Evidence mapPaperPMID 42337485Full record

ArticleBMC cancer2026

Integrated pan-cancer multi-omics profiling and experimental validation identify LSM12 as a prognostic biomarker and candidate therapeutic target in human cancers.

Muhammad Alaa Eldeen, Ahmed M Refaat, Hebatallah Emam Mohammed Ahmed, Hesham M Hassan, Mohamed Alshehri, Eman Fayad, Ibrahim Jafri, Dalal Sulaiman Alshaya, Nouf A Babteen, Leena M Sait and 2 more

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Article in BMC cancer, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

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1 · What the graph read from it

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5 · Who and what money

Authors and funding

12 authors.

Muhammad Alaa EldeenDepartment of Pathology, College of Korean Medicine, Kyung Hee University, Seoul, 02447, Republic of Korea. dr.muhammadalaa@gmail.com.
Ahmed M RefaatZoology Department, Faculty of Science, Minia University, El-Minia, 61519, Egypt.
Hebatallah Emam Mohammed AhmedDepartment of Medical Biochemistry and Molecular Biology, Faculty of Medicine, Benha University, Benha, Egypt.
Hesham M Hassan7Department of Pathology, College of Medicine, King Khalid University, Abha, Saudi Arabia.
Mohamed AlshehriDepartment of Child Health, College of Medicine, King Khalid University, Abha, Saudi Arabia.
Eman FayadDepartment of Biotechnology, College of Sciences, Taif University, Taif, 21944, Saudi Arabia.
Ibrahim JafriDepartment of Biotechnology, College of Sciences, Taif University, Taif, 21944, Saudi Arabia.
Dalal Sulaiman AlshayaDepartment of Biology, College of Science, Princess Nourah bint Abdulrahman University, Riyadh, 11671, Saudi Arabia.
Nouf A BabteenDepartment of Biological Sciences, College of Science, University of Jeddah, Jeddah, Saudi Arabia.
Leena M SaitBiological Sciences Department, College of Science & Arts, King Abdulaziz University, Rabigh, 21911, Saudi Arabia.
Leena S AlqahtaniDepartment of Biological Sciences, College of Science, University of Jeddah, Jeddah, Saudi Arabia.
Bonglee KimDepartment of Pathology, College of Korean Medicine, Kyung Hee University, Seoul, 02447, Republic of Korea. bongleekim@khu.ac.kr.

Funding

funded by the Ministry of SMEs and Startups (MSS, Korea) in 2024, and the National Research Foundation of Korea (NRF) grant funded by the Korea government (MSIT) RS-2024-00350362grant from the Korea Health Technology R&D Project through the Korea Health Industry Development Institute (KHIDI) RS-2020-KH087790Starting Growth Technological R&D Program No. RS-2024-00507224the National Research Foundation of Korea (NRF) funded by the Ministry of Education NRF-2020R1I1A2066868the National Research Foundation of Korea (NRF) grant funded by the Korea government (MSIT) RS-2020-NR049559
6 · The paper itself

Abstract

backgroundRNA metabolism regulators remain insufficiently characterized across tumor types, despite the substantial expansion of multi-omics datasets. LSM12, a member of the Like-Sm (LSM) protein family involved in RNA processing, has not been systematically evaluated in a pan-cancer context. Accordingly, this study aimed to investigate the oncogenic and immunomodulatory roles of LSM12 across multiple cancer types through an integrated multi-omics framework.

methodsWe conducted an integrative pan-cancer analysis using publicly available multi-omics platforms, including TIMER2, GEPIA2, TISIDB, cBioPortal, and CPTAC (accessed via UALCAN), to assess LSM12 expression patterns, genomic alterations, epigenetic regulation, and clinical relevance. Immune infiltration was evaluated using partial Spearman correlation adjusted for tumor purity. Structure-based virtual screening and Density Functional Theory (DFT) calculations were performed to assess the druggability of LSM12. In vitro functional validation was conducted in HepG2 and TE-8 cancer cell lines using siRNA-mediated knockdown.

resultsLSM12 was significantly upregulated in multiple malignancies at both mRNA and protein levels and was positively correlated with advanced tumor stage and grade. Increased expression was associated with promoter hypomethylation and copy-number amplification, and was predictive of unfavorable overall survival (OS) and disease-free survival (DFS) in univariate analyses. Immune infiltration analyses indicated that elevated LSM12 expression corresponded to an immunosuppressive tumor immune microenvironment (TIME), characterized by enrichment of myeloid-derived suppressor cell (MDSC) signatures and diminished natural killer (NK) cell infiltration. In vitro siRNA-mediated LSM12 silencing suppressed proliferation, migration, colony formation, and cell-cycle progression in cancer cells. Structure-based virtual screening coupled with DFT identified an isoindolinone derivative (Compound 1) as a potential LSM12 binder with favorable in silico drug-like properties.

conclusionsThese hypothesis-generating findings position LSM12 as a candidate prognostic biomarker and potential therapeutic target in pan-cancer precision oncology, warranting further experimental and clinical validation.

Indexed as

Biomarkers, TumorNeoplasmsRNA-Binding ProteinsCell Line, TumorGene Expression ProfilingGene Expression Regulation, NeoplasticHumansMultiomicsPrognosisBiomarkers, TumorRNA-Binding ProteinsImmune deconvolutionLSM12Multi-omicsPan-cancerPrognostic biomarkerRNA-binding proteinsTumor immune microenvironmentVirtual screening

Identifiers

PMID42337485
PMCPMC13292338

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LicenceCC BY-NC-ND
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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 Socratic graph.