← All .science files
pmid:41322824
Racial, Sex, and Age Disparities in Cardiomyopathy Etiology: A Social Determinant Analysis of 366 Cardiac Patients.
Kiki J Estes-Schmalzl · Amy J Marcano-Reik · Kristin Lefebvre
Cureus · 2025 doi:10.7759/cureus.95664
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 · 3 items
claims array · 3 items
[0] object · 6 fields
evidence array · 1 item
[0] object · 3 fields
[1] 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 · 366 items
gaps array · 2 items
analysis object · 4 fields
methods array · 2 items
[0] object · 10 fields
dsl_operations array · 4 items
missing_operations array · 0 items
parameters object · 0 fields
data_shapes array · 1 item
evidence object · 3 fields
[1] object · 10 fields
dsl_operations array · 2 items
missing_operations array · 0 items
parameters object · 0 fields
data_shapes array · 1 item
targets array · 1 item
[0] object · 8 fields
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 · 4 items
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 · 4 items
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 · 4 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:41322824", "kind": "science-record", "revision": 4, "content_hash": "sha256:5a492dd654d2884659fc56549cb4e25a8148ed9a4274bf49c33819e4175bb268", "created_at": "2026-11-01T20:31:20Z", "updated_at": "2026-11-01T22:57:32Z", "generator": {"name": "corpus-assay-engine", "run_id": "reading-sci-2026-11-01"}, "paper": {"state": "complete", "title": "Racial, Sex, and Age Disparities in Cardiomyopathy Etiology: A Social Determinant Analysis of 366 Cardiac Patients.", "doi": "10.7759/cureus.95664", "pmid": "41322824", "authors": ["Kiki J Estes-Schmalzl", "Amy J Marcano-Reik", "Kristin Lefebvre"], "journal": "Cureus", "year": 2025, "abstract": "BACKGROUND: Inequities in heart failure persist across race, sex, and age, but etiology-specific patterns in cardiomyopathies remain underexplored. We examined disparities across cardiomyopathy etiologies using a social determinants of health (SDoH) lens.\nMETHODS: We analyzed 366 left ventricular tissue samples from the GEO dataset GSE141910, focusing on cardiomyopathy subtypes: dilated cardiomyopathy (DCM), hypertrophic cardiomyopathy (HCM), peripartum cardiomyopathy (PPCM), and nonfailing controls. Demographics included race (African American, Caucasian), sex, and age. We compared distributions using χ² or Fisher's exact tests and assessed age differences with t-tests/analysis of variance.\nRESULTS: African Americans showed a 1.69-fold higher prevalence of DCM vs. Caucasians (62.1%, n = 77 vs. 36.8%, n = 89; χ² = 27.101, df = 2, p < 0.001, Cramér's V = 0.272) and presented 5.9 years earlier (48.9 ± 12.9 years, n = 77 vs. 54.8 ± 7.1 years, n = 89; p < 0.001, Cohen's d = -0.572). HCM was 13.8-fold more common in Caucasians (11.2%, n = 27 vs. 0.8%, n = 1; Fisher's exact p < 0.001). PPCM occurred exclusively in women and was nearly twofold more frequent among African Americans (62.5%, n = 5 of 8 PPCM cases), who also presented younger than Caucasians (29.5 years, n = 2 vs. 37.2 years, n = 4). Male sex was associated with higher DCM prevalence (51.5%, n = 100 vs. 38.4%, n = 66; χ² = 13.845, df = 3, p = 0.016, Cramér's V = 0.194) and predominated in HCM (60.7%, n = 17). Intersectional analyses revealed disproportionate burden among younger African Americans; among DCM patients <45 years, 71.4% (n = 15 of 21) were African Americans.\nCONCLUSIONS: Cardiomyopathy etiology is associated with systematic demographic patterns. African Americans are more likely to experience earlier onset and greater DCM burden, while Caucasians exhibit markedly higher HCM prevalence. Male sex is disproportionately represented in DCM and HCM. These findings are consistent with SDoH-driven inequities and underscore the need for earlier detection, equity-centered prevention, and improved access to specialized diagnostics and therapies.", "claims": [{"id": "claim-method", "statement": "Group differences were assessed using χ² tests for categorical variables (or Fisher's exact test when expected cell counts were <5) and independent t-tests or one-way analysis of variance with Tukey's post hoc comparisons for continuous variables.", "kind": "methodological", "target": null, "evidence": [{"asset": "source:pmid:41322824", "locator": "sections[2] \"Materials and methods\" paragraph 17", "quote": "Group differences were assessed using χ² tests for categorical variables (or Fisher's exact test when expected cell counts were <5) and independent t-tests or one-way analysis of variance with Tukey's post hoc comparisons for continuous variables."}], "state": "complete"}, {"id": "claim-data-access", "statement": "This cross-sectional retrospective analysis used publicly available, deidentified data from the GEO dataset GSE141910 (National Center for Biotechnology Information, Bethesda, Maryland, United States), comprising left ventricular myocardial tissue samples collected from multiple centers.", "kind": "methodological", "target": null, "evidence": [{"asset": "source:pmid:41322824", "locator": "sections[2] \"Materials and methods\" paragraph 3", "quote": "This cross-sectional retrospective analysis used publicly available, deidentified data from the GEO dataset GSE141910 (National Center for Biotechnology Information, Bethesda, Maryland, United States), comprising left ventricular myocardial tissue samples collected from multiple centers."}], "state": "complete"}, {"id": "claim-target-result", "statement": "Etiology distributions differed significantly by race (χ² = 27.10, df = 2, p < 0.001, Cramér's V = 0.272).", "kind": "quantitative", "target": {"value": 0.001, "unit": "p-value", "tolerance": null, "source": "Etiology distributions differed significantly by race (χ² = 27.10, df = 2, p < 0.001, Cramér's V = 0.272)."}, "evidence": [{"asset": "source:pmid:41322824", "locator": "sections[3] \"Results\" paragraph 4", "quote": "Etiology distributions differed significantly by race (χ² = 27.10, df = 2, p < 0.001, Cramér's V = 0.272)."}], "state": "complete"}], "gaps": []}, "experiment": {"state": "complete", "objective": "Etiology distributions differed significantly by race (χ² = 27.10, df = 2, p < 0.001, Cramér's V = 0.272).", "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:41322824"], "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:GSE141910"], "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:GSE141910"], "outputs": ["the replicated result and its comparison"], "instruments": [], "reagents": []}], "materials": [], "instruments": [], "reagents": [], "conditions": {}, "gaps": []}, "data": {"state": "partial", "assets": [{"id": "source:pmid:41322824", "role": "manuscript", "format": "xml", "media_type": "application/xml", "uri": "https://doi.org/10.7759/cureus.95664", "sha256": "sha256:d9032090187d45920ae837308a34d0d07b1471859dce4f76bf39bdb09dda4602", "bytes": 25709, "access": "open", "state": "resolved", "reader": null, "reader_status": "reader_required", "identifier": "10.7759/cureus.95664", "version": null, "note": "Full article fetched from PMC; the checksum covers the rendered section body, not the original XML bytes.", "structure": {"pmcid": "PMC12662023", "source": "europe_pmc_fulltext", "coverage": "whole_body", "text_hash_scope": "rendered_section_body"}}, {"id": "data:geo:GSE141910", "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=GSE141910", "sha256": null, "bytes": null, "access": "open", "state": "resolved", "reader": null, "reader_status": "reader_required", "identifier": "GSE141910", "version": null, "note": "This cross-sectional retrospective analysis used publicly available, deidentified data from the GEO dataset GSE141910 (National Center for Biotechnology Information, Bethesda, Maryland, United States), comprising left ventricular myocardial tissue samples collected from multiple centers.", "structure": {"repository": "GEO", "access_route": "GEO accession URL", "access_statement_verbatim": "This cross-sectional retrospective analysis used publicly available, deidentified data from the GEO dataset GSE141910 (National Center for Biotechnology Information, Bethesda, Maryland, United States), comprising left ventricular myocardial tissue samples collected from multiple centers.", "access_statement_kind": "repository_route_statement", "sample_accessions": ["GSM4215858", "GSM4215859", "GSM4215860", "GSM4215861", "GSM4215862", "GSM4215863", "GSM4215864", "GSM4215865", "GSM4215866", "GSM4215867", "GSM4215868", "GSM4215869", "GSM4215870", "GSM4215871", "GSM4215872", "GSM4215873", "GSM4215874", "GSM4215875", "GSM4215876", "GSM4215877", "GSM4215878", "GSM4215879", "GSM4215880", "GSM4215881", "GSM4215882", "GSM4215883", "GSM4215884", "GSM4215885", "GSM4215886", "GSM4215887", "GSM4215888", "GSM4215889", "GSM4215890", "GSM4215891", "GSM4215892", "GSM4215893", "GSM4215894", "GSM4215895", "GSM4215896", "GSM4215897", "GSM4215898", "GSM4215899", "GSM4215900", "GSM4215901", "GSM4215902", "GSM4215903", "GSM4215904", "GSM4215905", "GSM4215906", "GSM4215907", "GSM4215908", "GSM4215909", "GSM4215910", "GSM4215911", "GSM4215912", "GSM4215913", "GSM4215914", "GSM4215915", "GSM4215916", "GSM4215917", "GSM4215918", "GSM4215919", "GSM4215920", "GSM4215921", "GSM4215922", "GSM4215923", "GSM4215924", "GSM4215925", "GSM4215926", "GSM4215927", "GSM4215928", "GSM4215929", "GSM4215930", "GSM4215931", "GSM4215932", "GSM4215933", "GSM4215934", "GSM4215935", "GSM4215936", "GSM4215937", "GSM4215938", "GSM4215939", "GSM4215940", "GSM4215941", "GSM4215942", "GSM4215943", "GSM4215944", "GSM4215945", "GSM4215946", "GSM4215947", "GSM4215948", "GSM4215949", "GSM4215950", "GSM4215951", "GSM4215952", "GSM4215953", "GSM4215954", "GSM4215955", "GSM4215956", "GSM4215957", "GSM4215958", "GSM4215959", "GSM4215960", "GSM4215961", "GSM4215962", "GSM4215963", "GSM4215964", "GSM4215965", "GSM4215966", "GSM4215967", "GSM4215968", "GSM4215969", "GSM4215970", "GSM4215971", "GSM4215972", "GSM4215973", "GSM4215974", "GSM4215975", "GSM4215976", "GSM4215977", "GSM4215978", "GSM4215979", "GSM4215980", "GSM4215981", "GSM4215982", "GSM4215983", "GSM4215984", "GSM4215985", "GSM4215986", "GSM4215987", "GSM4215988", "GSM4215989", "GSM4215990", "GSM4215991", "GSM4215992", "GSM4215993", "GSM4215994", "GSM4215995", "GSM4215996", "GSM4215997", "GSM4215998", "GSM4215999", "GSM4216000", "GSM4216001", "GSM4216002", "GSM4216003", "GSM4216004", "GSM4216005", "GSM4216006", "GSM4216007", "GSM4216008", "GSM4216009", "GSM4216010", "GSM4216011", "GSM4216012", "GSM4216013", "GSM4216014", "GSM4216015", "GSM4216016", "GSM4216017", "GSM4216018", "GSM4216019", "GSM4216020", "GSM4216021", "GSM4216022", "GSM4216023", "GSM4216024", "GSM4216025", "GSM4216026", "GSM4216027", "GSM4216028", "GSM4216029", "GSM4216030", "GSM4216031", "GSM4216032", "GSM4216033", "GSM4216034", "GSM4216035", "GSM4216036", "GSM4216037", "GSM4216038", "GSM4216039", "GSM4216040", "GSM4216041", "GSM4216042", "GSM4216043", "GSM4216044", "GSM4216045", "GSM4216046", "GSM4216047", "GSM4216048", "GSM4216049", "GSM4216050", "GSM4216051", "GSM4216052", "GSM4216053", "GSM4216054", "GSM4216055", "GSM4216056", "GSM4216057", "GSM4216058", "GSM4216059", "GSM4216060", "GSM4216061", "GSM4216062", "GSM4216063", "GSM4216064", "GSM4216065", "GSM4216066", "GSM4216067", "GSM4216068", "GSM4216069", "GSM4216070", "GSM4216071", "GSM4216072", "GSM4216073", "GSM4216074", "GSM4216075", "GSM4216076", "GSM4216077", "GSM4216078", "GSM4216079", "GSM4216080", "GSM4216081", "GSM4216082", "GSM4216083", "GSM4216084", "GSM4216085", "GSM4216086", "GSM4216087", "GSM4216088", "GSM4216089", "GSM4216090", "GSM4216091", "GSM4216092", "GSM4216093", "GSM4216094", "GSM4216095", "GSM4216096", "GSM4216097", "GSM4216098", "GSM4216099", "GSM4216100", "GSM4216101", "GSM4216102", "GSM4216103", "GSM4216104", "GSM4216105", "GSM4216106", "GSM4216107", "GSM4216108", "GSM4216109", "GSM4216110", "GSM4216111", "GSM4216112", "GSM4216113", "GSM4216114", "GSM4216115", "GSM4216116", "GSM4216117", "GSM4216118", "GSM4216119", "GSM4216120", "GSM4216121", "GSM4216122", "GSM4216123", "GSM4216124", "GSM4216125", "GSM4216126", "GSM4216127", "GSM4216128", "GSM4216129", "GSM4216130", "GSM4216131", "GSM4216132", "GSM4216133", "GSM4216134", "GSM4216135", "GSM4216136", "GSM4216137", "GSM4216138", "GSM4216139", "GSM4216140", "GSM4216141", "GSM4216142", "GSM4216143", "GSM4216144", "GSM4216145", "GSM4216146", "GSM4216147", "GSM4216148", "GSM4216149", "GSM4216150", "GSM4216151", "GSM4216152", "GSM4216153", "GSM4216154", "GSM4216155", "GSM4216156", "GSM4216157", "GSM4216158", "GSM4216159", "GSM4216160", "GSM4216161", "GSM4216162", "GSM4216163", "GSM4216164", "GSM4216165", "GSM4216166", "GSM4216167", "GSM4216168", "GSM4216169", "GSM4216170", "GSM4216171", "GSM4216172", "GSM4216173", "GSM4216174", "GSM4216175", "GSM4216176", "GSM4216177", "GSM4216178", "GSM4216179", "GSM4216180", "GSM4216181", "GSM4216182", "GSM4216183", "GSM4216184", "GSM4216185", "GSM4216186", "GSM4216187", "GSM4216188", "GSM4216189", "GSM4216190", "GSM4216191", "GSM4216192", "GSM4216193", "GSM4216194", "GSM4216195", "GSM4216196", "GSM4216197", "GSM4216198", "GSM4216199", "GSM4216200", "GSM4216201", "GSM4216202", "GSM4216203", "GSM4216204", "GSM4216205", "GSM4216206", "GSM4216207", "GSM4216208", "GSM4216209", "GSM4216210", "GSM4216211", "GSM4216212", "GSM4216213", "GSM4216214", "GSM4216215", "GSM4216216", "GSM4216217", "GSM4216218", "GSM4216219", "GSM4216221", "GSM4216224", "GSM4216226", "GSM4216228"], "sample_count": 366, "group_sizes": null, "group_sizes_basis": null, "platform": "16791", "taxon": "Homo sapiens", "title": "RNA sequencing of the left ventricle from non-failing donors and heart failure samples from the MAGNet consortium", "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:GSE141910 not downloaded", "asset:data:geo:GSE141910 licence not read"]}, "analysis": {"state": "complete", "methods": [{"id": "method-1", "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": 1.0, "band": "verbatim", "quote": "Group differences were assessed using χ² tests for categorical variables (or Fisher's exact test when expected cell counts were <5) and independent t-tests or one-way analysis of variance with Tukey's post hoc comparisons for continuous variables."}}, {"id": "method-2", "family": "contingency_analysis", "specific": "fisher_exact", "label": "Categorical (contingency table) analysis", "dsl_operations": ["contingency_table", "chi_square_test"], "missing_operations": [], "expressible": true, "parameters": {}, "data_shapes": ["categorical_cross_tabulation"], "evidence": {"score": 0.7, "band": "medium", "quote": "Fisher's exact"}}], "targets": [{"id": "target-published-estimate", "claim_id": "claim-target-result", "operation": "bootstrap_mean_difference", "expected_value": 0.001, "unit": "p-value", "tolerance": null, "state": "complete", "note": "The threshold the paper applied to its own result, as the paper states it. A run that reproduces the effect is judged against this threshold."}], "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": ["group_summary", "welch_t", "bootstrap_mean_difference", "group_comparison_anova"], "missing_operations": [], "basis": "The paper names the method it used and the corpus's method extractor maps it onto the DSL catalogue: anova."}, "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": ["GSE141910"], "resolved_accessions": ["GSE141910"], "statements": ["This cross-sectional retrospective analysis used publicly available, deidentified data from the GEO dataset GSE141910 (National Center for Biotechnology Information, Bethesda, Maryland, United States), comprising left ventricular myocardial tissue samples collected from multiple centers."], "basis": "The paper names GSE141910 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": ["group_summary", "welch_t", "bootstrap_mean_difference", "group_comparison_anova"], "assets": ["source:pmid:41322824", "data:geo:GSE141910"], "steps": ["run_analysis"]}, "must_build": {"dsl_operations": [], "converters": [], "readers": [], "capabilities": [], "data_gaps": ["data:geo:GSE141910"]}, "gaps": []}, "review": {"state": "partial", "machine_critique": {"kind": "extraction_review", "reader": {"model": "MiniMax-M3.1-Flash", "provider": "minimax", "provider_family": "minimax", "read_at": "2026-11-01T20:06:52Z", "independence": "single_reader"}, "evidence_check": {"method": "verbatim", "availability": null}, "calls": 5, "usage": {"prompt_tokens": 7733, "completion_tokens": 741, "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:41322824", "type": "paper", "label": "pmid:41322824"}, {"id": "source:pmid:41322824", "type": "manuscript", "label": "PMID 41322824 full text"}, {"id": "data:geo:GSE141910", "type": "dataset", "label": "GEO GSE141910"}], "activities": [{"id": "activity-reading-sci-2026-11-01", "type": "classification", "used": [{"id": "pmid:41322824", "type": "paper", "label": "pmid:41322824"}, {"id": "source:pmid:41322824", "type": "manuscript", "label": "PMID 41322824 full text"}, {"id": "data:geo:GSE141910", "type": "dataset", "label": "GEO GSE141910"}], "agent": "agent:corpus-assay-engine"}, {"id": "activity-read-41322824", "type": "extraction", "used": ["source:pmid:41322824"], "agent": "agent:minimax-reader"}, {"id": "activity-resolve-GSE141910", "type": "accession_resolution", "used": ["data:geo:GSE141910"], "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:41322824", "parent_hash": "sha256:f88284bb4c66b98ac724c000c0b26a8311267c2f24617680e81fcc760dfffee4", "fork_of": null, "generation": 3}, "gaps": ["asset:data:geo:GSE141910 licence not read", "asset:data:geo:GSE141910 not downloaded", "execution.not_run", "review.human_critique", "review.independent_reader", "review.machine_critique"], "assays": [{"role": "analysis", "definition_id": "group_comparison", "definition_version": "f2132e96ae6c7a4e", "definition_digest": null, "required_operations": ["group_summary", "welch_t", "bootstrap_mean_difference", "group_comparison_anova"], "support_state": "supported", "source_hashes": {"dsl_catalogue": "f2132e96ae6c7a4e"}, "confidence": 1.0, "evidence": ["Group differences were assessed using χ² tests for categorical variables (or Fisher's exact test when expected cell counts were <5) and independent t-tests or one-way analysis of variance with Tukey's post hoc comparisons for continuous variables."], "order_basis": "analysis_only", "id": "assay:1"}]}