Data-Driven Disease Progression Modeling-Reference-Cited by-同舟云学术

Data-Driven Disease Progression Modeling

Published:2023 Issue: Volume: Page:511-532
ISSN:0893-2336
Container-title:Machine Learning for Brain Disorders
language:
Short-container-title:

Author:

Oxtoby Neil P.

Abstract

AbstractIntense debate in the neurology community before 2010 culminated in hypothetical models of Alzheimer’s disease progression: a pathophysiological cascade of biomarkers, each dynamic for only a segment of the full disease timeline. Inspired by this, data-driven disease progression modeling emerged from the computer science community with the aim to reconstruct neurodegenerative disease timelines using data from large cohorts of patients, healthy controls, and prodromal/at-risk individuals. This chapter describes selected highlights from the field, with a focus on utility for understanding and forecasting of disease progression.

Publisher

Springer US

Link

https://link.springer.com/content/pdf/10.1007/978-1-0716-3195-9_17

Reference63 articles.

1. Jack CR, Knopman DS, Jagust WJ, Shaw LM, Aisen PS, Weiner MW, Petersen RC, Trojanowski JQ (2010) Hypothetical model of dynamic biomarkers of the Alzheimer’s pathological cascade. Lancet Neurol 9(1):119–128. https://doi.org/10.1016/S1474-4422(09)70299-6

2. Aisen PS, Petersen RC, Donohue MC, Gamst A, Raman R, Thomas RG, Walter S, Trojanowski JQ, Shaw LM, Beckett LA, Jr CRJ, Jagust W, Toga AW, Saykin AJ, Morris JC, Green RC, Weiner MW (2010) Clinical core of the Alzheimer’s disease neuroimaging initiative: progress and plans. Alzheimer’s Dementia 6(3):239–246. https://doi.org/10.1016/j.jalz.2010.03.006

3. Oxtoby NP, Alexander DC, EuroPOND Consortium (2017) Imaging plus X: multimodal models of neurodegenerative disease. Curr Opin Neurol 30(4). https://doi.org/10.1097/WCO.0000000000000460

4. Young AL, Oxtoby NP, Ourselin S, Schott JM, Alexander DC (2015) A simulation system for biomarker evolution in neurodegenerative disease. Med Image Anal 26(1):47–56. https://doi.org/10.1016/j.media.2015.07.004

5. Lecture notes in computer science;H Fonteijn,2011

Cited by 1 articles. 订阅此论文施引文献订阅此论文施引文献，注册后可以免费订阅5篇论文的施引文献，订阅后可以查看论文全部施引文献

1. Data‐driven disease progression model of Parkinson's disease and effect of sex and genetic variants;CPT: Pharmacometrics & Systems Pharmacology;2024-02-19