Single-Cell RNA sequencing analysis of cellular heterogeneity and microenvironment-driven signaling networks in acute myeloid leukemia
Acute myeloid leukemia (AML) exhibits cellular heterogeneity that complicates tumor micro-environment (TME) characterization. We integrated single-cell RNA sequencing (scRNA-seq) with BayesPrism bulk transcriptomic deconvolution to compare cellular composition by cytogenetic risk (favorable versus adverse). scRNA-seq identified immune and malignant hematopoietic populations, including leukemia stem cell (LSC) and granulocyte-monocyte-progenitor clusters, with recurrent alterations involving chromosomes 5, 7, and 8. TCGA-LAML deconvolution reconstructed cell-type-resolved profiles and linked adverse-risk AML to poorer overall survival. CellChat showed expanded cell-cell communication in adverse-risk disease involving SPP1, CXCL, GRN, TENASCIN, VCAM, and WNT signaling, particularly in leukemic stem-like and megakaryocytic compartments. Pathway analysis implicated differentiation arrest and immune exhaustion. In-silico repurposing nominated belinostat: ASGARD ranked it the top HDAC inhibitor, and scRANK characterized its HDAC1-centered target network. Gene-set analysis showed consistent interferon-gamma responses across key cell populations. These findings provide a transcriptome-based, hypothesis-generating framework linking cellular heterogeneity, microenvironmental signaling, and therapeutic vulnerabilities in adverse-risk AML.
Authors
- Lo‐Jei Ching
- Po‐Shen Ko (ORCID: https://orcid.org/0000-0001-9299-0352)
- Ping‐Hsing Tsai (ORCID: https://orcid.org/0000-0003-2141-1872)
- Yu-Jou Cheng
- Chia-Hao Wang (ORCID: https://orcid.org/0000-0001-5749-7175)
- Huan Ou-yang
- Yuan‐Tzu Lan (ORCID: https://orcid.org/0000-0001-7350-6529)
- Yiwei Chen (ORCID: https://orcid.org/0000-0002-7108-6150)
- Shih-Hwa Chiou
- Wen-Liang Lo
- Pin-I Huang
- Yi-Ping Yang
- Yen-Hung Yao
Institutions
- National Yang Ming Chiao Tung University (TW)
- Taipei Veterans General Hospital (TW)
Publication Details
- Journal
- Leukemia & lymphoma/Leukemia and lymphoma
- Published
- 2026-10-29
- DOI
- https://doi.org/10.1080/10428194.2026.2740252
- Primary Topic
- Acute Myeloid Leukemia Research
- Type
- article
- Field-Weighted Citation Impact
- 0.00