7 research outputs found
Uncovering the heterogeneity and temporal complexity of neurodegenerative diseases with Subtype and Stage Inference
- Author
- A. Adeli
- A. Arighi
- A. de Mendonç
- A. Fleisher
- A. Kertesz
- A. Lerner
- A. Norbash
- A. Oliver
- A. Padovani
- A. Preda
- A. Rosen
- A. Sarrael
- A. Schwartz
- A. Smith
- A. Verdelho
- A.D. Brown
- A.E. Budson
- A.I. Levey
- A.J. Furst
- A.J. Saykin
- A.L. Young
- A.M. Hake
- A.P. Porsteinsson
- A.W. Toga
- B. Ances
- B. Borowski
- B. Borroni
- B. Cerbone
- B. Lane
- B. Lind
- B. Mudge
- B. Nacmias
- B. Reynolds
- B. Stefanovic
- B.A. Raj
- B.L. Miller
- B.M. Spann
- B.R. Matthews
- B.R. Ott
- B.S. Goldstein
- C. Andersson
- C. Bernick
- C. Brand
- C. Caldwell
- C. Decarli
- C. Fenoglio
- C. Ferreira
- C. Graff
- C. Hosein
- C. Hunt
- C. Maruta
- C. Mathis
- C. Mc-Adams-Ortiz
- C. Onyike
- C. Polito
- C. Sadowsky
- C. Ward
- C. Wu
- C.A. Michel
- C.D. Smith
- C.H. van Dyck
- C.M. Belden
- C.M. Carlsson
- C.R. Jack
- C.S. Albers
- D. Bachman
- D. Celmins
- D. Clark
- D. D’
- D. Drost
- D. Fleischman
- D. Galimberti
- D. Geldmacher
- D. Gessert
- D. Harvey
- D. Holtzman
- D. Jones
- D. Kerwin
- D. Knopman
- D. Marson
- D. Massoglia
- D. Mathews
- D. Munic
- D. Nguyen
- D. Tang-Wai
- D. Varon
- D. Wolk
- D.C. Alexander
- D.H. Silverman
- D.L. Thomas
- D.M. Cash
- D.M. Simpson
- D.W. Scharre
- E. Finger
- E. Fletcher
- E. Householder
- E. Mitsis
- E. Oates
- E. Premi
- E. Roberson
- E. Rogaeva
- E. Scarpini
- E. Woo
- E.A. Zimmerman
- E.C. Petrie
- E.M. Reiman
- E.R. Peskind
- E.S. Schwartz
- F. Hefti
- F. Parfitt
- F. Tagliavini
- F. Watkins
- G. Bartzokis
- G. Binetti
- G. Chaing
- G. Conrad
- G. Jicha
- G. Jiminez
- G. Li
- G. Lombardi
- G. Marshall
- G. Rossi
- G. Sorensen
- G. Thai
- G. Tremont
- G.B. Frisoni
- G.D. Pearlson
- G.G. Fumagalli
- G.R. Hsiung
- H. Bergman
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- H. Feldman
- H. Fillit
- H. Grossman
- H. Johnson
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- Publication venue
- 'Springer Science and Business Media LLC'
- Publication date
- 01/12/2018
- Field of study
The heterogeneity of neurodegenerative diseases is a key confound to disease understanding and treatment development, as study cohorts typically include multiple phenotypes on distinct disease trajectories. Here we introduce a machine-learning technique\u2014Subtype and Stage Inference (SuStaIn)\u2014able to uncover data-driven disease phenotypes with distinct temporal progression patterns, from widely available cross-sectional patient studies. Results from imaging studies in two neurodegenerative diseases reveal subgroups and their distinct trajectories of regional neurodegeneration. In genetic frontotemporal dementia, SuStaIn identifies genotypes from imaging alone, validating its ability to identify subtypes; further the technique reveals within-genotype heterogeneity. In Alzheimer\u2019s disease, SuStaIn uncovers three subtypes, uniquely characterising their temporal complexity. SuStaIn provides fine-grained patient stratification, which substantially enhances the ability to predict conversion between diagnostic categories over standard models that ignore subtype (p = 7.18
7 10 124 ) or temporal stage (p = 3.96
7 10 125 ). SuStaIn offers new promise for enabling disease subtype discovery and precision medicine
Recommended from our members
OBSERVATION OF CHEMICAL SHIFTS OF O17 NUCLEI IN VARIOUS CHEMICAL ENVIRONMENT
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- eScholarship, University of California
- Publication date
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- K. Fukamichi
- K. Fukamichi
- K. Ikeda
- K. Ikeda
- K. Ikeda
- K. Kume
- K. Schröder
- K. Sumiyama
- K. Sumiyama
- K.A. Gschneidner Jr.
- K.C. Whittaker
- K.J. Standley
- K.P. Gupta
- L. Pál
- L.A.A. Warnes
- L.C. Bartel
- L.E. Drain
- L.E. Hedman
- L.G. Feinstein
- L.G. Maystrenko
- L.H. Bennett
- L.J. Swartzendruber
- L.N. Larikov
- L.N. Larikov
- L.R. Aronin
- L.R. Edwards
- L.R. Jackson
- M. Eibschutz
- M. Fallot
- M. Hansen
- M. Hasegawa
- M. Hatherly
- M. Hayase
- M. Hennion
- M. Kawakami
- M. Kawakami
- M. Kawakami
- M. Kontani
- M. Marcinkowski
- M. Matsui
- M. Matsui
- M. Matsumura
- M. Mekata
- M. Mori
- M. Okazaki
- M. Okazaki
- M. Shiga
- M. Shiga
- M. Shiga
- M. Shiga
- M. Shiga
- M. Shiga
- M. Shiga
- M. Yamamoto
- M.A. Taylor
- M.B. Salamon
- M.F. Collins
- M.F. Collins
- M.J. Besnus
- M.J. Marcinkowsky
- M.K. Wilkinson
- M.M. Kirillova
- M.M. Kirillova
- M.V. Dekhtyar
- M.V. Dekhtyar
- M.V. Nevitt
- M.V. Nevitt
- M.V. Nevitt
- M.V. Nevitt
- M.V. Nevitt
- M.V. Nevitt
- N. Buis
- N. Buis
- N. Cowlam
- N. Hamada
- N. Kunitomi
- N. Kunitomi
- N. Mori
- N. Mori
- N. Mori
- N. Sueda
- N.J. Marcone
- N.N. Kuz'min
- N.S. Rajan
- N.V. Volkenshtein
- O. Caporaletti
- O. Moze
- O. Moze
- O.P. Nazimov
- P. Chevenard
- P. Greenfield
- P. Peretto
- P. Radhakrishna
- P.A. Suprunenko
- P.C. Camargo De
- P.N. Stetsenko
- R. Chiffey
- R. Cywinski
- R. Hahn
- R. Hempelmann
- R. Hempelmann
- R. Kohlhaas
- R. Lingelbach
- R. Vilar
- R.A. Gaziev
- R.B. Goldfarb
- R.C. LaForce
- R.C. Reno
- R.D. Lowde
- R.D. Shull
- R.G. Aitken
- R.G. Barnes
- R.G. Barnes
- R.G. Fedchenko
- R.H. Dean
- R.J. Chandross
- R.L. Streever
- R.M. Bozorth
- R.M. Hornreich
- R.W. McCallum
- R.W.N. Kinnear
- S. Arajs
- S. Arajs
- S. Arajs
- S. Arajs
- S. Chikazumi
- S. Chikazumi
- S. Crane
- S. Iida
- S. Ikeda
- S. Katano
- S. Katano
- S. Katano
- S. Kawarazaki
- S. Kaya
- S. Komura
- S. Komura
- S. Komura
- S. Komura
- S. Maki
- S. Maki
- S. Maki
- S. Maki
- S. Ohara
- S. Taniguchi
- S. Wada
- S.A. Ahern
- S.A. Marei
- S.C. Abragams
- S.D. Antipov
- S.D. Antipov
- S.H. Algie
- S.I. Kokotov
- S.J. Pickart
- S.J.M. Stoelinga
- S.K. Burke
- S.K. Burke
- S.K. Burke
- S.K. Burke
- S.M. Dubiel
- S.M. Dubiel
- S.M. Shapiro
- T. Cey
- T. Cey
- T. Farcas
- T. Hashimoto
- T. Hori
- T. Kemeny
- T. Kohara
- T. Kohara
- T. Kohara
- T. Murakami
- T. Nakamichi
- T. Nakamichi
- T. Nakamichi
- T. Nakamichi
- T. Sakakibara
- T. Satoh
- T. Satoh
- T. Shinjo
- T. Suzuki
- T. Suzuki
- T. Taoka
- T. Taoka
- T. Wakiyama
- T. Yamada
- T. Yamada
- T.D. Zotov
- T.F. Smith
- T.J. Bastow
- T.M. Holden
- U. Gonser
- V. Jaccarino
- V. Marian
- V. Tutovan
- V. Tutovan
- V.A. Makarov
- V.E. Egorushkin
- V.E. Rode
- V.E. Rode
- V.E. Rode
- V.E. Rode
- V.E. Rode
- V.E. Rode
- V.E. Rode
- V.I. Goman'lov
- V.I. Pecherskay
- V.I. Pecherskaya
- V.M. Kalinin
- V.P. Fadin
- V.V. Kokorin
- V.V. Kokorin
- V.V. Singer
- V.V. Singer
- V.Ya. Il'ichev
- W. Bendick
- W. Brückner
- W. Köster
- W. Köster
- W. Köster
- W. Köster
- W. Köster
- W. Köster
- W. Köster
- W. Proctor
- W. Sucksmith
- W. Teoh
- W. Williams Jr.
- W.B. Pearson
- W.C. Koehler
- W.E. Wallace
- W.E. Wallace
- W.H. Keesom
- W.J. Bueller
- W.P. Rees
- Y. Aoki
- Y. Aoki
- Y. Aoki
- Y. Aoki
- Y. Aoki
- Y. Aoki
- Y. Aoki
- Y. Aoki
- Y. Aoki
- Y. Aoki
- Y. Asada
- Y. Bando
- Y. Bando
- Y. Endoh
- Y. Endoh
- Y. Endoh
- Y. Endoh
- Y. Hamaguchi
- Y. Hamaguchi
- Y. Hamaguchi
- Y. Ishikawa
- Y. Ishikawa
- Y. Ishikawa
- Y. Ishikawa
- Y. Ishikawa
- Y. Ishikawa
- Y. Ishikawa
- Y. Ishikawa
- Y. Ishikawa
- Y. Ishikawa
- Y. Ishikawa
- Y. Kitaoka
- Y. Koi
- Y. Koi
- Y. Kôi
- Y. Masuda
- Y. Matsunaga
- Y. Nakai
- Y. Nakai
- Y. Nakai
- Y. Nakamura
- Y. Nakamura
- Y. Nakamura
- Y. Nishihara
- Y. Shiozaki
- Y. Sumitomo
- Y. Syono
- Y. Takano
- Y. Yao
- Yu.A. Dorofeev
- Yu.A. Gribov
- Yu.A. Gribov
- Z.B. Chachkhiani
- Publication venue
- 'Springer Science and Business Media LLC'
- Publication date
- 01/01/1986
- Field of study