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pmid:30310500
A miRNA Combination as Promising Biomarker for Hepatocellular Carcinoma Diagnosis: A Study Based on Bioinformatics Analysis.
Jia Ji · Hao Chen · Xiao-Ping Liu · Yu-Hui Wang · Chang-Liang Luo · Wu-Wen Zhang · Wen Xie · Fu-Bing Wang
Journal of Cancer · 2018 doi:10.7150/jca.26101
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Complete file
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Materials and Methods: In the present research, candidate miRNAs were selected and verified using screening dataset GSE12717 and training dataset GSE10694, respectively. A miRNA combination was constructed using stepwise logistic regression analysis and validated using two datasets GSE74618 and TCGA. Target genes of miRNAs in the combination were obtained using a miRNA target gene prediction database. Functional analysis was conducted using an online tool DAVID. We also analyzed the mRNA-Seq data of project LIHC from TCGA to identify the hub target genes of the miRNAs. Results: A miRNA combination, which is composed of hsa-miR-221 and hsa-miR-29c was defined in this study. The miRNA combination is more effective in discriminating HCC patients from normal individuals than individual miRNAs. Additionally, the combined miRNAs showed a lower misdiagnosis rate than AFP in HCC diagnosis. In terms of the functional analysis, a total of 27 target genes of hsa-miR-221 and 96 target genes of hsa-miR-29c were obtained. Among which, INSIG1 was the common target of the two miRNAs. It was also found that both previously mentioned miRNAs played important roles in the regulation of transcription, cell proliferation, and involvement in cancer-related pathways. Lastly, 2 hub target genes of hsa-miR-221 and 16 hub target genes of hsa-miR-29c were obtained. Conclusion: We established a miRNA combination as a promising tool for HCC diagnosis, and the target genes we predicted provide possible points of penetration for researching these two miRNAs in HCC.", "claims": [{"id": "claim-method", "statement": "Spearman's rank correlation was employed to analyze the relationship between miRNAs and miRNA combinations with clinicopathological variables.", "kind": "methodological", "target": null, "evidence": [{"asset": "source:pmid:30310500", "locator": "sections[7] \"Analysis of the correlation of miRNAs and miRNA combination with clinicopathological variables\" paragraph 2", "quote": "Spearman's rank correlation was employed to analyze the relationship between miRNAs and miRNA combinations with clinicopathological variables."}], "state": "complete"}, {"id": "claim-data-access", "statement": "An original microarray dataset, GSE12717 was downloaded from NCBI-Gene Expression Omnibus database (NCBI-GEO) (https://www.ncbi.nlm.nih.gov/geo/query/acc.cgi?acc=GSE12717), which is based on the platform of GPL7274 CapitalBio human/mouse/rat non-coding RNA microarray. 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