← All .science files
pmid:37144998
Weighted gene co-expression network analysis identifies the prognosis-related models of left- and right-sided colon cancer.
Chenyan Long · Gang Li · Yongsheng Meng · Xiaoliang Huang · Jianhong Chen · Jungang Liu
Medicine · 2023 doi:10.1097/MD.0000000000033390
Paper
complete
Experiment
partial
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
[2] object · 6 fields
target object · 4 fields
evidence array · 2 items
[0] object · 3 fields
[1] 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 · 1 item
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 · 390 items
gaps array · 2 items
analysis object · 4 fields
methods array · 6 items
[0] object · 10 fields
dsl_operations array · 0 items
missing_operations array · 1 item
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 · 1 item
missing_operations array · 0 items
parameters object · 0 fields
data_shapes array · 1 item
[3] object · 10 fields
dsl_operations array · 6 items
missing_operations array · 0 items
parameters object · 0 fields
data_shapes array · 1 item
[4] object · 10 fields
dsl_operations array · 1 item
missing_operations array · 0 items
parameters object · 0 fields
data_shapes array · 1 item
[5] object · 10 fields
dsl_operations array · 0 items
missing_operations array · 0 items
parameters object · 0 fields
data_shapes array · 0 items
targets array · 1 item
[0] object · 8 fields
gaps array · 2 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 · 0 items
missing_operations array · 1 item
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 · 0 items
assets array · 2 items
steps array · 0 items
must_build object · 5 fields
dsl_operations array · 1 item
[0] object · 3 fields
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 · 2 items
[0] object · 11 fields
required_operations array · 0 items
source_hashes object · 1 field
evidence array · 1 item
[1] object · 11 fields
required_operations array · 0 items
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:37144998", "kind": "science-record", "revision": 3, "content_hash": "sha256:9d12978558b88656caa2810bfd39cb2214ce24dd75d1052c52858942a87ff1f5", "created_at": "2026-11-01T19:01:48Z", "updated_at": "2026-11-01T22:09:24Z", "generator": {"name": "corpus-assay-engine", "run_id": "reading-sci-2026-11-01"}, "paper": {"state": "complete", "title": "Weighted gene co-expression network analysis identifies the prognosis-related models of left- and right-sided colon cancer.", "doi": "10.1097/MD.0000000000033390", "pmid": "37144998", "authors": ["Chenyan Long", "Gang Li", "Yongsheng Meng", "Xiaoliang Huang", "Jianhong Chen", "Jungang Liu"], "journal": "Medicine", "year": 2023, "abstract": "Left-sided colon cancer (LC) and right-sided colon cancer (RC) are 2 essentially different diseases, and the potential mechanisms regulating them remain unidentified. In this study, we applied weighted gene co-expression network analysis (WGCNA) to confirm a yellow module, mainly enriched in metabolism-related signaling pathways related to LC and RC. Based on the RNA-seq data of colon cancer in The Cancer Genome Atlas (TCGA) and GSE41258 dataset with their corresponding clinical information, a training set (TCGA: LC: n = 171; RC: n = 260) and a validation set (GSE41258: LC: n = 94; RC: n = 77) were divided. Least absolute shrinkage and selection operator (LASSO) penalized COX regression analysis identified 20 prognosis-related genes (PRGs) and helped constructed 2 risk (LC-R and RC-R) models in LC and RC, respectively. The model-based risk scores accurately performed in risk stratification for colon cancer patients. The high-risk group of the LC-R model showed associations with ECM-receptor interaction, focal adhesion, and PI3K-AKT signaling pathway. Interestingly, the low-risk group of the LC-R model showed associations with immune-related signaling pathways like antigen processing and presentation. On the other hand, the high-risk group of the RC-R model showed enrichment for cell adhesion molecules and axon guidance signaling pathways. Furthermore, we identified 20 differentially expressed PRGs between LC and RC. Our findings provide new insights into the difference between LC and RC, and uncover the potential biomarkers for the treatment of LC and RC.", "claims": [{"id": "claim-method", "statement": "WGCNA analysis was carried out using the WGCNA package.", "kind": "methodological", "target": null, "evidence": [{"asset": "source:pmid:37144998", "locator": "sections[10] \"2.8. Statistical analysis\" paragraph 2", "quote": "WGCNA analysis was carried out using the WGCNA package."}], "state": "complete"}, {"id": "claim-data-access", "statement": "The datasets generated during and/or analyzed during the current study are publicly available.", "kind": "methodological", "target": null, "evidence": [{"asset": "source:pmid:37144998", "locator": "sections[23] \"fn-group\" paragraph 1", "quote": "The datasets generated during and/or analyzed during the current study are publicly available."}], "state": "complete"}, {"id": "claim-target-result", "statement": "Weighted gene co-expression network analysis identified a yellow module strongly associated with clinical traits (R2 = 0.47, P = 4e-25), enabling construction of separate prognostic risk models for left-sided and right-sided colon cancer.", "kind": "quantitative", "target": {"value": 2.0, "unit": "correlation coefficient", "tolerance": null, "source": "Among the 18 modules, the yellow module most evidently showed the strongest correlation with clinical traits (R2 = 0.47, P = 4e-25) (Fig. 2A), implying that which meant the gene expression trend in this module reflected the most representative characteristics of LC and RC."}, "evidence": [{"asset": "source:pmid:37144998", "locator": "sections[13] \"4.2. Determination of the related modules and functional enrichment analysis\" paragraph 2", "quote": "Among the 18 modules, the yellow module most evidently showed the strongest correlation with clinical traits (R2 = 0.47, P = 4e-25) (Fig. 2A), implying that which meant the gene expression trend in this module reflected the most representative characteristics of LC and RC."}, {"asset": "source:pmid:37144998", "locator": "sections[0] \"Abstract\" paragraph 1", "quote": "Least absolute shrinkage and selection operator (LASSO) penalized COX regression analysis identified 20 prognosis-related genes (PRGs) and helped constructed 2 risk (LC-R and RC-R) models in LC and RC, respectively."}], "state": "complete"}], "gaps": []}, "experiment": {"state": "partial", "objective": "Weighted gene co-expression network analysis identified a yellow module strongly associated with clinical traits (R2 = 0.47, P = 4e-25), enabling construction of separate prognostic risk models for left-sided and right-sided colon cancer.", "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:37144998"], "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:GSE41258"], "outputs": ["the source data with its repository provenance"], "instruments": [], "reagents": []}, {"id": "run_analysis", "order": 3, "name": "Run the published analysis", "kind": "analysis", "state": "blocked", "blocked_on": "method:student_t", "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:GSE41258"], "outputs": ["the replicated result and its comparison"], "instruments": [], "reagents": []}], "materials": [], "instruments": [], "reagents": [], "conditions": {}, "gaps": ["step:run_analysis blocked on method:student_t"]}, "data": {"state": "partial", "assets": [{"id": "source:pmid:37144998", "role": "manuscript", "format": "xml", "media_type": "application/xml", "uri": "https://doi.org/10.1097/MD.0000000000033390", "sha256": "sha256:2a82ded3ec7fe2e424cb7ad820eb2fc1b8ce37aa6e61d22d5f0562bd117b3d1f", "bytes": 39430, "access": "open", "state": "resolved", "reader": null, "reader_status": "reader_required", "identifier": "10.1097/MD.0000000000033390", "version": null, "note": "Full article fetched from PMC; the checksum covers the rendered section body, not the original XML bytes.", "structure": {"pmcid": "PMC10158920", "source": "europe_pmc_fulltext", "coverage": "whole_body_without_references", "text_hash_scope": "rendered_section_body"}}, {"id": "data:geo:GSE41258", "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=GSE41258", "sha256": null, "bytes": null, "access": "open", "state": "resolved", "reader": null, "reader_status": "reader_required", "identifier": "GSE41258", "version": null, "note": "The datasets generated during and/or analyzed during the current study are publicly available.", "structure": {"repository": "GEO", "access_route": "GEO accession URL", "access_statement_verbatim": "The datasets generated during and/or analyzed during the current study are publicly available.", "access_statement_kind": "data_availability_statement", "sample_accessions": ["GSM1012278", "GSM1012279", "GSM1012280", "GSM1012281", "GSM1012282", "GSM1012283", "GSM1012284", "GSM1012285", "GSM1012286", "GSM1012287", "GSM1012288", "GSM1012289", "GSM1012290", "GSM1012291", "GSM1012292", "GSM1012293", "GSM1012294", "GSM1012295", "GSM1012296", "GSM1012297", "GSM1012298", "GSM1012299", "GSM1012300", "GSM1012301", "GSM1012302", "GSM1012303", "GSM1012304", "GSM1012305", "GSM1012306", "GSM1012307", "GSM1012308", "GSM1012309", "GSM1012310", "GSM1012311", "GSM1012312", "GSM1012313", "GSM1012314", "GSM1012315", "GSM1012316", "GSM1012317", "GSM1012318", "GSM1012319", "GSM1012320", "GSM1012321", "GSM1012322", "GSM1012323", "GSM1012324", "GSM1012325", "GSM1012326", "GSM1012327", "GSM1012328", "GSM1012329", "GSM1012330", "GSM1012331", "GSM1012332", "GSM1012333", "GSM1012334", "GSM1012335", "GSM1012336", "GSM1012337", "GSM1012338", "GSM1012339", "GSM1012340", "GSM1012341", "GSM1012342", "GSM1012343", "GSM1012344", "GSM1012345", "GSM1012346", "GSM1012347", "GSM1012348", "GSM1012349", "GSM1012350", "GSM1012351", "GSM1012352", "GSM1012353", "GSM1012354", "GSM1012355", "GSM1012356", "GSM1012357", "GSM1012358", "GSM1012359", "GSM1012360", "GSM1012361", "GSM1012362", "GSM1012363", "GSM1012364", "GSM1012365", "GSM1012366", "GSM1012367", "GSM1012368", "GSM1012369", "GSM1012370", "GSM1012371", "GSM1012372", "GSM1012373", "GSM1012374", "GSM1012375", "GSM1012376", "GSM1012377", "GSM1012378", "GSM1012379", "GSM1012380", "GSM1012381", "GSM1012382", "GSM1012383", "GSM1012384", "GSM1012385", "GSM1012386", "GSM1012387", "GSM1012388", "GSM1012389", "GSM1012390", "GSM1012391", "GSM1012392", "GSM1012393", "GSM1012394", "GSM1012395", "GSM1012396", "GSM1012397", "GSM1012398", "GSM1012399", "GSM1012400", "GSM1012401", "GSM1012402", "GSM1012403", "GSM1012404", "GSM1012405", "GSM1012406", "GSM1012407", "GSM1012408", "GSM1012409", "GSM1012410", "GSM1012411", "GSM1012412", "GSM1012413", "GSM1012414", "GSM1012415", "GSM1012416", "GSM1012417", "GSM1012418", "GSM1012419", "GSM1012420", "GSM1012421", "GSM1012422", "GSM1012423", "GSM1012424", "GSM1012425", "GSM1012426", "GSM1012427", "GSM1012428", "GSM1012429", "GSM1012430", "GSM1012431", "GSM1012432", "GSM1012433", "GSM1012434", "GSM1012435", "GSM1012436", "GSM1012437", "GSM1012438", "GSM1012439", "GSM1012440", "GSM1012441", "GSM1012442", "GSM1012443", "GSM1012444", "GSM1012445", "GSM1012446", "GSM1012447", "GSM1012448", "GSM1012449", "GSM1012450", "GSM1012451", "GSM1012452", "GSM1012453", "GSM1012454", "GSM1012455", "GSM1012456", "GSM1012457", "GSM1012458", "GSM1012459", "GSM1012460", "GSM1012461", "GSM1012462", "GSM1012463", "GSM1012464", "GSM1012465", "GSM1012466", "GSM1012467", "GSM1012468", "GSM1012469", "GSM1012470", "GSM1012471", "GSM1012472", "GSM1012473", "GSM1012474", "GSM1012475", "GSM1012476", "GSM1012477", "GSM1012478", "GSM1012479", "GSM1012480", "GSM1012481", "GSM1012482", "GSM1012483", "GSM1012484", "GSM1012485", "GSM1012486", "GSM1012487", "GSM1012488", "GSM1012489", "GSM1012490", "GSM1012491", "GSM1012492", "GSM1012493", "GSM1012494", "GSM1012495", "GSM1012496", "GSM1012497", "GSM1012498", "GSM1012499", "GSM1012500", "GSM1012501", "GSM1012502", "GSM1012503", "GSM1012504", "GSM1012505", "GSM1012506", "GSM1012507", "GSM1012508", "GSM1012509", "GSM1012510", "GSM1012511", "GSM1012512", "GSM1012513", "GSM1012514", "GSM1012515", "GSM1012516", "GSM1012517", "GSM1012518", "GSM1012519", "GSM1012520", "GSM1012521", "GSM1012522", "GSM1012523", "GSM1012524", "GSM1012525", "GSM1012526", "GSM1012527", "GSM1012528", "GSM1012529", "GSM1012530", "GSM1012531", "GSM1012532", "GSM1012533", "GSM1012534", "GSM1012535", "GSM1012536", "GSM1012537", "GSM1012538", "GSM1012539", "GSM1012540", "GSM1012541", "GSM1012542", "GSM1012543", "GSM1012544", "GSM1012545", "GSM1012546", "GSM1012547", "GSM1012548", "GSM1012549", "GSM1012550", "GSM1012551", "GSM1012552", "GSM1012553", "GSM1012554", "GSM1012555", "GSM1012556", "GSM1012557", "GSM1012558", "GSM1012559", "GSM1012560", "GSM1012561", "GSM1012562", "GSM1012563", "GSM1012564", "GSM1012565", "GSM1012566", "GSM1012567", "GSM1012568", "GSM1012569", "GSM1012570", "GSM1012571", "GSM1012572", "GSM1012573", "GSM1012574", "GSM1012575", "GSM1012576", "GSM1012577", "GSM1012578", "GSM1012579", "GSM1012580", "GSM1012581", "GSM1012582", "GSM1012583", "GSM1012584", "GSM1012585", "GSM1012586", "GSM1012587", "GSM1012588", "GSM1012589", "GSM1012590", "GSM1012591", "GSM1012592", "GSM1012593", "GSM1012594", "GSM1012595", "GSM1012596", "GSM1012597", "GSM1012598", "GSM1012599", "GSM1012600", "GSM1012601", "GSM1012602", "GSM1012603", "GSM1012604", "GSM1012605", "GSM1012606", "GSM1012607", "GSM1012608", "GSM1012609", "GSM1012610", "GSM1012611", "GSM1012612", "GSM1012613", "GSM1012614", "GSM1012615", "GSM1012616", "GSM1012617", "GSM1012618", "GSM1012619", "GSM1012620", "GSM1012621", "GSM1012622", "GSM1012623", "GSM1012624", "GSM1012625", "GSM1012626", "GSM1012627", "GSM1012628", "GSM1012629", "GSM1012630", "GSM1012631", "GSM1012632", "GSM1012633", "GSM1012634", "GSM1012635", "GSM1012636", "GSM1012637", "GSM1012638", "GSM1012639", "GSM1012640", "GSM1012641", "GSM1012642", "GSM1012643", "GSM1012644", "GSM1012645", "GSM1012646", "GSM1012647", "GSM1012648", "GSM1012649", "GSM1012650", "GSM1012651", "GSM1012652", "GSM1012653", "GSM1012654", "GSM1012655", "GSM1012656", "GSM1012657", "GSM1012658", "GSM1012659", "GSM1012660", "GSM1012661", "GSM1012662", "GSM1012663", "GSM1012664", "GSM1012665", "GSM1012666", "GSM1012667"], "sample_count": 390, "group_sizes": null, "group_sizes_basis": null, "platform": "96", "taxon": "Homo sapiens", "title": "Expression data from colorectal cancer patients", "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:GSE41258 not downloaded", "asset:data:geo:GSE41258 licence not read"]}, "analysis": {"state": "partial", "methods": [{"id": "method-1", "family": "group_comparison", "specific": "student_t_test", "label": "Group comparison", "dsl_operations": [], "missing_operations": ["student_t"], "expressible": false, "parameters": {}, "data_shapes": ["two_or_more_groups_continuous"], "evidence": {"score": 0.8, "band": "high", "quote": "Student t test"}}, {"id": "method-2", "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 regression"}}, {"id": "method-3", "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-4", "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 curve"}}, {"id": "method-5", "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": "Chi-square"}}, {"id": "method-6", "family": null, "specific": null, "label": "Weighted gene co-expression network analysis (WGCNA)", "dsl_operations": [], "missing_operations": [], "expressible": null, "parameters": {}, "data_shapes": [], "evidence": {"score": 1.0, "band": "verbatim", "quote": "WGCNA analysis was carried out using the WGCNA package."}}], "targets": [{"id": "target-published-estimate", "claim_id": "claim-target-result", "operation": "chi_square_test", "expected_value": 2.0, "unit": "correlation coefficient", "tolerance": null, "state": "complete", "note": "The published estimate as the reader quoted it from the paper. No tolerance is published because the paper states none."}], "gaps": ["method.reader_named_unmapped", "method.student_t"]}, "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": false, "required_operations": [], "missing_operations": ["student_t"], "basis": "The paper names the method it used and the corpus's method extractor maps it onto the DSL catalogue: student_t_test."}, "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": ["GSE41258"], "resolved_accessions": ["GSE41258"], "statements": ["The datasets generated during and/or analyzed during the current study are publicly available."], "basis": "The paper names GSE41258 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": [], "assets": ["source:pmid:37144998", "data:geo:GSE41258"], "steps": []}, "must_build": {"dsl_operations": [{"operation": "student_t", "unlocks_papers": null, "priority": null}], "converters": [], "readers": [], "capabilities": [], "data_gaps": ["data:geo:GSE41258"]}, "gaps": []}, "review": {"state": "partial", "machine_critique": {"kind": "extraction_review", "reader": {"model": "MiniMax-M3.1-Flash", "provider": "minimax", "provider_family": "minimax", "read_at": "2026-11-01T18:38:35Z", "independence": "single_reader"}, "evidence_check": {"method": "verbatim", "availability": "verbatim"}, "calls": 5, "usage": {"prompt_tokens": 10930, "completion_tokens": 1353, "cached_tokens": 128}}, "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:37144998", "type": "paper", "label": "pmid:37144998"}, {"id": "source:pmid:37144998", "type": "manuscript", "label": "PMID 37144998 full text"}, {"id": "data:geo:GSE41258", "type": "dataset", "label": "GEO GSE41258"}], "activities": [{"id": "activity-reading-sci-2026-11-01", "type": "classification", "used": [{"id": "pmid:37144998", "type": "paper", "label": "pmid:37144998"}, {"id": "source:pmid:37144998", "type": "manuscript", "label": "PMID 37144998 full text"}, {"id": "data:geo:GSE41258", "type": "dataset", "label": "GEO GSE41258"}], "agent": "agent:corpus-assay-engine"}, {"id": "activity-read-37144998", "type": "extraction", "used": ["source:pmid:37144998"], "agent": "agent:minimax-reader"}, {"id": "activity-resolve-GSE41258", "type": "accession_resolution", "used": ["data:geo:GSE41258"], "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:37144998", "parent_hash": "sha256:2b5e62776937901045fc52796dcd10cdadcee2844e12f2b7dc50ca9e0e449654", "fork_of": null, "generation": 2}, "gaps": ["asset:data:geo:GSE41258 licence not read", "asset:data:geo:GSE41258 not downloaded", "execution.not_run", "method.reader_named_unmapped", "method.student_t", "review.human_critique", "review.independent_reader", "review.machine_critique", "step:run_analysis blocked on method:student_t"], "assays": [{"role": "data_generation", "definition_id": "rna_seq", "definition_version": "99e1195c7d6f", "definition_digest": null, "required_operations": [], "support_state": "partial", "source_hashes": {"assay_lexicon": "99e1195c7d6f"}, "confidence": 0.93, "evidence": ["pathways related to LC and RC. Based on the RNA-seq data of colon cancer in The Cancer Genome At"], "order_basis": "paper_text_order:446", "id": "assay:1"}, {"role": "analysis", "definition_id": "group_comparison", "definition_version": "f2132e96ae6c7a4e", "definition_digest": null, "required_operations": [], "support_state": "partial", "source_hashes": {"dsl_catalogue": "f2132e96ae6c7a4e"}, "confidence": 0.8, "evidence": ["Student t test"], "order_basis": "consumes_earlier_output", "id": "assay:2"}]}