← All .science files
pmid:32595417
Identification of four hub genes as promising biomarkers to evaluate the prognosis of ovarian cancer in silico.
Jingxuan Chen · Yun Cai · Rui Xu · Jiadong Pan · Jie Zhou · Jie Mei
Cancer cell international · 2020 doi:10.1186/s12935-020-01361-1
Paper
complete
Experiment
complete
Data
partial
Analysis
partial
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 · 6 items
claims array · 2 items
[0] object · 6 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 · 6 items
[0] object · 15 fields
structure object · 4 fields
[1] object · 15 fields
structure object · 15 fields
sample_accessions array · 204 items
[2] object · 15 fields
structure object · 15 fields
sample_accessions array · 285 items
[3] object · 16 fields
structure object · 5 fields
table object · 8 fields
rows array · 20 items
[0] array · 3 items
[1] array · 2 items
[2] array · 1 item
[3] array · 4 items
[4] array · 4 items
[5] array · 1 item
[6] array · 4 items
[7] array · 4 items
[8] array · 4 items
[9] array · 4 items
[10] array · 4 items
[11] array · 1 item
[12] array · 4 items
[13] array · 4 items
[14] array · 4 items
[15] array · 4 items
[16] array · 1 item
[17] array · 4 items
[18] array · 4 items
[19] array · 4 items
[4] object · 16 fields
structure object · 5 fields
table object · 8 fields
rows array · 5 items
[0] array · 3 items
[1] array · 3 items
[2] array · 3 items
[3] array · 3 items
[4] array · 3 items
[5] object · 16 fields
structure object · 5 fields
table object · 8 fields
rows array · 8 items
[0] array · 5 items
[1] array · 2 items
[2] array · 3 items
[3] array · 6 items
[4] array · 6 items
[5] array · 3 items
[6] array · 6 items
[7] array · 6 items
gaps array · 4 items
analysis object · 4 fields
methods array · 5 items
[0] object · 10 fields
dsl_operations array · 1 item
missing_operations array · 0 items
parameters object · 0 fields
data_shapes array · 1 item
[1] object · 10 fields
dsl_operations array · 1 item
missing_operations array · 0 items
parameters object · 0 fields
data_shapes array · 1 item
[2] object · 10 fields
dsl_operations array · 3 items
missing_operations array · 0 items
parameters object · 0 fields
data_shapes array · 1 item
[3] object · 10 fields
dsl_operations array · 1 item
missing_operations array · 0 items
parameters object · 0 fields
data_shapes array · 1 item
[4] object · 10 fields
dsl_operations array · 0 items
missing_operations array · 0 items
parameters object · 0 fields
data_shapes array · 0 items
targets array · 0 items
gaps array · 1 item
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 · 1 item
missing_operations array · 0 items
capability object · 4 fields
data object · 6 fields
accessions array · 2 items
resolved_accessions array · 2 items
statements array · 1 item
can_run object · 3 fields
dsl_operations array · 1 item
assets array · 5 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 · 3 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 · 9 items
assays array · 1 item
[0] object · 11 fields
required_operations array · 1 item
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:32595417", "kind": "science-record", "revision": 7, "content_hash": "sha256:9dff3b8a7b5649829586e52bdafc983baef75c62211a480927e550ab1a7f0f93", "created_at": "2026-11-01T15:41:04Z", "updated_at": "2026-11-01T22:01:48Z", "generator": {"name": "corpus-assay-engine", "run_id": "reading-sci-2026-11-01"}, "paper": {"state": "complete", "title": "Identification of four hub genes as promising biomarkers to evaluate the prognosis of ovarian cancer in silico.", "doi": "10.1186/s12935-020-01361-1", "pmid": "32595417", "authors": ["Jingxuan Chen", "Yun Cai", "Rui Xu", "Jiadong Pan", "Jie Zhou", "Jie Mei"], "journal": "Cancer cell international", "year": 2020, "abstract": "BACKGROUND: Ovarian cancer (OvCa) is one of the most fatal cancers among females in the world. With growing numbers of individuals diagnosed with OvCa ending in deaths, it is urgent to further explore the potential mechanisms of OvCa oncogenesis and development and related biomarkers.\nMETHODS: The gene expression profiles of GSE49997 were downloaded from the Gene Expression Omnibus (GEO) database. Weighted gene co-expression network analysis (WGCNA) was applied to explore the most potent gene modules associated with the overall survival (OS) and progression-free survival (PFS) events of OvCa patients, and the prognostic values of these genes were exhibited and validated based on data from training and validation sets. Next, protein-protein interaction (PPI) networks were built by GeneMANIA. Besides, enrichment analysis was conducted using DAVID website.\nRESULTS: According to the WGCNA analysis, a total of eight modules were identified and four hub genes (MM > 0.90) in the blue module were reserved for next analysis. Kaplan-Meier analysis exhibited that these four hub genes were significantly associated with worse OS and PFS in the patient cohort from GSE49997. Moreover, we validated the short-term (4-years) and long-term prognostic values based on the GSE9891 data, respectively. Last, PPI networks analysis, Gene Ontology (GO) and Kyoto Encyclopedia of Genes and Genomes (KEGG) analysis revealed several potential mechanisms of four hub genes and their co-operators participating in OvCa progression.\nCONCLUSION: Four hub genes (COL6A3, CRISPLD2, FBN1 and SERPINF1) were identified to be associated with the prognosis in OvCa, which might be used as monitoring biomarkers to evaluate survival time of OvCa patients.", "claims": [{"id": "claim-method", "statement": "The prognostic impacts of four genes for OS and PFS were evaluated by Kaplan–Meier analysis.", "kind": "methodological", "target": null, "evidence": [{"asset": "source:pmid:32595417", "locator": "sections[5] \"Survival analyses and further authentication of key genes\" paragraph 2", "quote": "The prognostic impacts of four genes for OS and PFS were evaluated by Kaplan–Meier analysis."}], "state": "complete"}, {"id": "claim-data-access", "statement": "All data are included in the article.", "kind": "methodological", "target": null, "evidence": [{"asset": "source:pmid:32595417", "locator": "sections[22] \"Availability of data and materials\" paragraph 2", "quote": "All data are included in the article."}], "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:32595417"], "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:GSE49997"], "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:GSE49997"], "outputs": ["the replicated result and its comparison"], "instruments": [], "reagents": []}], "materials": [], "instruments": [], "reagents": [], "conditions": {}, "gaps": []}, "data": {"state": "partial", "assets": [{"id": "source:pmid:32595417", "role": "manuscript", "format": "xml", "media_type": "application/xml", "uri": "https://doi.org/10.1186/s12935-020-01361-1", "sha256": "sha256:bd5f4a44a3b9b0ed78fa5af4884ccf2e244db2b43e649efeb87be9b50155a36f", "bytes": 37411, "access": "open", "state": "resolved", "reader": null, "reader_status": "reader_required", "identifier": "10.1186/s12935-020-01361-1", "version": null, "note": "Full article fetched from PMC; the checksum covers the rendered section body, not the original XML bytes.", "structure": {"pmcid": "PMC7315561", "source": "europe_pmc_fulltext", "coverage": "whole_body", "text_hash_scope": "rendered_section_body"}}, {"id": "data:geo:GSE49997", "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=GSE49997", "sha256": null, "bytes": null, "access": "open", "state": "resolved", "reader": null, "reader_status": "reader_required", "identifier": "GSE49997", "version": null, "note": "All data are included in the article.", "structure": {"repository": "GEO", "access_route": "GEO accession URL", "access_statement_verbatim": "All data are included in the article.", "access_statement_kind": "data_availability_statement", "sample_accessions": ["GSM1211536", "GSM1211537", "GSM1211538", "GSM1211539", "GSM1211540", "GSM1211541", "GSM1211542", "GSM1211543", "GSM1211544", "GSM1211545", "GSM1211546", "GSM1211547", "GSM1211548", "GSM1211549", "GSM1211550", "GSM1211551", "GSM1211552", "GSM1211553", "GSM1211554", "GSM1211555", "GSM1211556", "GSM1211557", "GSM1211558", "GSM1211559", "GSM1211560", "GSM1211561", "GSM1211562", "GSM1211563", "GSM1211564", "GSM1211565", "GSM1211566", "GSM1211567", "GSM1211568", "GSM1211569", "GSM1211570", "GSM1211571", "GSM1211572", "GSM1211573", "GSM1211574", "GSM1211575", "GSM1211576", "GSM1211577", "GSM1211578", "GSM1211579", "GSM1211580", "GSM1211581", "GSM1211582", "GSM1211583", "GSM1211584", "GSM1211585", "GSM1211586", "GSM1211587", "GSM1211588", "GSM1211589", "GSM1211590", "GSM1211591", "GSM1211592", "GSM1211593", "GSM1211594", "GSM1211595", "GSM1211596", "GSM1211597", "GSM1211598", "GSM1211599", "GSM1211600", "GSM1211601", "GSM1211602", "GSM1211603", "GSM1211604", "GSM1211605", "GSM1211606", "GSM1211607", "GSM1211608", "GSM1211609", "GSM1211610", "GSM1211611", "GSM1211612", "GSM1211613", "GSM1211614", "GSM1211615", "GSM1211616", "GSM1211617", "GSM1211618", "GSM1211619", "GSM1211620", "GSM1211621", "GSM1211622", "GSM1211623", "GSM1211624", "GSM1211625", "GSM1211626", "GSM1211627", "GSM1211628", "GSM1211629", "GSM1211630", "GSM1211631", "GSM1211632", "GSM1211633", "GSM1211634", "GSM1211635", "GSM1211636", "GSM1211637", "GSM1211638", "GSM1211639", "GSM1211640", "GSM1211641", "GSM1211642", "GSM1211643", "GSM1211644", "GSM1211645", "GSM1211646", "GSM1211647", "GSM1211648", "GSM1211649", "GSM1211650", "GSM1211651", "GSM1211652", "GSM1211653", "GSM1211654", "GSM1211655", "GSM1211656", "GSM1211657", "GSM1211658", "GSM1211659", "GSM1211660", "GSM1211661", "GSM1211662", "GSM1211663", "GSM1211664", "GSM1211665", "GSM1211666", "GSM1211667", "GSM1211668", "GSM1211669", "GSM1211670", "GSM1211671", "GSM1211672", "GSM1211673", "GSM1211674", "GSM1211675", "GSM1211676", "GSM1211677", "GSM1211678", "GSM1211679", "GSM1211680", "GSM1211681", "GSM1211682", "GSM1211683", "GSM1211684", "GSM1211685", "GSM1211686", "GSM1211687", "GSM1211688", "GSM1211689", "GSM1211690", "GSM1211691", "GSM1211692", "GSM1211693", "GSM1211694", "GSM1211695", "GSM1211696", "GSM1211697", "GSM1211698", "GSM1211699", "GSM1211700", "GSM1211701", "GSM1211702", "GSM1211703", "GSM1211704", "GSM1211705", "GSM1211706", "GSM1211707", "GSM1211708", "GSM1211709", "GSM1211710", "GSM1211711", "GSM1211712", "GSM1211713", "GSM1211714", "GSM1211715", "GSM1211716", "GSM1211717", "GSM1211718", "GSM1211719", "GSM1211720", "GSM1211721", "GSM1211722", "GSM1211723", "GSM1211724", "GSM1211725", "GSM1211726", "GSM1211727", "GSM1211728", "GSM1211729", "GSM1211730", "GSM1211731", "GSM1211732", "GSM1211733", "GSM1211734", "GSM1211735", "GSM1211736", "GSM1211737", "GSM1211738", "GSM1211739"], "sample_count": 204, "group_sizes": null, "group_sizes_basis": null, "platform": "2986", "taxon": "Homo sapiens", "title": "Validating the Impact of a Molecular Subtype in Epithelial Ovarian Cancer (EOC) on Progression Free and Overall Survival", "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:GSE9891", "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=GSE9891", "sha256": null, "bytes": null, "access": "open", "state": "resolved", "reader": null, "reader_status": "reader_required", "identifier": "GSE9891", "version": null, "note": "All data are included in the article.", "structure": {"repository": "GEO", "access_route": "GEO accession URL", "access_statement_verbatim": "All data are included in the article.", "access_statement_kind": "data_availability_statement", "sample_accessions": ["GSM249714", "GSM249715", "GSM249716", "GSM249717", "GSM249718", "GSM249719", "GSM249720", "GSM249721", "GSM249722", "GSM249723", "GSM249724", "GSM249725", "GSM249726", "GSM249727", "GSM249728", "GSM249729", "GSM249730", "GSM249731", "GSM249732", "GSM249733", "GSM249734", "GSM249735", "GSM249736", "GSM249737", "GSM249738", "GSM249739", "GSM249740", "GSM249741", "GSM249742", "GSM249743", "GSM249744", "GSM249745", "GSM249746", "GSM249747", "GSM249748", "GSM249749", "GSM249750", "GSM249751", "GSM249752", "GSM249753", "GSM249754", "GSM249755", "GSM249756", "GSM249757", "GSM249758", "GSM249759", "GSM249760", "GSM249761", "GSM249762", "GSM249763", "GSM249764", "GSM249765", "GSM249766", "GSM249767", "GSM249768", "GSM249769", "GSM249770", "GSM249771", "GSM249773", "GSM249774", "GSM249775", "GSM249776", "GSM249777", "GSM249778", "GSM249779", "GSM249780", "GSM249781", "GSM249782", "GSM249783", "GSM249784", "GSM249785", "GSM249786", "GSM249788", "GSM249789", "GSM249790", "GSM249791", "GSM249792", "GSM249793", "GSM249794", "GSM249795", "GSM249796", "GSM249797", "GSM249798", "GSM249799", "GSM249800", "GSM249801", "GSM249802", "GSM249803", "GSM249804", "GSM249805", "GSM249806", "GSM249807", "GSM249808", "GSM249809", "GSM249810", "GSM249811", "GSM249812", "GSM249813", "GSM249814", "GSM249815", "GSM249816", "GSM249817", "GSM249818", "GSM249819", "GSM249820", "GSM249821", "GSM249822", "GSM249823", "GSM249824", "GSM249825", "GSM249826", "GSM249827", "GSM249828", "GSM249829", "GSM249830", "GSM249831", "GSM249832", "GSM249833", "GSM249834", "GSM249835", "GSM249836", "GSM249837", "GSM249838", "GSM249839", "GSM249840", "GSM249841", "GSM249842", "GSM249843", "GSM249844", "GSM249845", "GSM249846", "GSM249847", "GSM249848", "GSM249849", "GSM249850", "GSM249851", "GSM249852", "GSM249853", "GSM249854", "GSM249855", "GSM249856", "GSM249857", "GSM249858", "GSM249859", "GSM249860", "GSM249861", "GSM249862", "GSM249863", "GSM249864", "GSM249865", "GSM249866", "GSM249867", "GSM249868", "GSM249869", "GSM249870", "GSM249871", "GSM249872", "GSM249873", "GSM249874", "GSM249875", "GSM249876", "GSM249877", "GSM249878", "GSM249879", "GSM249880", "GSM249881", "GSM249882", "GSM249883", "GSM249884", "GSM249885", "GSM249886", "GSM249887", "GSM249888", "GSM249889", "GSM249890", "GSM249891", "GSM249892", "GSM249893", "GSM249894", "GSM249895", "GSM249896", "GSM249897", "GSM249898", "GSM249899", "GSM249900", "GSM249901", "GSM249902", "GSM249903", "GSM249904", "GSM249905", "GSM249906", "GSM249907", "GSM249908", "GSM249909", "GSM249910", "GSM249911", "GSM249912", "GSM249913", "GSM249914", "GSM249915", "GSM249916", "GSM249917", "GSM249918", "GSM249919", "GSM249920", "GSM249921", "GSM249922", "GSM249923", "GSM249924", "GSM249925", "GSM249926", "GSM249927", "GSM249928", "GSM249929", "GSM249930", "GSM249931", "GSM249932", "GSM249933", "GSM249934", "GSM249935", "GSM249936", "GSM249937", "GSM249938", "GSM249939", "GSM249940", "GSM249941", "GSM249942", "GSM249943", "GSM249944", "GSM249945", "GSM249946", "GSM249947", "GSM249948", "GSM249949", "GSM249950", "GSM249951", "GSM249953", "GSM249954", "GSM249955", "GSM249956", "GSM249957", "GSM249958", "GSM249959", "GSM249960", "GSM249961", "GSM249962", "GSM249963", "GSM249964", "GSM249965", "GSM249966", "GSM249967", "GSM249968", "GSM249969", "GSM249970", "GSM249971", "GSM249972", "GSM249973", "GSM249974", "GSM249975", "GSM249976", "GSM249977", "GSM249978", "GSM249979", "GSM249980", "GSM249981", "GSM249982", "GSM249983", "GSM249984", "GSM249985", "GSM249986", "GSM249987", "GSM249988", "GSM249989", "GSM249990", "GSM249991", "GSM249992", "GSM249993", "GSM249994", "GSM249995", "GSM249996", "GSM249997", "GSM249998", "GSM249999", "GSM250000", "GSM250001"], "sample_count": 285, "group_sizes": null, "group_sizes_basis": null, "platform": "570", "taxon": "Homo sapiens", "title": "Expression profile of 285 ovarian tumour samples", "resolution_checked_at": "2026-11-01T15:39:55Z", "resolution_check": "identifier_resolution_only_no_download_no_licence_read", "downloaded": false, "licence_read": false}}, {"id": "asset:table:pmid:32595417:1", "role": "table", "format": "jats-table", "media_type": "application/vnd.jats.table+json", "uri": null, "sha256": "sha256:f8d7051eb38ab16c43e386fc1a0e4f11f0453427f41f0ddde08719470e70edec", "bytes": 928, "access": "open", "state": "verified", "reader": "read_table", "reader_status": "available", "identifier": "section[3]/table-wrap[1]#Tab1", "version": null, "note": "The basic clinic-pathological features of OvCa patients in two datasets", "structure": {"pmcid": "PMC7315561", "section_index": 3, "section_title": "Acquisition of microarray data and pre-process", "row_count": 20, "column_count": 4}, "table": {"label": "Table 1", "caption": "The basic clinic-pathological features of OvCa patients in two datasets", "rows": [["Characteristics", "n", "Cases (%)"], ["GSE49997", "GSE9891"], ["Histologic subtype"], ["Serous", "435", "171 (88.1%)", "264 (92.6%)"], ["Non-serous", "44", "23 (11.9%)", "21 (7.4%)"], ["FIGO stage"], ["Stage 1", "24", "0 (0%)", "24 (8.4%)"], ["Stage 2", "27", "9 (4.6%)", "18 (6.3%)"], ["Stage 3", "371", "154 (79.4%)", "217 (76.1%)"], ["Stage 4", "53", "31 (16.0%)", "22 (7.7%)"], ["Unknown", "4", "0 (0%)", "4 (1.4%)"], ["Grade"], ["Grade 1", "30", "11 (5.7%)", "19 (6.7%)"], ["Grade 2", "136", "39 (20.1%)", "97 (34.0%)"], ["Grade 3", "307", "143 (73.7%)", "164 (57.5%)"], ["Unknown", "6", "1 (0.5%)", "5 (1.8%)"], ["Residual tumor"], ["No", "221", "137 (70.6%)", "84 (29.5%)"], ["Yes", "221", "57 (29.4%)", "164 (57.5%)"], ["Unknown", "37", "0 (0%)", "37 (13.0%)"]], "row_count": 20, "column_count": 4, "numeric_cells": 51, "header_rows": 2, "locator": "section[3]/table-wrap[1]#Tab1"}}, {"id": "asset:table:pmid:32595417:2", "role": "table", "format": "jats-table", "media_type": "application/vnd.jats.table+json", "uri": null, "sha256": "sha256:a1bd8f5883673fdf485e07f40d9e89abb91d1e0bcd0ed30fb04ace9d4a281579", "bytes": 524, "access": "open", "state": "verified", "reader": "read_table", "reader_status": "available", "identifier": "section[10]/table-wrap[1]#Tab2", "version": null, "note": "Four hub genes identified by WGCNA analysis in OvCa", "structure": {"pmcid": "PMC7315561", "section_index": 10, "section_title": "Weighted co-expression network construction and key hub genes identification", "row_count": 5, "column_count": 3}, "table": {"label": "Table 2", "caption": "Four hub genes identified by WGCNA analysis in OvCa", "rows": [["Gene ID", "Ensembl ID", "Gene description"], ["COL6A3", "ENSG00000163359.15", "Collagen, type VI, alpha 3"], ["CRISPLD2", "ENSG00000103196.11", "Cysteine-rich secretory protein LCCL domain containing 2"], ["FBN1", "ENSG00000166147.13", "Fibrillin 1"], ["SERPINF1", "ENSG00000132386.10", "Serpin peptidase inhibitor, clade F, member 1"]], "row_count": 5, "column_count": 3, "numeric_cells": 8, "header_rows": 1, "locator": "section[10]/table-wrap[1]#Tab2"}}, {"id": "asset:table:pmid:32595417:3", "role": "table", "format": "jats-table", "media_type": "application/vnd.jats.table+json", "uri": null, "sha256": "sha256:437ef9f32429d5310c7ad2486065d1df1500fd0dba4bfd773931eba268e238ca", "bytes": 551, "access": "open", "state": "verified", "reader": "read_table", "reader_status": "available", "identifier": "section[12]/table-wrap[1]#Tab3", "version": null, "note": "Comparison of patents’ survival events in two datasets", "structure": {"pmcid": "PMC7315561", "section_index": 12, "section_title": "Validation of hub genes based on GSE9891 microarray data", "row_count": 8, "column_count": 6}, "table": {"label": "Table 3", "caption": "Comparison of patents’ survival events in two datasets", "rows": [["Survival events", "n", "Cases (%)", "χ2", "P value"], ["GSE49997", "GSE9891"], ["OS event", "0.83", "> 0.05"], ["Alive", "312", "137 (70.6%)", "190 (66.7%)", "", ""], ["Dead", "167", "57 (29.4%)", "95 (33.3%)", "", ""], ["PFS event", "0.15", "> 0.05"], ["Non-progressive", "162", "70 (36.1%)", "98 (34.4%)", "", ""], ["Progressive", "317", "124 (63.9%)", "187 (65.6%)", "", ""]], "row_count": 8, "column_count": 6, "numeric_cells": 19, "header_rows": 2, "locator": "section[12]/table-wrap[1]#Tab3"}}], "gaps": ["asset:data:geo:GSE49997 not downloaded", "asset:data:geo:GSE49997 licence not read", "asset:data:geo:GSE9891 not downloaded", "asset:data:geo:GSE9891 licence not read"]}, "analysis": {"state": "partial", "methods": [{"id": "method-1", "family": "survival_analysis", "specific": "kaplan_meier", "label": "Survival analysis", "dsl_operations": ["survival_km"], "missing_operations": [], "expressible": true, "parameters": {}, "data_shapes": ["time_to_event_with_censoring"], "evidence": {"score": 0.7, "band": "medium", "quote": "Kaplan-Meier"}}, {"id": "method-2", "family": "survival_analysis", "specific": "log_rank_test", "label": "Survival analysis", "dsl_operations": ["logrank_test"], "missing_operations": [], "expressible": true, "parameters": {}, "data_shapes": ["time_to_event_with_censoring"], "evidence": {"score": 0.8, "band": "high", "quote": "log-rank"}}, {"id": "method-3", "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-4", "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": 0.8, "band": "high", "quote": "pathway enrichment"}}, {"id": "method-5", "family": null, "specific": null, "label": "Kaplan–Meier analysis", "dsl_operations": [], "missing_operations": [], "expressible": null, "parameters": {}, "data_shapes": [], "evidence": {"score": 1.0, "band": "verbatim", "quote": "The prognostic impacts of four genes for OS and PFS were evaluated by Kaplan–Meier analysis."}}], "targets": [], "gaps": ["method.reader_named_unmapped"]}, "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": ["survival_km"], "missing_operations": [], "basis": "The paper names the method it used and the corpus's method extractor maps it onto the DSL catalogue: kaplan_meier."}, "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": ["GSE49997", "GSE9891"], "resolved_accessions": ["GSE49997", "GSE9891"], "statements": ["All data are included in the article."], "basis": "The paper names GSE49997, GSE9891 in Gene Expression Omnibus (GEO) and the accession resolves in the repository. No dataset was downloaded and no licence was read."}}, "can_run": {"dsl_operations": ["survival_km"], "assets": ["source:pmid:32595417", "data:geo:GSE49997", "asset:table:pmid:32595417:1", "asset:table:pmid:32595417:2", "asset:table:pmid:32595417:3"], "steps": ["run_analysis"]}, "must_build": {"dsl_operations": [], "converters": [], "readers": [], "capabilities": [], "data_gaps": ["data:geo:GSE49997"]}, "gaps": []}, "review": {"state": "partial", "machine_critique": {"kind": "extraction_review", "reader": {"model": "MiniMax-M3.1-Flash", "provider": "minimax", "provider_family": "minimax", "read_at": "2026-10-31T18:20:37Z", "independence": "single_reader"}, "evidence_check": {"method": "verbatim", "availability": "verbatim"}, "calls": 3, "usage": {"prompt_tokens": 30562, "completion_tokens": 1192, "cached_tokens": 792}}, "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:32595417", "type": "paper", "label": "pmid:32595417"}, {"id": "source:pmid:32595417", "type": "manuscript", "label": "PMID 32595417 full text"}, {"id": "data:geo:GSE49997", "type": "dataset", "label": "GEO GSE49997"}], "activities": [{"id": "activity-reading-sci-2026-11-01", "type": "classification", "used": [{"id": "pmid:32595417", "type": "paper", "label": "pmid:32595417"}, {"id": "source:pmid:32595417", "type": "manuscript", "label": "PMID 32595417 full text"}, {"id": "data:geo:GSE49997", "type": "dataset", "label": "GEO GSE49997"}], "agent": "agent:corpus-assay-engine"}, {"id": "activity-read-32595417", "type": "extraction", "used": ["source:pmid:32595417"], "agent": "agent:minimax-reader"}, {"id": "activity-resolve-GSE49997", "type": "accession_resolution", "used": ["data:geo:GSE49997"], "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:32595417", "parent_hash": "sha256:08ab5ac748b7df7b0f0d26d81aa9dd91eb037d2044509391e8ce38e255bb0280", "fork_of": null, "generation": 6}, "gaps": ["asset:data:geo:GSE49997 licence not read", "asset:data:geo:GSE49997 not downloaded", "asset:data:geo:GSE9891 licence not read", "asset:data:geo:GSE9891 not downloaded", "execution.not_run", "method.reader_named_unmapped", "review.human_critique", "review.independent_reader", "review.machine_critique"], "assays": [{"role": "analysis", "definition_id": "survival_analysis", "definition_version": "f2132e96ae6c7a4e", "definition_digest": null, "required_operations": ["survival_km"], "support_state": "supported", "source_hashes": {"dsl_catalogue": "f2132e96ae6c7a4e"}, "confidence": 0.7, "evidence": ["Kaplan-Meier"], "order_basis": "analysis_only", "id": "assay:1"}]}