Clustering on longitudinal quality‐of‐life measurements using growth mixture models for clinical prognosis: Implementation on CCTG/AGITG CO.20 trial

Clustering on longitudinal quality‐of‐life measurements using growth mixture models for clinical prognosis: Implementation on CCTG/AGITG CO.20 trial

Abstract Introduction Analyzing longitudinal cancer quality‐of‐life (QoL) measurements and their impact on clinical outcomes may improve our understanding of patient trajectories during systemic therapy. We applied an unsupervised growth mixture modeling (GMM) approach to identify unobserved subpopu...

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Bibliographic Details
Main Authors: Jiahui Zhang, Weili Kong, Pingzhao Hu, Derek Jonker, Malcolm Moore, Jolie Ringash, Jeremy Shapiro, John Zalcberg, John Simes, Dongsheng Tu, Chris J. O'Callaghan, Geoffrey Liu, Wei Xu
Format: Article
Language:English
Published: Wiley 2023-03-01
Series:Cancer Medicine
Subjects:
cancer treatment
clustering
growth mixture model
quality of life
survival analysis
Online Access:https://doi.org/10.1002/cam4.5341

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