon, Christiane Rogers, Wendy Baker, William Harrison, Chuang‐Kuo Wu, Alexis DeMarco, Ava Stipanovich, Daniel Arcuri, Jan Clark, Jennifer Davis, Kerstin Doyon, Marie Amoyaw, Mauro Veras Acosta, Ronald Bailey, Scott Warren, Terry Fogerty, Victoria E. Sanborn, Meghan Riddle, Stephen Salloway, Paul Malloy, Stephen Correia, Charles Windon, Morgan Blackburn, Howard J. Rosen, Bruce L. Miller, Amanda Elizabeth Smith, Ijeoma Mba, Jenny Echevarria, Emily Roglaski, Meagan Yong, Rebecca Devine, Hamid Reza Okhravi, Edgardo Rivera, Teresa Kalowsky, Caroline Smith, Christina Rosario, Joseph C. Masdeu, Richard Hieu Le, Maushami Gurung, Marwan Sabbagh, Angelica Garcia, Micah Ellis Slaughter, Nadeen Elayan, Skieff Acothley, Nunzio Pomara, Raymundo T. Hernando, Vita Pomara, Olga Brawman‐Mintzer, Allison Acree, Arthur Williams, Campbell Long, Rebecca A. Long, PAUL A. NEWHOUSE, Sydni Jenee Hill, Amy Boegel, Sudha S. Seshadri, Amy R. Saklad, Floyd Jones, William K. Hu, V Sotelo, Yaneicy Gonazalez Rojas, Jacobo E Mintzer, Crystal Flynn Longmire, KENNETH M. SPICER, Frederik Barkhof, Thomas Benke, Christopher Chen, Peter Dal‐Bianco, Anna Dewenter, Marco Duering, Christian Enzinger, Michael Ewers, Lieza Geertje Exalto, Nicolai Franzmeier, Saima Hilal, Edith Hofer, Huiberdina L. Koek, Andrea Britta Maier, Pauline Maillard, Cheryl R. McCreary, Janne M. Papma, Yolande A.L. Pijnenburg, Reinhold Schmidt, Eric Edward Smith, Rebecca M. E. Steketee, Esther van den Berg, Wiesje M. van der Flier, Vikram Venkatraghavan, Narayanaswamy Venketasubramanian, Meike Willemijn Vernooij, Frank J. Wolters, Xin Yi Xu, Andreas L. Horn, Kaustubh R. Patil, Simon Bodo Eickhoff, Götz Thomalla, J. Matthijs Biesbroek, Geert Jan Biessels, Bastian Cheng

21Citations signalées, ce qui n’est pas une note de qualité

29Institutions déclarées

9Pays d’affiliation déclarés

Rattachement africain : de, nl, us, at, ch, sg, ca, gb, cn. Niveau de preuve : code pays fourni par la source.

Le résumé fourni par la source

White matter hyperintensities of presumed vascular origin (WMH) are associated with cognitive impairment and are a key imaging marker in evaluating brain health. However, WMH volume alone does not fully account for the extent of cognitive deficits and the mechanisms linking WMH to these deficits remain unclear. Lesion network mapping (LNM) enables us to infer if brain networks are connected to lesions and could be a promising technique for enhancing our understanding of the role of WMH in cognitive disorders. Our study employed LNM to test the following hypotheses: (i) LNM-informed markers surpass WMH volumes in predicting cognitive performance; and (ii) WMH contributing to cognitive impairment map to specific brain networks. We analysed cross-sectional data of 3485 patients from 10 memory clinic cohorts within the Meta VCI Map Consortium, using harmonized test results in four cognitive domains and WMH segmentations. WMH segmentations were registered to a standard space and mapped onto existing normative structural and functional brain connectome data. We employed LNM to quantify WMH connectivity to 480 atlas-based grey and white matter regions of interest (ROI), resulting in ROI-level structural and functional LNM scores. We compared the capacity of total and regional WMH volumes and LNM scores in predicting cognitive function using ridge regression models in a nested cross-validation. LNM scores predicted performance in three cognitive domains (attention/executive function, information processing speed, and verbal memory) significantly better than WMH volumes. LNM scores did not improve prediction for language functions. ROI-level analysis revealed that higher LNM scores, representing greater connectivity to WMH, in grey and white matter regions of the dorsal and ventral attention networks were associated with lower cognitive performance. Measures of WMH-related brain network connectivity significantly improve the prediction of current cognitive performance in memory clinic patients compared to WMH volume as a traditional imaging marker of cerebrovascular disease. This highlights the crucial role of network integrity, particularly in attention-related brain regions, improving our understanding of vascular contributions to cognitive impairment. Moving forward, refining WMH information with connectivity data could contribute to patient-tailored therapeutic interventions and facilitate the identification of subgroups at risk of cognitive disorders.

Ce résumé expose les affirmations des auteurs. BNTIC ne l’interprète pas comme une validation indépendante des résultats.

Le contrôle bibliographique ouvert

DOI retrouvé dans Crossref DOI retrouvé ; titre concordant.

Titre Crossref: Enhancing cognitive performance prediction by white matter hyperintensity connectivity assessment
Date Crossref: 14/10/2024
Éditeur: Oxford University Press (OUP)
Type: journal-article

Ce recoupement confirme des métadonnées liées au DOI. Il ne confirme ni la méthode ni les conclusions de l’étude, et il ne compte pas comme une seconde source scientifique indépendante.

Où se fait cette recherche

Universität Hamburg pays non établi dans la notice
Université ou école supérieure
University Medical Center Hamburg-Eppendorf Department of Neurology pays non établi dans la notice
Établissement de santé
University Medical Center Utrecht Department of Neurology and Neurosurgery pays non établi dans la notice
Établissement de santé
University of California Department of Neurology pays non établi dans la notice
Université ou école supérieure
Utrecht University pays non établi dans la notice
Université ou école supérieure
LMU Klinikum pays non établi dans la notice
Établissement de santé
Institut für Schlaganfall- und Demenzforschung pays non établi dans la notice
Université ou école supérieure
Ludwig-Maximilians-Universität München pays non établi dans la notice
Université ou école supérieure
Medical University of Graz Department of Neurology pays non établi dans la notice
Université ou école supérieure
University of Basel Medical Image Analysis Center (MIAC) and Department of Biomedical Engineering pays non établi dans la notice
Université ou école supérieure
Raffles Institution pays non établi dans la notice
Université ou école supérieure
National University Health System Aging and Cognition Center pays non établi dans la notice
Université ou école supérieure

Universität Hamburg, Department of Neurology — University Medical Center Hamburg-Eppendorf et Department of Neurology and Neurosurgery — University Medical Center Utrecht, avec 9 autres affiliations.

Une affiliation ne permet pas de déduire la nationalité d’un auteur.

Les sujets associés

Functional Brain Connectivity StudiesCerebrovascular and Carotid Artery DiseasesAdvanced Neuroimaging Techniques and Applications

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