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Record W4410876084 · doi:10.1093/braincomms/fcaf210

Brain MRI signatures across sex and CSF Alzheimer’s disease biomarkers

2025· article· en· W4410876084 on OpenAlexfundno aff
You Cheng, Yingnan He, Karthik Gopinath, Benjamin Billot, Juan Eugenio Iglesias, Chao‐Yi Wu, Hiroko H. Dodge, Anne‐Marie Wills, Becky C. Carlyle, Pia Kivisäkk, Bradley T. Hyman, Steven E. Arnold, Sudeshna Das, Frank Tennigkeit, Andrea Pfeifer, Christine Vincenzetti, Fabien Monin, G. C. Maitra, Joseph A. O’Sullivan, Alex Teligladas, Ana Diaz, Christophe Bintener, Cindy Birck, Dianne Gove, Jean Georges, Katherine Ellis, Stefanie Peulen, Eva Danasi, Nicolaos Scarmeas, Alexandre Mencik, Chi‐Fai Ng, Hernàn Picard, Mats Ericson, Nicolas Pourbaix, Rob Lenz, Rodolphe Eyraud, Ross McGarrity, Véronique Chauvet, Béatrice Le Balanger, Bruno Dubois, Edith Benmansour, Francis Nyasse, Hicham Filali, Ihsen Youssef, Leslie Ameil, Marion Dubois, Nabila Lajaail, Nabila Nyasse, Nadja Younsi, Patrick Feukam Talla, Souza Benadjaoud, Stéphane Lehéricy, Tatiana Akake Beshelemu, Ian Sherriff, Pedro Pesini, Alan McNeill, A. A. M. Gibson, Andrew Fox, Bert Overduin, Christine G. Lee, David Allan, David Taylor, Emma‐Jane McDonald, Harry Peaker, Karen O'Hanlon, Kara J Thornton, Lorna Harper, Pamela Brankin, Rodrigo Barnes, Ana Belén Callado, Andreea Rădoi, Annabella Beteta, Arcadi Navarro, Beatriz Blasco, Carolina Herrero, Carolina Minguillón, Eider Arenaza, Gema Huesa, G Roessler Oliver, Gonzalo Sánchez Benavides, Grégory Operto, Iva Knezevic, Jordi Camı́, José Luís Molinuevo, Juan Domingo Gispert, J. Pereda, Karine Fauria, Laia Tenas, Mahnaz Shekari, Maríateresa Buongiorno, Maria Escrivà, Marta Milà‐Alomà, Meritxell Santos, M. Ramos Montserrat, Montserrat Alegret, Neus Cadevall, Noemí Carranza, Paula Marne, Paula Petrone, Raffaele Cacciaglia, Sofia Menezes‐Cabral, Barbara Wendelberger, Mark Fitzgerald, Melanie Quintana, Scott Berry, Tammy Berry, Andy Bolan, Bjørn Sperling, Dominic M. Walsh, Elena Ratti, Emily Nash Smyth, Inna Tsvang, Jeffrey Sevigny, Marcus Unternärer, M Jankovich, Olga Mitelman, Philip Liston-Kraft, Philipp von Rosenstiel, Samantha Buddhaeberlein, S. Knox, Tina M. Olsson, Birgit Goerke, Daniel Harder, Dorothee Schwall-rudolph, Gine Plaue, Glen Wunderlich, Jasmin Ghazvini, Julia Meyer-Kleinmann, Kathrin Huber, Lisa Hattemer, Mark Forrest Gordon, Martina Eckes, Mary C. Potter, Melanie Nusser, Miguel M. García, Rolf Goeggel, Russel Jones, S. Rau, Shannon Scanlon, Stephane Pollentier, Wilhelm Dieminger, Daniela Savina, Bernard Hanseeuw, M. Bortolotti, Jean‐François Démonet, A Warszawa, Marta Biel-Czarnecka, Maciej Czarnecki, Enise I. Incesoy, Felix Menne, Katja Lindner, Oliver Peters, Mélanie Leroy, Florence Pasquier, Manon Laforce, Audrey Gabelle, Caroline Grasselli, C Léger, Aurélie Gillet, Christelle Cadiet, Claire Boutoleau, Manon Guiguen, Rachel Chaigneau, Romain Muraz, Samia Melcion, Béatrice Dinthilac, Brune Rieunier, Bruno Vellas, Camille Coulange, Delphine Pennetier, Isabelle Carrié, Julien Delrieu Lapeyre, Laure Saint‐Aubert, Natalia del Campo, Nicole Batonneau, Pierre Jean Ousset, Sandrine Andrieu, Sophie Mourgues, Genoveva Montoya, Mario Riverol, Virginia Blasco, Amy Gerrish, Elisa Majouni, Felicity Sheppard, Georgina Menzies, Harriet G. Oldham, Julie Williams, Rebecca Sims, Siân Jones, Steven R. Head, Thomas D. Cushion, Valentina Scott-Price, Gaël Chételat, Ami Saver, Bruce Albala, D.E. FRY, Ella Potter, Johan Luthman, J. Rivera Concepcion, Lynn D. Kramer, Martin Rabe, Nadeem Sarwar, Robert J. Gordon, Sharon Dispoto, Shilpa Kakad, Shobha Dhadda, Sindhuja Musku, Sonjoy Braham, Susan DevenishMeares, Alette M. Wessels, Andrew G. Smith, Birgit Steckel-Hamann, Dan Holding, Eric Siemers, Florence Bayard, Holger Zimmermann, Jayetta Embry, Jennie Walgren, Jennifer A. Zimmer, Michael Hutton, Michael C. Irizarry, Trevor Smart, Alexander de Jong, Cornelia M. van Duijn, Eline M. Bunnik, Johan van der Lei, Krista Tromp, Laurence Hoezen, Maartje Schermer, Sander Woerdeman, Fabian Perpeet, Marc Zimmermann, Martin Hofmann‐Apitius, Meemansa Sood, Tobias Rechmann, Ana Pancho, Mar Buendía, Merçé Boada, Amaya García-Eizaga, Mikel Tainta, Pablo Martínez‐Lage, Jon Saldias, Marta Cañada, Ben Newton, Christopher Foley, Heena Mistry, Iracema Leroi, Rachel Rosenhead, Ross Dune, Rowen Norton, Tobias Langheinrich, Adrià Tort‐Merino, Beatríz Bosch, G. Esteban Fernández, Mircea Balasa, Andrea Fernández, J. Sánchez, Rocío García, Aixa Ghastin, Rafael Arroyo, Ana Muñoz, Angeles Barro, Tom Ashby, Tom Haber, Michael T. Ropacki, Alessandra Cincotti, Andrée Gauthier-Fisher, Charlotte Dumonte, Florent Trecanne, Isabelle Carrière, Isabelle Geahel, Karen Ritchie, Marie Baquet, Marion Mortamais, Vincent Boyer, Andrew Satlin, Alasdair I. MacDonald, Andrea Morton-Morys, Andrew Danson, Ben Cons, Benjamin Spence, B. M. Cooke, Catherine Brooker, Cathy Vanbelle, Elisabeth Gilmour, Fiona Ramage, Gary L. Johnson, James Rattenbury, Janet E. Hall, Jennifer Chambers, Joseph Milne, Lynne Hughes, Martin Dvořák, Shari Scott, Siva Kumar, Alberto Redolfi, Anna Mega, Daniele Altomare, E Rolandi, Michela Rampini, Moira Marizzoni, Sara Gipponi, Valentina Nicolosi, Valentina Saletti, C. Wilson, Derek Hill, Elin M. Rees, Heather Welch, Ioana Ababei, Jane Whitrow, Janet Munro, John E. Hall, John Woodside, Kate Barnes, Kate McLeish, Lea Marai, Mark C. Austin, Maryam Abaei, Mauro Sousa, Michelle Lax, Mike Radford, Oleg Belov, Robin Wolz, A. Gower, Ann Dierckx, Bart Vannieuwenhuyse, Caroline Sage, Christine Cully, Christophe Verbruggen, David Symnoski, Derya Ayaz, Enchi Liu, Eric Crouthamel, Gary Romano, Gerald Novak, Hendrik Sipma, Howard Greenberg, Isabelle Coste, Jeroen Schuermans, John A. Kemp, Joris Beke, Karen Bachner, Katrin Haeverans, Kyle Wathen, Laura Carrera‐García, Lennert Steukers, Liesbeth Cluckers, Lisa Ford, Luc Truyen, Lynn Yieh, Mahesh N. Samtani, Marie de Vulder, Marija Jovanović, Marisa Ehinger, Mark Schmidt, Melanie Warzeski, Michael Fogle, Mila Etropolski, Nikolay V. Manyakov, Serge Van der Geyten, Seth Ness, Simon Lovestone, Sipma Hendrik, Susan Katz, Suzanne Foy, Tim Elliott, T.L.Y. Tracy, Vanessa Bosmans, Vladimir Dragalin, Wouter Deneyer, Y. Godinov, Alina Solomon, Björn Kull, Francesca Mangialasche, Göran Hagman, Gunhild Waldemar, Gunilla Johansson, Hilkka Soininen, Ida Kettley, Katarina Risbecker, Malin Aspö, Marie Lärksäter, Myroslava Protsiv, Nenad Bogdanovic, Phatcharee Chareonto, Shireen Sindi, Steen Gregers Hasselbalch, Stefan Borg, Ulrika Akenine, Vesna Jelić, Miia Kivipelto, Jessica Röber, Robert Perneczky, Bjørn Grønning, Corine Baayen, Ejner K. Moltzen, H. Mengel, Henrik Bolgan, Alison Thomsen, Kristian Windfeld, Lisa Hellström, Morten Rosted, P. Hougaard, Tilde Dyring Weidlich, Carine Djuika, Agnieszka Trubacz, Christopher J. Weber, Christopher Randolph, Harald Hampel, Michael Ewers, J. Kevin Harrison, Andrew Donaldson, Donna Cairney, Sheila MacFayden, Tracy Baird, Adrian Mander, Andrea Wadeson, Brian D. M. Tom, Charles Fant, Gavin Lingiah, James Howlett, Keith Merle, Lisa M. Brown, Rebekah Davies, Robin Huang, Simon White, Steven C. Hill, Farid Chekani, Jina Swartz, Letitia Reyniers, Rezaul Karim Khandker, Laurie Ryan, Elizabeth Coulthard, James Selwood, Natalie Rosewell, Rebecca Cousins, Cynthia Duggan, Catriona McNeill, Derek Brown, Alasdair Lawrie, Julie A. Scott, Kirsten McClelland-Brooks, Justine Hudson, Kate Ferguson, Peter Connelly, Prasad Guntur Ramkumar, Tiffany M. Stewart, Ana Graf, Barbara Stolz, Dieter Nussher, Etienne Pigeolet, Giulia Lestini, Gwenaëlle Fillon, Inès Paule, Marianne Maman, Sema Cheyun, Stephan Korte, Yvonne Madawela, Jeffrey Kaye, S Akel, Baptiste Porte, Julien Dumurgier, Sandrine Indart, Yaël Slama, Alexandra Fayel, Gérald Luscan, Hannah Hurst, James Eshelby, Mariana Bombo Perozzi Gameiro, Olga Krylova, Olivier Drap, Paul Marrone, Rachel Schindler, Y. Brault, Ewa Iwaniuk, Magda Łapińska, Magdalena Maslowska, Jacek Dobryniewski, Michael Gold, Maciej Maciejowski, Christina Rabe, Enisa Alibasic, F. Krause, Jyoti Srivastava, Maryline Simon, Richard Batrla‐Utermann, Simone Wahl, Udo Eichenlaub, Verena Neuhold, Ingo Kilimann, Stefan Teipel, Dianne Stephanie Van Houdt, Edo Richard, Jordy Birahy, Marthe Smedinga, Reli Pascale, S. A. S. A. Bemelmans, S. M. Beukers, Wim van Oijen Samodzielny Publiczny Szpital Kliniczny, Katarzyna Lucka, Konrad Rejdak, Aleksandra Stjepanovic-Agovic, Caroline Cohen, Cornelia Mockwitz, Frederic Delalonde, Isabelle Clavier, Jean-François Dedieu, Laurence Mazuranok, Philippe Rocolle, Carlos Díaz, Estefanía Callado, Nina Coll, Nuria Subirats, Saira Ramasastry, Sandra Pla, Achim Fischer, Adam J. Schwarz, Alex Bowtell, Antonella Chiucchiuini, Henrik Andersson, Melissa Naylor, Polyna Khudyakov, Rajan Perinpanayagam, Zhong Wei, Howard Feldman, Tristy Tara, Timo Grimmer, Carol Brayne, David Ash, Dennis Chan, Guy Casy, John O’Brien, Judith P. Wilson, Michele K. York, Nadja Smailagic, Natassia Brenman, P. T. Geach, Richard Milne, Sally Atkinson, Sarah Findon, Sarah Taylor, Shirlene Badger, Susan Black, Will Clark, Zeynep Sahin, Babak Boroojerdi, Bernhard Greve, Daphne Derouane, David Marquet, Johannes Streffer, Katharina Angrosch, Mireille Delval, Peter Verplancke, Simon Dresse, Stefano Zanigni, Nick J. Fox, Paweł Markiewicz, Joel H. Kramer, Sabrina J. Erlhoff, Michael Schäffer, Adam Waldman, Alan Kennedy, Andy Kodiak, Angela Noble, Anna Anderson, Anna Borthwick, Anne Hall, Brian McTeir, Carol Di Perri, Cathie Sudlow, Chloe Kippen, Clare Dolan, Craig Ritchie, David L. Hill, David Matheson, Ellie Mcmaster, Emma Law, Fiona Campbell, Fiona Edler, Fiona E. Scott, Graciela Muñiz‐Terrera, Hannah Jobse, Hazel Milligan, Hinesh Topiwala, Howard Marriage, Jean Manson, J Middleton, Joanna Świderska, Joanna M. Wardlaw, Joanne MacConnell, Julie Edwards, Kathryn Carruthers, Katia Hervy, Katie Wells, Kristy Draper, Laura Doull, Lesley Niezynski, Loukia Koutsoventi, Lucy Stirland, Marise Bucukoglu, Molly Boughey, Natalie Jenkins, Neill Duncan, Neil Fullerton, Neil C. Mitchell, Ray French, Ruaridh Buchan, Rustam Al Shahi-Salman, Samuel Danso, Sarah Gregory, Sarah D. Sparks, Stina Saunders, Susan Shepherd, Tamlyn Watermeyer, Tom MacGillivray, Tom C. Russ, Tyler Seyhan Saunders, Val Renton, Vikki Leslie, Alexander Dzerzga, Britta Doelle, Christel Gatzke, Lena Sannemann, Manuela Thelen, Petra Schreiner-Kaub, Simone Stockter, Susan Thielking, Theresa Mueller, Frank Jessen, Andrea Toja, Elena Chipi, Lucia Farotti, Lucilla Parnetti, Owen Lancaster, Anthony J. Brookes, Brian Berry, Colin Veal, Dhiwagaran Thangavelu, J. Valls Solé, Marie Adams, Nickie Ketcher, Nicola A Ketcher, Vagelis Ladas, Alexandra Agogue, Ana Campillo, Andreas Schmalz, Bianca Auschra, Blanche Pirotte, Christine Trombert, Daria Genaro, Elisa Canzoneri, Emiliano Albanese, Estefania Vilarino, Giovanni B. Frisoni, Jennyfer Sturzmann, Margherita Mauri, Marina Boccardi, M. Fasnacht Boillat, Maura Parapini, Monica Almici, Paulina Andryszak, Sven Haller, Tatjana Stevanović, Christopher Kipps, Susan Jackson, Charlotte Frick, Henrik Zetterberg, Kaj Blennow, Linnea Petersson, Maria Berglund, Silke Kern, Alexandra Radford, Annalena Venneri, J Sidebottom, Patrick Easton, R. T. Clegg, Walter Kullur, Tom T. Hartley, Amy Chinner, Ashley R. Sexton, Corinne Prescott, David Ruvolo, Delia A. Gheorghe, Denis Murphy, Gill Cane, Gill Wells, Ivan Koychev, Jasmine Blane, Jennifer Lawson, John Gallacher, Juliana Ballaminut, Justin Lowen, Katherine Shepherd, Kay McNamee, Leona Wolters, Michael Ben Yehuda, Natalie Morgan, Neil Buckholtz, Nyla Haque, Patricia Burton, Sarah Bauermeister, Sarah Hoosdally, Shona Forster, Tequila Osborne, Vanessa Raymont, Ann van den Eynde, Sebastiaan Engelborghs, Rik Vandenberghe, Carine Schildermans, Alle Meije Wink, Aniko Hazelebach, Anna E. Leeuwis, Casper de Boer, Fiona Heeman, Frederik Barkhof, Isadora Lopes-Alves, Jeroen van Leur, Lea ter Meulen, Lisa Vermunt, Luigi Lorenzini, Lyduine E. Collij, Mara ten Kate, Menno D. Stellingwerff, Merel J.W. Adjobo-Hermans, Michel Telkamp, Niels D. Prins, Philip Scheltens, Pieter Jelle Visser, Silvia Ingala, Wendy van Veen, Michelle McDonald, Clare Taylor, Genevieve Morrison, Mara Golemme, Paresh Malhotra, Christine van Broechhoven, Johan Goeman, Wendy Wittebolle

Bibliographic record

VenueBrain Communications · 2025
Typearticle
Languageen
FieldNeuroscience
TopicFunctional Brain Connectivity Studies
Canadian institutionsnot available
FundersCanadian Institutes of Health ResearchNational Institutes of HealthGenentechIXICOH. Lundbeck A/SServierEisaiEuropean Federation of Pharmaceutical Industries and AssociationsPfizerNovartis Pharmaceuticals CorporationEli Lilly and CompanyMcMaster UniversityBioClinicaAlzheimer's Disease Neuroimaging InitiativeMeso Scale DiagnosticsNational Institute on AgingAlzheimer's AssociationBiogenNorthern California Institute for Research and EducationMassachusetts General HospitalFoundation for the National Institutes of Health
KeywordsNeuroscienceDiseaseMedicinePsychologyPathology

Abstract

fetched live from OpenAlex

The relationship between cerebrospinal fluid (CSF) biomarkers of Alzheimer's disease and neurodegenerative effects is not fully understood. This study investigates neurodegeneration patterns across CSF Alzheimer's disease biomarker groups, the association of brain volumes with CSF amyloid and tau status and sex differences in these relationships in a clinical neurology sample. MRI and CSF Alzheimer's disease biomarkers data were analysed in 306 patients of the Mass General Brigham healthcare system aged 50+ (mean age = 68.4 ± 8.8 years; 43.1% female), who had lumbar punctures within 1 year of clinical MRI scans. We first analysed neurodegeneration patterns across four biomarker groups: 60 controls (A-T-&CU; amyloid negative, tau negative, cognitively unimpaired), 25 A+T- (amyloid positive, tau negative), 121 A+T+ (amyloid positive, tau positive) and 100 other dementia (A-T-&CI; amyloid negative, tau negative, cognitively impaired). Second, we examined volumetric associations with amyloid (amyloid positive, tau negative versus control) and tau in the presence of amyloid (amyloid positive, tau positive versus amyloid positive, tau negative) across 52 brain areas. Third, we examined sex differences in these relationships. Finally, we validated core analyses across three independent datasets-NACC (National Alzheimer's Coordinating Center), ADNI (Alzheimer's Disease Neuroimaging Initiative) and EPAD (European Prevention of Alzheimer's Dementia)-totalling 3137 participants, and performed meta-analyses to obtain more robust estimates. We observed distinct neurodegeneration patterns across biomarker groups, with disrupted connectivity (brain volume covariance networks) in amyloid positive and other dementia groups, while amyloid and tau negative, cognitively unimpaired controls exhibited the most connected network. Amyloid was associated with subcortical, cerebellar and brainstem atrophy, with consistent association observations in the thalamus and amygdala across all four datasets. Tau in the presence of amyloid demonstrated general brain shrinkage through enlargement of extracerebral CSF, alongside unexpected ventricle shrinkages. Sex-based analyses revealed that A+T+ (amyloid positive, tau positive) had lower sex differences in connectivity patterns compared with other groups. Sex differences were also noted in amyloid-related ventricular volume changes. This study reveals how amyloid and tau affect brain connectivity and volume across sex and CSF biomarker groups, emphasizing global brain changes and sex differences. By leveraging automated pipelines and advanced MRI and biomarker analyses, we extracted meaningful and replicable findings from heterogeneous clinical samples from real-world data. The meta-analyses across four datasets enhance the generalizability of our results.

Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.

How this classification was reachedexpand

Full frame distilled prediction

Teacher imitation

Not calibrated prevalence, not ground truth. Human validation pending. Learned from the 10,348 direct Codex labels and 10,348 direct Gemma labels. Candidate is the union of thresholded teacher heads; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels or direct frontier model labels.

metaresearch head score (Codex)0.001
metaresearch head score (Gemma)0.017
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesMetaresearch, Science and technology studies
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: Not applicable
GenreCandidate signal: Commentary · Consensus signal: none
Teacher disagreement score0.922
Threshold uncertainty score1.000

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.017
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.001
Science and technology studies0.0020.001
Scholarly communication0.0000.000
Open science0.0010.002
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0000.000

Machine scores (provisional)

The two teacher heads of the student model, read on this work. A score orders the frame for review; it never asserts a category, and the validation status ships verbatim with every row.

Baseline scores from an immature model (maturity gate not passed, 7 training rounds). Scores rank; they never assert a category.

Opus teacher head0.057
GPT teacher head0.353
Teacher spread0.296 · how far apart the two teachers sit on this one work
Validation statusscore_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it

Classification

machine, unvalidated

Machine predicted; a candidate call from one teacher head, not a consensus.

Study designNot applicable
Domainnot available
GenreCommentary

How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".

Quick stats

Citations1
Published2025
Admission routes1
Has abstractyes

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