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Dynamic multimodal survival prediction in multiple myeloma integrating gene expression, longitudinal laboratory measurements, and treatment history.

Shangru Jia, Artem Lysenko, Keith A Boroevich, Alok Sharma, Tatsuhiko Tsunoda

Briefings in bioinformaticsSep 1, 2026PMID 42704271doi:10.1093/bib/bbag475 PMC13548322Journal ArticlepubmedProvenance
Source
PubMed
Retrieved
Sep 29, 2026
Layer
normalized (units and labels harmonized; values unchanged)
Run
ING-PUBMED-20260929-000001
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Prognostic stratification in multiple myeloma (MM) relies on staging systems fixed at diagnosis, discarding temporal information accumulated during treatment. We developed a dynamic multimodal framework that predicts residual overall survival from observation windows of 1-18 months post-diagnosis.…

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