Evidence map›Paper›PMID 41673764›Full record

ArticleClinical epigenetics2026

Single-nucleus multi-omics delineates distinct epigenetic programs associated with tumor progression in lung adenocarcinoma.

Yeji Kim, Huiram Kang, Yongki Hwang, Kyung Soo Kim, Seok Whan Moon, Jeonghan Kim, Seung Joon Kim, Hae-Ock Lee

Abstract read
In one paragraph

Article in Clinical epigenetics, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 1 paper.

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1citing papers in PubMed
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1 · What the graph read from it

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3 · Its place in the literature

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1 citing paper in PubMed.

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4 · The record

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5 · Who and what money

Authors and funding

8 authors.

Yeji KimDepartment of Microbiology, College of Medicine, The Catholic University of Korea, Seoul, Korea.
Huiram KangDepartment of Microbiology, College of Medicine, The Catholic University of Korea, Seoul, Korea.
Yongki HwangDivision of Pulmonology, Department of Internal Medicine, Seoul St. Mary's Hospital, College of Medicine, The Catholic University of Korea, Seoul, Korea.
Kyung Soo KimDepartment of Thoracic and Cardiovascular Surgery, College of Medicine, The Catholic University of Korea, Seoul, Korea.
Seok Whan MoonDepartment of Thoracic and Cardiovascular Surgery, College of Medicine, The Catholic University of Korea, Seoul, Korea.
Jeonghan KimDepartment of Medical Sciences, Graduate school, The Catholic University of Korea, Seoul, Korea.
Seung Joon KimDivision of Pulmonology, Department of Internal Medicine, Seoul St. Mary's Hospital, College of Medicine, The Catholic University of Korea, Seoul, Korea. cmcksj@catholic.ac.kr.ORCID http://orcid.org/0000-0003-4836-8958
Hae-Ock LeeDepartment of Microbiology, College of Medicine, The Catholic University of Korea, Seoul, Korea. haeocklee@catholic.ac.kr.ORCID http://orcid.org/0000-0001-5123-0322

Funding

National Research Foundation of Korea NRF-2022R1A2C1091451, RS-2023-00220840National Research Foundation of Korea RS-2025-00564116
6 · The paper itself

Abstract

backgroundLung adenocarcinoma (LUAD), the most prevalent type of lung cancer, displays marked molecular and cellular heterogeneity driven by diverse oncogenic alterations. Many of these changes are thought to occur during the transformation of alveolar type 2 (AT2) cells, which function as stem-like progenitors and likely cells of origin for LUAD. To investigate the regulatory mechanisms underlying AT2 cell transformation and intratumoral heterogeneity, we performed single-nucleus RNA sequencing (snRNA-seq) and single-nucleus Assay for Transposase-Accessible Chromatin sequencing (snATAC-seq) as a multiome assay.

resultsTumor specimens from two LUAD patients with TP53 mutations, one harboring a ROS1 fusion, were analyzed. snRNA-seq defined major cell populations and distinguished tumor cells from AT2 cells based on inferred copy number alterations. Integration with snATAC-seq data identified differentially accessible chromatin regions and their linked target genes through peak-to-gene associations. Trajectory inference indicated a gradual transition from AT2 to tumor cell states in one case, accompanied by transcription factor-driven epigenomic remodeling. In contrast, the ROS1 fusion case exhibited a breakpoint between SLC34A2 (exon 13) and ROS1 (exons 31-32), associated with PI3K/AKT/mTOR pathway activation and distinct gene activity profiles.

conclusionsThese findings indicate patient-specific patterns of tumor evolution in LUAD, with one case showing a progressive AT2-to-tumor transition and another driven by ROS1 fusion-mediated oncogenic signaling. Together, they highlight how transcriptional and epigenetic programs diverge across tumor contexts, contributing to inter-patient heterogeneity in LUAD.

Indexed as

Adenocarcinoma of LungLung NeoplasmsCell NucleusDisease ProgressionEpigenesis, GeneticFemaleGene Expression Regulation, NeoplasticHumansMultiomicsMutationProtein-Tyrosine KinasesProto-Oncogene ProteinsSequence Analysis, RNASodium-Phosphate Cotransporter Proteins, Type IIbTumor Suppressor Protein p53Protein-Tyrosine KinasesProto-Oncogene ProteinsROS1 protein, humanSLC34A2 protein, humanSodium-Phosphate Cotransporter Proteins, Type IIbTP53 protein, humanTumor Suppressor Protein p53Assay for transposase-accessible chromatin sequencingLung adenocarcinomaMultiome assayNon-small cell lung cancerSingle-nucleus RNA sequencing

Identifiers

PMID41673764
PMCPMC13200395

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