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Record W3201026716 · doi:10.1038/s41398-021-01602-5

Staging tau pathology with tau PET in Alzheimer’s disease: a longitudinal study

2021· article· en· W3201026716 on OpenAlex
Shi-Dong Chen, Jiaying Lu, Hong‐Qi Li, Yuxiang Yang, Jiehui Jiang, Mei Cui, Chuantao Zuo, Lan Tan, Qiang Dong, Jin‐Tai Yu, Michael W. Weiner, Paul Aisen, Ronald C. Petersen, Clifford R. Jack, William J. Jagust, John Q. Trojanowki, Arthur W. Toga, Laurel Beckett, Robert C. Green, Andrew J. Saykin, John C. Morris, Richard J. Perrin, Leslie M. Shaw, María C. Carrillo, William Z. Potter, Lisa L. Barnes, Marie Bernard, Héctor Alfredo Baptista González, Carole Ho, John Hsiao, Jonathan Jackson, Eliezer Masliah, Donna Masterman, Ozioma C. Okonkwo, Laurie Ryan, Nina Silverberg, Diana Truran Sacrey, Juliet Fockler, Cat Conti, Dallas P. Veitch, John Neuhaus, Chengshi Jin, Rachel L. Nosheny, Miriam T. Ashford, Derek Flenniken, Adrienne Kormos, Michael S. Rafii, Rema Raman, Gustavo Jiménez, Michael Donohue, Devon Gessert, Jennifer Salazar, Caileigh Zimmerman, Yuliana Cabrera, Sarah Walter, Garrett Miller, Godfrey Coker, Taylor Clanton, Lindsey Hergesheimer, Stephanie Smith, Payam Mahboubi, Shelley Moore, Jeremy Pizzola, Elizabeth Shaffer, Brittany Sloan, Danielle Harvey, Arvin Forghanian-Arani, Bret Borowski, Christopher G. Schwarz, David T. Jones, Jeff Gunter, Kejal Kantarci, Matthew L. Senjem, Prashanthi Vemuri, Robert I. Reid, Nick C. Fox, Ian B. Malone, Paul M. Thompson, Sophia I. Thomopoulos, Talia M. Nir, Neda Jahanshad, Charles DeCarli, Alexander Knaack, Evan Fletcher, Duygu Tosun, Stephanie Rossi Chen, Mark Choe, Paul A. Yushkevich, Sandhitsu R. Das, Eric M. Reiman, Kewei Chen, Susan Landau, Nigel J. Cairns, Erin Householder, Erin Franklin, Haley Bernhardt, Lisa Taylor‐Reinwald, Magdalena Korecka, Michal Figurski, Scott Neu, Kwangsik Nho, Shannon L. Risacher, Liana G. Apostolova, Li Shen, Kelly Nudelman, Kelley Faber, Kristi Wilmes, Leon J. Thal, Zaven S. Khachaturian, Lisa C. Silbert, Betty Lind, Rachel Crissey, Jeffrey Kaye, Raina Carter, Sara Dolen, Joseph F. Quinn, Lon S. Schneider, Sonia Pawluczyk, Mauricio Becerra, Liberty Teodoro, Karen Dagerman, James Brewer, Adam Fleisher, Jaimie Ziolkowski, Judith L. Heidebrink, Lisa Zbizek-Nulph, Joanne Lord, Sara S. Mason, Colleen S. Albers, David S. Knopman, Kris Johnson, Javier Villanueva‐Meyer, Valory Pavlik, Nathaniel Pacini, Ashley Lamb, Joseph S. Kass, Rachelle S. Doody, Victoria Shibley, Munir Chowdhury, Susan Rountree, Mimi Dang, Yaakov Stern, Lawrence S. Honig, Akiva Mintz, Beau M. Ances, David Winkfield, Maria Carroll, Georgia Stobbs-Cucchi, Angela Oliver, Mary L. Creech, Mark A. Mintun, Stacy Schneider, David Geldmacher, Marissa Natelson Love, Randall Griffith, David Clark, John Brockington, Daniel Marson, Hillel Grossman, Martin Goldstein, Jonathan Greenberg, Effie Mitsis, Raj C. Shah, Melissa Lamar, Patricia Samuels, Ranjan Duara, Maria T. Greig‐Custo, Rosemarie Rodriguez, Marilyn Albert, Chiadi U. Onyike, Leonie Farrington, Scott Rudow, Rottislav Brichko, Stephanie Kielb, Amanda Smith, Balebail Ashok Raj, Kristin Fargher, Martin Sadowski, Thomas Wısnıewskı, Melanie Shulman, Arline Faustin, Julia Rao, Karen M. Castro, Anaztasia Ulysse, Shannon Chen, Mohammed O. Sheikh, Jamika Singleton-Garvin, P. Murali Doraiswamy, Jeffrey R. Petrella, Olga James, Terence Z. Wong, Salvador Borges‐Neto, Jason Karlawish, David A. Wolk, Sanjeev Vaishnavi, Christopher M. Clark, Steven E. Arnold, Charles D. Smith, Gregory A. Jicha, Riham El Khouli, Flavius D. Raslau, Oscar L. López, MaryAnn Oakley, Donna M. Simpson, Anton P. Porsteinsson, Kim Martin, Nancy Kowalski, Melanie Keltz, Bonnie S. Goldstein, Kelly M. Makino, M. Saleem Ismail, Connie Brand, Brendan Kelley, Trung Nguyen, Kyle Womack, Dana Mathews, Mary Quiceno, Allan I. Levey, James J. Lah, Ihab Hajjar, Janet S. Cellar, Jeffrey M. Burns, Russell H. Swerdlow, William M. Brooks, Daniel Silverman, Sarah Kremen, Kathleen Tingus, Po H. Lu, George Bartzokis, Ellen Woo, Edmond Teng, Neill R. Graff‐Radford, Francine Parfitt, Kim Poki-Walker, Martin R. Farlow, Ann Marie Hake, Brandy R. Matthews, Jared R. Brosch, Scott Herring, Christopher H. van Dyck, Adam P. Mecca, Susan P. Good, Martha G. MacAvoy, Richard E. Carson, Pradeep Varma, Howard Chertkow, Susan Vaitekunis, Chris Hosein, Sandra E. Black, Bojana Stefanovic, Chris Heyn, Ging‐Yuek Robin Hsiung, Ellen Kim, Benita Mudge, Vesna Sossi, Howard Feldman, Michele Assaly, Elizabeth Finger, Stephen Pasternak, Irina Rachinsky, Andrew Kertesz, Dick Drost, John Rogers, Ian Grant, Brittanie Muse, Emily Rogalskı, Jordan Robson, M.‐Marsel Mesulam, Diana Kerwin, Chuang‐Kuo Wu, Nancy Johnson, Kristine Lipowski, Sandra Weıntraub, Borna Bonakdarpour, Nunzio Pomara, Raymundo Hernando, Antero Sarrael, Howard J. Rosen, Bruce L. Miller, David C. Perry, Raymond Scott Turner, Kathleen Johnson, Brigid Reynolds, Kelly McCann, Jessica Poe, Reisa A. Sperling, Keith A. Johnson, Gad A. Marshall, Christine M. Belden, Alireza Atri, Kelly Clark, Edward Zamrini, Marwan N. Sabbagh, Ronald Killiany, Robert A. Stern, Jesse Mez, Neil W. Kowall, Andrew E. Budson, Thomas O. Obisesan, Oyonumo Ntekim, Saba Wolday, Javed Khan, Evaristus Nwulia, Sheeba Nadarajah, Alan J. Lerner, Paula Ogrocki, Curtis Tatsuoka, Parianne Fatica, Pauline Maillard, John Olichney, Owen Carmichael, Vernice Bates, Horacio Capote, Michelle Rainka, Michael Borrie, T‐Y Lee, Robert Bartha, Sterling C. Johnson, Sanjay Asthana, Cynthia M. Carlsson, Allison Perrin, Anna Burke, Douglas W. Scharre, Maria Kataki, Rawan Tarawneh, David Hart, Earl A. Zimmerman, Dzintra Celmins, Del D. Miller, Laura L. Boles Ponto, Karen Ekstam Smith, Hristina Koleva, Hyungsub Shim, Ki Won Nam, Susan K. Schultz, Jeff D. Williamson, Suzanne Craft, Jo Cleveland, Mia Yang, Kaycee M. Sink, Brian R. Ott, Jonathan Drake, Geoffrey Tremont, Lori A. Daiello, Aaron Ritter, Charles Bernick, Donna Munic, Abigail O’Connelll, Jacobo Mintzer, Arthur Wiliams, Joseph C. Masdeu, Jiong Shi, Angelica Garcia, Paul Newhouse, Stephen Salloway, Paul Malloy, Stephen Correia, Smita Kittur, Godfrey D. Pearlson, Karen Blank, Karen Anderson, Laura A. Flashman, Marc Seltzer, Mary L. Hynes, Robert B. Santulli, Norman Relkin, Gloria Chiang, Michael Lin, Lisa Ravdin, Athena Lee, Ron Petersen, Thomas C. Neylan, Jordan Grafman, Tom Montine, Sarah Danowski, Catherine Nguyen-Barrera, Jacqueline Hayes, Shannon Finley, Matt A. Bernstein, Norm Foster, Sungeun Kim, Bryan M. Spann, Kimberly S. Blanchard, Debra Fleischman, Konstantinos Arfanakis, Daniel Varón, Maria T. Greig, Kimberly S. Martin, Christopher Reist, Carl Sadowsky, Walter Martínez, Teresa Villena, Elaine R. Peskind, Eric C. Petrie, Gail Li, Jerome A. Yesavage, Joy L. Taylor, Steven Chao, Jaila Coleman, Jessica D. White, Barton Lane, Allyson Rosen, Jared Tinklenberg, Scott Mackin, Gustavo Jimenez‐Maggiora, Erin Drake, Mike Donohue, Craig Nelson, David Bickford, Meryl A. Butters, Michelle Zmuda, Denise A. Reyes, Yiu Ho Au, Kelly Scherer, Daniel Catalinotto, Samuel Stark, Elise Ong, Dariella Fernandez

Why this work is in the frame

A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.

affAt least one author lists a Canadian institution in the pinned OpenAlex snapshot.
fundA Canadian funder is recorded on the work.

Bibliographic record

VenueTranslational Psychiatry · 2021
Typearticle
Languageen
FieldMedicine
TopicDementia and Cognitive Impairment Research
Canadian institutionsParkwood InstituteSunnybrook Health Science CentreMcGill UniversityJewish General Hospital
FundersNational Institute on AgingNational Institute of Biomedical Imaging and BioengineeringCanadian Institutes of Health ResearchNational Institutes of HealthH. Lundbeck A/SServierNational Natural Science Foundation of ChinaEisaiGenentechIXICOFudan UniversityNorthern California Institute for Research and EducationPfizerBiogenBioClinicaF. Hoffmann-La RocheUniversity of Southern CaliforniaEli Lilly and CompanyU.S. Department of DefenseNational Center for Advancing Translational SciencesMeso Scale DiagnosticsAlzheimer's Disease Neuroimaging InitiativeNovartis Pharmaceuticals CorporationBristol-Myers SquibbAlzheimer's AssociationFoundation for the National Institutes of Health
KeywordsBiomarkerStage (stratigraphy)Alzheimer's Disease Neuroimaging InitiativeCognitive declineOncologyDiseaseHazard ratioPsychologyProportional hazards modelNeuroimagingPositron emission tomographyInternal medicineCognitionAlzheimer's diseaseAmyloid (mycology)NeuropathologyMedicineDementiaNeurosciencePathologyBiologyConfidence interval

Abstract

fetched live from OpenAlex

Abstract A biological research framework to define Alzheimer’ disease with dichotomized biomarker measurement was proposed by National Institute on Aging–Alzheimer’s Association (NIA–AA). However, it cannot characterize the hierarchy spreading pattern of tau pathology. To reflect in vivo tau progression using biomarker, we constructed a refined topographic 18 F-AV-1451 tau PET staging scheme with longitudinal clinical validation. Seven hundred and thirty-four participants with baseline 18 F-AV-1451 tau PET (baseline age 73.9 ± 7.7 years, 375 female) were stratified into five stages by a topographic PET staging scheme. Cognitive trajectories and clinical progression were compared across stages with or without further dichotomy of amyloid status, using linear mixed-effect models and Cox proportional hazard models. Significant cognitive decline was first observed in stage 1 when tau levels only increased in transentorhinal regions. Rates of cognitive decline and clinical progression accelerated from stage 2 to stage 3 and stage 4. Higher stages were also associated with greater CSF phosphorylated tau and total tau concentrations from stage 1. Abnormal tau accumulation did not appear with normal β-amyloid in neocortical regions but prompt cognitive decline by interacting with β-amyloid in temporal regions. Highly accumulated tau in temporal regions independently led to cognitive deterioration. Topographic PET staging scheme have potentials in early diagnosis, predicting disease progression, and studying disease mechanism. Characteristic tau spreading pattern in Alzheimer’s disease could be illustrated with biomarker measurement under NIA–AA framework. Clinical–neuroimaging–neuropathological studies in other cohorts are needed to validate these findings.

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.

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)0.000
metaresearch head score (Gemma)0.000
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesInsufficient payload (model declined to judge)
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Observational · Consensus signal: Observational
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.012
Threshold uncertainty score1.000

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0000.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
Science and technology studies0.0000.000
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0010.000

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 head0.038
GPT teacher head0.353
Teacher spread0.315 · 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