Evidence map›Paper›PMID 37407805›Full record

ArticleClinical & translational oncology : official publication of the Federation of Spanish Oncology Societies and of the National Cancer Institute of Mexico2024

The role of the mitochondrial ribosomal protein family in detecting hepatocellular carcinoma and predicting prognosis, immune features, and drug sensitivity.

Jin-Wei Zhao, Wei-Yi Zhao, Xin-Hua Cui, Lin Xing, Jia-Cheng Shi, Lu Yu

Open access · hybridAbstract read
PubMed Publisher
In one paragraph

Article in Clinical & translational oncology : official publication of the Federation of Spanish Oncology Societies and of the National Cancer Institute of Mexico, 2024. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 27 papers.

0numbers the graph read from it
0cells of the map it votes in
27citing papers in PubMed
4.2field-weighted citation impact, top 5% of its field
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

27 citing papers in PubMed, 27 citations in OpenAlex.

  1. mCancer science · 2026
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  17. Mitochondrial Ribosomal Proteins and Cancer.Medicina (Kaunas, Lithuania) · 2025
    Review
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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

6 authors at 2 institutions in 1 country.

Jin-Wei ZhaoDepartment of Hepatopancreatobiliary Surgery of Second Hospital of Jilin University, State Key Laboratory for Zoonotic Diseases, Key Laboratory for Zoonosis Research of the Ministry of Education, Institute of Zoonosis, and College of Veterinary Medicine, Jilin University, No. 218, Ziqiang Street, Nanguan District, Changchun, 130000, Jilin Province, China.
Wei-Yi ZhaoMedical College of YanBian University, YanBian, 133000, China.
Xin-Hua CuiDepartment of Hepatopancreatobiliary Surgery of Second Hospital of Jilin University, State Key Laboratory for Zoonotic Diseases, Key Laboratory for Zoonosis Research of the Ministry of Education, Institute of Zoonosis, and College of Veterinary Medicine, Jilin University, No. 218, Ziqiang Street, Nanguan District, Changchun, 130000, Jilin Province, China.
Lin XingDepartment of Hepatopancreatobiliary Surgery of Second Hospital of Jilin University, State Key Laboratory for Zoonotic Diseases, Key Laboratory for Zoonosis Research of the Ministry of Education, Institute of Zoonosis, and College of Veterinary Medicine, Jilin University, No. 218, Ziqiang Street, Nanguan District, Changchun, 130000, Jilin Province, China.
Jia-Cheng ShiDepartment of Hepatopancreatobiliary Surgery of Second Hospital of Jilin University, State Key Laboratory for Zoonotic Diseases, Key Laboratory for Zoonosis Research of the Ministry of Education, Institute of Zoonosis, and College of Veterinary Medicine, Jilin University, No. 218, Ziqiang Street, Nanguan District, Changchun, 130000, Jilin Province, China.
Lu YuDepartment of Hepatopancreatobiliary Surgery of Second Hospital of Jilin University, State Key Laboratory for Zoonotic Diseases, Key Laboratory for Zoonosis Research of the Ministry of Education, Institute of Zoonosis, and College of Veterinary Medicine, Jilin University, No. 218, Ziqiang Street, Nanguan District, Changchun, 130000, Jilin Province, China. yulucm447@163.com.ORCID http://orcid.org/0000-0001-7360-2107
Jilin University · CNYanbian University · CN

Funding

Science and Technology Research Project of Jilin Provincial Department of Education 2016444Science and Technology Research Project of Jilin Provincial Department of Education JKH20211179KJthe Jilin Provincial Nature Science Foundation of Jilin Provincial Department of Science and Technology 20200201544JCthe Jilin Provincial Nature Science Foundation of Jilin Provincial Department of Science and Technology 20210101341JCThe National Key Research and Development Program of China 2021YFC2600200the National Nature Science Foundation of China No. 81801972
6 · The paper itself

Abstract

backgroundHepatocellular carcinoma (HCC) is one of the most common types of malignant tumors, with a slow onset, rapid progression, and frequent recurrence. Previous research has implicated mitochondrial ribosomal genes in the development, metastasis, and prognosis of various cancers. However, further research is necessary to establish a link between mitochondrial ribosomal protein (MRP) family expression and HCC diagnosis, prognosis, ferroptosis-related gene (FRG) expression, m6A modification-related gene expression, tumor immunity, and drug sensitivity.

methodsBioinformatics resources were used to analyze data from patients with HCC retrieved from the TCGA, ICGC, and GTEx databases (GEPIA, UALCAN, Xiantao tool, cBioPortal, STRING, Cytoscape, TISIDB, and GSCALite).

resultsAmong the 82 MRP family members, 14 MRP genes (MRPS21, MRPS23, MRPL9, DAP3, MRPL13, MRPL17, MRPL24, MRPL55, MRPL16, MRPL14, MRPS17, MRPL47, MRPL21, and MRPL15) were significantly upregulated differentially expressed genes (DEGs) in HCC tumor samples in comparison to normal samples. Receiver-operating characteristic curve analysis indicated that all 14 DEGs show good diagnostic performance. Furthermore, TCGA analysis revealed that the mRNA expression of 39 MRPs was associated with overall survival (OS) in HCC. HCC was divided into two molecular subtypes (C1 and C2) with distinct prognoses using clustering analysis. The clusters showed different FRG expression and m6A methylation profiles and immune features, and prognostic models showed that the model integrating 5 MRP genes (MRPS15, MRPL3, MRPL9, MRPL36, and MRPL37) and 2 FRGs (SLC1A5 and SLC5A11) attained a greater clinical net benefit than three other prognostic models. Finally, analysis of the CTRP and GDSC databases revealed several potential drugs that could target prognostic MRP genes.

conclusionWe identified 14 MRP genes as HCC diagnostic markers. We investigated FRG and m6A modification-related gene expression profiles and immune features in patients with HCC, and developed and validated a model incorporating MRP and FRG expression that accurately and reliably predicts HCC prognosis and may predict disease progression and treatment response.

Indexed as

Carcinoma, HepatocellularLiver NeoplasmsAmino Acid Transport System ASCBiomarkers, TumorHumansMinor Histocompatibility AntigensPrognosisRibosomal ProteinsRibosomesSodium-Glucose Transport ProteinsAmino Acid Transport System ASCBiomarkers, TumorMinor Histocompatibility AntigensRibosomal ProteinsSLC1A5 protein, humanSLC5A11 protein, humanSodium-Glucose Transport ProteinsDiagnosisDrug sensitivityHepatocellular carcinoma (HCC)ImmuneMitochondrial ribosomal protein (MRP) familyPrognosis

Identifiers

PMID37407805
OpenAlexW4383217312

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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.