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

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Abstract 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.
Oxford University Press (OUP)
You Cheng Yingnan He Karthik Gopinath Benjamin Billot Juan Eugenio Iglesias Chao-Yi Wu Hiroko Dodge Anne-Marie Wills Becky Carlyle Pia Kivisäkk Bradley T Hyman Steven E Arnold Sudeshna Das Frank Tennigkeit Andrea Pfeifer Christine Vincenzetti Fabien Monin Gautam Maitra Joseph O'Sullivan Alex Teligladas Ana Diaz Christophe Bintener Cindy Birck Dianne Gove Jean Georges Katherine Ellis Stefanie Peulen Eva Danasi Georgios Vlachos Nicolaos Scarmeas Alexandre Mencik Cynthia Ng Hernan J Picard Mats Ericson Matt Gaunt Nicolas Pourbaix Rob Lenz Rodolphe Eyraud Ross McGarrity Veronique Chauvet Ala-Eddine Allouche 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 Stephane Lehericy Tatiana Akake Beshelemu Belén Garcia Alonso Bet Molina Ian Sherriff Pedro Pesini Pedro Tirado Virgina Pérez Alan McNeill Alicia Gibson Andrew Fox Bert Overduin Christine Lee David Allan David Taylor Emma McDonald Harry Peaker Karen O'Hanlon Karen Thornton Lorna Harper Pamela Brankin Robert Bryce Rodrigo Barnes Ana Belén Callado Andreea Radoi Annabella Beteta Arcadi Navarro Beatriz Blasco Carolina Herrero Carolina Minguillon Eider Arenaza Eva Nebot Gema Huesa Gemma Salvadó Blasco Gloria Oliver Gonzalo Sánchez Benavides Gregory Operto Iva Knezevic Jordi Camí Jose Luis Molinuevo Juan Domingo Gispert Julieta Pereda Karine Fauria Laia Tenas Mahnaz Shekari Maria Teresa Buongiorno Maria Escrivà Marta Milà Meritxell Santos Monica Montserrat Montse Alegret Neus Cadevall Noemí Carranza Oriol Grau Rivera Paula Marne Paula Petrone Raffaele Cacciaglia Sofia Menezes-Cabral Barbara Wendelberger Mark Fitzgerald Melanie Quintana Scott Berry Shawn Andersson Tammy Berry Andy Bolan Bjorn Sperling Dominic Walsh Elena Ratti Emily Smyth Fred Lawson Inna Tsvang Jeffrey Sevigny Joao Pinho brandao John Ogorman Marcus Unternärer Marija V Jankovich Martin Pan Olga Mitelman Philip 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Yieh Magda Van Dyck Mahesh Samtani Marie de Vulder Marija Jovanovic Marisa Ehinger Mark Schmidt Melanie Warzeski Michael Fogle Michele Mangini Mila Etropolski Nikolay Manyakov Serge Van Der Geyten Seth Ness Simon Lovestone Sipma Hendrik Susan Katz Suzanne Foy Theresa Martino Tim Elliott Timothy Tracy Vanessa Bosmans Vladimir Dragalin Wouter Deneyer Yordan Godinov Alina Solomon Ann-Marie Stromberg Applee Akter Björn Kull Francesca Mangialasche Göran Hagman Gunhild Waldemar Gunilla Johansson Hilkka Soininen Ida Kettley Katarina Risbecker Malin Aspö Marie Larksater Myroslava Protsiv Nenad Bogdanovic Phatcharee Chareonto Shireen Sindi Steen Hasselbalch Stefan Borg Ulrika Akenine Vesna Jelic Miia Kivipelto Jessica Röber Robert Perneczky Bjørn Grønning Corine Baayen Ejner Knud Moltzen Helle Birgitte Mengel Henrik Bolgan A A A Thomsen June Lund Pedersen Kristian Windfeld Lisa Hellström Märta Segerdahl Storck Morten Rosted Philip Hougaard Tilde Dyring Weidlich Carine Djuika Lutz Frölich Agnieszka Trubacz Christopher Weber Christopher Randolph Harald Hampel Michael Ewers John Harrison Andrew Donaldson Donna Cairney Sheila MacFayden Tracy Baird Adrian Mander Andrea Wadeson Brian Tom Costanza Di Fant Gavin Lingiah James Howlett Keith Merle Lisa Brown Rebekah Davies Robin Huang Simon White Steven Hill Farid Chekani Jina Swartz Letitia Reyniers Rezaul Khandker Tamara Connelly Laurie Ryan Elizabeth Coulthard James Selwood Natalie Rosewell Rebecca Cousins Cynthia Duggan Catriona McNeill Derek Brown Shona McKay Alasdair Lawrie Emma Darling Julie Scott Kirsten McClelland-Brooks Justine Hudson Kate Ferguson Peter Connelly Prasad Guntur Ramkumar Tiffany Stewart Ana Graf Barbara Stolz Dieter Nussher Etienne Pigeolet Giulia Lestini Gwenaelle Fillon Ines Paule Marianne Maman Sema Cheyun Stephan Korte Yvonne Madawela Jeff Kaye Bruno Dubois Patrick Feukam Talla Sana Akel Baptiste Porte Julien Dumurgier Sandrine Indart Yaël Slama Alexandra Fayel Gerald Luscan Hannah Hurst James Eshelby Mariana Gameiro Max Mirza Olga Krylova Olivier Drap Paul Marrone Rachel Schindler Yves Brault Ewa Iwaniuk Magdalena Lapinska Magdalena Maslowska Jacek Dobryniewski Michael Gold M A-LEK - Maciej Maciejowski Christina Rabe Enisa Alibasic Friedemann Krause Jason Hanon Joanna Wright Jyoti Srivastava Maryline Simon Richard Batrla-Utermann Silvia Barbara Schmid Simone Wahl Udo Eichenlaub Verena Neuhold Ingo Kilimann Stefan Teipel Clemens Peter Dianne Stephanie Van Houdt Edo Richard Jordy Birahy Marthe Smedinga Reli Pascale Sonja Bemelmans Stephanie 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 Nacera Hamdani Nathalie Piton Philippe Rocolle Romain Hahn Carlos Díaz Estefanía Callado Nina Coll Nuria Subirats Saira Ramasastry Sandra Pla Achim Fischer Adam Schwarz Alex Bowtell Antonella Chiucchiuini Henrik 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Monika Maini 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 Battista Frisoni Jennyfer Sturzmann Margherita Mauri Marina Boccardi Mathilde Boillat Maura M P Parapini Monica Almici Paulina Andryszak Sven Haller Tatjana Stevanovic Christopher Kipps Susan Jackson Charlotte Frick Henrik Zetterberg Kaj Blennow Linnea Petersson Maria Berglund Silke Kern Alexandra Radford Annalena Venneri Joanne Sidebottom Patrick Easton Rosie Clegg Walter Kullur Tom Hartley Amy Chinner Antoniya Markova Ash Sexton Caroline Jenkins Clare Mackay Corinne Prescott David Ruvolo Delia Gheorghe Denis Murphy Gem Pope Gill Cane Gill Wells Ivan Koychev Jasmine Blane Jennifer Lawson John Gallacher Juliana Ballaminut Justin Lowen Karla Westphal 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 André Van der Wal Aniko Hazelebach Anna Elisabeth Leeuwis Casper De Boer Fiona Heeman Frederik Barkhof Isadora Lopes-Alves Jeroen van Leur Lea ter Meulen Lisa Vermunt Luigi Lorenzini Lyduine Eisa Collij Mara ten Kate Martijn van Houten Menno Stellingwerff Merel Hermans Michel Telkamp Niels Prins Philip Scheltens Pieter Jelle Visser Silvia Ingala Wendy van Veen Michelle McDonald Clare Taylor Genevieve Morrison Mara Golemme Paresh Malhotra Sithuya Mahalingam Christine van Broechhoven Johan Goeman Sebastiaan Engelborghs Wendy Wittebolle
Title: Brain MRI signatures across sex and CSF Alzheimer’s disease biomarkers
Description:
Abstract 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.

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