← All .science files
pmid:37186446
Chromosome instability-associated prognostic signature and cluster investigation for cutaneous melanoma cases.
Ning Liu · Guangjing Liu · Qian Ma · Xiaobing Li
IET systems biology · 2023 doi:10.1049/syb2.12064
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
[2] 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 · 2 items
[0] object · 15 fields
structure object · 4 fields
[1] object · 15 fields
structure object · 15 fields
sample_accessions array · 214 items
gaps array · 2 items
analysis object · 4 fields
methods array · 3 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 · 6 items
missing_operations array · 0 items
parameters object · 0 fields
data_shapes array · 1 item
[2] 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 · 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:37186446", "kind": "science-record", "revision": 3, "content_hash": "sha256:882939eb4b55a3f590687a4745fec321af24209d73ecc563cab291fe332fb95c", "created_at": "2026-11-01T19:01:52Z", "updated_at": "2026-11-01T22:09:28Z", "generator": {"name": "corpus-assay-engine", "run_id": "reading-sci-2026-11-01"}, "paper": {"state": "complete", "title": "Chromosome instability-associated prognostic signature and cluster investigation for cutaneous melanoma cases.", "doi": "10.1049/syb2.12064", "pmid": "37186446", "authors": ["Ning Liu", "Guangjing Liu", "Qian Ma", "Xiaobing Li"], "journal": "IET systems biology", "year": 2023, "abstract": "Chromosomal instability (CIN) is closely associated to the early detection of several clinical tumours. In this study, the authors first established a novel prognostic model of melanoma using the hub genes of CIN, based on the datasets of The cancer genome atlas-skin cutaneous melanoma (TCGA-SKCM) and GSE65904 cohorts. Based on the risk scores of our model, the disease-specific survival (DSS) prognosis was worse in the high-risk group. Combining risk score, stage, age, ulceration, and clark factors, a Nomogram was generated to predict 1, 3, 5-year survival rates, which indicated a good clinical validity. Our finding also showed a correlation between high/low risk and tumour infiltration levels of 'activated CD8 T cells' and 'effector memory CD8 T cells'. Moreover, the authors first performed a CIN-based tumour clustering analysis using TCGA-SKCM cases, and identified two melanoma clusters, which exhibit the distinct DSS prognosis and the tumour-infiltrating levels of CD8 T cells. Taken together, a promising CIN-related prognostic signature and clustering for melanoma cases were first established in our study.", "claims": [{"id": "claim-method", "statement": "After training on TCGA‐SKCM, the lasso regression modelling analysis (Figure 2d–e) was performed to determine the correlation coefficients for four hub genes.", "kind": "methodological", "target": null, "evidence": [{"asset": "source:pmid:37186446", "locator": "sections[11] \"Lasso regression model\" paragraph 2", "quote": "After training on TCGA‐SKCM, the lasso regression modelling analysis (Figure 2d–e) was performed to determine the correlation coefficients for four hub genes."}], "state": "complete"}, {"id": "claim-data-access", "statement": "We obtained the data from the datasets of TCGA, GEO, and UCSC XENA. All data could be available upon reasonable request to the corresponding author.", "kind": "methodological", "target": null, "evidence": [{"asset": "source:pmid:37186446", "locator": "sections[21] \"DATA AVAILABILITY STATEMENT\" paragraph 2", "quote": "We obtained the data from the datasets of TCGA, GEO, and UCSC XENA. All data could be available upon reasonable request to the corresponding author."}], "state": "complete"}, {"id": "claim-target-result", "statement": "There were higher tumour‐infiltrating levels of overall tumour purity (Figure 6a, p = 1.8e–09), stromal cell (p = 1.8e–05), immune cell (p = 5.8e–11), ‘T cell CD8’ (Figure 6b–c, p = 0.00055), ‘activated CD8 T cells’ (Figure 6d–e, p = 2.3e–10) and ‘effector memory CD8 T cells’ (p = 2.5e–14) in low‐risk group, compared with those in the high‐risk group.", "kind": "qualitative", "target": null, "evidence": [{"asset": "source:pmid:37186446", "locator": "sections[14] \"Prognostic risk‐related immune cell infiltration\" paragraph 2", "quote": "There were higher tumour‐infiltrating levels of overall tumour purity (Figure 6a, p = 1.8e–09), stromal cell (p = 1.8e–05), immune cell (p = 5.8e–11), ‘T cell CD8’ (Figure 6b–c, p = 0.00055), ‘activated CD8 T cells’ (Figure 6d–e, p = 2.3e–10) and ‘effector memory CD8 T cells’ (p = 2.5e–14) in low‐risk group, compared with those in the high‐risk group."}], "state": "complete"}], "gaps": []}, "experiment": {"state": "complete", "objective": "There were higher tumour‐infiltrating levels of overall tumour purity (Figure 6a, p = 1.8e–09), stromal cell (p = 1.8e–05), immune cell (p = 5.8e–11), ‘T cell CD8’ (Figure 6b–c, p = 0.00055), ‘activated CD8 T cells’ (Figure 6d–e, p = 2.3e–10) and ‘effector memory CD8 T cells’ (p = 2.5e–14) in low‐risk group, compared with those in the high‐risk group.", "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:37186446"], "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:GSE65904"], "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:GSE65904"], "outputs": ["the replicated result and its comparison"], "instruments": [], "reagents": []}], "materials": [], "instruments": [], "reagents": [], "conditions": {}, "gaps": []}, "data": {"state": "partial", "assets": [{"id": "source:pmid:37186446", "role": "manuscript", "format": "xml", "media_type": "application/xml", "uri": "https://doi.org/10.1049/syb2.12064", "sha256": "sha256:736f092bd1ff95647f0f0ea784e4942552922a495f8bdf50def470e466049bd2", "bytes": 26907, "access": "open", "state": "resolved", "reader": null, "reader_status": "reader_required", "identifier": "10.1049/syb2.12064", "version": null, "note": "Full article fetched from PMC; the checksum covers the rendered section body, not the original XML bytes.", "structure": {"pmcid": "PMC10280610", "source": "europe_pmc_fulltext", "coverage": "whole_body_without_references", "text_hash_scope": "rendered_section_body"}}, {"id": "data:geo:GSE65904", "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=GSE65904", "sha256": null, "bytes": null, "access": "open", "state": "resolved", "reader": null, "reader_status": "reader_required", "identifier": "GSE65904", "version": null, "note": "We obtained the data from the datasets of TCGA, GEO, and UCSC XENA. All data could be available upon reasonable request to the corresponding author.", "structure": {"repository": "GEO", "access_route": "GEO accession URL", "access_statement_verbatim": "We obtained the data from the datasets of TCGA, GEO, and UCSC XENA. All data could be available upon reasonable request to the corresponding author.", "access_statement_kind": "data_availability_statement", "sample_accessions": ["GSM1608593", "GSM1608594", "GSM1608595", "GSM1608596", "GSM1608597", "GSM1608598", "GSM1608599", "GSM1608600", "GSM1608601", "GSM1608602", "GSM1608603", "GSM1608604", "GSM1608605", "GSM1608606", "GSM1608607", "GSM1608608", "GSM1608609", "GSM1608610", "GSM1608611", "GSM1608612", "GSM1608613", "GSM1608614", "GSM1608615", "GSM1608616", "GSM1608617", "GSM1608618", "GSM1608619", "GSM1608620", "GSM1608621", "GSM1608622", "GSM1608623", "GSM1608624", "GSM1608625", "GSM1608626", "GSM1608627", "GSM1608628", "GSM1608629", "GSM1608630", "GSM1608631", "GSM1608632", "GSM1608633", "GSM1608634", "GSM1608635", "GSM1608636", "GSM1608637", "GSM1608638", "GSM1608639", "GSM1608640", "GSM1608641", "GSM1608642", "GSM1608643", "GSM1608644", "GSM1608645", "GSM1608646", "GSM1608647", "GSM1608648", "GSM1608649", "GSM1608650", "GSM1608651", "GSM1608652", "GSM1608653", "GSM1608654", "GSM1608655", "GSM1608656", "GSM1608657", "GSM1608658", "GSM1608659", "GSM1608660", "GSM1608661", "GSM1608662", "GSM1608663", "GSM1608664", "GSM1608665", "GSM1608666", "GSM1608667", "GSM1608668", "GSM1608669", "GSM1608670", "GSM1608671", "GSM1608672", "GSM1608673", "GSM1608674", "GSM1608675", "GSM1608676", "GSM1608677", "GSM1608678", "GSM1608679", "GSM1608680", "GSM1608681", "GSM1608682", "GSM1608683", "GSM1608684", "GSM1608685", "GSM1608686", "GSM1608687", "GSM1608688", "GSM1608689", "GSM1608690", "GSM1608691", "GSM1608692", "GSM1608693", "GSM1608694", "GSM1608695", "GSM1608696", "GSM1608697", "GSM1608698", "GSM1608699", "GSM1608700", "GSM1608701", "GSM1608702", "GSM1608703", "GSM1608704", "GSM1608705", "GSM1608706", "GSM1608707", "GSM1608708", "GSM1608709", "GSM1608710", "GSM1608711", "GSM1608712", "GSM1608713", "GSM1608714", "GSM1608715", "GSM1608716", "GSM1608717", "GSM1608718", "GSM1608719", "GSM1608720", "GSM1608721", "GSM1608722", "GSM1608723", "GSM1608724", "GSM1608725", "GSM1608726", "GSM1608727", "GSM1608728", "GSM1608729", "GSM1608730", "GSM1608731", "GSM1608732", "GSM1608733", "GSM1608734", "GSM1608735", "GSM1608736", "GSM1608737", "GSM1608738", "GSM1608739", "GSM1608740", "GSM1608741", "GSM1608742", "GSM1608743", "GSM1608744", "GSM1608745", "GSM1608746", "GSM1608747", "GSM1608748", "GSM1608749", "GSM1608750", "GSM1608751", "GSM1608752", "GSM1608753", "GSM1608754", "GSM1608755", "GSM1608756", "GSM1608757", "GSM1608758", "GSM1608759", "GSM1608760", "GSM1608761", "GSM1608762", "GSM1608763", "GSM1608764", "GSM1608765", "GSM1608766", "GSM1608767", "GSM1608768", "GSM1608769", "GSM1608770", "GSM1608771", "GSM1608772", "GSM1608773", "GSM1608774", "GSM1608775", "GSM1608776", "GSM1608777", "GSM1608778", "GSM1608779", "GSM1608780", "GSM1608781", "GSM1608782", "GSM1608783", "GSM1608784", "GSM1608785", "GSM1608786", "GSM1608787", "GSM1608788", "GSM1608789", "GSM1608790", "GSM1608791", "GSM1608792", "GSM1608793", "GSM1608794", "GSM1608795", "GSM1608796", "GSM1608797", "GSM1608798", "GSM1608799", "GSM1608800", "GSM1608801", "GSM1608802", "GSM1608803", "GSM1608804", "GSM1608805", "GSM1608806"], "sample_count": 214, "group_sizes": null, "group_sizes_basis": null, "platform": "10558", "taxon": "Homo sapiens", "title": "Whole-genome expression analysis of melanoma tumor biopsies from a population-based cohort.", "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:GSE65904 not downloaded", "asset:data:geo:GSE65904 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": 0.8, "band": "high", "quote": "Cox regression"}}, {"id": "method-2", "family": "diagnostic_evaluation", "specific": "roc", "label": "Diagnostic test evaluation", "dsl_operations": ["confusion_counts", "roc_curve", "sensitivity_specificity", "solve_confusion_matrix", "classification_metrics", "published_precision_envelope"], "missing_operations": [], "expressible": true, "parameters": {}, "data_shapes": ["reference_standard_and_test"], "evidence": {"score": 0.8, "band": "high", "quote": "ROC analysis"}}, {"id": "method-3", "family": null, "specific": null, "label": "Lasso regression modelling", "dsl_operations": [], "missing_operations": [], "expressible": null, "parameters": {}, "data_shapes": [], "evidence": {"score": 1.0, "band": "verbatim", "quote": "After training on TCGA‐SKCM, the lasso regression modelling analysis (Figure 2d–e) was performed to determine the correlation coefficients for four hub genes."}}], "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": ["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": ["GSE65904"], "resolved_accessions": ["GSE65904"], "statements": ["We obtained the data from the datasets of TCGA, GEO, and UCSC XENA. All data could be available upon reasonable request to the corresponding author."], "basis": "The paper names GSE65904 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:37186446", "data:geo:GSE65904"], "steps": ["run_analysis"]}, "must_build": {"dsl_operations": [], "converters": [], "readers": [], "capabilities": [], "data_gaps": ["data:geo:GSE65904"]}, "gaps": []}, "review": {"state": "partial", "machine_critique": {"kind": "extraction_review", "reader": {"model": "MiniMax-M3.1-Flash", "provider": "minimax", "provider_family": "minimax", "read_at": "2026-11-01T18:40:07Z", "independence": "single_reader"}, "evidence_check": {"method": "verbatim", "availability": "verbatim"}, "calls": 5, "usage": {"prompt_tokens": 8289, "completion_tokens": 2813, "cached_tokens": 264}}, "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:37186446", "type": "paper", "label": "pmid:37186446"}, {"id": "source:pmid:37186446", "type": "manuscript", "label": "PMID 37186446 full text"}, {"id": "data:geo:GSE65904", "type": "dataset", "label": "GEO GSE65904"}], "activities": [{"id": "activity-reading-sci-2026-11-01", "type": "classification", "used": [{"id": "pmid:37186446", "type": "paper", "label": "pmid:37186446"}, {"id": "source:pmid:37186446", "type": "manuscript", "label": "PMID 37186446 full text"}, {"id": "data:geo:GSE65904", "type": "dataset", "label": "GEO GSE65904"}], "agent": "agent:corpus-assay-engine"}, {"id": "activity-read-37186446", "type": "extraction", "used": ["source:pmid:37186446"], "agent": "agent:minimax-reader"}, {"id": "activity-resolve-GSE65904", "type": "accession_resolution", "used": ["data:geo:GSE65904"], "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:37186446", "parent_hash": "sha256:12d5a243fa8702deb10d430f40664862239b07f43609e1a3e46e3b50f87bcf59", "fork_of": null, "generation": 2}, "gaps": ["asset:data:geo:GSE65904 licence not read", "asset:data:geo:GSE65904 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": ["cox_ph"], "support_state": "supported", "source_hashes": {"dsl_catalogue": "f2132e96ae6c7a4e"}, "confidence": 0.8, "evidence": ["Cox regression"], "order_basis": "analysis_only", "id": "assay:1"}]}