Evidence map›Paper›PMID 41671387›Full record

ArticleCancer research2026

Integrative Multiomic Classification Reveals Distinct Origins and Evolutionary Trajectories of Thymic Epithelial Tumors.

Seongyeol Park, Kijong Yi, Jieun Lee, Myung Jin Yang, Joo-Hye Song, Joonoh Lim, Taewoo Kim, Seokhwi Kim, Su Yeon Kim, Hyung-Don Kim and 20 more

Abstract read
In one paragraph

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

0numbers the graph read from it
0cells of the map it votes in
1citing papers in PubMed
–field-weighted citation impact
1 · What the graph read from it

What it found

Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.

The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.

2 · The registry

The trial behind it

Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.

Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.

3 · Its place in the literature

Who cites it

1 citing paper in PubMed.

  1. Review
4 · The record

Corrections and comments

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

30 authors.

Seongyeol ParkGraduate School of Medical Science and Engineering, Korea Advanced Institute of Science and Technology (KAIST), Daejeon, Korea.ORCID 0000-0002-9236-5853
Kijong YiGraduate School of Medical Science and Engineering, Korea Advanced Institute of Science and Technology (KAIST), Daejeon, Korea.ORCID 0000-0003-1656-1243
Jieun LeeDepartment of Surgery, Seoul National University Bundang Hospital, Seongnam, Korea.ORCID 0000-0002-5808-912X
Myung Jin YangGraduate School of Medical Science and Engineering, Korea Advanced Institute of Science and Technology (KAIST), Daejeon, Korea.ORCID 0000-0003-4493-9418
Joo-Hye SongCenter for Vascular Research, Institute for Basic Science (IBS), Daejeon, Korea.ORCID 0000-0002-9295-6127
Joonoh LimGraduate School of Medical Science and Engineering, Korea Advanced Institute of Science and Technology (KAIST), Daejeon, Korea.ORCID 0000-0002-2836-8259
Taewoo KimGraduate School of Medical Science and Engineering, Korea Advanced Institute of Science and Technology (KAIST), Daejeon, Korea.ORCID 0000-0003-0223-9317
Seokhwi KimGraduate School of Medical Science and Engineering, Korea Advanced Institute of Science and Technology (KAIST), Daejeon, Korea.ORCID 0000-0001-7646-5064
Su Yeon KimGraduate School of Medical Science and Engineering, Korea Advanced Institute of Science and Technology (KAIST), Daejeon, Korea.ORCID 0009-0002-6241-5060
Hyung-Don KimGraduate School of Medical Science and Engineering, Korea Advanced Institute of Science and Technology (KAIST), Daejeon, Korea.ORCID 0000-0001-9959-0642
Yoon Ho KimCancer Research Institute, Seoul National University, Seoul, Korea.ORCID 0000-0002-1536-2237
Sae Bom LeeCancer Research Institute, Seoul National University, Seoul, Korea.ORCID 0009-0003-5070-0208
Yoo Jin JungCancer Research Institute, Seoul National University, Seoul, Korea.ORCID 0009-0009-4927-3951
Hansol ParkGraduate School of Medical Science and Engineering, Korea Advanced Institute of Science and Technology (KAIST), Daejeon, Korea.ORCID 0000-0001-5984-2868
Jake June-Koo LeeGraduate School of Medical Science and Engineering, Korea Advanced Institute of Science and Technology (KAIST), Daejeon, Korea.ORCID 0000-0003-1348-4094
Yohan AnGraduate School of Medical Science and Engineering, Korea Advanced Institute of Science and Technology (KAIST), Daejeon, Korea.ORCID 0009-0005-0034-3921
Jeonghwan YoukGraduate School of Medical Science and Engineering, Korea Advanced Institute of Science and Technology (KAIST), Daejeon, Korea.ORCID 0000-0002-6761-3958
Kwon Joong NaDepartment of Thoracic and Cardiovascular Surgery, Seoul National University Hospital, Seoul, Korea.ORCID 0000-0003-4158-9790
Samina ParkDepartment of Thoracic and Cardiovascular Surgery, Seoul National University Hospital, Seoul, Korea.ORCID 0000-0001-9625-2672
Hyun Joo LeeDepartment of Thoracic and Cardiovascular Surgery, Seoul National University Hospital, Seoul, Korea.ORCID 0000-0002-3092-2167
In Kyu ParkDepartment of Thoracic and Cardiovascular Surgery, Seoul National University Hospital, Seoul, Korea.ORCID 0000-0003-3550-5554
Chang Hyun KangDepartment of Thoracic and Cardiovascular Surgery, Seoul National University Hospital, Seoul, Korea.ORCID 0000-0002-1612-1937
Eui-Cheol ShinGraduate School of Medical Science and Engineering, Korea Advanced Institute of Science and Technology (KAIST), Daejeon, Korea.ORCID 0000-0002-6308-9503
Tae Min KimDepartment of Internal Medicine, Seoul National University Hospital, Seoul, Korea.ORCID 0000-0001-6145-4426
Won Do HeoDepartment of Biological Science, KAIST, Daejeon, Korea.ORCID 0000-0001-7541-7319
Charles LeeThe Jackson Laboratory for Genomic Medicine , Farmington, Connecticut.ORCID 0000-0001-7317-6662
Gou Young KohGraduate School of Medical Science and Engineering, Korea Advanced Institute of Science and Technology (KAIST), Daejeon, Korea.ORCID 0000-0002-1231-1485
Sung-Yup ChoCancer Research Institute, Seoul National University, Seoul, Korea.ORCID 0000-0002-2720-6952
Young Seok JuGraduate School of Medical Science and Engineering, Korea Advanced Institute of Science and Technology (KAIST), Daejeon, Korea.ORCID 0000-0002-5514-4189
Young Tae KimCancer Research Institute, Seoul National University, Seoul, Korea.ORCID 0000-0001-9006-4881

Funding

College of Medicine, Seoul National University (SNUCM) 800-20170345Institute for Basic Science (IBS) IBS-R025-D1Korea Health Industry Development Institute (KHIDI) HI17C1836National Research Foundation of Korea (NRF) 2020R1A6A3A01100621National Research Foundation of Korea (NRF) NRF-2014R1A2A2A05003665National Research Foundation of Korea (NRF) NRF-2020R1A3B2078973Suh Kyungbae Foundation of Korea SUHF-18010082The Health Fellowship Foundation 00000
6 · The paper itself

Abstract

Thymic epithelial tumors (TET), comprising various histologic types of thymomas and thymic carcinomas, originate from thymic epithelial cells (TEC). Each histologic type is typically associated with a distinct immune cell composition and clinical manifestation. A better understanding of the cellular origins and molecular pathways underlying this heterogeneity is needed to improve patient stratification and treatment. In this study, we conducted an integrated genomic and transcriptomic analysis of 124 thymomas and 13 thymic carcinomas, including 20 newly sequenced cases, combined with 117 cases from publicly available datasets. Single-cell transcriptomic data from murine thymic tissues across developmental stages were incorporated to further investigate potential cells of origin. This approach stratified TETs into three subgroups with different possible origins: GTF2I-mutant (GTF2I-type) thymomas, copy number-altered (CN-type) thymomas, and thymic carcinomas. GTF2I-type thymomas, carrying hotspot GTF2I mutations, displayed transcriptional profiles resembling thymic epithelial progenitors. In contrast, CN-type thymomas, characterized by frequent copy-number alterations and IRS4 oncogene transcriptional activation, showed expression patterns similar to differentiated TECs. Thymic carcinomas, with high mutational burdens, exhibited profiles comparable with thymic tuft cells. The three subgroups also differed markedly in transcriptional programs, including lipid metabolism and immune phenotypes. Early acquisition of chromosomal copy-number alterations in CN-type thymomas further supported different evolutionary paths among subgroups. Together, these findings provide insights into the cellular origins and tumorigenic processes of TETs and underscore the value of integrative genomics for accurate cancer classification. SIGNIFICANCE: Thymic epithelial tumors can be classified into three subgroups based on genomic features and potential cells of origin, highlighting the importance of integrative analyses for accurate classification and therapeutic discovery.

Indexed as

Neoplasms, Glandular and EpithelialThymomaThymus NeoplasmsAnimalsDNA Copy Number VariationsEpithelial CellsGene Expression ProfilingGene Expression Regulation, NeoplasticGenomicsHumansMiceMultiomicsMutationSingle-Cell Gene Expression AnalysisThymus GlandTranscription Factors, TFIIGTF2I protein, humanTranscription Factors, TFII

Identifiers

PMID41671387
PMCPMC13012242

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LicenceCC BY-NC-ND
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Registered trials

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Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.