Evidence map›Paper›PMID 42243619›Full record

ArticleDiscover oncology2026

Construction of an eight-disulfidptosis-related long non-coding RNA prognostic signature and mechanistic investigation of key molecule MKLN1-AS driving hepatocellular carcinoma progression via the miR-139-5p/LRPPRC axis.

Zhe Jia, Mingshi Liu, Jinxiu Dou, Yuanfeng Lan, Yixuan Xie, Jiahang Li, Jin Huang, Zhimin Bian, Junfang Zheng

Abstract read
In one paragraph

Article in Discover oncology, 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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3 · Its place in the literature

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4 · The record

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5 · Who and what money

Authors and funding

9 authors.

Zhe JiaDepartment of General Surgery, Beijing Friendship Hospital, Capital Medical University & State Key Lab of Digestive Health & National Clinical Research Center for Digestive Diseases, 95 Yong-An Road, Xi-Cheng District, Beijing, 100050, China.
Mingshi LiuDepartment of Biochemistry and Molecular Biology, School of Basic Medical Sciences, Capital Medical University, Beijing, 100069, China.
Jinxiu DouDepartment of Biochemistry and Molecular Biology, School of Basic Medical Sciences, Capital Medical University, Beijing, 100069, China.
Yuanfeng LanDepartment of Biochemistry and Molecular Biology, School of Basic Medical Sciences, Capital Medical University, Beijing, 100069, China.
Yixuan XieDepartment of Biochemistry and Molecular Biology, School of Basic Medical Sciences, Capital Medical University, Beijing, 100069, China.
Jiahang LiDepartment of Biochemistry and Molecular Biology, School of Basic Medical Sciences, Capital Medical University, Beijing, 100069, China.
Jin HuangDepartment of Biochemistry and Molecular Biology, School of Basic Medical Sciences, Capital Medical University, Beijing, 100069, China.
Zhimin BianDepartment of Comprehensive Oncology, National Cancer Center/National Clinical Research Center for Cancer/Cancer Hospital, Chinese Academy of Medical Sciences and Peking Union Medical College, Beijing, 100021, China. bianzhimin0019@sina.com.
Junfang ZhengDepartment of Biochemistry and Molecular Biology, School of Basic Medical Sciences, Capital Medical University, Beijing, 100069, China. zhengjf@ccmu.edu.cn.

Funding

Beijing Nova Program No. 20230484483National Natural Science Foundation of China No. 82172923, 82573247
6 · The paper itself

Abstract

backgroundHepatocellular carcinoma (HCC) poses a significant global health burden, with limited reliable prognostic biomarkers and effective therapeutic options. Disulfidptosis, a newly identified form of regulated cell death driven by disulfide stress, has emerged as a crucial player in tumor progression. However, the prognostic potential and biological functions of disulfidptosis-related long non-coding RNAs (DRLs) in HCC remain largely unexplored.

methodsUtilizing RNA-seq and clinical data from The Cancer Genome Atlas (TCGA)-LIHC cohort, we identified prognosis-related DRLs through Pearson correlation analysis. A prognostic signature was constructed via LASSO and multivariate Cox regression analyses. The model's performance was rigorously validated using Kaplan-Meier survival analysis and receiver operating characteristic (ROC) curves. The tumor immune microenvironment and tumor mutational burden (TMB) were investigated to assess the model's immunotherapeutic relevance. ROC and survival analyses was used to identify the most prognostically significant lncRNA. Its expression was verified by quantitative real-time PCR (qRT-PCR) in 10 paired HCC and adjacent normal tissues, and its functional roles were validated through in vitro and in vivo experiments. Mechanistic investigation, including correlation analyses, miRNA target prediction (miRDB and DIANA), and dual-luciferase reporter assays, revealed its regulatory axis.

resultsWe established a novel prognostic signature based on eight DRLs, which effectively stratified HCC patients into high- and low-risk groups with distinct overall survival outcomes. Additionally, the high-risk group was characterized by an immunosuppressive microenvironment and higher TMB. MKLN1-AS showed the highest AUC value, with expression levels significantly upregulated in HCC tissues and correlated with disease progression, as indicated by increasing T stage and clinical grade. MKLN1-AS promoted HCC cell malignancy in vitro and in vivo. Mechanistically, MKLN1-AS acted as a competing endogenous RNA (ceRNA) to sponge miR-139-5p, thereby relieving its targeted inhibition of LRPPRC (a disulfidptosis-inhibiting gene), ultimately suppressing disulfidptosis and promoting HCC progression.

conclusionsOur study develops and validates a robust DRLs-based prognostic model for HCC, offering a valuable tool for risk stratification and outcome prediction. MKLN1-AS was identified as a novel oncogenic lncRNA that drives HCC progression via the miR-139-5p/LRPPRC axis to inhibit disulfidptosis. The functional and mechanistic elucidation of MKLN1-AS underscores its clinical relevance and highlights its potential as a promising therapeutic target for HCC.

Indexed as

ceRNADisulfidptosisHepatocellular carcinomalncRNAsLRPPRCmiR-139-5pMKLN1-ASPrognostic modelTumor microenvironment

Identifiers

PMID42243619
PMCPMC13454080

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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.