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pmid:34315491

Identification of the miRNA signature and key genes in colorectal cancer lymph node metastasis.

Xi Wang · Guangyu Gao · Zhengrong Chen · Zhihao Chen · Mingxiao Han · Xiaolu Xie · Qiyuan Jin · Hong Du · Zhifei Cao · Haifang Zhang

Cancer cell international · 2021 doi:10.1186/s12935-021-02058-9

Paper

complete

Experiment

complete

Data

partial

Analysis

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absent

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Record details sci_version · id · kind · revision · content_hash · schema · created_at · updated_at · generator
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pmid:34315491
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2026-11-01T15:41:45Z
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title
Identification of the miRNA signature and key genes in colorectal cancer lymph node metastasis.
doi
10.1186/s12935-021-02058-9
pmid
34315491
authors array · 10 items
[0]
Xi Wang
[1]
Guangyu Gao
[2]
Zhengrong Chen
[3]
Zhihao Chen
[4]
Mingxiao Han
[5]
Xiaolu Xie
[6]
Qiyuan Jin
[7]
Hong Du
[8]
Zhifei Cao
[9]
Haifang Zhang
journal
Cancer cell international
year
2021
abstract
BACKGROUND: Because its metastasis to the lymph nodes are closely related to poor prognosis, miRNAs and mRNAs can serve as biomarkers for the diagnosis, prognosis, and therapy of colorectal cancer (CRC). This study aimed to identify novel gene signatures in the lymph node metastasis of CRC. METHODS: GSE56350, GSE70574, and GSE95109 datasets were downloaded from the Gene Expression Omnibus (GEO) database, while data from 569 colorectal cancer cases were also downloaded from The Cancer Genome Atlas (TCGA) database. Differentially expressed miRNAs (DE-miRNAs) were calculated using R programming language (Version 3.6.3), while gene ontology and enrichment analysis of target mRNAs were performed using FunRich ( http://www.funrich.org ). Furthermore, the mRNA-miRNA network was constructed using Cytoscape software (Version 3.8.0). Gene expression levels were verified using the GEO datasets. Similarly, quantitative real-time PCR (qPCR) was used to examine expression profiles from 20 paired non-metastatic and metastatic lymph node tissue samples obtained from patients with CRC. RESULTS: In total, five DE-miRNAs were selected, and 34 mRNAs were identified after filtering the results. Moreover, two key miRNAs (hsa-miR-99a, hsa-miR-100) and one gene (heparan sulfate-glucosamine 3-sulfotransferase 2 [HS3ST2]) were identified. The GEO datasets analysis and qPCR results showed that the expression of key miRNA and genes were consistent with that obtained from the bioinformatic analysis. A novel miRNA-mRNA network capable of predicting the prognosis and confirmed experimentally, hsa-miR-99a-HS3ST2-hsa-miR-100, was found after expression analysis in metastasized lymph node tissue from CRC samples. CONCLUSION: In summary, miRNAs and genes with potential as biomarkers were found and a novel miRNA-mRNA network was established for CRC lymph node metastasis by systematic bioinformatic analysis and experimental validation. This network may be used as a potential biomarker in the development of lymph node metastatic CRC.
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To determine the influence of differential expression of miRNAs on the prognosis of CRC patients, univariate and multivariate Cox proportional risk regression analysis was performed for different miRNA expression levels.
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To determine the influence of differential expression of miRNAs on the prognosis of CRC patients, univariate and multivariate Cox proportional risk regression analysis was performed for different miRNA expression levels.
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sections[25] "Availability of data and materials" paragraph 2
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The datasets used and/or analyzed during the current study are available from the corresponding author on reasonable request.
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MicroRNA Expression Analysis of Advanced Colorectal Cancer Reveals a microRNA Signature with Prognostic and Predictive Value
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23083
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Homo sapiens
title
Cancer-cell intrinsic gene expression signatures minimise the confounding effects of intratumoural heterogeneity in colorectal cancer patient classification.
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2026-11-01T15:39:55Z
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To determine the influence of differential expression of miRNAs on the prognosis of CRC patients, univariate and multivariate Cox proportional risk regression analysis was performed for different miRNA expression levels.
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The datasets used and/or analyzed during the current study are available from the corresponding author on reasonable request.
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sets. Similarly, quantitative real-time PCR (qPCR) was used to examine expression profiles fro
[1]
re identified. The GEO datasets analysis and qPCR results showed that the expression of key mi
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ng the GEO datasets. Similarly, quantitative real-time PCR (qPCR) was used to examine expression profil
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Complete file
{"sci_version": "1.2", "schema": "https://corpus.bntrg.co.uk/sci/1.0/sci.schema.json", "id": "pmid:34315491", "kind": "science-record", "revision": 6, "content_hash": "sha256:8a0022e6d595d7b4320093ead667edba1e03ae2941108f2838277c2a5d88e23c", "created_at": "2026-11-01T15:41:45Z", "updated_at": "2026-11-01T21:25:52Z", "generator": {"name": "corpus-assay-engine", "run_id": "reading-sci-2026-11-01"}, "paper": {"state": "complete", "title": "Identification of the miRNA signature and key genes in colorectal cancer lymph node metastasis.", "doi": "10.1186/s12935-021-02058-9", "pmid": "34315491", "authors": ["Xi Wang", "Guangyu Gao", "Zhengrong Chen", "Zhihao Chen", "Mingxiao Han", "Xiaolu Xie", "Qiyuan Jin", "Hong Du", "Zhifei Cao", "Haifang Zhang"], "journal": "Cancer cell international", "year": 2021, "abstract": "BACKGROUND: Because its metastasis to the lymph nodes are closely related to poor prognosis, miRNAs and mRNAs can serve as biomarkers for the diagnosis, prognosis, and therapy of colorectal cancer (CRC). This study aimed to identify novel gene signatures in the lymph node metastasis of CRC.\nMETHODS: GSE56350, GSE70574, and GSE95109 datasets were downloaded from the Gene Expression Omnibus (GEO) database, while data from 569 colorectal cancer cases were also downloaded from The Cancer Genome Atlas (TCGA) database. Differentially expressed miRNAs (DE-miRNAs) were calculated using R programming language (Version 3.6.3), while gene ontology and enrichment analysis of target mRNAs were performed using FunRich ( http://www.funrich.org ). Furthermore, the mRNA-miRNA network was constructed using Cytoscape software (Version 3.8.0). Gene expression levels were verified using the GEO datasets. Similarly, quantitative real-time PCR (qPCR) was used to examine expression profiles from 20 paired non-metastatic and metastatic lymph node tissue samples obtained from patients with CRC.\nRESULTS: In total, five DE-miRNAs were selected, and 34 mRNAs were identified after filtering the results. Moreover, two key miRNAs (hsa-miR-99a, hsa-miR-100) and one gene (heparan sulfate-glucosamine 3-sulfotransferase 2 [HS3ST2]) were identified. The GEO datasets analysis and qPCR results showed that the expression of key miRNA and genes were consistent with that obtained from the bioinformatic analysis. A novel miRNA-mRNA network capable of predicting the prognosis and confirmed experimentally, hsa-miR-99a-HS3ST2-hsa-miR-100, was found after expression analysis in metastasized lymph node tissue from CRC samples.\nCONCLUSION: In summary, miRNAs and genes with potential as biomarkers were found and a novel miRNA-mRNA network was established for CRC lymph node metastasis by systematic bioinformatic analysis and experimental validation. This network may be used as a potential biomarker in the development of lymph node metastatic CRC.", "claims": [{"id": "claim-method", "statement": "To determine the influence of differential expression of miRNAs on the prognosis of CRC patients, univariate and multivariate Cox proportional risk regression analysis was performed for different miRNA expression levels.", "kind": "methodological", "target": null, "evidence": [{"asset": "source:pmid:34315491", "locator": "sections[8] \"Construction of a prognostic signature model\" paragraph 2", "quote": "To determine the influence of differential expression of miRNAs on the prognosis of CRC patients, univariate and multivariate Cox proportional risk regression analysis was performed for different miRNA expression levels."}], "state": "complete"}, {"id": "claim-data-access", "statement": "The datasets used and/or analyzed during the current study are available from the corresponding author on reasonable request.", "kind": "methodological", "target": null, "evidence": [{"asset": "source:pmid:34315491", "locator": "sections[25] \"Availability of data and materials\" paragraph 2", "quote": "The datasets used and/or analyzed during the current study are available from the corresponding author on reasonable request."}], "state": "complete"}], "gaps": []}, "experiment": {"state": "complete", "objective": null, "steps": [{"id": "read_published_estimate", "order": 1, "name": "Read the published estimate from the source", "kind": "other", "state": "complete", "blocked_on": null, "description": "The claim, method and evidence span published with the source article.", "duration_hours": null, "parameters": {}, "inputs": ["source:pmid:34315491"], "outputs": ["the published estimate and its evidence"], "instruments": [], "reagents": []}, {"id": "obtain_source_data", "order": 2, "name": "Obtain the source data from the named repository", "kind": "data-preparation", "state": "complete", "blocked_on": null, "description": "The GEO series accession resolves and its sample accessions are listed. 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