← All .science files
pmid:34880664
Role of CD5L and SRD5A2 as Prognostic Biomarkers for Hepatocellular Carcinoma.
Yunxiu Luo · Xiaopeng Huang · Jiabin Zhan · Shuai Zhang
International journal of general medicine · 2021 doi:10.2147/IJGM.S337769
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 · 4 items
claims array · 3 items
[0] object · 6 fields
[1] object · 6 fields
evidence array · 1 item
[0] object · 3 fields
[2] 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 · 4 items
[0] object · 15 fields
structure object · 4 fields
[1] object · 15 fields
structure object · 15 fields
sample_accessions array · 107 items
[2] object · 15 fields
structure object · 15 fields
sample_accessions array · 87 items
[3] object · 15 fields
structure object · 15 fields
sample_accessions array · 91 items
gaps array · 6 items
analysis object · 4 fields
methods array · 4 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 · 4 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
[3] 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 · 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 · 4 items
resolved_accessions array · 3 items
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 · 11 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:34880664", "kind": "science-record", "revision": 4, "content_hash": "sha256:282cd6c4e737821411f9cff9558261c73b7e54d90d7a849c1879868d5af108ed", "created_at": "2026-11-01T17:36:35Z", "updated_at": "2026-11-01T22:05:19Z", "generator": {"name": "corpus-assay-engine", "run_id": "reading-sci-2026-11-01"}, "paper": {"state": "complete", "title": "Role of CD5L and SRD5A2 as Prognostic Biomarkers for Hepatocellular Carcinoma.", "doi": "10.2147/IJGM.S337769", "pmid": "34880664", "authors": ["Yunxiu Luo", "Xiaopeng Huang", "Jiabin Zhan", "Shuai Zhang"], "journal": "International journal of general medicine", "year": 2021, "abstract": "PURPOSE: Due to the limitations of currently available biomarkers, new biomarkers are needed to accurately predict the prognosis of patients with hepatocellular carcinoma (HCC) patients.\nMETHODS: In this study, we screened for differentially expressed genes (DEGs) in the tumor and the adjacent tissues using the four gene expression array (GSE14520, GSE45267, GSE121248, GSE62232) of the Gene Express Omnibus (GEO) database.\nRESULTS: Subsequently, 47 overlapping DEGs were identified in four GEO datasets, which were mostly located on chromosomes 5q and 6q, distributed in the liver and CD105-positive endothelial cells, and closely related to HCC. Function enrichment revealed 47 DEGs were related to HCC, and involved in steroid /lipid /retinol metabolism, bile secretion and p53 signalling pathway. The Kaplan-Meier plotter analysis (http://www.kmplot.com/) identified 26 and 40 genes associated with the 5-year overall survival (OS) and relapse-free survival (RFS). We found that CD5L and SRD5A2 were independent prognostic factors for 5-year OS (P=0.036) and RFS (P=0.044) in HCC patients from GSE14520, respectively. Clinicopathological features including BCLC stage, cirrhosis, and risk signature for predicted metastasis were used to construct and validate a nomogram for 5-year OS with C-index of 0.732 and 0.717 in the training and validation cohort, respectively. SRD5A2, BCLC stage and gender was independent prognostic factors for RFS which were used to build a nomogram with the C-index of 0.666 and 0.682 in the training and validation cohort, respectively.\nCONCLUSION: CD5L can facilitate individualized, targeted therapy for HCC patients.", "claims": [{"id": "claim-method", "statement": "The univariate survival analysis of overlapped DEGs in four datasets was performed according to the K-M method using the KM plotter (http://kmplot.com/).", "kind": "methodological", "target": null, "evidence": [{"asset": "source:pmid:34880664", "locator": "sections[6] \"Screening for Survival-Related DEGs\" paragraph 2", "quote": "The univariate survival analysis of overlapped DEGs in four datasets was performed according to the K-M method using the KM plotter (http://kmplot.com/)."}], "state": "complete"}, {"id": "claim-data-access", "statement": "Gene expression and clinical data were obtained from the gene expression omnibus (GEO) database of the National Center for Biotechnology Information (NCBI) (accession numbers GSE45267, 12 GSE62232,4 GSE121248,13 and GSE14520-GPL571).14", "kind": "methodological", "target": null, "evidence": [{"asset": "source:pmid:34880664", "locator": "sections[3] \"Patients and Gene Expression Data\" paragraph 2", "quote": "Gene expression and clinical data were obtained from the gene expression omnibus (GEO) database of the National Center for Biotechnology Information (NCBI) (accession numbers GSE45267, 12 GSE62232,4 GSE121248,13 and GSE14520-GPL571).14"}], "state": "complete"}, {"id": "claim-target-result", "statement": "Kaplan–Meier plotter analysis of GEO-derived and TCGA-derived expression data identified 26 genes associated with 5-year overall survival and 40 genes associated with relapse-free survival.", "kind": "qualitative", "target": null, "evidence": [{"asset": "source:pmid:34880664", "locator": "sections[0] \"Abstract\" paragraph 3", "quote": "The Kaplan–Meier plotter analysis (http://www.kmplot.com/) identified 26 and 40 genes associated with the 5-year overall survival (OS) and relapse-free survival (RFS)."}], "state": "complete"}], "gaps": []}, "experiment": {"state": "complete", "objective": "Kaplan–Meier plotter analysis of GEO-derived and TCGA-derived expression data identified 26 genes associated with 5-year overall survival and 40 genes associated with relapse-free survival.", "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:34880664"], "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:GSE121248"], "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:GSE121248"], "outputs": ["the replicated result and its comparison"], "instruments": [], "reagents": []}], "materials": [], "instruments": [], "reagents": [], "conditions": {}, "gaps": []}, "data": {"state": "partial", "assets": [{"id": "source:pmid:34880664", "role": "manuscript", "format": "xml", "media_type": "application/xml", "uri": "https://doi.org/10.2147/IJGM.S337769", "sha256": "sha256:ed026492b98657b47b3d29aa30fb35eca44998922c556f5d1bcce1f788f8aa69", "bytes": 34582, "access": "open", "state": "resolved", "reader": null, "reader_status": "reader_required", "identifier": "10.2147/IJGM.S337769", "version": null, "note": "Full article fetched from PMC; the checksum covers the rendered section body, not the original XML bytes.", "structure": {"pmcid": "PMC8646114", "source": "europe_pmc_fulltext", "coverage": "whole_body_without_references", "text_hash_scope": "rendered_section_body"}}, {"id": "data:geo:GSE121248", "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=GSE121248", "sha256": null, "bytes": null, "access": "open", "state": "resolved", "reader": null, "reader_status": "reader_required", "identifier": "GSE121248", "version": null, "note": "Gene expression and clinical data were obtained from the gene expression omnibus (GEO) database of the National Center for Biotechnology Information (NCBI) (accession numbers GSE45267, 12 GSE62232,4 GSE121248,13 and GSE14520-GPL571).14", "structure": {"repository": "GEO", "access_route": "GEO accession URL", "access_statement_verbatim": "Gene expression and clinical data were obtained from the gene expression omnibus (GEO) database of the National Center for Biotechnology Information (NCBI) (accession numbers GSE45267, 12 GSE62232,4 GSE121248,13 and GSE14520-GPL571).14", "access_statement_kind": "repository_route_statement", "sample_accessions": ["GSM3428716", "GSM3428717", "GSM3428718", "GSM3428719", "GSM3428720", "GSM3428721", "GSM3428722", "GSM3428723", "GSM3428724", "GSM3428725", "GSM3428726", "GSM3428727", "GSM3428728", "GSM3428729", "GSM3428730", "GSM3428731", "GSM3428732", "GSM3428733", "GSM3428734", "GSM3428735", "GSM3428736", "GSM3428737", "GSM3428738", "GSM3428739", "GSM3428740", "GSM3428741", "GSM3428742", "GSM3428743", "GSM3428744", "GSM3428745", "GSM3428746", "GSM3428747", "GSM3428748", "GSM3428749", "GSM3428750", "GSM3428751", "GSM3428752", "GSM3428753", "GSM3428754", "GSM3428755", "GSM3428756", "GSM3428757", "GSM3428758", "GSM3428759", "GSM3428760", "GSM3428761", "GSM3428762", "GSM3428763", "GSM3428764", "GSM3428765", "GSM3428766", "GSM3428767", "GSM3428768", "GSM3428769", "GSM3428770", "GSM3428771", "GSM3428772", "GSM3428773", "GSM3428774", "GSM3428775", "GSM3428776", "GSM3428777", "GSM3428778", "GSM3428779", "GSM3428780", "GSM3428781", "GSM3428782", "GSM3428783", "GSM3428784", "GSM3428785", "GSM3428786", "GSM3428787", "GSM3428788", "GSM3428789", "GSM3428790", "GSM3428791", "GSM3428792", "GSM3428793", "GSM3428794", "GSM3428795", "GSM3428796", "GSM3428797", "GSM3428798", "GSM3428799", "GSM3428800", "GSM3428801", "GSM3428802", "GSM3428803", "GSM3428804", "GSM3428805", "GSM3428806", "GSM3428807", "GSM3428808", "GSM3428809", "GSM3428810", "GSM3428811", "GSM3428812", "GSM3428813", "GSM3428814", "GSM3428815", "GSM3428816", "GSM3428817", "GSM3428818", "GSM3428819", "GSM3428820", "GSM3428821", "GSM3428822"], "sample_count": 107, "group_sizes": null, "group_sizes_basis": null, "platform": "570", "taxon": "Homo sapiens", "title": "Gene expression profiling of chronic hepatitis B induced HCC and adjacent-normal tissues", "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:GSE45267", "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=GSE45267", "sha256": null, "bytes": null, "access": "open", "state": "resolved", "reader": null, "reader_status": "reader_required", "identifier": "GSE45267", "version": null, "note": "Gene expression and clinical data were obtained from the gene expression omnibus (GEO) database of the National Center for Biotechnology Information (NCBI) (accession numbers GSE45267, 12 GSE62232,4 GSE121248,13 and GSE14520-GPL571).14", "structure": {"repository": "GEO", "access_route": "GEO accession URL", "access_statement_verbatim": "Gene expression and clinical data were obtained from the gene expression omnibus (GEO) database of the National Center for Biotechnology Information (NCBI) (accession numbers GSE45267, 12 GSE62232,4 GSE121248,13 and GSE14520-GPL571).14", "access_statement_kind": "repository_route_statement", "sample_accessions": ["GSM1100370", "GSM1100371", "GSM1100372", "GSM1100373", "GSM1100374", "GSM1100375", "GSM1100376", "GSM1100377", "GSM1100378", "GSM1100379", "GSM1100380", "GSM1100381", "GSM1100382", "GSM1100383", "GSM1100384", "GSM1100385", "GSM1100386", "GSM1100387", "GSM1100388", "GSM1100389", "GSM1100390", "GSM1100391", "GSM1100392", "GSM1100393", "GSM1100394", "GSM1100395", "GSM1100396", "GSM1100397", "GSM1100398", "GSM1100399", "GSM1100400", "GSM1100401", "GSM1100402", "GSM1100403", "GSM1100404", "GSM1100405", "GSM1100406", "GSM1100407", "GSM1100408", "GSM1100409", "GSM1100410", "GSM1100411", "GSM1100412", "GSM1100413", "GSM1100414", "GSM1100415", "GSM1100416", "GSM1100417", "GSM1100418", "GSM1100419", "GSM1100420", "GSM1100421", "GSM1100422", "GSM1100423", "GSM1100424", "GSM1100425", "GSM1100426", "GSM1100427", "GSM1100428", "GSM1100429", "GSM1100430", "GSM1100431", "GSM1100432", "GSM1100433", "GSM1100434", "GSM1100435", "GSM1100436", "GSM1100437", "GSM1100438", "GSM1100439", "GSM1100440", "GSM1100441", "GSM1100442", "GSM1100443", "GSM1100444", "GSM1100445", "GSM1100446", "GSM1100447", "GSM1100448", "GSM1100449", "GSM1100450", "GSM1100451", "GSM1100452", "GSM1100453", "GSM1100454", "GSM1100455", "GSM1100456"], "sample_count": 87, "group_sizes": null, "group_sizes_basis": null, "platform": "570", "taxon": "Homo sapiens", "title": "Gene expression profiles of human hepatocellular carcinoma (training set 1)", "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:GSE62232", "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=GSE62232", "sha256": null, "bytes": null, "access": "open", "state": "resolved", "reader": null, "reader_status": "reader_required", "identifier": "GSE62232", "version": null, "note": "Gene expression and clinical data were obtained from the gene expression omnibus (GEO) database of the National Center for Biotechnology Information (NCBI) (accession numbers GSE45267, 12 GSE62232,4 GSE121248,13 and GSE14520-GPL571).14", "structure": {"repository": "GEO", "access_route": "GEO accession URL", "access_statement_verbatim": "Gene expression and clinical data were obtained from the gene expression omnibus (GEO) database of the National Center for Biotechnology Information (NCBI) (accession numbers GSE45267, 12 GSE62232,4 GSE121248,13 and GSE14520-GPL571).14", "access_statement_kind": "repository_route_statement", "sample_accessions": ["GSM1523329", "GSM1523330", "GSM1523331", "GSM1523332", "GSM1523333", "GSM1523334", "GSM1523335", "GSM1523336", "GSM1523337", "GSM1523338", "GSM1523339", "GSM1523340", "GSM1523341", "GSM1523342", "GSM1523343", "GSM1523344", "GSM1523345", "GSM1523346", "GSM1523347", "GSM1523348", "GSM1523349", "GSM1523350", "GSM1523351", "GSM1523352", "GSM1523353", "GSM1523354", "GSM1523355", "GSM1523356", "GSM1523357", "GSM1523358", "GSM1523359", "GSM1523360", "GSM1523361", "GSM1523362", "GSM1523363", "GSM1523364", "GSM1523365", "GSM1523366", "GSM1523367", "GSM1523368", "GSM1523369", "GSM1523370", "GSM1523371", "GSM1523372", "GSM1523373", "GSM1523374", "GSM1523375", "GSM1523376", "GSM1523377", "GSM1523378", "GSM1523379", "GSM1523380", "GSM1523381", "GSM1523382", "GSM1523383", "GSM1523384", "GSM1523385", "GSM1523386", "GSM1523387", "GSM1523388", "GSM1523389", "GSM1523390", "GSM1523391", "GSM1523392", "GSM1523393", "GSM1523394", "GSM1523395", "GSM1523396", "GSM1523397", "GSM1523398", "GSM1523399", "GSM1523400", "GSM1523401", "GSM1523402", "GSM1523403", "GSM1523404", "GSM1523405", "GSM1523406", "GSM1523407", "GSM1523408", "GSM1523409", "GSM1523410", "GSM1523411", "GSM1523412", "GSM1523413", "GSM1523414", "GSM1523415", "GSM1523416", "GSM1523417", "GSM1523418", "GSM1523419"], "sample_count": 91, "group_sizes": null, "group_sizes_basis": null, "platform": "570", "taxon": "Homo sapiens", "title": "Large-scale gene expression profiling of 81 hepatocellular carcinomas", "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:GSE121248 not downloaded", "asset:data:geo:GSE121248 licence not read", "asset:data:geo:GSE45267 not downloaded", "asset:data:geo:GSE45267 licence not read", "asset:data:geo:GSE62232 not downloaded", "asset:data:geo:GSE62232 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": "The univariate survival analysis of overlapped DEGs in four datasets was performed according to the K-M method using the KM plotter (http://kmplot.com/)."}}, {"id": "method-2", "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": 0.8, "band": "high", "quote": "analysis of variance"}}, {"id": "method-3", "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-4", "family": "contingency_analysis", "specific": "chi_square", "label": "Categorical (contingency table) analysis", "dsl_operations": ["chi_square_test"], "missing_operations": [], "expressible": true, "parameters": {}, "data_shapes": ["categorical_cross_tabulation"], "evidence": {"score": 0.8, "band": "high", "quote": "χ2"}}], "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": ["GSE45267", "GSE62232", "GSE121248", "GSE14520-GPL571"], "resolved_accessions": ["GSE45267", "GSE62232", "GSE121248"], "statements": ["Gene expression and clinical data were obtained from the gene expression omnibus (GEO) database of the National Center for Biotechnology Information (NCBI) (accession numbers GSE45267, 12 GSE62232,4 GSE121248,13 and GSE14520-GPL571).14"], "basis": "The paper names GSE45267, GSE62232, GSE121248 in gene expression omnibus (GEO) database of the National Center for Biotechnology Information (NCBI) 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:34880664", "data:geo:GSE121248"], "steps": ["run_analysis"]}, "must_build": {"dsl_operations": [], "converters": [], "readers": [], "capabilities": [], "data_gaps": ["data:geo:GSE121248"]}, "gaps": []}, "review": {"state": "partial", "machine_critique": {"kind": "extraction_review", "reader": {"model": "MiniMax-M3.1-Flash", "provider": "minimax", "provider_family": "minimax", "read_at": "2026-11-01T17:10:18Z", "independence": "single_reader"}, "evidence_check": {"method": "verbatim", "availability": null}, "calls": 5, "usage": {"prompt_tokens": 14110, "completion_tokens": 1789, "cached_tokens": 0}}, "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:34880664", "type": "paper", "label": "pmid:34880664"}, {"id": "source:pmid:34880664", "type": "manuscript", "label": "PMID 34880664 full text"}, {"id": "data:geo:GSE121248", "type": "dataset", "label": "GEO GSE121248"}], "activities": [{"id": "activity-reading-sci-2026-11-01", "type": "classification", "used": [{"id": "pmid:34880664", "type": "paper", "label": "pmid:34880664"}, {"id": "source:pmid:34880664", "type": "manuscript", "label": "PMID 34880664 full text"}, {"id": "data:geo:GSE121248", "type": "dataset", "label": "GEO GSE121248"}], "agent": "agent:corpus-assay-engine"}, {"id": "activity-read-34880664", "type": "extraction", "used": ["source:pmid:34880664"], "agent": "agent:minimax-reader"}, {"id": "activity-resolve-GSE121248", "type": "accession_resolution", "used": ["data:geo:GSE121248"], "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:34880664", "parent_hash": "sha256:4d56e17c5ca9148d7ab8076e49270aa30d3616d196469d629859038908cf0095", "fork_of": null, "generation": 3}, "gaps": ["asset:data:geo:GSE121248 licence not read", "asset:data:geo:GSE121248 not downloaded", "asset:data:geo:GSE45267 licence not read", "asset:data:geo:GSE45267 not downloaded", "asset:data:geo:GSE62232 licence not read", "asset:data:geo:GSE62232 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": ["The univariate survival analysis of overlapped DEGs in four datasets was performed according to the K-M method using the KM plotter (http://kmplot.com/)."], "order_basis": "analysis_only", "id": "assay:1"}]}