1. Lineage and ecology define liver tumor evolution in response to treatment.
- Author
-
Revsine M, Wang L, Forgues M, Behrens S, Craig AJ, Liu M, Tran B, Kelly M, Budhu A, Monge C, Xie C, Hernandez JM, Greten TF, Wang XW, and Ma L
- Subjects
- Humans, Cell Lineage genetics, Gene Expression Profiling, Transcriptome genetics, Tumor Microenvironment genetics, Liver Neoplasms genetics, Liver Neoplasms therapy, Liver Neoplasms pathology
- Abstract
A tumor ecosystem constantly evolves over time in the face of immune predation or therapeutic intervention, resulting in treatment failure and tumor progression. Here, we present a single-cell transcriptome-based strategy to determine the evolution of longitudinal tumor biopsies from liver cancer patients by measuring cellular lineage and ecology. We construct a lineage and ecological score as joint dynamics of tumor cells and their microenvironments. Tumors may be classified into four main states in the lineage-ecological space, which are associated with clinical outcomes. Analysis of longitudinal samples reveals the evolutionary trajectory of tumors in response to treatment. We validate the lineage-ecology-based scoring system in predicting clinical outcomes using bulk transcriptomic data of additional cohorts of 716 liver cancer patients. Our study provides a framework for monitoring tumor evolution in response to therapeutic intervention., Competing Interests: Declaration of interests The authors declare no competing interests., (Published by Elsevier Inc.)
- Published
- 2024
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