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pmid:35456461

Identification of Potential Key Genes in Prostate Cancer with Gene Expression, Pivotal Pathways and Regulatory Networks Analysis Using Integrated Bioinformatics Methods.

Mohd Mabood Khan · Mohammad Taleb Mohsen · Md Zubbair Malik · Sali Abubaker Bagabir · Mustfa F Alkhanani · Shafiul Haque · Mohammad Serajuddin · Mausumi Bharadwaj

Genes · 2022 doi:10.3390/genes13040655

Paper

complete

Experiment

complete

Data

partial

Analysis

complete

Execution

absent

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Record details sci_version · id · kind · revision · content_hash · schema · created_at · updated_at · generator
id
pmid:35456461
kind
science-record
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sha256:12e04737ffadcc451ee992b63b675b7c0f0f96c6196273383064b31c08411983
schema
https://corpus.bntrg.co.uk/sci/1.0/sci.schema.json
created_at
2026-11-01T18:14:18Z
updated_at
2026-11-01T22:06:22Z
generator object · 2 fields
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corpus-assay-engine
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reading-sci-2026-11-01
paper object · 10 fields
state
complete
title
Identification of Potential Key Genes in Prostate Cancer with Gene Expression, Pivotal Pathways and Regulatory Networks Analysis Using Integrated Bioinformatics Methods.
doi
10.3390/genes13040655
pmid
35456461
authors array · 8 items
[0]
Mohd Mabood Khan
[1]
Mohammad Taleb Mohsen
[2]
Md Zubbair Malik
[3]
Sali Abubaker Bagabir
[4]
Mustfa F Alkhanani
[5]
Shafiul Haque
[6]
Mohammad Serajuddin
[7]
Mausumi Bharadwaj
journal
Genes
year
2022
abstract
Prostate cancer (PCa) is the most prevalent cancer (20%) in males and is accountable for a fifth (6.8%) cancer-related deaths in males globally. Smoking, obesity, race/ethnicity, diet, age, chemicals and radiation exposure, sexually transmitted diseases, etc. are among the most common risk factors for PCa. However, the basic change at the molecular level is the manifested confirmation of PCa. Thus, this study aims to evaluate the molecular signature for PCa in comparison to benign prostatic hyperplasia (BPH). Additionally, representation of differentially expressed genes (DEGs) are conducted with the help of some bioinformatics tools like DAVID, STRING, GEPIA, Cytoscape. The gene expression profile for the four data sets GSE55945, GSE104749, GSE46602, and GSE32571 was downloaded from NCBI, Gene Expression Omnibus (GEO). For the extracted DEGs, different types of analysis including functional and pathway enrichment analysis, protein-protein interaction (PPI) network construction, survival analysis and transcription factor (TF) prediction were conducted. We obtained 633 most significant upregulated genes and 1219 downregulated genes, and a sum total of 1852 DEGs were found from all four datasets after assessment. The key genes, including EGFR, MYC, VEGFA, and PTEN, are targeted by TF such as AR, Sp1, TP53, NF-KB1, STAT3, RELA. Moreover, miR-21-5p also found significantly associated with all the four key genes. Further, The Cancer Genome Atlas data (TCGA) independent database was used for validation of key genes EGFR, MYC, VEGFA, PTEN expression in prostate adenocarcinoma. All four key genes were found to be significantly correlated with overall survival in PCa. Therefore, the therapeutic target may be determined by the information of these key gene's findings for the diagnosis, prognosis and treatment of PCa.
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The Kaplan-Meier (KM) survival analysis (p < 0.05) was used for the evaluation of key genes prognostic value along with Gleason Score.
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sections[8] "2.6. Survival Analysis of Key Genes" paragraph 2
quote
The Kaplan-Meier (KM) survival analysis (p < 0.05) was used for the evaluation of key genes prognostic value along with Gleason Score.
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The data used in the current study available from the corresponding author on reasonable request.
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sections[26] "notes" paragraph 1
quote
The data used in the current study available from the corresponding author on reasonable request.
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complete
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claim-target-result
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All four key genes, EGFR, MYC, VEGFA, and PTEN, were significantly correlated with overall survival in prostate cancer.
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qualitative
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null
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sections[0] "Abstract" paragraph 1
quote
All four key genes were found to be significantly correlated with overall survival in PCa.
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complete
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experiment object · 8 fields
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complete
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All four key genes, EGFR, MYC, VEGFA, and PTEN, were significantly correlated with overall survival in prostate cancer.
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The claim, method and evidence span published with the source article.
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the published estimate and its evidence
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Apply the paper's statistical method to the resolved series and compare the result with the published target.
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https://doi.org/10.3390/genes13040655
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data:geo:GSE104749
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The data used in the current study available from the corresponding author on reasonable request.
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GEO
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GEO accession URL
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The data used in the current study available from the corresponding author on reasonable request.
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Homo sapiens
title
Molecular analyses of prostate tumors for diagnosis of malignancy on Fine-Needle Aspiration biopsies
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The data used in the current study available from the corresponding author on reasonable request.
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The data used in the current study available from the corresponding author on reasonable request.
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GSM807269
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GSM807272
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GSM807273
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GSM807274
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GSM807276
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GSM807280
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GSM807282
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GSM807283
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GSM807288
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GSM807321
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98
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null
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null
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6947
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Homo sapiens
title
Gene signatures in prostate cancer linked to the Gleason score
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2026-11-01T15:39:54Z
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identifier_resolution_only_no_download_no_licence_read
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[3] object · 15 fields
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data:geo:GSE46602
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null
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The data used in the current study available from the corresponding author on reasonable request.
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The data used in the current study available from the corresponding author on reasonable request.
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GSM1133142
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GSM1133161
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GSM1133162
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GSM1133185
sample_count
50
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null
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null
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570
taxon
Homo sapiens
title
Expression data from prostate cancer and benign prostate glands
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2026-11-01T15:39:54Z
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identifier_resolution_only_no_download_no_licence_read
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data:geo:GSE55945
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The data used in the current study available from the corresponding author on reasonable request.
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GEO accession URL
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The data used in the current study available from the corresponding author on reasonable request.
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570
taxon
Homo sapiens
title
Gene Expression Profiling of Prostate Benign and Malignant Tissue
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2026-11-01T15:39:54Z
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The Kaplan-Meier (KM) survival analysis (p < 0.05) was used for the evaluation of key genes prognostic value along with Gleason Score.
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GSE32571
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GSE32571
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gaps array · 12 items
[0]
asset:data:geo:GSE104749 licence not read
[1]
asset:data:geo:GSE104749 not downloaded
[2]
asset:data:geo:GSE32571 licence not read
[3]
asset:data:geo:GSE32571 not downloaded
[4]
asset:data:geo:GSE46602 licence not read
[5]
asset:data:geo:GSE46602 not downloaded
[6]
asset:data:geo:GSE55945 licence not read
[7]
asset:data:geo:GSE55945 not downloaded
[8]
execution.not_run
[9]
review.human_critique
[10]
review.independent_reader
[11]
review.machine_critique
assays array · 1 item
[0] object · 11 fields
role
analysis
definition_id
survival_analysis
definition_version
f2132e96ae6c7a4e
required_operations array · 1 item
[0]
survival_km
support_state
supported
source_hashes object · 1 field
dsl_catalogue
f2132e96ae6c7a4e
evidence array · 1 item
[0]
The Kaplan-Meier (KM) survival analysis (p < 0.05) was used for the evaluation of key genes prognostic value along with Gleason Score.
order_basis
analysis_only
id
assay:1
Complete file
{"sci_version": "1.2", "schema": "https://corpus.bntrg.co.uk/sci/1.0/sci.schema.json", "id": "pmid:35456461", "kind": "science-record", "revision": 4, "content_hash": "sha256:12e04737ffadcc451ee992b63b675b7c0f0f96c6196273383064b31c08411983", "created_at": "2026-11-01T18:14:18Z", "updated_at": "2026-11-01T22:06:22Z", "generator": {"name": "corpus-assay-engine", "run_id": "reading-sci-2026-11-01"}, "paper": {"state": "complete", "title": "Identification of Potential Key Genes in Prostate Cancer with Gene Expression, Pivotal Pathways and Regulatory Networks Analysis Using Integrated Bioinformatics Methods.", "doi": "10.3390/genes13040655", "pmid": "35456461", "authors": ["Mohd Mabood Khan", "Mohammad Taleb Mohsen", "Md Zubbair Malik", "Sali Abubaker Bagabir", "Mustfa F Alkhanani", "Shafiul Haque", "Mohammad Serajuddin", "Mausumi Bharadwaj"], "journal": "Genes", "year": 2022, "abstract": "Prostate cancer (PCa) is the most prevalent cancer (20%) in males and is accountable for a fifth (6.8%) cancer-related deaths in males globally. Smoking, obesity, race/ethnicity, diet, age, chemicals and radiation exposure, sexually transmitted diseases, etc. are among the most common risk factors for PCa. However, the basic change at the molecular level is the manifested confirmation of PCa. Thus, this study aims to evaluate the molecular signature for PCa in comparison to benign prostatic hyperplasia (BPH). Additionally, representation of differentially expressed genes (DEGs) are conducted with the help of some bioinformatics tools like DAVID, STRING, GEPIA, Cytoscape. The gene expression profile for the four data sets GSE55945, GSE104749, GSE46602, and GSE32571 was downloaded from NCBI, Gene Expression Omnibus (GEO). For the extracted DEGs, different types of analysis including functional and pathway enrichment analysis, protein-protein interaction (PPI) network construction, survival analysis and transcription factor (TF) prediction were conducted. We obtained 633 most significant upregulated genes and 1219 downregulated genes, and a sum total of 1852 DEGs were found from all four datasets after assessment. The key genes, including EGFR, MYC, VEGFA, and PTEN, are targeted by TF such as AR, Sp1, TP53, NF-KB1, STAT3, RELA. Moreover, miR-21-5p also found significantly associated with all the four key genes. Further, The Cancer Genome Atlas data (TCGA) independent database was used for validation of key genes EGFR, MYC, VEGFA, PTEN expression in prostate adenocarcinoma. All four key genes were found to be significantly correlated with overall survival in PCa. Therefore, the therapeutic target may be determined by the information of these key gene's findings for the diagnosis, prognosis and treatment of PCa.", "claims": [{"id": "claim-method", "statement": "The Kaplan-Meier (KM) survival analysis (p < 0.05) was used for the evaluation of key genes prognostic value along with Gleason Score.", "kind": "methodological", "target": null, "evidence": [{"asset": "source:pmid:35456461", "locator": "sections[8] \"2.6. Survival Analysis of Key Genes\" paragraph 2", "quote": "The Kaplan-Meier (KM) survival analysis (p < 0.05) was used for the evaluation of key genes prognostic value along with Gleason Score."}], "state": "complete"}, {"id": "claim-data-access", "statement": "The data used in the current study available from the corresponding author on reasonable request.", "kind": "methodological", "target": null, "evidence": [{"asset": "source:pmid:35456461", "locator": "sections[26] \"notes\" paragraph 1", "quote": "The data used in the current study available from the corresponding author on reasonable request."}], "state": "complete"}, {"id": "claim-target-result", "statement": "All four key genes, EGFR, MYC, VEGFA, and PTEN, were significantly correlated with overall survival in prostate cancer.", "kind": "qualitative", "target": null, "evidence": [{"asset": "source:pmid:35456461", "locator": "sections[0] \"Abstract\" paragraph 1", "quote": "All four key genes were found to be significantly correlated with overall survival in PCa."}], "state": "complete"}], "gaps": []}, "experiment": {"state": "complete", "objective": "All four key genes, EGFR, MYC, VEGFA, and PTEN, were significantly correlated with overall survival in prostate cancer.", "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:35456461"], "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:GSE104749"], "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:GSE104749"], "outputs": ["the replicated result and its comparison"], "instruments": [], "reagents": []}], "materials": [], "instruments": [], "reagents": [], "conditions": {}, "gaps": []}, "data": {"state": "partial", "assets": [{"id": "source:pmid:35456461", "role": "manuscript", "format": "xml", "media_type": "application/xml", "uri": "https://doi.org/10.3390/genes13040655", "sha256": 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{"repository": "GEO", "access_route": "GEO accession URL", "access_statement_verbatim": "The data used in the current study available from the corresponding author on reasonable request.", "access_statement_kind": "data_availability_statement", "sample_accessions": ["GSM2807157", "GSM2807158", "GSM2807159", "GSM2807160", "GSM2807161", "GSM2807162", "GSM2807163", "GSM2807164"], "sample_count": 8, "group_sizes": null, "group_sizes_basis": null, "platform": "570", "taxon": "Homo sapiens", "title": "Molecular analyses of prostate tumors for diagnosis of malignancy on Fine-Needle Aspiration biopsies", "resolution_checked_at": "2026-11-01T15:39:54Z", "resolution_check": "identifier_resolution_only_no_download_no_licence_read", "downloaded": false, "licence_read": false}}, {"id": "data:geo:GSE32571", "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=GSE32571", "sha256": null, "bytes": null, "access": "open", "state": "resolved", "reader": null, "reader_status": "reader_required", "identifier": "GSE32571", "version": null, "note": "The data used in the current study available from the corresponding author on reasonable request.", "structure": {"repository": "GEO", "access_route": "GEO accession URL", "access_statement_verbatim": "The data used in the current study available from the corresponding author on reasonable request.", "access_statement_kind": "data_availability_statement", "sample_accessions": ["GSM807224", "GSM807225", "GSM807226", "GSM807227", "GSM807228", "GSM807229", "GSM807230", "GSM807231", "GSM807232", "GSM807233", "GSM807234", "GSM807235", "GSM807236", "GSM807237", "GSM807238", "GSM807239", "GSM807240", "GSM807241", "GSM807242", "GSM807243", "GSM807244", "GSM807245", "GSM807246", "GSM807247", "GSM807248", "GSM807249", "GSM807250", "GSM807251", "GSM807252", "GSM807253", "GSM807254", "GSM807255", "GSM807256", "GSM807257", "GSM807258", "GSM807259", 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"resolution_checked_at": "2026-11-01T15:39:54Z", "resolution_check": "identifier_resolution_only_no_download_no_licence_read", "downloaded": false, "licence_read": false}}, {"id": "data:geo:GSE46602", "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=GSE46602", "sha256": null, "bytes": null, "access": "open", "state": "resolved", "reader": null, "reader_status": "reader_required", "identifier": "GSE46602", "version": null, "note": "The data used in the current study available from the corresponding author on reasonable request.", "structure": {"repository": "GEO", "access_route": "GEO accession URL", "access_statement_verbatim": "The data used in the current study available from the corresponding author on reasonable request.", "access_statement_kind": "data_availability_statement", "sample_accessions": ["GSM1133136", "GSM1133137", "GSM1133138", "GSM1133139", "GSM1133140", "GSM1133141", "GSM1133142", "GSM1133143", "GSM1133144", "GSM1133145", "GSM1133146", "GSM1133147", "GSM1133148", "GSM1133149", "GSM1133150", "GSM1133151", "GSM1133152", "GSM1133153", "GSM1133154", "GSM1133155", "GSM1133156", "GSM1133157", "GSM1133158", "GSM1133159", "GSM1133160", "GSM1133161", "GSM1133162", "GSM1133163", "GSM1133164", "GSM1133165", "GSM1133166", "GSM1133167", "GSM1133168", "GSM1133169", "GSM1133170", "GSM1133171", "GSM1133172", "GSM1133173", "GSM1133174", "GSM1133175", "GSM1133176", "GSM1133177", "GSM1133178", "GSM1133179", "GSM1133180", "GSM1133181", "GSM1133182", "GSM1133183", "GSM1133184", "GSM1133185"], "sample_count": 50, "group_sizes": null, "group_sizes_basis": null, "platform": "570", "taxon": "Homo sapiens", "title": "Expression data from prostate cancer and benign prostate glands", "resolution_checked_at": "2026-11-01T15:39:54Z", "resolution_check": "identifier_resolution_only_no_download_no_licence_read", "downloaded": false, "licence_read": false}}, {"id": 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owned. 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