← All .science files
pmid:36505498
Integrated profiling uncovers prognostic, immunological, and pharmacogenomic features of ferroptosis in triple-negative breast cancer.
Kun Fang · Zhengjie Xu · Suxiao Jiang · Changsheng Yan · Desheng Tang · Yan Huang
Frontiers in immunology · 2022 doi:10.3389/fimmu.2022.985861
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 · 3 items
[0] object · 6 fields
[1] 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 · 2 items
[0] object · 15 fields
structure object · 4 fields
[1] object · 15 fields
structure object · 15 fields
sample_accessions array · 107 items
gaps array · 2 items
analysis object · 4 fields
methods array · 2 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 · 0 items
missing_operations array · 1 item
parameters object · 0 fields
data_shapes array · 1 item
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 · 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 · 7 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:36505498", "kind": "science-record", "revision": 3, "content_hash": "sha256:55c67802a7f18a2d7d707f1e2e880a6559ce7d4d22d0d2766b8f848051a0bdec", "created_at": "2026-11-01T19:01:00Z", "updated_at": "2026-11-01T22:08:18Z", "generator": {"name": "corpus-assay-engine", "run_id": "reading-sci-2026-11-01"}, "paper": {"state": "complete", "title": "Integrated profiling uncovers prognostic, immunological, and pharmacogenomic features of ferroptosis in triple-negative breast cancer.", "doi": "10.3389/fimmu.2022.985861", "pmid": "36505498", "authors": ["Kun Fang", "Zhengjie Xu", "Suxiao Jiang", "Changsheng Yan", "Desheng Tang", "Yan Huang"], "journal": "Frontiers in immunology", "year": 2022, "abstract": "Objective: Ferroptosis is an iron-dependent type of regulated cell death triggered by the toxic buildup of lipid peroxides on cell membranes. Nonetheless, the implication of ferroptosis in triple-negative breast cancer (TNBC), which is the most aggressive subtype of breast carcinoma, remains unexplored.\nMethods: Three TNBC cohorts-TCGA-TNBC, GSE58812, and METABRIC-were adopted. Consensus molecular subtyping on prognostic ferroptosis-related genes was implemented across TNBC. Ferroptosis classification-relevant genes were selected through weighted co-expression network analysis (WGCNA), and a ferroptosis-relevant scoring system was proposed through the LASSO approach. Prognostic and immunological traits, transcriptional and post-transcriptional modulation, therapeutic response, and prediction of potential small-molecule agents were conducted.\nResults: Three disparate ferroptosis patterns were identified across TNBC, with prognostic and immunological traits in each pattern. The ferroptosis-relevant scoring system was proposed, with poorer overall survival in high-risk patients. This risk score was strongly linked to transcriptional and post-transcriptional mechanisms. The high-risk group had a higher response to anti-PD-1 blockade or sunitinib, and the low-risk group had higher sensitivity to cisplatin. High relationships of risk score with immunological features were observed across pan-cancer. Two Cancer Therapeutics Response Portal (CTRP)-derived agents (SNX-2112 and brefeldin A) and PRISM-derived agents (MEK162, PD-0325901, PD-318088, Ro-4987655, and SAR131675) were predicted, which were intended for high-risk patients.\nConclusion: Altogether, our findings unveil prognostic, immunological, and pharmacogenomic features of ferroptosis in TNBC, highlighting the potential clinical utility of ferroptosis in TNBC therapy.", "claims": [{"id": "claim-method", "statement": "A univariate or multivariate Cox regression approach was adopted to assess the relationships of variables with overall survival (OS) using the survival package.", "kind": "methodological", "target": null, "evidence": [{"asset": "source:pmid:36505498", "locator": "sections[7] \"Survival analysis\" paragraph 2", "quote": "A univariate or multivariate Cox regression approach was adopted to assess the relationships of variables with overall survival (OS) using the survival package."}], "state": "complete"}, {"id": "claim-data-access", "statement": "The original contributions presented in the study are included in the article/ Supplementary Material . Further inquiries can be directed to the corresponding author.", "kind": "methodological", "target": null, "evidence": [{"asset": "source:pmid:36505498", "locator": "sections[28] \"Data availability statement\" paragraph 2", "quote": "The original contributions presented in the study are included in the article/ Supplementary Material . Further inquiries can be directed to the corresponding author."}], "state": "complete"}, {"id": "claim-target-result", "statement": "The ferroptosis-relevant scoring system was proposed, with poorer overall survival in high-risk patients.", "kind": "qualitative", "target": null, "evidence": [{"asset": "source:pmid:36505498", "locator": "sections[0] \"Abstract\" paragraph 3", "quote": "The ferroptosis-relevant scoring system was proposed, with poorer overall survival in high-risk patients."}], "state": "complete"}], "gaps": []}, "experiment": {"state": "complete", "objective": "The ferroptosis-relevant scoring system was proposed, with poorer overall survival in high-risk patients.", "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:36505498"], "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:GSE58812"], "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:GSE58812"], "outputs": ["the replicated result and its comparison"], "instruments": [], "reagents": []}], "materials": [], "instruments": [], "reagents": [], "conditions": {}, "gaps": []}, "data": {"state": "partial", "assets": [{"id": "source:pmid:36505498", "role": "manuscript", "format": "xml", "media_type": "application/xml", "uri": "https://doi.org/10.3389/fimmu.2022.985861", "sha256": "sha256:88e768b2969a9f9cb0f720f10598789503cf6efcfc59d04d715e15dd6d44e63c", "bytes": 40204, "access": "open", "state": "resolved", "reader": null, "reader_status": "reader_required", "identifier": "10.3389/fimmu.2022.985861", "version": null, "note": "Full article fetched from PMC; the checksum covers the rendered section body, not the original XML bytes.", "structure": {"pmcid": "PMC9732280", "source": "europe_pmc_fulltext", "coverage": "whole_body_without_references", "text_hash_scope": "rendered_section_body"}}, {"id": "data:geo:GSE58812", "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=GSE58812", "sha256": null, "bytes": null, "access": "open", "state": "resolved", "reader": null, "reader_status": "reader_required", "identifier": "GSE58812", "version": null, "note": "The original contributions presented in the study are included in the article/ Supplementary Material . Further inquiries can be directed to the corresponding author.", "structure": {"repository": "GEO", "access_route": "GEO accession URL", "access_statement_verbatim": "The original contributions presented in the study are included in the article/ Supplementary Material . Further inquiries can be directed to the corresponding author.", "access_statement_kind": "data_availability_statement", "sample_accessions": ["GSM1419942", "GSM1419943", "GSM1419944", "GSM1419945", "GSM1419946", "GSM1419947", "GSM1419948", "GSM1419949", "GSM1419950", "GSM1419951", "GSM1419952", "GSM1419953", "GSM1419954", "GSM1419955", "GSM1419956", "GSM1419957", "GSM1419958", "GSM1419968", "GSM1419969", "GSM1419970", "GSM1419971", "GSM1419972", "GSM1419973", "GSM1419974", "GSM1419975", "GSM1419976", "GSM1419977", "GSM1419978", "GSM1419979", "GSM1419980", "GSM1419981", "GSM1419982", "GSM1419983", "GSM1419984", "GSM1419985", "GSM1419986", "GSM1419987", "GSM1419988", "GSM1419989", "GSM1419990", "GSM1419991", "GSM1419992", "GSM1419993", "GSM1419994", "GSM1419995", "GSM1419996", "GSM1419997", "GSM1419998", "GSM1419999", "GSM1420000", "GSM1420001", "GSM1420002", "GSM1420003", "GSM1420004", "GSM1420005", "GSM1420006", "GSM1420007", "GSM1420008", "GSM1420009", "GSM1420010", "GSM1420011", "GSM1420012", "GSM1420013", "GSM1420014", "GSM1420015", "GSM1420016", "GSM1420017", "GSM1420018", "GSM1420019", "GSM1420020", "GSM1420021", "GSM1420022", "GSM1420023", "GSM1420024", "GSM1420025", "GSM1420026", "GSM1420027", "GSM1420028", "GSM1420029", "GSM1420030", "GSM1420031", "GSM1420032", "GSM1420033", "GSM1420034", "GSM1420035", "GSM1420036", "GSM1420037", "GSM1420038", "GSM1420039", "GSM1420040", "GSM1420041", "GSM1420042", "GSM1420043", "GSM1420044", "GSM1420045", "GSM1420046", "GSM1420047", "GSM1420048", "GSM1420049", "GSM1420050", "GSM1420051", "GSM1420052", "GSM1420053", "GSM1420054", "GSM1420055", "GSM1420056", "GSM1420057"], "sample_count": 107, "group_sizes": null, "group_sizes_basis": null, "platform": "570", "taxon": "Homo sapiens", "title": "Gene-expression molecular subtyping of triple-negative breast cancer tumours: importance of immune response", "resolution_checked_at": "2026-11-01T15:39:54Z", "resolution_check": "identifier_resolution_only_no_download_no_licence_read", "downloaded": false, "licence_read": false}}], "gaps": ["asset:data:geo:GSE58812 not downloaded", "asset:data:geo:GSE58812 licence not read"]}, "analysis": {"state": "partial", "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": 1.0, "band": "verbatim", "quote": "A univariate or multivariate Cox regression approach was adopted to assess the relationships of variables with overall survival (OS) using the survival package."}}, {"id": "method-2", "family": "group_comparison", "specific": "wilcoxon", "label": "Group comparison", "dsl_operations": [], "missing_operations": ["group_comparison_wilcoxon"], "expressible": false, "parameters": {}, "data_shapes": ["two_or_more_groups_continuous"], "evidence": {"score": 0.8, "band": "high", "quote": "Wilcoxon"}}], "targets": [], "gaps": ["method.reader_differs_from_extractor"]}, "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": ["GSE58812"], "resolved_accessions": ["GSE58812"], "statements": ["The original contributions presented in the study are included in the article/ Supplementary Material . Further inquiries can be directed to the corresponding author."], "basis": "The paper names GSE58812 in GEO 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:36505498", "data:geo:GSE58812"], "steps": ["run_analysis"]}, "must_build": {"dsl_operations": [], "converters": [], "readers": [], "capabilities": [], "data_gaps": ["data:geo:GSE58812"]}, "gaps": []}, "review": {"state": "partial", "machine_critique": {"kind": "extraction_review", "reader": {"model": "MiniMax-M3.1-Flash", "provider": "minimax", "provider_family": "minimax", "read_at": "2026-11-01T18:19:32Z", "independence": "single_reader"}, "evidence_check": {"method": "verbatim", "availability": "verbatim"}, "calls": 5, "usage": {"prompt_tokens": 10797, "completion_tokens": 2589, "cached_tokens": 256}}, "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:36505498", "type": "paper", "label": "pmid:36505498"}, {"id": "source:pmid:36505498", "type": "manuscript", "label": "PMID 36505498 full text"}, {"id": "data:geo:GSE58812", "type": "dataset", "label": "GEO GSE58812"}], "activities": [{"id": "activity-reading-sci-2026-11-01", "type": "classification", "used": [{"id": "pmid:36505498", "type": "paper", "label": "pmid:36505498"}, {"id": "source:pmid:36505498", "type": "manuscript", "label": "PMID 36505498 full text"}, {"id": "data:geo:GSE58812", "type": "dataset", "label": "GEO GSE58812"}], "agent": "agent:corpus-assay-engine"}, {"id": "activity-read-36505498", "type": "extraction", "used": ["source:pmid:36505498"], "agent": "agent:minimax-reader"}, {"id": "activity-resolve-GSE58812", "type": "accession_resolution", "used": ["data:geo:GSE58812"], "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:36505498", "parent_hash": "sha256:7433d4caa542131759d71588324e740b62bc9b02836333dac2620bf35307d1fa", "fork_of": null, "generation": 2}, "gaps": ["asset:data:geo:GSE58812 licence not read", "asset:data:geo:GSE58812 not downloaded", "execution.not_run", "method.reader_differs_from_extractor", "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": 1.0, "evidence": ["A univariate or multivariate Cox regression approach was adopted to assess the relationships of variables with overall survival (OS) using the survival package."], "order_basis": "analysis_only", "id": "assay:1"}]}