← All .science files
pmid:32282693
A 17-gene expression-based prognostic signature associated with the prognosis of patients with breast cancer: A STROBE-compliant study.
Jin-Xian Qian · Min Yu · Zhe Sun · Ai-Mei Jiang · Bo Long
Medicine · 2020 doi:10.1097/MD.0000000000019255
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 · 5 items
claims array · 1 item
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 · 2 items
[0] object · 15 fields
structure object · 4 fields
[1] object · 15 fields
structure object · 15 fields
sample_accessions array · 198 items
gaps array · 2 items
analysis object · 4 fields
methods array · 1 item
[0] 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 · 1 item
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 · 1 item
assets array · 2 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 · 6 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:32282693", "kind": "science-record", "revision": 3, "content_hash": "sha256:6315f329baa7c730c3cfb4b9b7e635cadf49addcf98bc68402a9657ae6b0d119", "created_at": "2026-11-01T15:40:59Z", "updated_at": "2026-11-01T21:23:06Z", "generator": {"name": "corpus-assay-engine", "run_id": "reading-sci-2026-11-01"}, "paper": {"state": "complete", "title": "A 17-gene expression-based prognostic signature associated with the prognosis of patients with breast cancer: A STROBE-compliant study.", "doi": "10.1097/MD.0000000000019255", "pmid": "32282693", "authors": ["Jin-Xian Qian", "Min Yu", "Zhe Sun", "Ai-Mei Jiang", "Bo Long"], "journal": "Medicine", "year": 2020, "abstract": "Identification of reliable predictive biomarkers for patients with breast cancer (BC).Univariate Cox proportional hazards regression model was conducted to identify genes correlated with the overall survival (OS) of patients in the TCGA-BRCA cohort. Functional enrichment analysis was conducted to investigate the biological meaning of these survival related genes. Then, patients in TCGA-BCRA were randomly divided into training set and test. Least absolute shrinkage and selection operator (LASSO) penalized Cox regression model was performed and the risk score of BC patients in this model was used to build a prognostic signature. The prognostic performance of the signature was evaluated in the training set, test set, and an independent validation set GSE7390.2519 genes were demonstrated to be significantly associated with the OS of BC patients. Functional annotation of the 2519 genes suggested that these genes were associated with immune response and protein synthesis related gene ontology terms and pathways. 17 genes were identified in the LASSO Cox regression model and used to construct a 17-gene signature. Patients in the 17-gene signature low risk group have better OS and event-free survival compared with those in the 17-gene signature high risk group in the TCGA-BRCA cohort. The prognostic role of the 17-gene signature has been confirmed in the validation cohort. Multivariable Cox proportional hazards regression model suggested the 17-gene signature was an independent prognostic factor in BC.The 17-gene signature we developed could successfully classify patients into high- and low-risk groups, indicating that it might serve as candidate biomarker in BC.", "claims": [{"id": "claim-data-access", "statement": "The data and code used in this study can be accessed by consulting the corresponding author.", "kind": "methodological", "target": null, "evidence": [{"asset": "source:pmid:32282693", "locator": "sections[25] \"Footnotes\" paragraph 2", "quote": "The data and code used in this study can be accessed by consulting the corresponding author."}], "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:32282693"], "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:GSE7390"], "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:GSE7390"], "outputs": ["the replicated result and its comparison"], "instruments": [], "reagents": []}], "materials": [], "instruments": [], "reagents": [], "conditions": {}, "gaps": []}, "data": {"state": "partial", "assets": [{"id": "source:pmid:32282693", "role": "manuscript", "format": "xml", "media_type": "application/xml", "uri": "https://doi.org/10.1097/MD.0000000000019255", "sha256": "sha256:f554bdc5565a30d1c9f87eda4857dcbe6729e69901fa5f53f77be89015561e7b", "bytes": 26642, "access": "open", "state": "resolved", "reader": null, "reader_status": "reader_required", "identifier": "10.1097/MD.0000000000019255", "version": null, "note": "Full article fetched from PMC; the checksum covers the rendered section body, not the original XML bytes.", "structure": {"pmcid": "PMC7220332", "source": "europe_pmc_fulltext", "coverage": "whole_body", "text_hash_scope": "rendered_section_body"}}, {"id": "data:geo:GSE7390", "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=GSE7390", "sha256": null, "bytes": null, "access": "open", "state": "resolved", "reader": null, "reader_status": "reader_required", "identifier": "GSE7390", "version": null, "note": "The data and code used in this study can be accessed by consulting the corresponding author.", "structure": {"repository": "GEO", "access_route": "GEO accession URL", "access_statement_verbatim": "The data and code used in this study can be accessed by consulting the corresponding author.", "access_statement_kind": "data_availability_statement", "sample_accessions": ["GSM177885", "GSM177886", "GSM177887", "GSM177888", "GSM177889", "GSM177890", "GSM177891", "GSM177892", "GSM177893", "GSM177894", "GSM177895", "GSM177896", "GSM177897", "GSM177898", "GSM177899", "GSM177900", "GSM177901", "GSM177902", "GSM177903", "GSM177904", "GSM177905", "GSM177906", "GSM177907", "GSM177908", "GSM177909", "GSM177910", "GSM177911", "GSM177912", "GSM177913", "GSM177914", "GSM177915", "GSM177916", "GSM177917", "GSM177918", "GSM177919", "GSM177920", "GSM177921", "GSM177922", "GSM177923", "GSM177924", "GSM177925", "GSM177926", "GSM177927", "GSM177928", "GSM177929", "GSM177930", "GSM177931", "GSM177932", "GSM177933", "GSM177934", "GSM177935", "GSM177936", "GSM177937", "GSM177938", "GSM177939", "GSM177940", "GSM177941", "GSM177942", "GSM177943", "GSM177944", "GSM177945", "GSM177946", "GSM177947", "GSM177948", "GSM177949", "GSM177950", "GSM177951", "GSM177952", "GSM177953", "GSM177954", "GSM177955", "GSM177956", "GSM177957", "GSM177958", "GSM177959", "GSM177960", "GSM177961", "GSM177962", "GSM177963", "GSM177964", "GSM177965", "GSM177966", "GSM177967", "GSM177968", "GSM177969", "GSM177970", "GSM177971", "GSM177972", "GSM177973", "GSM177974", "GSM177975", "GSM177976", "GSM177977", "GSM177978", "GSM177979", "GSM177980", "GSM177981", "GSM177982", "GSM177983", "GSM177984", "GSM177985", "GSM177986", "GSM177987", "GSM177988", "GSM177989", "GSM177990", "GSM177991", "GSM177992", "GSM177993", "GSM177994", "GSM177995", "GSM177996", "GSM177997", "GSM177998", "GSM177999", "GSM178000", "GSM178001", "GSM178002", "GSM178003", "GSM178004", "GSM178005", "GSM178006", "GSM178007", "GSM178008", "GSM178009", "GSM178010", "GSM178011", "GSM178012", "GSM178013", "GSM178014", "GSM178015", "GSM178016", "GSM178017", "GSM178018", "GSM178019", "GSM178020", "GSM178021", "GSM178022", "GSM178023", "GSM178024", "GSM178025", "GSM178026", "GSM178027", "GSM178028", "GSM178029", "GSM178030", "GSM178031", "GSM178032", "GSM178033", "GSM178034", "GSM178035", "GSM178036", "GSM178037", "GSM178038", "GSM178039", "GSM178040", "GSM178041", "GSM178042", "GSM178043", "GSM178044", "GSM178045", "GSM178046", "GSM178047", "GSM178048", "GSM178049", "GSM178050", "GSM178051", "GSM178052", "GSM178053", "GSM178054", "GSM178055", "GSM178056", "GSM178057", "GSM178058", "GSM178059", "GSM178060", "GSM178061", "GSM178062", "GSM178063", "GSM178064", "GSM178065", "GSM178066", "GSM178067", "GSM178068", "GSM178069", "GSM178070", "GSM178071", "GSM178072", "GSM178073", "GSM178074", "GSM178075", "GSM178076", "GSM178077", "GSM178078", "GSM178079", "GSM178080", "GSM178081", "GSM178082"], "sample_count": 198, "group_sizes": null, "group_sizes_basis": null, "platform": "96", "taxon": "Homo sapiens", "title": "Strong Time Dependence of the 76-Gene Prognostic Signature", "resolution_checked_at": "2026-11-01T15:39:55Z", "resolution_check": "identifier_resolution_only_no_download_no_licence_read", "downloaded": false, "licence_read": false}}], "gaps": ["asset:data:geo:GSE7390 not downloaded", "asset:data:geo:GSE7390 licence not read"]}, "analysis": {"state": "complete", "methods": [{"id": "method-1", "family": "survival_analysis", "specific": "cox_proportional_hazards", "label": "Survival analysis", "dsl_operations": ["cox_ph"], "missing_operations": [], "expressible": true, "parameters": {}, "data_shapes": ["time_to_event_with_censoring"], "evidence": {"score": 0.7, "band": "medium", "quote": "Cox proportional hazards"}}], "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": ["cox_ph"], "missing_operations": [], "basis": "The paper names the method it used and the corpus's method extractor maps it onto the DSL catalogue: cox_proportional_hazards."}, "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": ["GSE7390"], "resolved_accessions": ["GSE7390"], "statements": ["The data and code used in this study can be accessed by consulting the corresponding author."], "basis": "The paper names GSE7390 in GSE7390 and the accession resolves in the repository. No dataset was downloaded and no licence was read."}}, "can_run": {"dsl_operations": ["cox_ph"], "assets": ["source:pmid:32282693", "data:geo:GSE7390"], "steps": ["run_analysis"]}, "must_build": {"dsl_operations": [], "converters": [], "readers": [], "capabilities": [], "data_gaps": ["data:geo:GSE7390"]}, "gaps": []}, "review": {"state": "partial", "machine_critique": {"kind": "extraction_review", "reader": {"model": "MiniMax-M3.1-Flash", "provider": "minimax", "provider_family": "minimax", "read_at": "2026-10-31T19:00:05Z", "independence": "single_reader"}, "evidence_check": {"method": null, "availability": "verbatim"}, "calls": 3, "usage": {"prompt_tokens": 21621, "completion_tokens": 1231, "cached_tokens": 784}}, "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:32282693", "type": "paper", "label": "pmid:32282693"}, {"id": "source:pmid:32282693", "type": "manuscript", "label": "PMID 32282693 full text"}, {"id": "data:geo:GSE7390", "type": "dataset", "label": "GEO GSE7390"}], "activities": [{"id": "activity-reading-sci-2026-11-01", "type": "classification", "used": [{"id": "pmid:32282693", "type": "paper", "label": "pmid:32282693"}, {"id": "source:pmid:32282693", "type": "manuscript", "label": "PMID 32282693 full text"}, {"id": "data:geo:GSE7390", "type": "dataset", "label": "GEO GSE7390"}], "agent": "agent:corpus-assay-engine"}, {"id": "activity-read-32282693", "type": "extraction", "used": ["source:pmid:32282693"], "agent": "agent:minimax-reader"}, {"id": "activity-resolve-GSE7390", "type": "accession_resolution", "used": ["data:geo:GSE7390"], "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:32282693", "parent_hash": "sha256:73fbb32f4bd1664a28c07b5f1bb74405bc97b75f2827c20a564dcef8e4789b15", "fork_of": null, "generation": 2}, "gaps": ["asset:data:geo:GSE7390 licence not read", "asset:data:geo:GSE7390 not downloaded", "execution.not_run", "review.human_critique", "review.independent_reader", "review.machine_critique"], "assays": [{"role": "analysis", "definition_id": "survival_analysis", "definition_version": "f2132e96ae6c7a4e", "definition_digest": null, "required_operations": ["cox_ph"], "support_state": "supported", "source_hashes": {"dsl_catalogue": "f2132e96ae6c7a4e"}, "confidence": 0.7, "evidence": ["Cox proportional hazards"], "order_basis": "analysis_only", "id": "assay:1"}]}