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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 Liston-Kraft
Philipp von Rosenstiel
Samantha Buddhaeberlein
Sean Knox
Tina Olsson
Birgit Goerke
Catherine Debove
Daniela Harder
Dorothee Schwall-rudolph
Gine Plaue
Glen Wunderlich
Jasmin Ghazvini
Julia Meyer-Kleinmann
Kathrin Huber
Lisa Hattemer
Mark Gordon
Martina Eckes
Mary Potter
Melanie Nusser
Miguel Garcia
Pamela Drake
Pauric Mcginty
Rolf Goeggel
Russel Jones
Sabine Rau
Shannon Scanlon
Stephane Pollentier
Stephanie Sommer
Susanna Flaherty
Wilhelm Dieminger
Daniela Savina
Bernard Hanseeuw
Murielle Bortolotti
Jean-Francois Demonet
A A A Warszawa
Marta Biel-Czarnecka
Maciej Czarnecki
Enise I Incesoy
Felix Menne
Katja Lindner
Oliver Peters
Melanie Leroy
Florence Pasquier
Manon Laforce
Audrey Gabelle
Caroline Grasselli
Charlotte Leger
Aurelie Gillet
Christelle Cadiet
Claire Boutoleau
Manon Guiguen
Rachel Chaigneau
Romain Muraz
Samia Melcion
Tiphaine Charriau
Béatrice Dinthilac
Brune Rieunier
Bruno Vellas
Camille Coulange
Delphine Pennetier
Isabelle Carrie
Julien Delrieu Lapeyre
Laure Saint-Aubert
Natalia del Campo
Nicole Batonneau
Pierre Jean Ousset
Sandrine S A Andrieu
Sophie Mourgues
Genoveva Montoya
Mario Riverol
Virginia Blasco
Amy Gerrish
Elisa Majouni
Felicity Sheppard
Georgina Menzies
Harriet Oldham
Julie Williams
Keith Sexton
Rebecca Sims
Sian Jones
Steven Head
Teresa Bowen
Thomas Cushion
Valentina Scott-Price
Gael Chetelat
Ami Saver
Bruce Albala
Danielle Fry
Eve Potter
Johan Luthman
Jude Concepcion
Lan Bandara
Lynn Kramer
Martin Rabe
Michele Valeri
Nadeem Sarwar
Robert Gordon
Sharon Dispoto
Shilpa Kakad
Shobha Dhadda
Sindhuja Musku
Sonjoy Braham
Sue Lyons
Susan DevenishMeares
Alette Wessels
Andrew G Smith
Birgit Steckel-hamann
Chrissie Spears
Dan Holding
Eric Siemers
Florence Bayard
Holger Zimmermann
Jayetta Embry
Jennie Lenora Walgren
Jennifer Zimmer
Michael Hutton
Michael C Irizarry
Trevor Smart
Alexander de Jong
Cornelia van Duijn
Eline Bunnik
Johan van der Lei
Krista Tromp
Laurence Hoezen
Maartje Schermer
Ramona van Dijk
Sander Woerdeman
Fabian Perpeet
Hannah Wolff
Marc Zimmermann
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Ana Pancho
Charo Cuevas
Mar Buendia
Merce Boada
Amaya García-Eizaga
Mikel Tainta
Pablo Martinez-Lage
Jon Saldias
Marta Canada
Ben Newton
Christopher Foley
Anita Davies
Heena Mistry
Iracema Leroi
Rachel Rosenhead
Ross Dune
Rowen Norton
Tobias Langheinrich
Adrià Tort
Beatriz Bosch
Guadalupe Fernandez
Mircea Balasa
Andrea Fernandez
Jesus Pascual Sanchez
Sara Lopez
Marta Ferrando
Rocío García
Aixa Ghastin
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Alicia Muñoz
Angeles Barro
Féix Viñuela Fernández
Tom Ashby
Tom Haber
Michael Ropacki
Alessandra Cincotti
Aurélie Gauthier
Aurélie Nier
Charlotte Dumonte
Florent Trecanne
Isabelle Carriere
Isabelle Geahel
Karen Ritchie
Marie Baquet
Marion Mortamais
Vincent Boyer
Andrew Satlin
Alasdair MacDonald
Andrea Morton-Morys
Andrew Danson
Anouska Penny
Ben Cons
Benjamin Spence
Betsy Cooke
Catherine Brooker
Cathy Vanbelle
Derenda West
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Emma Parkinson
Fiona Ramage
Gary Johnson
James Rattenbury
Janet Hall
Jennifer Chambers
John Tracey
Joseph Milne
Lynne Hughes
Martin Dvorak
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Salwa Beydoun
Shari Scott
Siva Kumar
Zia Haque
Alberto Redolfi
Anna Mega
Daniele Altomare
Elena Rolandi
Michela Rampini
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Conor Wilson
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Gunhild Waldemar
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Malin Aspö
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Phatcharee Chareonto
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Helle Birgitte Mengel
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M A-LEK - Maciej Maciejowski
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David Marquet
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Adam Waldman
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Anne Hall
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Chloe Kippen
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Craig Ritchie
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David Matheson
Doug Young
Eirini Souri
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Emma Law
Emma Munro
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Fiona Edler
Fiona Scott
Graciela Muniz Terrera
Hannah Jobse
Hazel Milligan
Hinesh Topiwala
Howard Marriage
Jean Manson
Jen Middleton
Joanna Swiderska
Joanna Wardlaw
Joanne MacConnell
Judi Syson
Julie Edwards
Kate Forsyth
Kathryn Carruthers
Katia Hervy
Katie Wells
Kristy Draper
Laura Doull
Laura Petrie
Lesley Niezynski
Lindsay Hampton
Loukia Koutsoventi
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Marise Bucukoglu
Molly Boughey
Natalie Jenkins
Neil Duncan
Neil Fullerton
Neil Mitchell
Ray French
Rebecca Flory
Ruaridh Buchan
Rustam Al Shahi-Salman
Samuel Danso
Sarah Gregory
Sarah Sparks
Stina Saunders
Susan Shepherd
Tamlyn Watermeyer
Tom MacGillivray
Tom Russ
Tyler Saunders
Val Renton
Vikki Leslie
Alexander Dzerzga
Britta Doelle
Christel Gatzke
Clause Escher
Denise Schneider
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
Jon Sole
Marie Adams
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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