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pmid:31007608

Construction and comprehensive analysis of a ceRNA network to reveal potential prognostic biomarkers for hepatocellular carcinoma.

Junyu Long · Yi Bai · Xiaobo Yang · Jianzhen Lin · Xu Yang · Dongxu Wang · Li He · Yongchang Zheng · Haitao Zhao

Cancer cell international · 2019 doi:10.1186/s12935-019-0817-y

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Data

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title
Construction and comprehensive analysis of a ceRNA network to reveal potential prognostic biomarkers for hepatocellular carcinoma.
doi
10.1186/s12935-019-0817-y
pmid
31007608
authors array · 9 items
[0]
Junyu Long
[1]
Yi Bai
[2]
Xiaobo Yang
[3]
Jianzhen Lin
[4]
Xu Yang
[5]
Dongxu Wang
[6]
Li He
[7]
Yongchang Zheng
[8]
Haitao Zhao
journal
Cancer cell international
year
2019
abstract
BACKGROUND: Long noncoding RNAs (lncRNAs) can act as microRNA (miRNA) sponges to regulate protein-coding gene expression; therefore, lncRNAs are considered a major part of the competitive endogenous RNA (ceRNA) network and have attracted growing attention. The present study explored the regulatory mechanisms and functional roles of lncRNAs as ceRNAs in hepatocellular carcinoma (HCC) and their potential impact on HCC patient prognosis. METHODS: In this study, we systematically studied the expression profiles and prognostic value of lncRNA, miRNA, and mRNA from a total of 838 HCC patients from five HCC cohorts (TCGA, GSE54236, GSE76427, GSE64041 and GSE14520). The TCGA, GSE54236 and GSE76427 HCC cohorts were utilized to establish a prognosis-related network of dysregulated ceRNAs by bioinformatics methods. The GSE64041 and GSE14520 HCC cohorts were utilized to verify the expression of candidate genes. RESULTS: In total, 721 lncRNAs, 73 miRNAs, and 1563 mRNAs were aberrantly expressed in HCC samples. A ceRNA network including 26 lncRNAs, four miRNAs, and six mRNAs specific to HCC was established. The survival analysis showed that four lncRNAs (MYCNOS, DLX6-AS1, LINC00221, and CRNDE) and two mRNAs (CCNB1 and SHCBP1) were prognostic biomarkers for patients with HCC in both the TCGA and GEO databases. CONCLUSION: The proposed ceRNA network may help elucidate the regulatory mechanism by which lncRNAs function as ceRNAs and contribute to the pathogenesis of HCC. Importantly, the candidate lncRNAs, miRNAs, and mRNAs involved in the ceRNA network can be further evaluated as potential therapeutic targets and prognostic biomarkers for HCC.
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The authors declare that the data supporting the findings of this study are available within the article. The R script, which was used to generate figures and reproduce key findings in this study, was stored as Additional file 13.
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The authors declare that the data supporting the findings of this study are available within the article. The R script, which was used to generate figures and reproduce key findings in this study, was stored as Additional file 13.
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version
null
note
The authors declare that the data supporting the findings of this study are available within the article. The R script, which was used to generate figures and reproduce key findings in this study, was stored as Additional file 13.
structure object · 15 fields
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GEO
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GEO accession URL
access_statement_verbatim
The authors declare that the data supporting the findings of this study are available within the article. The R script, which was used to generate figures and reproduce key findings in this study, was stored as Additional file 13.
access_statement_kind
data_availability_statement
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161
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null
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null
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6480
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Homo sapiens
title
Prospective gene expression analysis of human RNA samples from Hepatocellular Carcinoma in relation with growth rate and survival
resolution_checked_at
2026-11-01T15:39:54Z
resolution_check
identifier_resolution_only_no_download_no_licence_read
downloaded
false
licence_read
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[3] object · 15 fields
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data:geo:GSE64041
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geo-series
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application/vnd.ncbi.geo-series+json
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https://www.ncbi.nlm.nih.gov/geo/query/acc.cgi?acc=GSE64041
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GSE64041
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null
note
The authors declare that the data supporting the findings of this study are available within the article. The R script, which was used to generate figures and reproduce key findings in this study, was stored as Additional file 13.
structure object · 15 fields
repository
GEO
access_route
GEO accession URL
access_statement_verbatim
The authors declare that the data supporting the findings of this study are available within the article. The R script, which was used to generate figures and reproduce key findings in this study, was stored as Additional file 13.
access_statement_kind
data_availability_statement
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sample_count
125
group_sizes
null
group_sizes_basis
null
platform
6244
taxon
Homo sapiens
title
Gene expression profiling in paired human hepatocellular carcinoma and liver parenchyma biopsies and normal liver biopsies.
resolution_checked_at
2026-11-01T15:39:55Z
resolution_check
identifier_resolution_only_no_download_no_licence_read
downloaded
false
licence_read
false
[4] object · 15 fields
id
data:geo:GSE76427
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raw
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geo-series
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application/vnd.ncbi.geo-series+json
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https://www.ncbi.nlm.nih.gov/geo/query/acc.cgi?acc=GSE76427
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null
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null
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GSE76427
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null
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The authors declare that the data supporting the findings of this study are available within the article. The R script, which was used to generate figures and reproduce key findings in this study, was stored as Additional file 13.
structure object · 15 fields
repository
GEO
access_route
GEO accession URL
access_statement_verbatim
The authors declare that the data supporting the findings of this study are available within the article. The R script, which was used to generate figures and reproduce key findings in this study, was stored as Additional file 13.
access_statement_kind
data_availability_statement
sample_accessions array · 167 items
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167
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null
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null
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10558
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Homo sapiens
title
Microarray expression data for tumor and adjacent non-tumor tissues from hepatocellular carcinoma patients
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2026-11-01T15:39:55Z
resolution_check
identifier_resolution_only_no_download_no_licence_read
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[5]
asset:data:geo:GSE64041 licence not read
[6]
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[7]
asset:data:geo:GSE76427 licence not read
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complete
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[0] object · 10 fields
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method-1
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survival_analysis
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log_rank_test
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[0]
logrank_test
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parameters object · 0 fields
data_shapes array · 1 item
[0]
time_to_event_with_censoring
evidence object · 3 fields
score
1
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reordered
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“To determine which DElncRNAs, DEmiRNAs and DEmRNAs have an impact on the overall survival of patients with HCC, survival analyses were conducted to investigate the Kaplan–Meier curves for HCC patients with the 26 DElncRNAs, four DEmiRNAs, and six DEmRNAs in both the TCGA and meta-GEO HCC cohorts.” “Log-rank P < 0.05 was considered significant.”
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gaps array · 0 items
capability object · 3 fields
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complete
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[0] object · 6 fields
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capability:computational_analysis
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[7]
differential_expression
[8]
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candidate
Automated Assays Laravel application and simulated adapters
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readiness object · 8 fields
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complete
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nothing:replicable_now
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logrank_test
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The paper names the method it used and the corpus's method extractor maps it onto the DSL catalogue: log_rank_test.
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capability:computational_analysis
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owned
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The computational analysis is owned. The physical bench the paper used is not, so a physical validation cannot be run here.
data object · 6 fields
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[0]
GSE54236
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GSE54236
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GSE76427
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GSE64041
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statements array · 1 item
[0]
The authors declare that the data supporting the findings of this study are available within the article. The R script, which was used to generate figures and reproduce key findings in this study, was stored as Additional file 13.
basis
The paper names GSE54236, GSE76427, GSE64041, GSE14520 in Gene Expression Omnibus (GEO) database and the accession resolves in the repository. No dataset was downloaded and no licence was read.
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logrank_test
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source:pmid:31007608
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data:geo:GSE14520
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run_analysis
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data:geo:GSE14520
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minimax
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minimax
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2026-10-31T18:14:38Z
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43199
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649
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extraction
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minimax
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review.human_critique
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pmid:31007608
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“To determine which DElncRNAs, DEmiRNAs and DEmRNAs have an impact on the overall survival of patients with HCC, survival analyses were conducted to investigate the Kaplan–Meier curves for HCC patients with the 26 DElncRNAs, four DEmiRNAs, and six DEmRNAs in both the TCGA and meta-GEO HCC cohorts.” “Log-rank P < 0.05 was considered significant.”
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Complete file
{"sci_version": "1.2", "schema": "https://corpus.bntrg.co.uk/sci/1.0/sci.schema.json", "id": "pmid:31007608", "kind": "science-record", "revision": 6, "content_hash": "sha256:7c743df0be9d7ffccbd9f36b79a96c6b1edb63046a8a175f8228663a92f19ba6", "created_at": "2026-11-01T15:40:44Z", "updated_at": "2026-11-01T21:22:09Z", "generator": {"name": "corpus-assay-engine", "run_id": "reading-sci-2026-11-01"}, "paper": {"state": "complete", "title": "Construction and comprehensive analysis of a ceRNA network to reveal potential prognostic biomarkers for hepatocellular carcinoma.", "doi": "10.1186/s12935-019-0817-y", "pmid": "31007608", "authors": ["Junyu Long", "Yi Bai", "Xiaobo Yang", "Jianzhen Lin", "Xu Yang", "Dongxu Wang", "Li He", "Yongchang Zheng", "Haitao Zhao"], "journal": "Cancer cell international", "year": 2019, "abstract": "BACKGROUND: Long noncoding RNAs (lncRNAs) can act as microRNA (miRNA) sponges to regulate protein-coding gene expression; therefore, lncRNAs are considered a major part of the competitive endogenous RNA (ceRNA) network and have attracted growing attention. The present study explored the regulatory mechanisms and functional roles of lncRNAs as ceRNAs in hepatocellular carcinoma (HCC) and their potential impact on HCC patient prognosis.\nMETHODS: In this study, we systematically studied the expression profiles and prognostic value of lncRNA, miRNA, and mRNA from a total of 838 HCC patients from five HCC cohorts (TCGA, GSE54236, GSE76427, GSE64041 and GSE14520). The TCGA, GSE54236 and GSE76427 HCC cohorts were utilized to establish a prognosis-related network of dysregulated ceRNAs by bioinformatics methods. The GSE64041 and GSE14520 HCC cohorts were utilized to verify the expression of candidate genes.\nRESULTS: In total, 721 lncRNAs, 73 miRNAs, and 1563 mRNAs were aberrantly expressed in HCC samples. A ceRNA network including 26 lncRNAs, four miRNAs, and six mRNAs specific to HCC was established. The survival analysis showed that four lncRNAs (MYCNOS, DLX6-AS1, LINC00221, and CRNDE) and two mRNAs (CCNB1 and SHCBP1) were prognostic biomarkers for patients with HCC in both the TCGA and GEO databases.\nCONCLUSION: The proposed ceRNA network may help elucidate the regulatory mechanism by which lncRNAs function as ceRNAs and contribute to the pathogenesis of HCC. Importantly, the candidate lncRNAs, miRNAs, and mRNAs involved in the ceRNA network can be further evaluated as potential therapeutic targets and prognostic biomarkers for HCC.", "claims": [{"id": "claim-data-access", "statement": "The authors declare that the data supporting the findings of this study are available within the article. The R script, which was used to generate figures and reproduce key findings in this study, was stored as Additional file 13.", "kind": "methodological", "target": null, "evidence": [{"asset": "source:pmid:31007608", "locator": "sections[22] \"Availability of data and materials\" paragraph 2", "quote": "The authors declare that the data supporting the findings of this study are available within the article. The R script, which was used to generate figures and reproduce key findings in this study, was stored as Additional file 13."}], "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:31007608"], "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. This lane did not download the dataset or read its licence.", "duration_hours": null, "parameters": {}, "inputs": ["data:geo:GSE14520"], "outputs": ["the source data with its repository provenance"], "instruments": [], "reagents": []}, {"id": "run_analysis", "order": 3, "name": "Run the published analysis", "kind": "analysis", "state": "complete", "blocked_on": null, "description": "Apply the paper's statistical method to the resolved series and compare the result with the published target.", "duration_hours": null, "parameters": {}, "inputs": ["data:geo:GSE14520"], "outputs": ["the replicated result and its comparison"], "instruments": [], "reagents": []}], "materials": [], "instruments": [], "reagents": [], "conditions": {}, "gaps": []}, "data": {"state": "partial", "assets": [{"id": "source:pmid:31007608", "role": "manuscript", "format": "xml", "media_type": "application/xml", "uri": "https://doi.org/10.1186/s12935-019-0817-y", "sha256": "sha256:8e19576e7343db4b6d799823751b23bfa00f9c7bbbc80c860f3cd28d51e12686", "bytes": 52257, "access": "open", "state": "resolved", "reader": null, "reader_status": "reader_required", "identifier": "10.1186/s12935-019-0817-y", "version": null, "note": "Full article fetched from PMC; the checksum covers the rendered section body, not the original XML bytes.", "structure": {"pmcid": "PMC6458652", "source": "europe_pmc_fulltext", "coverage": "whole_body", "text_hash_scope": "rendered_section_body"}}, {"id": "data:geo:GSE14520", "role": "raw", "format": "geo-series", "media_type": "application/vnd.ncbi.geo-series+json", "uri": "https://www.ncbi.nlm.nih.gov/geo/query/acc.cgi?acc=GSE14520", "sha256": null, "bytes": null, "access": "open", "state": "resolved", "reader": null, "reader_status": "reader_required", "identifier": "GSE14520", "version": null, "note": "The authors declare that the data supporting the findings of this study are available within the article. The R script, which was used to generate figures and reproduce key findings in this study, was stored as Additional file 13.", "structure": {"repository": "GEO", "access_route": "GEO accession URL", "access_statement_verbatim": "The authors declare that the data supporting the findings of this study are available within the article. 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