← All .science files
pmid:35901050
Gene module regulation in dilated cardiomyopathy and the role of Na/K-ATPase.
Yingnyu Gao · Lilian N D Silva · John D Hurley · Xiaoming Fan · Sandrine V Pierre · Komal Sodhi · Jiang Liu · Joseph I Shapiro · Jiang Tian
PloS one · 2022 doi:10.1371/journal.pone.0272117
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 · 9 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 · 3 items
missing_operations array · 0 items
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
targets array · 0 items
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 · 3 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 · 3 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 · 3 items
[0] object · 11 fields
required_operations array · 0 items
source_hashes object · 1 field
evidence array · 4 items
[1] object · 11 fields
required_operations array · 0 items
source_hashes object · 1 field
evidence array · 2 items
[2] object · 11 fields
required_operations array · 3 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:35901050", "kind": "science-record", "revision": 5, "content_hash": "sha256:9624bcef4846f7919ec91ba43c99f8e2c455bb2fc3d72442709aaa84270f52c6", "created_at": "2026-11-01T18:14:59Z", "updated_at": "2026-11-01T22:49:40Z", "generator": {"name": "corpus-assay-engine", "run_id": "reading-sci-2026-11-01"}, "paper": {"state": "complete", "title": "Gene module regulation in dilated cardiomyopathy and the role of Na/K-ATPase.", "doi": "10.1371/journal.pone.0272117", "pmid": "35901050", "authors": ["Yingnyu Gao", "Lilian N D Silva", "John D Hurley", "Xiaoming Fan", "Sandrine V Pierre", "Komal Sodhi", "Jiang Liu", "Joseph I Shapiro", "Jiang Tian"], "journal": "PloS one", "year": 2022, "abstract": "Dilated cardiomyopathy (DCM) is a major cause of cardiac death and heart transplantation. It has been known that black people have a higher incidence of heart failure and related diseases compared to white people. To identify the relationship between gene expression and cardiac function in DCM patients, we performed pathway analysis and weighted gene co-expression network analysis (WGCNA) using RNA-sequencing data (GSE141910) from the NCBI Gene Expression Omnibus (GEO) database and identified several gene modules that were significantly associated with the left ventricle ejection fraction (LVEF) and DCM phenotype. Genes included in these modules are enriched in three major categories of signaling pathways: fibrosis-related, small molecule transporting-related, and immune response-related. Through consensus analysis, we found that gene modules associated with LVEF in African Americans are almost identical as in Caucasians, suggesting that the two groups may have more common rather than disparate genetic regulations in the etiology of DCM. In addition to the identified modules, we found that the gene expression level of Na/K-ATPase, an important membrane ion transporter, has a strong correlation with the LVEF. These clinical results are consistent with our previous findings and suggest the clinical significance of Na/K-ATPase regulation in DCM.", "claims": [{"id": "claim-method", "statement": "We performed the gene expression analysis using DESeq2 based on the published RNA-sequencing data obtained from the GEO141910 cohort.", "kind": "methodological", "target": null, "evidence": [{"asset": "source:pmid:35901050", "locator": "sections[12] \"Gene expression and pathway changes in DCM patients receiving heart transplants compared to non-failing donors\" paragraph 2", "quote": "We performed the gene expression analysis using DESeq2 based on the published RNA-sequencing data obtained from the GEO141910 cohort."}], "state": "complete"}, {"id": "claim-data-access", "statement": "The relevant data for this study are publicly available from the NCBI GEO database (GSE141910; https://www.ncbi.nlm.nih.gov/geo/query/acc.cgi?acc=GSE141910). The clinical phenotype data and gene expression count data of this cohort are publicly available online from the Github database (https://github.com/mpmorley/MAGNet).", "kind": "methodological", "target": null, "evidence": [{"asset": "source:pmid:35901050", "locator": "sections[19] \"Data Availability\" paragraph 2", "quote": "The relevant data for this study are publicly available from the NCBI GEO database (GSE141910; https://www.ncbi.nlm.nih.gov/geo/query/acc.cgi?acc=GSE141910). The clinical phenotype data and gene expression count data of this cohort are publicly available online from the Github database (https://github.com/mpmorley/MAGNet)."}], "state": "complete"}, {"id": "claim-target-result", "statement": "The comparison of eigengene and group module characteristics showed an overall similarity of 0.94 between African American and Caucasian American groups.", "kind": "qualitative", "target": null, "evidence": [{"asset": "source:pmid:35901050", "locator": "sections[14] \"Comparison between African Americans and Caucasian Americans\" paragraph 2", "quote": "The comparison of eigengene and group module characteristics showed an overall similarity of 0.94 (Fig 5B)."}], "state": "complete"}], "gaps": []}, "experiment": {"state": "complete", "objective": "The comparison of eigengene and group module characteristics showed an overall similarity of 0.94 between African American and Caucasian American groups.", "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:35901050"], "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:35901050", "role": "manuscript", "format": "xml", "media_type": "application/xml", "uri": "https://doi.org/10.1371/journal.pone.0272117", "sha256": "sha256:5aa6ec3f4424d8b8c3258612e8099e8b0f46e39d5e231d5d49cbf2ac1c568422", "bytes": 46140, "access": "open", "state": "resolved", "reader": null, "reader_status": "reader_required", "identifier": "10.1371/journal.pone.0272117", "version": null, "note": "Full article fetched from PMC; the checksum covers the rendered section body, not the original XML bytes.", "structure": {"pmcid": "PMC9333241", "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": "The relevant data for this study are publicly available from the NCBI GEO database (GSE141910; https://www.ncbi.nlm.nih.gov/geo/query/acc.cgi?acc=GSE141910). The clinical phenotype data and gene expression count data of this cohort are publicly available online from the Github database (https://github.com/mpmorley/MAGNet).", "structure": {"repository": "GEO", "access_route": "GEO accession URL", "access_statement_verbatim": "The relevant data for this study are publicly available from the NCBI GEO database (GSE141910; https://www.ncbi.nlm.nih.gov/geo/query/acc.cgi?acc=GSE141910). The clinical phenotype data and gene expression count data of this cohort are publicly available online from the Github database (https://github.com/mpmorley/MAGNet).", "access_statement_kind": "data_availability_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": "differential_expression", "specific": "deseq2", "label": "Differential expression analysis", "dsl_operations": ["normalise_counts", "differential_expression_fit", "fdr_bh"], "missing_operations": [], "expressible": true, "parameters": {}, "data_shapes": ["count_matrix_with_condition"], "evidence": {"score": 1.0, "band": "verbatim", "quote": "We performed the gene expression analysis using DESeq2 based on the published RNA-sequencing data obtained from the GEO141910 cohort."}}, {"id": "method-2", "family": "regression_modelling", "specific": "ols", "label": "Regression modelling", "dsl_operations": ["ols_fit"], "missing_operations": [], "expressible": true, "parameters": {}, "data_shapes": ["predictors_and_outcome"], "evidence": {"score": 0.8, "band": "high", "quote": "linear regression"}}], "targets": [], "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": ["normalise_counts", "differential_expression_fit", "fdr_bh"], "missing_operations": [], "basis": "The paper names the method it used and the corpus's method extractor maps it onto the DSL catalogue: deseq2."}, "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": ["The relevant data for this study are publicly available from the NCBI GEO database (GSE141910; https://www.ncbi.nlm.nih.gov/geo/query/acc.cgi?acc=GSE141910). The clinical phenotype data and gene expression count data of this cohort are publicly available online from the Github database (https://github.com/mpmorley/MAGNet)."], "basis": "The paper names GSE141910 in NCBI Gene Expression Omnibus (GEO) and the accession resolves in the repository. No dataset was downloaded and no licence was read."}}, "can_run": {"dsl_operations": ["normalise_counts", "differential_expression_fit", "fdr_bh"], "assets": ["source:pmid:35901050", "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": "2026-11-01T17:57:47Z", "independence": "single_reader"}, "evidence_check": {"method": "verbatim", "availability": "verbatim"}, "calls": 5, "usage": {"prompt_tokens": 13104, "completion_tokens": 1896, "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:35901050", "type": "paper", "label": "pmid:35901050"}, {"id": "source:pmid:35901050", "type": "manuscript", "label": "PMID 35901050 full text"}, {"id": "data:geo:GSE141910", "type": "dataset", "label": "GEO GSE141910"}], "activities": [{"id": "activity-reading-sci-2026-11-01", "type": "classification", "used": [{"id": "pmid:35901050", "type": "paper", "label": "pmid:35901050"}, {"id": "source:pmid:35901050", "type": "manuscript", "label": "PMID 35901050 full text"}, {"id": "data:geo:GSE141910", "type": "dataset", "label": "GEO GSE141910"}], "agent": "agent:corpus-assay-engine"}, {"id": "activity-read-35901050", "type": "extraction", "used": ["source:pmid:35901050"], "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:35901050", "parent_hash": "sha256:6c3e2556ce6bb9a1eed96eb2c654d167d9907a20a548292fdbcc345a285bd89c", "fork_of": null, "generation": 4}, "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": "data_generation", "definition_id": "rna_seq", "definition_version": "99e1195c7d6f", "definition_digest": null, "required_operations": [], "support_state": "partial", "source_hashes": {"assay_lexicon": "99e1195c7d6f"}, "confidence": 0.99, "evidence": ["co-expression network analysis (WGCNA) using RNA-sequencing data (GSE141910) from the NCBI Gene Expressi", "kilobase of exon per million reads) data of RNA-sequencing were downloaded from public available NCBI G", "ristics of patients and donors The published RNA-sequencing dataset (GEO141910) is a cohort of heart fai", "non-failing donors. The data also contained RNA-sequencing data of 28 hypertrophic cardiomyopathy (HCM)"], "order_basis": "paper_text_order:431", "id": "assay:1"}, {"role": "data_generation", "definition_id": "apoptosis_assay", "definition_version": "99e1195c7d6f", "definition_digest": null, "required_operations": [], "support_state": "partial", "source_hashes": {"assay_lexicon": "99e1195c7d6f"}, "confidence": 0.93, "evidence": ["Na/K-ATPase α1 reduction caused cardiac cell apoptosis and tissue fibrosis and was closely related", "other kinases were downregulated, while cell apoptosis-related genes such as Casp9 were upregulated"], "order_basis": "paper_text_order:6104", "id": "assay:2"}, {"role": "analysis", "definition_id": "differential_expression", "definition_version": "f2132e96ae6c7a4e", "definition_digest": null, "required_operations": ["normalise_counts", "differential_expression_fit", "fdr_bh"], "support_state": "supported", "source_hashes": {"dsl_catalogue": "f2132e96ae6c7a4e"}, "confidence": 1.0, "evidence": ["We performed the gene expression analysis using DESeq2 based on the published RNA-sequencing data obtained from the GEO141910 cohort."], "order_basis": "consumes_earlier_output", "id": "assay:3"}]}