Accès ouvert déclaré
2025
article
Mutual learning for joint disease detection and severity prediction reveals multimodal pathogenesis for neurodegenerative disorders
Jin Zhang, Yong Ji, Jinhua Liu, Wenrui Cui, Xiaohui Yao, Hongdong Li, Daoqiang Zhang, Lei Du, Alzheimer’s Disease Neuroimaging Initiative, Michael W Weiner, Paul Aisen, Ronald Petersen, Clifford R Jack, William Jagust, Susan Landau, Monica Rivera-Mindt, Ozioma Okonkwo, Leslie M Shaw, Edward B Lee, Arthur W Toga, Laurel Beckett, Danielle Harvey, Robert C Green, Andrew J Saykin, Kwangsik Nho, Richard J Perrin, Duygu Tosun, Pallavi Sachdev, Erin Drake, Tom Montine, Cat Conti, Rachel Nosheny, Diana Truran, J Fockler, Melanie J Miller, Catherine (Cat) Conti, Winnie Kwang, Chengshi Jin, Adam Diaz, M. Ashford, Derek Flenniken, Adrienne Kormos, M. El Rafii, Rema Raman, Gustavo Jimenez, Michael Donohue, Jennifer Salazar, Andrea Fidell, Virginia Boatwright, Justin Robison, Caileigh Zimmerman, Yuliana Cabrera, Sarah Walter, Taylor Clanton, Elizabeth Shaffer, Caitlin Webb, Lindsey Hergesheimer, Stephanie Smith, Sheila Ogwang, Olusegun Adegoke, P. Mahboubi, Jeremy Pizzola, Cecily Jenkins, Naomi Saito, Kedir Adem Hussen, Hannatu Amaza, Mai Seng Thao, Shaniya Parkins Mt Sinai, Omobolanle Ayo, Matt Glittenberg, Isabella Hoang, Kaori Kubo Germano, Joe Strong, Trinity Weisensel, Fabiola Magana, Lisa Thomas, Vanessa Guzman, Adeyinka Ajayi, Joseph Di Benedetto, Sandra Talavera, Jr ,, Joel Felmlee, Nick C Fox, Paul Thompson, Charles DeCarli, Arvin Forghanian-Arani, Bret Borowski, Calvin Reyes, Caitie Hedberg, Chad Ward, Christopher Schwarz, Denise Reyes, Jeff Gunter, John Moore-Weiss, Kejal Kantarci, Leonard Matoush, Matthew Senjem, Prashanthi Vemuri, Robert Reid, Ian Malone, Sophia I Thomopoulos, Talia M Nir, N. Jahanshad, Alexander Knaack, Evan Fletcher, Duygu Tosun-Turgut, Stephanie Rossi Chen, Mark Choe, Karen Crawford, Paul A Yushkevich, Sandhitsu Das, Robert A Koeppe, Gil Rabinovici, Victor Villemagne, Brian LoPresti, John Morris, Erin Franklin, Haley Bernhardt, Nigel J Cairns, Lisa Taylor-Reinwald, Virginia M. Y. Lee, Magdalena Korecka, Magdalena Brylska, Yang Wan, J Q Trojanowki, Scott Neu, Tatiana M Foroud, Taeho Jo, Shannon L Risacher, Hannah Craft, Liana G Apostolova, Kelly Nudelman, Kelley Faber, Zoë Potter, K Lacy, Rima Kaddurah-Daouk, Li Shen, David Soleimani-Meigooni, Renaud La Joie, Konstantinos Chiotis, Maison Abu Raya, Agathe Vrillon, Charles Windon, Julien Lagarde, Zoe Lin, Aidyn Rose Hills, Jason Karlawish, Claire Erickson, Joshua Grill, E J Largent, K HARKINS, Leon Thal, Zaven Kachaturian, Richard Frank, Peter J Snyder, Neil Buckholtz, John K Hsiao, Laurie Ryan, Susan Molchan, Zaven Khachaturian, Maria Carrillo, William Potter, Lisa Laverne Barnes, Marie Bernard, Hector González, Carole Ho Denali, Jonathan Jackson, Eliezer Masliah, Donna Masterman, Richard Perrin, Nina Silverberg, Lisa Silbert, Jeffrey Kaye, Sylvia White (Salazar), Aimee Pierce, Amy Thomas, Tera Clay, Daniel Schwartz, Gillian Devereux, Janet "Janae" Taylor, Jennifer Ryan, Mike Nguyen, Madison DeCapo, Yanan Shang, Lon Schneider, Cynthia Munoz, Diana Ferman, Carlota Conant, Katherin Martin, Kristin Oleary, Sonia Pawluczyk, Elizabeth Trejo, Karen Dagerman, Liberty Teodoro, Mauricio Becerra, Madiha Fairooz, Sonia Garrison, Julia Boudreau, Y Castillo Avila, James Brewer, Aaron Jacobson, Antonio Gama, Chi Kim, Emily Little, Jennifer Frascino, Nichol Ferng, Socorro Trujillo, Judith Heidebrink, Steven MacDonald, Dariya Malyarenko, Jaimie Ziolkowski, James O’Connor, Nicole Robert, Suzan Lowe, Virginia Rogers, Barbara Hackenmiller, B. F. Boeve, Colleen Albers, Connie Kreuger, David Jones, David Knopman, Hugo Botha, Jessica Magnuson, Jonathan Graff-Radford, K Crawley, Michael Schumacher, S. McKinzie, Steven Smith, Tascha Helland, Val Lowe, Vijay Ramanan, Valory Pavlik, Jacob Faircloth, Jeffrey Bishop, J. Saketha Nath, Maria Chaudhary, Maria Kataki, Melissa Yu, Nathiel Pacini, Randall Barker, Regan Brooks, Ruchi Aggarwal, Lawrence Honig, Yaakov Stern, Akiva Mintz, Jonathan Cordona, Michelle Hernandez, Justin Long, Abbey Arnold, Alex Groves, Anna Middleton, Blake Vogler, Cierra McCurry, Connie Mayo, Cyrus A. Raji, Fatima S Amtashar, Heather Klemp, Heather Nicole, James Ruszkiewicz, Jasmina Kusuran, Jasmine Stewart, Jennifer Horenkamp, Julia Greeson, Kara Wever, Katie Vo, Kelly Larkin, Lesley K. Rao, Lisa Schoolcraft, Lora Gallagher, Madeline Paczynski, Maureen McMillan, Michael Holt, Nicole Gagliano, Rachel Henson, Renee LaBarge, Robert Swarm, Sarah Munie, Serena Cepeda, Stacey Winterton, Stephen Hegedus, TaNisha Wilson, Tanya Harte, Zach Bonacorsi, D. S Geldmacher, Amber Watkins, Brandi Barger, Bryan Smelser, Charna Bates, Cynthia Stover, E C McKinley, Gregory Ikner, Haley Hendrix, Harold Matthew Cooper, J. A. Mahaffey, Lindsey Booth Robbins, Loren Brown Ashley, Marissa Natelson-Love, Veronika Solomon, Hillel Grossman, Alexandra Groome, Allison Ardolino, Anthony Kaplan, Faye Sheppard, Genesis Burgos-Rivera, Gina Garcia-Camilo, Joanne Lim, Judith Neugroschl, Kimberly Jackson, Kirsten Evans, Laili Soleimani, Mary Sano, Nasrin Ghesani, Sarah Binder, Xiomara Mendoza Apuango, Ajay Sood, Amelia Troutman, Kimberly S. Blanchard, Arlene Richards,, Grace Nelson, K N Hendrickson, Erin Yurko, J. Plenge, Victoria Rufo, Raj Shah, R Duara, Brendan Lynch, Cesar Chirinos, Christine Dittrich, Debbie Campbell, Diego Mejia, Gilberto Perez, Helena Colvee, Joanna Gonzalez, Josalen Gondrez, J Knaack, Mara Acevedo, M J Cereijo, Maria T Greig-Custo, Michelle Villar, Morris Wishnia, Sheryl Detling, Warren W Barker, Marilyn Albert, Abhay Moghekar, Barbara Rodzon, Corey Demsky, G. Pontone, Jim J. Pekar, Leonie Farrington, Martin G. Pomper, Nicole Johnson, Tolulope Alo, M 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, P Murali Doraiswamy, Adaora Nwosu, Alisa Adhikari, Cammie Hellegers, J. Terry Petrella, Olga James, Terence Wong, Thomas C. Hawk, Sanjeev Vaishnavi, Hannah McCoubrey, Ilya M. Nasrallah, Rachel Rovere, Jeffrey Maneval, Elizabeth Robinson, Francisco Rivera, Jade Uffelman, Martha A. Combs, Patricia O’Donnell, Sara L. Manning, Richard King, Alayne Nieto, Amanda C. Glueck, Anjana Mandal, Audrie Swain, Bethanie Gamble, Beverly Meacham, Denece Forenback, Dorothy Ross, E Cheatham, Ellen Hartman, Gary Cornell, Jordan P. Harp, Laura Ashe, Laura Goins, Linda Watts, Morgan Yazell, Prabin Mandal, Regan Buckler, S.R. Vincent, Triana Rudd, Oscar Lopez, Ann Arlene Malia, Caitlin Chiado, Cary Zik, James Ruszkiewicz, K. E. Savage, Linda Fenice, MaryAnn Oakley, Paige C Tacey, Sarah Berman, S Bowser, S Hegedus, Xanthia Saganis, Anton Porsteinsson, Abigail Mathewson, Asa Widman, Bridget Holvey, Emily Clark, Esmeralda Morales, I.D. Young, Kevin Hopkins, Kimberly Martin, Nancy Kowalski, Rebecca Hunt, Roberta Calzavara, Russell Kurvach, Stephen D’Ambrosio, Gaby Thai, Beatriz Vides, Brigit Lieb, Catherine McAdams-Ortiz, Cyndy Toso, Ivan Mares, Kathryn Moorlach, Luter Liu, Maria Corona, Mary Nguyen, Melanie Tallakson, Michelle McDonnell, Milagros Rangel, Neetha Basheer, Patricia Place, Romina A. Romero, Steven Tam, Trung Nguyen, Abey Thomas, Alexander O. Frolov, Alka Khera, Amy Browning, Brendan Kelley, Courtney Dawson, Dana L. Mathews, Elaine Most, Elizeva Phillips, Lynn Nguyen, Maribel Nunez, Matalin Miller, Matthew R Jones, Natalie Martinez, Rebecca Logan, Roderick McColl, Sari Pham, Tiffani Fox, Tracey Moore, A. B. LEVEY, Abby Brown, Andrea Kippels, Ashton Ellison, Casie Lyons, Chadwick M. Hales, Cindy Parry, Courtney Williams, Elizabeth McCorkle, Guy Harris, Heather Rose, Inara Jooma, Jahmila Al-Amin, J. LAH, James Webster, Jessica Swiniarski, Latasha Chapman, Laura Donnelly, Lauren Mariotti, Mary Locke, Phyllis Vaughn, Rachael Penn, Sallie Carpentier, Samira Yeboah, Sarah Basadre, Sarah Malakauskas, Stefka Lyron, Tara Villinger, Terra Burney, Jeffrey Burns, Ala Abusalim, Alexandra Dahlgren, Alexandria Montero, Anne Arthur, Heather Dooly, Katelynn Kreszyn, Katherine Berner, Lindsey Gillen, Maria Scanlan, Mercedes Madison, N B Mathis, P. Switzer, Ryan Townley, Samantha Fikru, Samantha Sullivan, Ella Wright, Maryam Beigi, Anthony Daley, Ashley Ko, Brittney Luong, Glen Nyborg, Jessica Morales, Kelly A. Durbin, Lauren Garcia, Leila Parand, Lorena Macias, Lorena Monserratt, Maya Farchi, Pauline Wu, Robert Hernandez, Thao Rodriguez, Neill Graff-Radford, A’llana Marolt, Anton Thomas, Deborah Aloszka, Ercilia Moncayo, Erin Westerhold, Gregory Day, Kandise Chrestensen, Mary Imhansiemhonehi, Sanna McKinzie, Sochenda Stephens, Sylvia Grant, Jared R. Brosch, Amy Perkins, Aubree Saunders, Debra Silberberg Kovac, Heather Polson, Isabell Mwaura, Kassandra Mejia, Katherine Britt, Kathy King, Kayla Nichols, Kayley Lawrence, Lisa Rankin, M. W. Farlow, Patricia Wiesenauer, Robert Bryant, Scott Herring, Sheryl Lynch, Skylar Wilson, Traci Day, William Korst, Christopher van Dyck, Adam P. Mecca, Alyssa Miller, Amanda Brennan, Amber Khan, Audrey Ruan, Carol Gunnoud, Clive Mendonca, Danielle Raynes-Goldfinger, Elaheh Salardini, Elisa Hidalgo, Emma Cooper, Erwin Singh, Erin Murphy, Jeanine May, Jesse Stanhope, Jessica Lam, Julia Waszak, Kimberly Nelsen, Kimberly Sacaza, Mayer Joshua Hasbani, Meghan Donahue, Ming-Kai Chen, Nicole Barcelos, Paul Eigenberger, Robin 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 Chertkow, Howard Bergman, Chris Hosein, Sandra Black, Anish Kapadia, Aparna Bhan, Benjamin Lam, Christopher Scott, Gillian Gabriel, Jennifer Bray, Ljubica Zotovic, Maria Samira Gutierrez, M Masellis, Marjan Farshadi, Maurylette Gui, Meghan Mitchell, Rebecca Taylor, Ruby Endre, Zhala Taghi-Zada, Robin Hsiung, Carolyn English, Ellen Kim, Eugene Yau, Haley Tong, L Barlow, Lauren Jennings, Michele Assaly, Paula Villela Nunes, Tahlee Marian, Andrew Kertesz, John Rogers, Dick Trost, Dylan Wint, Charles Bernick, Donna Munic, Ian Grant, Aaliyah Korkoyah, Ali S. Raja, Allison Lapins, Caila Ryan, Jelena Pejić, Kailey Basham, Leena Lukose, Loreece Haddad, L T Quinlan, Nathaniel Houghtaling, Carl Sadowsky, Walter Martínez, Teresa Villena, Brigid Reynolds, Angelica Forero, Carolyn Ward, Emma Brennan, Esteban Figueroa, Giuseppe Esposito, Jessica Mallory, Kathleen Johnson, Kathryn Turner, Katie Seidenberg, Kelly McCann, Margaret Bassett, Melanie Chadwick, Raymond Scott Turner, Robin Bean, Saurabh Sharma, Gad Marshall, Aferdita Haviari, Alison Pietras, Bradley Wallace, Catherine E Munro, Gladiliz Rivera-Delpin, Hadley Hustead, I. Levesque, Jennifer Ramirez, Karen Nolan, Kirsten Glennon, Mariana Palou, Michael Erkkinen, Nicole DaSilva, Pamela Friedman, Regina M Silver, Ricardo Salazar, Roxxanne Polleys, Scott McGinnis, Seth A. Gale, Tia C. Hall, Tuan Luu, Steven Chao, Emmeline Lin, Jaila Coleman, Kevin Epperson, Minal Vasanawala, A. Atri, Amy Rangel, Brittani Evans, Candy Monarrez, Carol Cline, Carolyn Liebsack, Daniel Bandy, Danielle Goldfarb, Debbie Intorcia, Jennifer Olgin, Kelly Clark, Kelsey King, Kylee York, Marina Reade, Michael Callan, M Glass, Michaela Johnson-ACNP, Michele Gutierrez, Molly Goddard, Nadira Trncic, Parichita Choudhury, P. V. Reyes, Serena Lowery, Shaundra Hall, Sonia Olgin, Stephanie Santiago, Michael Alosco, Alyssa Ton, Amanda Jiménez, Andrew Ellison, Anh Tran, Brandon Anderson, Della Carter, Donna Veronelli, Steven Lenio, Eric Steinberg, Jesse Mez, Jason Weller, Jennifer Johns, Jessica Harkins, Alexa Puleio, Ina Hoti, Jane Mwicigi, O E SCHULTZ, Mona Lauture, Ridiane Denis, Ronald Killiany, Sarab Singh, Wendy Qiu, Ycar Devis, Thomas O. Obisesan, Andrew Stone, Debra Ordor, Ifreke Udodong, Immaculata Okonkwo, Javed Khan, Jillian Turner, Kyliah Hughes, Oshoze Kadiri, Charles J. 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 Patel, Hongzheng Zhang, Kelly Wallace, K J Ayers, Maria Gallegos, Martha R. Forloines, M. Sinn, Queennie Majorie S Kahulugan, Richard Isip, Sandra Calderon, T. F. R. Hamm, Michael Borrie, T-Y Lee, Dr Rob Bartha, Sterling Johnson, Sanjay Asthana, Cynthia M Carlsson, Allison Perrin, Pierre N. Tariot, Adam Fleisher, S. L. Reeder, Horacio Capote, Allison Emborsky, Anna G. Mattle, Bela Ajtai, Benjamin Wagner, Bennett Myers, Daryn Slazyk, Delaney Fragale, Erin Fransen, Heather Macnamara, J M Falletta, Joseph Hirtreiter, Laszlo Mechtler, Megan C. King, Michael Asbach, Michelle Rainka, R Zawislak, Scott Wisniewski, Stephanie S. O’Malley, Tatiana Jimenez-Knight, Todd Peehler, Traci Aladeen, Vernice Bates, Violet Wenner, Wisam Elmalik, D W Scharre, Arun Ramamurthy, Soumya Bouchachi, Maria Kataki, Rawan Tarawneh, Dzintra Celmins, Alicia Leader, Chris Figueroa, Heather Bauerle, Katlynn Patterson, Michael Reposa, Steven Presto, Tuba Ahmed, Wendy Stewart, Godfrey D Pearlson MD, Karen Blank, Karen Anderson, Robert B. Santulli, Eben S. Schwartz, Jeff Williamson, Alicia Jessup, Andrea Williams, Crystal Duncan, Abigail O’Connell, Karen Gagnon, Ezequiel Zamora, James Bateman, Freda Crawford, Deb Thompson, E. R. C. Walker, Jennifer Rowell, Mikell White, Phillip Hunter Ledford, Sarah Bohlman, Susan Henkle, J. R. Bottoms, Lena Moretz, Bevan Hoover, Michael Shannon, Samantha 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, S. Warren, Terry Fogerty, Victoria Sanborn, Meghan Riddle, Stephen Salloway, Paul Malloy, Stephen Correia, Charles Windon, M C Blackburn, Howard J Rosen, Bruce L Miller, Amanda Smith, Ijeoma Mba, Jenny Echevarria, Juris Janavs, Emily Roglaski, Meagan Yong, Rebecca Devine, Hamid Okhravi, Edgardo Rivera, Teresa Kalowsky, Caroline Smith, Christina Rosario, Joseph C. Masdeu, Richard H. Le, Maushami Gurung, Marwan Sabbagh, Angelica Garcia, Micah Ellis Slaughter, Nadeen Elayan, Skieff Acothley, Nunzio Pomara, Raymundo Hernando, Vita Pomara, Chelsea Reichert, Olga Brawman‐Mintzer, Allison Acree, Arthur Williams, Campbell Long, Rebecca Long, P A Newhouse, Sydni Jenee Hill, Amy Boegel, Sudha Seshadri, Amy R. Saklad, F. E. Jones, William T. Hu, V Sotelo, Yaneicy Gonazalez Rojas, Jacobo Mintzer, Crystal Flynn Longmire, Kenneth Spicer
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Résumé fourni par la source
MOTIVATION: Neurodegenerative disorders influence millions of people worldwide, and uncovering the pathogenesis is of urgent need. Many efforts have been made to detect or predict neurodegenerative disorders, while exploring the pathogenesis has been ignored from a systemic perspective. RESULTS: To handle this issue, we propose a novel and powerful method, referred to as Pathogenesis-aware Mutual-Assistance Classification and Regression Optimization (Pa-MACRO). First, Pa-MACRO incorporates a mutual-assistance bidirectional mapping technique with a joint-embedding fine-grained interpretability module. This can extract the intrinsic factors and their interactions of multimodal pathogenesis. Second, our method can simultaneously classify an at-risk individual and predict the severity triggered by neurodegenerative disorders. Furthermore, to address the small sample size issue and the high-dimensional issue, we meticulously incorporate a semi-supervised cooperative learning method to integrate unlabeled data and extend it to a chromosome-wide setting in the spirit of divide-and-conquer. The Alzheimer's Disease Neuroimaging Initiative (ADNI) database was used to evaluate Pa-MACRO. Without bells and whistles, Pa-MACRO establishes new state-of-the-art results in various settings while maintaining superior interpretability, verifying its power and versatility in revealing the pathogenesis of neurodegenerative disorders. AVAILABILITY AND IMPLEMENTATION: The software is publicly available at https://github.com/ZJ-Techie/Pa-MACRO.
Ce résumé expose les affirmations des auteurs. BNTIC ne l’interprète pas comme une validation indépendante des résultats.
Contrôle bibliographique ouvert
DOI retrouvé dans Crossref DOI retrouvé ; titre concordant.
- Titre Crossref
- Mutual learning for joint disease detection and severity prediction reveals multimodal pathogenesis for neurodegenerative disorders
- Date Crossref
- 27/12/2025
- 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 ne compte pas comme une seconde source scientifique indépendante.
Institutions déclarées
Une affiliation ne permet pas de déduire la nationalité d’un auteur.
Sujets associés
Machine Learning in HealthcareGenomics and Rare DiseasesDementia and Cognitive Impairment Research