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Implementation of In Vitro Drug Resistance Assays: Maximizing the Potential for Uncovering Clinically Relevant Resistance Mechanisms
Published on: December 9, 2015
Dynamic evolution of venetoclax resistance in acute myeloid leukemia unveiled by longitudinal single-cell RNA-seq
Huan Lu1, Huafeng Wang2, Qiwei Wang1
1Department of Hematology of the First Affiliated Hospital, Liangzhu Laboratory, Zhejiang University School of Medicine, Center for Stem Cell and Regenerative Medicine, Hangzhou, 310003, China; Institute of Hematology, Zhejiang University & Zhejiang Engineering Laboratory for Stem Cell and Immunotherapy, Hangzhou, 310058, China.
Abstract:
Despite extensive investigation into venetoclax resistance mechanisms in acute myeloid leukemia (AML), the dynamics of bone marrow (BM) microenvironment remodeling during venetoclax-based therapies remain poorly characterized at single-cell resolution. Using paired single-cell RNA sequencing of BM specimens from AML patients undergoing DAV therapy (venetoclax/decitabine/cytarabine; pre- vs post-treatment), we systematically mapped therapy-induced transcriptional reprogramming, regulatory network alterations, and niche crosstalk across clinical response subgroups. Our analysis revealed two pivotal mechanisms governing therapeutic outcomes: First, pre-existing immune-activating niches marked by elevated HLA class I presentation synergized with therapy-enhanced CD8+ T cell cytotoxicity and reduced tumor-promoting stroma-leukemia interactions to facilitate favorable responses. Second, responder leukemic cells exhibited transposable element (TE)-associated type I interferon signaling upregulation. Primitive leukemic clones displayed IMPDH2-high states linked to BCL2 inhibitor sensitivity, while resistant monocytic populations upregulated glycolysis and MCL1 to bypass BCL2 dependence. Leveraging these insights, we established a prognostic signature predicting patient responses to venetoclax-based therapies, validated in independent cohorts (Tumor Profiler, BeatAML2). High-risk patients identified by this signature demonstrated heightened sensitivity to IGF-1R inhibition. Functional validation in an established resistant cell line model confirmed that IGF-1R inhibition synergized with DAV by suppressing glucose uptake and differentiation. This study provides a comprehensive single-cell atlas of BM microenvironment evolution during venetoclax-based therapy, proposes a prognostic biomarker, and identifies a clinically actionable strategy to overcome therapeutic resistance in AML.
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