Evidence map›Paper›PMID 40312720›Full record

ArticleMolecular cancer2025

Multi‑omics analysis identifies different molecular subtypes with unique outcomes in early-stage poorly differentiated lung adenocarcinoma.

Bing Liu, Wei Tao, Xuantong Zhou, Li-Di Xu, Yanrui Luo, Xin Yang, Qingjie Min, Miao Huang, Yuge Zhu, Xinrun Cui and 7 more

Erratum issuedAbstract read
In one paragraph

Article in Molecular cancer, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. An erratum has been issued. Cited by 9 papers.

0numbers the graph read from it
0cells of the map it votes in
9citing 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

9 citing papers in PubMed.

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  7. Rewriting the RNA code: an mFrontiers in immunology · 2026
    Review
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4 · The record

Corrections and comments

5 · Who and what money

Authors and funding

17 authors.

Bing Liu *Key Laboratory of Carcinogenesis and Translational Research (Ministry of Education), Department of Thoracic Surgery II, Peking University Cancer Hospital & Institute, Beijing, 100142, China.
Wei Tao *Genecast Biotechnology Co, Ltd, Wuxi, Jiangsu, China.
Xuantong Zhou *Key Laboratory of Carcinogenesis and Translational Research (Ministry of Education), Department of Thoracic Surgery II, Peking University Cancer Hospital & Institute, Beijing, 100142, China.
Li-Di XuGenecast Biotechnology Co, Ltd, Wuxi, Jiangsu, China.
Yanrui LuoGenecast Biotechnology Co, Ltd, Wuxi, Jiangsu, China.
Xin YangKey Laboratory of Carcinogenesis and Translational Research (Ministry of Education), Department of Pathology, Peking University Cancer Hospital & Institute, Beijing, China.
Qingjie MinKey Laboratory of Carcinogenesis and Translational Research (Ministry of Education), Laboratory of Molecular Oncology, Peking University Cancer Hospital & Institute, Beijing, China.
Miao HuangKey Laboratory of Carcinogenesis and Translational Research (Ministry of Education), Department of Thoracic Surgery II, Peking University Cancer Hospital & Institute, Beijing, 100142, China.
Yuge ZhuKey Laboratory of Carcinogenesis and Translational Research (Ministry of Education), Department of Thoracic Surgery II, Peking University Cancer Hospital & Institute, Beijing, 100142, China.
Xinrun CuiKey Laboratory of Carcinogenesis and Translational Research (Ministry of Education), Department of Thoracic Surgery II, Peking University Cancer Hospital & Institute, Beijing, 100142, China.
Yaqi WangKey Laboratory of Carcinogenesis and Translational Research (Ministry of Education), Department of Thoracic Surgery II, Peking University Cancer Hospital & Institute, Beijing, 100142, China.
Tongyang GongKey Laboratory of Carcinogenesis and Translational Research (Ministry of Education), Department of Thoracic Surgery II, Peking University Cancer Hospital & Institute, Beijing, 100142, China.
Enli ZhangGenecast Biotechnology Co, Ltd, Wuxi, Jiangsu, China.
Yu S HuangGenecast Biotechnology Co, Ltd, Wuxi, Jiangsu, China.
Weizhi ChenGenecast Biotechnology Co, Ltd, Wuxi, Jiangsu, China.
Shi YanKey Laboratory of Carcinogenesis and Translational Research (Ministry of Education), Department of Thoracic Surgery II, Peking University Cancer Hospital & Institute, Beijing, 100142, China. yanshi@bjmu.edu.cn.
Nan WuState Key Laboratory of Molecular Oncology, Frontiers Science Center for Cancer Integrative Omics, Department of Thoracic Surgery II, Beijing Key Laboratory of Carcinogenesis and Translational Research, Peking University Cancer Hospital & Institute, Beijing, 100142, China. nanwu@bjmu.edu.cn.

Funding

the Capital's funds for health improvement and research 2024-1-1023the National Key R&D Program of China 2022YFC2406804the National Natural Science Foundation of China 82303583the National Natural Science Foundation of China 82373082the Noncommunicable Chronic Diseases-National Science and Technology Major Project 2023ZD0501702the Science Foundation of Peking University Cancer Hospital 2022-11
6 · The paper itself

Abstract

introductionEarly-stage poorly differentiated lung adenocarcinoma (LUAD) is plagued by a high risk of postoperative recurrence, and its prognostic heterogeneity complicates treatment and surveillance planning. We conducted this integrative multi-omics study to identify those patients with a truly high risk of adverse outcomes.

methodsWhole-exome, RNA and whole methylome sequencing were carried out on 101 treatment-naïve early-stage poorly differentiated LUADs. Integrated analyses were conducted to disclose molecular characteristics and explore molecular subtyping. Functional validation of key molecules was carried out through in vitro and in vivo experiments.

resultsRecurrent tumors exhibited significantly higher ploidy (p = 0.024), the fraction of the genome altered (FGA, p = 0.042), and aneuploidy (p < 0.05) compared to non-recurrent tumors, as well as a higher frequency of CNVs. Additionally, recurrent tumors showed hypomethylation at both the global level and in CpG island regions. Integrative transcriptomic and methylation analyses identified three molecular subtypes (C1, C2, and C3), with the C1 subtype presenting the worst prognosis (p = 0.024). Although frequently mutated genes showed similar mutation frequencies across the three subtypes, the C1 subtype exhibited the highest tumor mutation burden (TMB), mutant-allele tumor heterogeneity (MATH), aneuploidy, and HLA loss of heterozygosity (HLA-LOH), along with relatively lower immune cell infiltration. Furthermore, GINS1 and CPT1C were found to promote LUAD progression, and their high expression correlated with a poor prognosis.

conclusionsThis multi-omics study identified three integrative subtypes with distinct prognostic implications, paving the way for more precise management and postoperative monitoring of early-stage poorly differentiated LUAD.

Indexed as

Adenocarcinoma of LungBiomarkers, TumorLung NeoplasmsAgedAnimalsCell Line, TumorDNA Copy Number VariationsDNA MethylationExome SequencingFemaleGene Expression ProfilingGene Expression Regulation, NeoplasticGenomicsHumansMaleMiddle AgedBiomarkers, TumorLung adenocarcinomaMulti-omicsPoorly differentiated

Identifiers

PMID40312720
PMCPMC12044723

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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.