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pmid:31803246

The Identification of Differentially Expressed Genes Showing Aberrant Methylation Patterns in Pheochromocytoma by Integrated Bioinformatics Analysis.

Dengqiang Lin · Jinglai Lin · Xiaoxia Li · Jianping Zhang · Peng Lai · Zhifeng Mao · Li Zhang · Yu Zhu · Yujun Liu

Frontiers in genetics · 2019 doi:10.3389/fgene.2019.01181

Paper

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Experiment

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Data

partial

Analysis

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Execution

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title
The Identification of Differentially Expressed Genes Showing Aberrant Methylation Patterns in Pheochromocytoma by Integrated Bioinformatics Analysis.
doi
10.3389/fgene.2019.01181
pmid
31803246
authors array · 9 items
[0]
Dengqiang Lin
[1]
Jinglai Lin
[2]
Xiaoxia Li
[3]
Jianping Zhang
[4]
Peng Lai
[5]
Zhifeng Mao
[6]
Li Zhang
[7]
Yu Zhu
[8]
Yujun Liu
journal
Frontiers in genetics
year
2019
abstract
Malignant pheochromocytoma (PHEO) can only be fully diagnosed when metastatic foci develop. However, at this point in time, patients gain little benefit from traditional therapeutic methods. Methylation plays an important role in the pathogenesis of PHEO. The aim of this research was to use integrated bioinformatics analysis to identify differentially expressed genes (DEGs) showing aberrant methylation patterns in PHEO and therefore provide further understanding of the molecular mechanisms underlying this condition. Aberrantly methylated DEGs were first identified by using R software (version 3.6) to combine gene expression microarray data (GSE19422) with gene methylation microarray data (GSE43293). An online bioinformatics database (DAVID) was then used to identify all overlapping DEGs showing aberrant methylation; these were annotated and then functional enrichment was ascertained by gene ontology (GO) analysis. The online STRING tool was then used to analyze interactions between all overlapping DEGs showing aberrant methylation; these results were then visualized by Cytoscape (version 3.61). Next, using the cytoHubba plugin within Cytoscape, we identified the top 10 hub genes and found that these were predominantly enriched in pathways related to cancer. Reference to The Cancer Genome Atlas (TCGA) further confirmed our results and further identified an upregulated hypomethylated gene (SCN2A) and a downregulated hypermethylated gene (KCNQ1). Logistic regression analysis and receiver operating characteristic (ROC) curve analysis indicated that KCNQ1 and SCN2A represent promising differential diagnostic biomarkers between benign and malignant PHEO. Finally, clinical data showed that there were significant differences in the concentrations of potassium and sodium when compared between pre-surgery and post-surgery day 1. These suggest that KCNQ1 and SCN2A, genes that encode potassium and sodium channels, respectively, may serve as putative diagnostic targets for the diagnosis and prognosis of PHEO and therefore facilitate the clinical management of PHEO.
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The Clinical Value of Candidate Hub Genes in PHEO
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Publicly available datasets were analyzed in this study. This data can be found here: GSE19422, GSE43293, GSE39716, GSE67066.
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The paper names GSE19422, GSE43293, GSE39716, GSE67066 in Gene Expression Omnibus (GEO), NCBI and the accession resolves in the repository. No dataset was downloaded and no licence was read.
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Complete file
{"sci_version": "1.2", "schema": "https://corpus.bntrg.co.uk/sci/1.0/sci.schema.json", "id": "pmid:31803246", "kind": "science-record", "revision": 6, "content_hash": "sha256:11dfb7305a7363fa580d36c5dc16a27a413106cf6703bcc73053cbf34036eb90", "created_at": "2026-11-01T15:40:52Z", "updated_at": "2026-11-01T21:22:41Z", "generator": {"name": "corpus-assay-engine", "run_id": "reading-sci-2026-11-01"}, "paper": {"state": "complete", "title": "The Identification of Differentially Expressed Genes Showing Aberrant Methylation Patterns in Pheochromocytoma by Integrated Bioinformatics Analysis.", "doi": "10.3389/fgene.2019.01181", "pmid": "31803246", "authors": ["Dengqiang Lin", "Jinglai Lin", "Xiaoxia Li", "Jianping Zhang", "Peng Lai", "Zhifeng Mao", "Li Zhang", "Yu Zhu", "Yujun Liu"], "journal": "Frontiers in genetics", "year": 2019, "abstract": "Malignant pheochromocytoma (PHEO) can only be fully diagnosed when metastatic foci develop. However, at this point in time, patients gain little benefit from traditional therapeutic methods. Methylation plays an important role in the pathogenesis of PHEO. The aim of this research was to use integrated bioinformatics analysis to identify differentially expressed genes (DEGs) showing aberrant methylation patterns in PHEO and therefore provide further understanding of the molecular mechanisms underlying this condition. Aberrantly methylated DEGs were first identified by using R software (version 3.6) to combine gene expression microarray data (GSE19422) with gene methylation microarray data (GSE43293). An online bioinformatics database (DAVID) was then used to identify all overlapping DEGs showing aberrant methylation; these were annotated and then functional enrichment was ascertained by gene ontology (GO) analysis. The online STRING tool was then used to analyze interactions between all overlapping DEGs showing aberrant methylation; these results were then visualized by Cytoscape (version 3.61). Next, using the cytoHubba plugin within Cytoscape, we identified the top 10 hub genes and found that these were predominantly enriched in pathways related to cancer. Reference to The Cancer Genome Atlas (TCGA) further confirmed our results and further identified an upregulated hypomethylated gene (SCN2A) and a downregulated hypermethylated gene (KCNQ1). Logistic regression analysis and receiver operating characteristic (ROC) curve analysis indicated that KCNQ1 and SCN2A represent promising differential diagnostic biomarkers between benign and malignant PHEO. Finally, clinical data showed that there were significant differences in the concentrations of potassium and sodium when compared between pre-surgery and post-surgery day 1. These suggest that KCNQ1 and SCN2A, genes that encode potassium and sodium channels, respectively, may serve as putative diagnostic targets for the diagnosis and prognosis of PHEO and therefore facilitate the clinical management of PHEO.", "claims": [{"id": "claim-method", "statement": "Sp Spearman correlation analysis, Pe: Pearson’s correlation analysis.", "kind": "methodological", "target": null, "evidence": [{"asset": "source:pmid:31803246", "locator": "sections[15] \"Expression Levels of Candidate Hub Genes in TCGA\" paragraph 4", "quote": "Sp Spearman correlation analysis, Pe: Pearson’s correlation analysis."}], "state": "complete"}, {"id": "claim-data-access", "statement": "Publicly available datasets were analyzed in this study. 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The physical bench the paper used is not, so a physical validation cannot be run here."}, "data": {"tier": "R1", "reachable": true, "accessions": ["GSE19422", "GSE43293", "GSE39716", "GSE67066"], "resolved_accessions": ["GSE19422", "GSE43293", "GSE39716", "GSE67066"], "statements": ["Publicly available datasets were analyzed in this study. This data can be found here: GSE19422, GSE43293, GSE39716, GSE67066."], "basis": "The paper names GSE19422, GSE43293, GSE39716, GSE67066 in Gene Expression Omnibus (GEO), NCBI and the accession resolves in the repository. No dataset was downloaded and no licence was read."}}, "can_run": {"dsl_operations": ["spearman_rho"], "assets": ["source:pmid:31803246", "data:geo:GSE19422", "asset:table:pmid:31803246:1"], "steps": ["run_analysis"]}, "must_build": {"dsl_operations": [], "converters": [], "readers": [], "capabilities": [], "data_gaps": ["data:geo:GSE19422"]}, "gaps": []}, "review": {"state": "partial", "machine_critique": {"kind": "extraction_review", "reader": {"model": "MiniMax-M3.1-Flash", "provider": "minimax", "provider_family": "minimax", "read_at": "2026-10-31T18:17:13Z", "independence": "single_reader"}, "evidence_check": {"method": "verbatim", "availability": "verbatim"}, "calls": 3, "usage": {"prompt_tokens": 33760, "completion_tokens": 2381, "cached_tokens": 11272}}, "human_critique": null, "stages": [{"id": "extraction", "state": "complete", "reader": "MiniMax-M3.1-Flash", "provider": "minimax"}], "gaps": ["review.independent_reader", "review.machine_critique", "review.human_critique"]}, "execution": {"state": "absent", "status": "not_run", "mode": null, "runs": [], "gaps": ["execution.not_run"]}, "provenance": {"entities": [{"id": "pmid:31803246", "type": "paper", "label": "pmid:31803246"}, {"id": "source:pmid:31803246", "type": "manuscript", "label": "PMID 31803246 full text"}, {"id": "data:geo:GSE19422", "type": "dataset", "label": "GEO GSE19422"}], "activities": [{"id": "activity-reading-sci-2026-11-01", "type": "classification", "used": [{"id": "pmid:31803246", "type": "paper", "label": "pmid:31803246"}, {"id": "source:pmid:31803246", "type": "manuscript", "label": "PMID 31803246 full text"}, {"id": "data:geo:GSE19422", "type": "dataset", "label": "GEO GSE19422"}], "agent": "agent:corpus-assay-engine"}, {"id": "activity-read-31803246", "type": "extraction", "used": ["source:pmid:31803246"], "agent": "agent:minimax-reader"}, {"id": "activity-resolve-GSE19422", "type": "accession_resolution", "used": ["data:geo:GSE19422"], "agent": "agent:corpus-assay-engine"}], "agents": [{"id": "agent:corpus-assay-engine", "type": "software", "label": "Corpus assay engine"}, {"id": "agent:minimax-reader", "type": "software", "label": "MiniMax literature reader"}], "source_run_id": "reading-sci-2026-11-01", "dsl_catalogue_fingerprint": "343fb30756ba6ec3", "capability_table_fingerprint": "2cb3e42f047d2ecf", "snapshot_id": "ba34b49490d9bfaf"}, "lineage": {"parent_id": "pmid:31803246", "parent_hash": "sha256:6ad2c923572d1855a3762a60165c9c8efec172552a1f9f716baf97ac7233b511", "fork_of": null, "generation": 5}, "gaps": ["asset:data:geo:GSE19422 licence not read", "asset:data:geo:GSE19422 not downloaded", "asset:data:geo:GSE39716 licence not read", "asset:data:geo:GSE39716 not downloaded", "asset:data:geo:GSE43293 licence not read", "asset:data:geo:GSE43293 not downloaded", "asset:data:geo:GSE67066 licence not read", "asset:data:geo:GSE67066 not downloaded", "execution.not_run", "method.reader_differs_from_extractor", "review.human_critique", "review.independent_reader", "review.machine_critique"], "assays": [{"role": "analysis", "definition_id": "correlation_analysis", "definition_version": "f2132e96ae6c7a4e", "definition_digest": null, "required_operations": ["spearman_rho"], "support_state": "supported", "source_hashes": {"dsl_catalogue": "f2132e96ae6c7a4e"}, "confidence": 1.0, "evidence": ["Sp Spearman correlation analysis, Pe: Pearson’s correlation analysis."], "order_basis": "analysis_only", "id": "assay:1"}]}