← All .science files
pmid:29482638
Investigation of hypoxia networks in ovarian cancer via bioinformatics analysis.
Ke Zhang · Xiangjun Kong · Guangde Feng · Wei Xiang · Long Chen · Fang Yang · Chunyu Cao · Yifei Ding · Hang Chen · Mingxing Chu · Pingqing Wang · Baoyun Zhang
Journal of ovarian research · 2018 doi:10.1186/s13048-018-0388-x
Paper
complete
Experiment
complete
Data
partial
Analysis
complete
Execution
absent
Execution evidence has not yet been added to this .science file. Explore its methods, data and open questions to plan the next step.
Record details sci_version · id · kind · revision · content_hash · schema · created_at · updated_at · generator
paper object · 10 fields
authors array · 12 items
claims array · 2 items
[0] object · 6 fields
evidence array · 1 item
[0] object · 3 fields
gaps array · 0 items
experiment object · 8 fields
steps array · 3 items
[0] object · 13 fields
parameters object · 0 fields
inputs array · 1 item
outputs array · 1 item
instruments array · 0 items
reagents array · 0 items
[1] object · 13 fields
parameters object · 0 fields
inputs array · 1 item
outputs array · 1 item
instruments array · 0 items
reagents array · 0 items
[2] object · 13 fields
parameters object · 0 fields
inputs array · 1 item
outputs array · 1 item
instruments array · 0 items
reagents array · 0 items
materials array · 0 items
instruments array · 0 items
reagents array · 0 items
conditions object · 0 fields
gaps array · 0 items
data object · 3 fields
assets array · 4 items
[0] object · 15 fields
structure object · 4 fields
[1] object · 15 fields
structure object · 15 fields
sample_accessions array · 27 items
[2] object · 16 fields
structure object · 5 fields
table object · 8 fields
rows array · 11 items
[0] array · 3 items
[1] array · 3 items
[2] array · 2 items
[3] array · 3 items
[4] array · 2 items
[5] array · 3 items
[6] array · 2 items
[7] array · 3 items
[8] array · 2 items
[9] array · 3 items
[10] array · 2 items
[3] object · 16 fields
structure object · 5 fields
table object · 8 fields
rows array · 10 items
[0] array · 2 items
[1] array · 2 items
[2] array · 2 items
[3] array · 2 items
[4] array · 2 items
[5] array · 2 items
[6] array · 2 items
[7] array · 2 items
[8] array · 2 items
[9] array · 2 items
gaps array · 2 items
analysis object · 4 fields
methods array · 3 items
[0] object · 10 fields
dsl_operations array · 4 items
missing_operations array · 0 items
parameters object · 0 fields
data_shapes array · 1 item
[1] object · 10 fields
dsl_operations array · 3 items
missing_operations array · 0 items
parameters object · 0 fields
data_shapes array · 1 item
[2] object · 10 fields
dsl_operations array · 1 item
missing_operations array · 0 items
parameters object · 0 fields
data_shapes array · 1 item
targets array · 0 items
gaps array · 0 items
capability object · 3 fields
requirements array · 1 item
[0] object · 6 fields
assay_families array · 9 items
gaps array · 0 items
readiness object · 8 fields
axes object · 3 fields
method object · 5 fields
required_operations array · 4 items
missing_operations array · 0 items
capability object · 4 fields
data object · 6 fields
accessions array · 1 item
resolved_accessions array · 1 item
statements array · 1 item
can_run object · 3 fields
dsl_operations array · 4 items
assets array · 4 items
steps array · 1 item
must_build object · 5 fields
dsl_operations array · 0 items
converters array · 0 items
readers array · 0 items
capabilities array · 0 items
data_gaps array · 1 item
gaps array · 0 items
review object · 5 fields
machine_critique object · 5 fields
reader object · 5 fields
evidence_check object · 2 fields
usage object · 0 fields
stages array · 1 item
[0] object · 4 fields
gaps array · 3 items
provenance object · 7 fields
entities array · 3 items
activities array · 3 items
[0] object · 4 fields
used array · 3 items
[0] object · 3 fields
[1] object · 3 fields
[2] object · 3 fields
[1] object · 4 fields
agents array · 2 items
lineage object · 4 fields
gaps array · 6 items
assays array · 4 items
[0] object · 11 fields
required_operations array · 0 items
source_hashes object · 1 field
evidence array · 3 items
[1] object · 11 fields
required_operations array · 0 items
source_hashes object · 1 field
evidence array · 2 items
[2] object · 11 fields
required_operations array · 0 items
source_hashes object · 1 field
evidence array · 1 item
[3] object · 11 fields
required_operations array · 4 items
source_hashes object · 1 field
evidence array · 1 item
Complete file
{"sci_version": "1.2", "schema": "https://corpus.bntrg.co.uk/sci/1.0/sci.schema.json", "id": "pmid:29482638", "kind": "science-record", "revision": 8, "content_hash": "sha256:0071014943f3ecefa8c7de45767d06a505b1a566498e587b9ef239628cbf56f5", "created_at": "2026-11-01T15:40:31Z", "updated_at": "2026-11-01T22:43:17Z", "generator": {"name": "corpus-assay-engine", "run_id": "reading-sci-2026-11-01"}, "paper": {"state": "complete", "title": "Investigation of hypoxia networks in ovarian cancer via bioinformatics analysis.", "doi": "10.1186/s13048-018-0388-x", "pmid": "29482638", "authors": ["Ke Zhang", "Xiangjun Kong", "Guangde Feng", "Wei Xiang", "Long Chen", "Fang Yang", "Chunyu Cao", "Yifei Ding", "Hang Chen", "Mingxing Chu", "Pingqing Wang", "Baoyun Zhang"], "journal": "Journal of ovarian research", "year": 2018, "abstract": "BACKGROUND: Ovarian cancer is a leading cause of the death from gynecologic malignancies. Hypoxia is closely related to the malignant growth of cells. However, the molecular mechanism of hypoxia-regulated ovarian cancer cells remains unclear. Thus, this study was conducted to identify the key genes and pathways implicated in the regulation of hypoxia by bioinformatics analysis.\nMETHODS: Using the datasets of GSE53012 downloaded from the Gene Expression Omnibus (GEO), the differentially expressed genes (DEGs) were screened by comparing the RNA expression from cycling hypoxia group, chronic hypoxia group, and control group. Subsequently, cluster analysis was performed followed by the construction of the protein-protein interaction (PPI) network of the overlapping DEGs between the cycling hypoxia and chronic hypoxia using ClusterONE. In addition, gene ontology (GO) functional and pathway enrichment analyses of the DEGs in the most remarkable module were performed using Database for Annotation, Visualization and Integrated Discovery (DAVID) software. Ultimately, the signaling pathways associated with hypoxia were verified by RT-PCR, WB, and MTT assays.\nRESULTS: A total of 931 overlapping DEGs were identified. Nine hub genes and seven node genes were screened by analyzing the PPI and pathway integration networks, including ESR1, MMP2, ErbB2, MYC, VIM, CYBB, EDN1, SERPINE1, and PDK. Additionally, 11 key pathways closely associated with hypoxia were identified, including focal adhesion, ErbB signaling, and proteoglycans in cancer, among which the ErbB signaling pathway was verified by RT-PCR, WB, and MTT assays. Furthermore, functional enrichment analysis revealed that these genes were mainly involved in the proliferation of ovarian cancer cells, such as regulation of cell proliferation, cell adhesion, positive regulation of cell migration, focal adhesion, and extracellular matrix binding.\nCONCLUSION: The results show that hypoxia can promote the proliferation of ovarian cancer cells by affecting the invasion and adhesion functions through the dysregulation of ErbB signaling, which may be governed by the HIF-1α-TGFA-EGFR-ErbB2-MYC axis. These findings will contribute to the identification of new targets for the diagnosis and treatment of ovarian cancer.", "claims": [{"id": "claim-method", "statement": "Statistical significance was assessed by one-way ANOVA followed by Tukey’s multiple comparisons test using Prism statistical software (GraphPad Software, Inc., La Jolla, CA), with differences considered significant at the level of P < .05.", "kind": "methodological", "target": null, "evidence": [{"asset": "source:pmid:29482638", "locator": "sections[12] \"Statistical analysis\" paragraph 2", "quote": "Statistical significance was assessed by one-way ANOVA followed by Tukey’s multiple comparisons test using Prism statistical software (GraphPad Software, Inc., La Jolla, CA), with differences considered significant at the level of P < .05."}], "state": "complete"}, {"id": "claim-data-access", "statement": "The datasets used and/or analyzed during the current study available from the corresponding author on reasonable request.", "kind": "methodological", "target": null, "evidence": [{"asset": "source:pmid:29482638", "locator": "sections[26] \"ack\" paragraph 1", "quote": "The datasets used and/or analyzed during the current study 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:29482638"], "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:GSE53012"], "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:GSE53012"], "outputs": ["the replicated result and its comparison"], "instruments": [], "reagents": []}], "materials": [], "instruments": [], "reagents": [], "conditions": {}, "gaps": []}, "data": {"state": "partial", "assets": [{"id": "source:pmid:29482638", "role": "manuscript", "format": "xml", "media_type": "application/xml", "uri": "https://doi.org/10.1186/s13048-018-0388-x", "sha256": "sha256:589291dbdbcdb747393805d8a2cabe63cebcf07c158a471e192c79ac0fb05547", "bytes": 37790, "access": "open", "state": "resolved", "reader": null, "reader_status": "reader_required", "identifier": "10.1186/s13048-018-0388-x", "version": null, "note": "Full article fetched from PMC; the checksum covers the rendered section body, not the original XML bytes.", "structure": {"pmcid": "PMC5828062", "source": "europe_pmc_fulltext", "coverage": "whole_body_without_references", "text_hash_scope": "rendered_section_body"}}, {"id": "data:geo:GSE53012", "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=GSE53012", "sha256": null, "bytes": null, "access": "open", "state": "resolved", "reader": null, "reader_status": "reader_required", "identifier": "GSE53012", "version": null, "note": "The datasets used and/or analyzed during the current study available from the corresponding author on reasonable request.", "structure": {"repository": "GEO", "access_route": "GEO accession URL", "access_statement_verbatim": "The datasets used and/or analyzed during the current study available from the corresponding author on reasonable request.", "access_statement_kind": "data_availability_statement", "sample_accessions": ["GSM1280329", "GSM1280330", "GSM1280331", "GSM1280332", "GSM1280333", "GSM1280334", "GSM1280335", "GSM1280336", "GSM1280337", "GSM1280338", "GSM1280339", "GSM1280340", "GSM1280341", "GSM1280342", "GSM1280343", "GSM1280344", "GSM1280345", "GSM1280346", "GSM1280347", "GSM1280348", "GSM1280349", "GSM1280350", "GSM1280351", "GSM1280352", "GSM1280353", "GSM1280354", "GSM1280355"], "sample_count": 27, "group_sizes": null, "group_sizes_basis": null, "platform": "570", "taxon": "Homo sapiens", "title": "Expression data from three human cancer cell lines (PC-3, SK-OV-3, WM793B) exposed to experimental cycling and chronic hypoxa in vitro", "resolution_checked_at": "2026-11-01T15:39:54Z", "resolution_check": "identifier_resolution_only_no_download_no_licence_read", "downloaded": false, "licence_read": false}}, {"id": "asset:table:pmid:29482638:1", "role": "table", "format": "jats-table", "media_type": "application/vnd.jats.table+json", "uri": null, "sha256": "sha256:635e7f6c82757474fb40033bb7c6eb9eeadafaccb689b2a90b01172c1793222f", "bytes": 712, "access": "open", "state": "verified", "reader": "read_table", "reader_status": "available", "identifier": "section[9]/table-wrap[1]#Tab1", "version": null, "note": "The sequences of primers for quantitative RT-PCR", "structure": {"pmcid": "PMC5828062", "section_index": 9, "section_title": "Quantitative real-time PCR", "row_count": 11, "column_count": 3}, "table": {"label": "Table 1", "caption": "The sequences of primers for quantitative RT-PCR", "rows": [["Genes", "Primers", "Length of targetfragment, bp"], ["β-actin", "F: 5′-ACTCCTATGTGGGTGACGAGG-3′", "137"], ["R: 5′-CACACGCAGCTCATTGTAGAAG-3′", ""], ["TGFA", "F:5′-CAGCAGTGGTGTCCCATTTT-3′", "105"], ["R:5′-ACCAACGTACCCAGAATGGC-3′", ""], ["EGFR", "F:5′-CCGCAAAGTGTGTAACGGAA-3′", "152"], ["R:5′-CCTGTGGATCCAGAGGAGGAG-3′", ""], ["ErbB2", "F:5′-CTGCAGCTTCGAAGCCTCAC-3′", "106"], ["R:5′-GAGAGCCAGCTGGTTGTTCT-3′", ""], ["MYC", "F:5′- GGGTAGTGGAAAACCAGCAGC-3′", "119"], ["R:5′-CTGCTGCTGCTGGTAGAAGTT-3′", ""]], "row_count": 11, "column_count": 3, "numeric_cells": 15, "header_rows": 1, "locator": "section[9]/table-wrap[1]#Tab1"}}, {"id": "asset:table:pmid:29482638:2", "role": "table", "format": "jats-table", "media_type": "application/vnd.jats.table+json", "uri": null, "sha256": "sha256:06e2619937b8a31d22a8eca255551f789b848459414af6f79f23347ef2537a47", "bytes": 358, "access": "open", "state": "verified", "reader": "read_table", "reader_status": "available", "identifier": "section[15]/table-wrap[1]#Tab2", "version": null, "note": "The statistical results of connectivity degrees of the PPI network", "structure": {"pmcid": "PMC5828062", "section_index": 15, "section_title": "PPI network construction and hub gene identification", "row_count": 10, "column_count": 2}, "table": {"label": "Table 2", "caption": "The statistical results of connectivity degrees of the PPI network", "rows": [["Gene", "Degree"], ["JUN", "69"], ["FOS", "69"], ["BIRC5", "63"], ["ESR1", "59"], ["MMP2", "50"], ["ERBB2", "47"], ["E2F7", "41"], ["MYC", "37"], ["VIM", "37"]], "row_count": 10, "column_count": 2, "numeric_cells": 9, "header_rows": 1, "locator": "section[15]/table-wrap[1]#Tab2"}}], "gaps": ["asset:data:geo:GSE53012 not downloaded", "asset:data:geo:GSE53012 licence not read"]}, "analysis": {"state": "complete", "methods": [{"id": "method-1", "family": "group_comparison", "specific": "anova", "label": "Group comparison", "dsl_operations": ["group_summary", "welch_t", "bootstrap_mean_difference", "group_comparison_anova"], "missing_operations": [], "expressible": true, "parameters": {}, "data_shapes": ["two_or_more_groups_continuous"], "evidence": {"score": 1.0, "band": "verbatim", "quote": "Statistical significance was assessed by one-way ANOVA followed by Tukey’s multiple comparisons test using Prism statistical software (GraphPad Software, Inc., La Jolla, CA), with differences considered significant at the level of P < .05."}}, {"id": "method-2", "family": "network_analysis", "specific": "ppi_network", "label": "Network / pathway analysis", "dsl_operations": ["build_graph", "centrality_scores", "pathway_enrich"], "missing_operations": [], "expressible": true, "parameters": {}, "data_shapes": ["edge_list"], "evidence": {"score": 0.7, "band": "medium", "quote": "protein-protein interaction"}}, {"id": "method-3", "family": "network_analysis", "specific": "pathway_enrichment", "label": "Network / pathway analysis", "dsl_operations": ["pathway_enrich"], "missing_operations": [], "expressible": true, "parameters": {}, "data_shapes": ["edge_list"], "evidence": {"score": 0.7, "band": "medium", "quote": "pathway enrichment"}}], "targets": [], "gaps": []}, "capability": {"state": "complete", "requirements": [{"capability_id": "capability:computational_analysis", "label": "Computational analysis platform", "assay_families": ["meta_analysis", "machine_learning", "survival_analysis", "statistical_regression", "pca", "molecular_docking", "network_analysis", "differential_expression", "gwas"], "availability_state": "owned", "tier_unlocked": "R1", "candidate": "Automated Assays Laravel application and simulated adapters"}], "gaps": []}, "readiness": {"state": "complete", "tier": "R1", "blocking_axis": "none", "blocked_on": "nothing:replicable_now", "axes": {"method": {"tier": "R1", "expressible": true, "required_operations": ["group_summary", "welch_t", "bootstrap_mean_difference", "group_comparison_anova"], "missing_operations": [], "basis": "The paper names the method it used and the corpus's method extractor maps it onto the DSL catalogue: anova."}, "capability": {"tier": "R1", "capability_id": "capability:computational_analysis", "availability_state": "owned", "basis": "The computational analysis is owned. The physical bench the paper used is not, so a physical validation cannot be run here."}, "data": {"tier": "R1", "reachable": true, "accessions": ["GSE53012"], "resolved_accessions": ["GSE53012"], "statements": ["The datasets used and/or analyzed during the current study available from the corresponding author on reasonable request."], "basis": "The paper names GSE53012 in NCBI Gene Expression Omnibus (GEO) and the accession resolves in the repository. No dataset was downloaded and no licence was read."}}, "can_run": {"dsl_operations": ["group_summary", "welch_t", "bootstrap_mean_difference", "group_comparison_anova"], "assets": ["source:pmid:29482638", "data:geo:GSE53012", "asset:table:pmid:29482638:1", "asset:table:pmid:29482638:2"], "steps": ["run_analysis"]}, "must_build": {"dsl_operations": [], "converters": [], "readers": [], "capabilities": [], "data_gaps": ["data:geo:GSE53012"]}, "gaps": []}, "review": {"state": "partial", "machine_critique": {"kind": "extraction_review", "reader": {"model": "MiniMax-M3.1-Flash", "provider": "minimax", "provider_family": "minimax", "read_at": null, "independence": "same_provider"}, "evidence_check": {"method": "verbatim", "availability": "verbatim"}, "calls": 0, "usage": {}}, "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:29482638", "type": "paper", "label": "pmid:29482638"}, {"id": "source:pmid:29482638", "type": "manuscript", "label": "PMID 29482638 full text"}, {"id": "data:geo:GSE53012", "type": "dataset", "label": "GEO GSE53012"}], "activities": [{"id": "activity-reading-sci-2026-11-01", "type": "classification", "used": [{"id": "pmid:29482638", "type": "paper", "label": "pmid:29482638"}, {"id": "source:pmid:29482638", "type": "manuscript", "label": "PMID 29482638 full text"}, {"id": "data:geo:GSE53012", "type": "dataset", "label": "GEO GSE53012"}], "agent": "agent:corpus-assay-engine"}, {"id": "activity-read-29482638", "type": "extraction", "used": ["source:pmid:29482638"], "agent": "agent:minimax-reader"}, {"id": "activity-resolve-GSE53012", "type": "accession_resolution", "used": ["data:geo:GSE53012"], "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:29482638", "parent_hash": "sha256:336bc39a05f058a922917e31ce4d09b0c50ba6056f13e8e152c28a9bd4b9db4b", "fork_of": null, "generation": 7}, "gaps": ["asset:data:geo:GSE53012 licence not read", "asset:data:geo:GSE53012 not downloaded", "execution.not_run", "review.human_critique", "review.independent_reader", "review.machine_critique"], "assays": [{"role": "data_generation", "definition_id": "apoptosis_assay", "definition_version": "99e1195c7d6f", "definition_digest": null, "required_operations": [], "support_state": "partial", "source_hashes": {"assay_lexicon": "99e1195c7d6f"}, "confidence": 0.99, "evidence": ["ith hypoxia were verified by RT-PCR, WB, and MTT assays. RESULTS: A total of 931 overlapping", "ling pathway was verified by RT-PCR, WB, and MTT assays. Furthermore, functional enrichment a", "to cell proliferation, differentiation, and apoptosis. The proliferation and clone-forming ability"], "order_basis": "paper_text_order:1191", "id": "assay:1"}, {"role": "data_generation", "definition_id": "transfection", "definition_version": "99e1195c7d6f", "definition_digest": null, "required_operations": [], "support_state": "partial", "source_hashes": {"assay_lexicon": "99e1195c7d6f"}, "confidence": 0.99, "evidence": ["llular component (CC) [28]. Cell culture and transfection The human ovarian cancer cell line, Caov3, a", "d interference vectors pSUPER-TGFA/EGFR were transfected using Lipofectamine 2000. 8 h later, cells w"], "order_basis": "paper_text_order:3263", "id": "assay:2"}, {"role": "data_generation", "definition_id": "cell_culture", "definition_version": "99e1195c7d6f", "definition_digest": null, "required_operations": [], "support_state": "partial", "source_hashes": {"assay_lexicon": "99e1195c7d6f"}, "confidence": 0.77, "evidence": ["gy, cancer hospital of Guizhou province, was cultured in a monolayer in Dulbecco’s modified Eagle’s m"], "order_basis": "paper_text_order:3402", "id": "assay:3"}, {"role": "analysis", "definition_id": "group_comparison", "definition_version": "f2132e96ae6c7a4e", "definition_digest": null, "required_operations": ["group_summary", "welch_t", "bootstrap_mean_difference", "group_comparison_anova"], "support_state": "supported", "source_hashes": {"dsl_catalogue": "f2132e96ae6c7a4e"}, "confidence": 1.0, "evidence": ["Statistical significance was assessed by one-way ANOVA followed by Tukey’s multiple comparisons test using Prism statistical software (GraphPad Software, Inc., La Jolla, CA), with differences considered significant at the level of P < .05."], "order_basis": "consumes_earlier_output", "id": "assay:4"}]}