← All .science files
pmid:39514479
Identifying the impact of ARHGAP and MAP gene families on autism spectrum disorders.
Tianci Gao · Wenjun Dang · Zhimei Jiang · Yuwei Jiang
PloS one · 2024 doi:10.1371/journal.pone.0306759
Paper
complete
Experiment
complete
Data
partial
Analysis
partial
Execution
absent
Execution evidence has not yet been added to this .science file. Explore its methods, data and open questions to plan the next step.
Record details sci_version · id · kind · revision · content_hash · schema · created_at · updated_at · generator
paper object · 10 fields
authors array · 4 items
claims array · 3 items
[0] object · 6 fields
[1] object · 6 fields
evidence array · 1 item
[0] object · 3 fields
[2] object · 6 fields
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 · 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 · 285 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 · 3 items
missing_operations array · 0 items
parameters object · 0 fields
data_shapes array · 1 item
[2] object · 10 fields
dsl_operations array · 1 item
missing_operations array · 0 items
parameters object · 0 fields
data_shapes array · 1 item
targets array · 2 items
[0] object · 8 fields
[1] object · 8 fields
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:39514479", "kind": "science-record", "revision": 3, "content_hash": "sha256:e81c327fedf6dd0dda5cfe3186cc0dbc58a5943b14f3094b1e5807235fced259", "created_at": "2026-11-01T20:29:46Z", "updated_at": "2026-11-01T22:13:05Z", "generator": {"name": "corpus-assay-engine", "run_id": "reading-sci-2026-11-01"}, "paper": {"state": "complete", "title": "Identifying the impact of ARHGAP and MAP gene families on autism spectrum disorders.", "doi": "10.1371/journal.pone.0306759", "pmid": "39514479", "authors": ["Tianci Gao", "Wenjun Dang", "Zhimei Jiang", "Yuwei Jiang"], "journal": "PloS one", "year": 2024, "abstract": "The rising incidence of Autism Spectrum Disorder (ASD) has become a major concern, affecting children's psychological well-being and placing a significant strain on healthcare systems. Despite its impact, the etiological mechanisms underpinning ASD remain elusive. This study leveraged dorsolateral prefrontal cortex gene data from 452 individuals of European descent, sourced from the CommonMindConsortium, and examined ASD-related gene expression data from the Gene Expression Omnibus (GEO) database (GSE18123), along with Genome-Wide Association Studies (GWAS) data from the Lundbeck Foundation Integrated Psychiatric Research and Psychiatric Genomics Consortium. Expression quantitative trait loci data were sourced from the GTExv8 database. We employed Transcriptome-Wide Association Studies (TWAS) and Weighted Gene Co-expression Network Analysis (WGCNA) to pinpoint genes within ASD-associated susceptibility gene families (ARHGAP, MAP). Four genes-ARHGAP27, MAPT, ARHGAP19, and MAP1B-were scrutinized, and their biological implications were elucidated through Gene Ontology (GO) and Kyoto Encyclopedia of Genes and Genomes (KEGG) enrichment analyses. Protein-Protein Interaction (PPI) analysis and conditional analysis within the TWAS framework helped identify pivotal genes (ARHGAP27, MAPT). A subsequent verification phase involving Mendelian Randomization (MR) evaluated the potential causal links between the identified genes and ASD. The findings revealed no causal association between ARHGAP19, MAP1B, and ASD. In contrast, significant causal relationships were established for ARHGAP27 and MAPT, suggesting that ARHGAP27 may elevate ASD risk as a susceptibility gene, whereas MAPT appears to reduce the risk as a protective gene.", "claims": [{"id": "claim-method", "statement": "We employed Transcriptome-Wide Association Studies (TWAS) and Weighted Gene Co-expression Network Analysis (WGCNA) to pinpoint genes within ASD-associated susceptibility gene families (ARHGAP, MAP).", "kind": "methodological", "target": null, "evidence": [{"asset": "source:pmid:39514479", "locator": "sections[0] \"Abstract\" paragraph 1", "quote": "We employed Transcriptome-Wide Association Studies (TWAS) and Weighted Gene Co-expression Network Analysis (WGCNA) to pinpoint genes within ASD-associated susceptibility gene families (ARHGAP, MAP)."}], "state": "complete"}, {"id": "claim-data-access", "statement": "The data that support the findings of this study are openly available in [CommonMindConsortium (CMC)]at [10.1038/nn.4399] The data that support the findings of this study are openly available in [GSE18123,]at [Gene Expression Omnibus (GEO)] The data that support the findings of this study are openly available in [ASD, the GWAS data comes from the meta-analysis GWAS]at [https://ww.med.unc.edu/pgc] The data that support the findings of this study are openly available in [GTExv8 eQTL]at [(https://www.gtexportal.org/home/].", "kind": "methodological", "target": null, "evidence": [{"asset": "source:pmid:39514479", "locator": "sections[22] \"Data Availability\" paragraph 2", "quote": "The data that support the findings of this study are openly available in [CommonMindConsortium (CMC)]at [10.1038/nn.4399] The data that support the findings of this study are openly available in [GSE18123,]at [Gene Expression Omnibus (GEO)] The data that support the findings of this study are openly available in [ASD, the GWAS data comes from the meta-analysis GWAS]at [https://ww.med.unc.edu/pgc] The data that support the findings of this study are openly available in [GTExv8 eQTL]at [(https://www.gtexportal.org/home/]."}], "state": "complete"}, {"id": "claim-target-result", "statement": "This analysis confirmed a significant causal association for ARHGAP27 and MAPT with ASD.", "kind": "quantitative", "target": {"value": 95.0, "unit": "per cent", "tolerance": null, "source": "These findings pinpoint ARHGAP27 and MAPT as potential susceptibility genes for ASD, with ARHGAP27(OR = 1.195, 95%CI:1.082–1.318. p<0.001) linked to an increased risk and MAPT(OR = 0.832, 95%CI:0.744–0.930, p<0.001) to a decreased risk of developing ASD."}, "evidence": [{"asset": "source:pmid:39514479", "locator": "sections[16] \"MR validation results\" paragraph 4", "quote": "This analysis confirmed a significant causal association for ARHGAP27 and MAPT with ASD."}, {"asset": "source:pmid:39514479", "locator": "sections[16] \"MR validation results\" paragraph 4", "quote": "These findings pinpoint ARHGAP27 and MAPT as potential susceptibility genes for ASD, with ARHGAP27(OR = 1.195, 95%CI:1.082–1.318. p<0.001) linked to an increased risk and MAPT(OR = 0.832, 95%CI:0.744–0.930, p<0.001) to a decreased risk of developing ASD."}], "state": "complete"}], "gaps": []}, "experiment": {"state": "complete", "objective": "This analysis confirmed a significant causal association for ARHGAP27 and MAPT with ASD.", "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:39514479"], "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:GSE18123"], "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:GSE18123"], "outputs": ["the replicated result and its comparison"], "instruments": [], "reagents": []}], "materials": [], "instruments": [], "reagents": [], "conditions": {}, "gaps": []}, "data": {"state": "partial", "assets": [{"id": "source:pmid:39514479", "role": "manuscript", "format": "xml", "media_type": "application/xml", "uri": "https://doi.org/10.1371/journal.pone.0306759", "sha256": "sha256:5fe07baed9963e067a4ab9e9a0d12800b881c50e80f52b61ae788cd38a743c8f", "bytes": 37985, "access": "open", "state": "resolved", "reader": null, "reader_status": "reader_required", "identifier": "10.1371/journal.pone.0306759", "version": null, "note": "Full article fetched from PMC; the checksum covers the rendered section body, not the original XML bytes.", "structure": {"pmcid": "PMC11548836", "source": "europe_pmc_fulltext", "coverage": "whole_body", "text_hash_scope": "rendered_section_body"}}, {"id": "data:geo:GSE18123", "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=GSE18123", "sha256": null, "bytes": null, "access": "open", "state": "resolved", "reader": null, "reader_status": "reader_required", "identifier": "GSE18123", "version": null, "note": "The data that support the findings of this study are openly available in [CommonMindConsortium (CMC)]at [10.1038/nn.4399] The data that support the findings of this study are openly available in [GSE18123,]at [Gene Expression Omnibus (GEO)] The data that support the findings of this study are openly available in [ASD, the GWAS data comes from the meta-analysis GWAS]at [https://ww.med.unc.edu/pgc] The data that support the findings of this study are openly available in [GTExv8 eQTL]at [(https://www.gtexportal.org/home/].", "structure": {"repository": "GEO", "access_route": "GEO accession URL", "access_statement_verbatim": "The data that support the findings of this study are openly available in [CommonMindConsortium (CMC)]at [10.1038/nn.4399] The data that support the findings of this study are openly available in [GSE18123,]at [Gene Expression Omnibus (GEO)] The data that support the findings of this study are openly available in [ASD, the GWAS data comes from the meta-analysis GWAS]at [https://ww.med.unc.edu/pgc] The data that support the findings of this study are openly available in [GTExv8 eQTL]at [(https://www.gtexportal.org/home/].", "access_statement_kind": "data_availability_statement", "sample_accessions": ["GSM650510", "GSM650512", "GSM650513", "GSM650514", "GSM650515", "GSM650516", "GSM650517", "GSM650518", "GSM650519", "GSM650520", "GSM650521", "GSM650522", "GSM650523", "GSM650525", "GSM650526", "GSM650527", "GSM650528", "GSM650529", "GSM650530", "GSM650531", "GSM650532", "GSM650533", "GSM650534", "GSM650536", "GSM650537", "GSM650538", "GSM650540", "GSM650541", "GSM650542", "GSM650543", "GSM650544", "GSM650545", "GSM650546", "GSM650547", "GSM650548", "GSM650549", "GSM650550", "GSM650551", "GSM650552", "GSM650553", "GSM650554", "GSM650555", "GSM650556", "GSM650557", "GSM650558", "GSM650560", "GSM650561", "GSM650562", "GSM650563", "GSM650564", "GSM650565", "GSM650566", "GSM650567", "GSM650568", "GSM650569", "GSM650570", "GSM650571", "GSM650572", "GSM650573", "GSM650574", "GSM650575", "GSM650577", "GSM650578", "GSM650579", "GSM650580", "GSM650581", "GSM650600", "GSM650603", "GSM650604", "GSM650606", "GSM650607", "GSM650614", "GSM650615", "GSM650617", "GSM650618", "GSM650619", "GSM650620", "GSM650621", "GSM650622", "GSM650632", "GSM650633", "GSM650636", "GSM650637", "GSM650638", "GSM650639", "GSM650640", "GSM650641", "GSM650642", "GSM650643", "GSM650644", "GSM650645", "GSM650646", "GSM650647", "GSM650648", "GSM650649", "GSM650651", "GSM650652", "GSM650653", "GSM650654", "GSM650655", "GSM650656", "GSM650657", "GSM650658", "GSM650659", "GSM650660", "GSM650661", "GSM650662", "GSM650663", "GSM650664", "GSM650665", "GSM650666", "GSM650667", "GSM650668", "GSM650669", "GSM650670", "GSM650671", "GSM650672", "GSM650673", "GSM650674", "GSM650675", "GSM650676", "GSM650677", "GSM650678", "GSM650679", "GSM650680", "GSM650681", "GSM650682", "GSM650683", "GSM650684", "GSM650685", "GSM650686", "GSM650687", "GSM650688", "GSM650689", "GSM650690", "GSM650691", "GSM650692", "GSM650693", "GSM650694", "GSM650695", "GSM650696", "GSM650697", "GSM650698", "GSM650699", "GSM650700", "GSM650701", "GSM650702", "GSM650703", "GSM650704", "GSM650705", "GSM650706", "GSM650707", "GSM650708", "GSM650709", "GSM650712", "GSM650713", "GSM650714", "GSM650715", "GSM650716", "GSM650717", "GSM650718", "GSM650719", "GSM650720", "GSM650721", "GSM650722", "GSM650723", "GSM650724", "GSM650725", "GSM650726", "GSM650727", "GSM650728", "GSM650729", "GSM650730", "GSM650731", "GSM650732", "GSM650733", "GSM650734", "GSM650735", "GSM650737", "GSM650740", "GSM650744", "GSM650748", "GSM650750", "GSM650752", "GSM650753", "GSM650758", "GSM650760", "GSM650761", "GSM650762", "GSM650763", "GSM650764", "GSM650765", "GSM650766", "GSM650767", "GSM650768", "GSM650769", "GSM650770", "GSM650771", "GSM650772", "GSM650773", "GSM650801", "GSM650802", "GSM650806", "GSM650808", "GSM650809", "GSM650813", "GSM650816", "GSM650818", "GSM650819", "GSM650820", "GSM650821", "GSM650822", "GSM650823", "GSM650824", "GSM650825", "GSM650826", "GSM650827", "GSM650828", "GSM650829", "GSM650830", "GSM650831", "GSM650832", "GSM650833", "GSM650834", "GSM650835", "GSM650836", "GSM650837", "GSM650838", "GSM650839", "GSM650840", "GSM650841", "GSM650842", "GSM650843", "GSM650844", "GSM650845", "GSM650846", "GSM650847", "GSM650848", "GSM650849", "GSM650850", "GSM650851", "GSM650852", "GSM650853", "GSM650854", "GSM650855", "GSM650856", "GSM650857", "GSM650858", "GSM650859", "GSM650860", "GSM650861", "GSM650863", "GSM650864", "GSM650865", "GSM650866", "GSM650867", "GSM650868", "GSM650869", "GSM650870", "GSM650871", "GSM650872", "GSM650873", "GSM650874", "GSM650875", "GSM650876", "GSM650877", "GSM650878", "GSM650879", "GSM650880", "GSM650883", "GSM650885", "GSM650923", "GSM650924", "GSM650930", "GSM650931", "GSM650944", "GSM650946", "GSM650950", "GSM650951", "GSM650954", "GSM650959", "GSM650968", "GSM650969", "GSM650970", "GSM650975"], "sample_count": 285, "group_sizes": null, "group_sizes_basis": null, "platform": "6244;570", "taxon": "Homo sapiens", "title": "Blood gene expression signatures distinguish autism spectrum disorders from controls", "resolution_checked_at": "2026-11-01T17:30:42Z", "resolution_check": "identifier_resolution_only_no_download_no_licence_read", "downloaded": false, "licence_read": false}}], "gaps": ["asset:data:geo:GSE18123 not downloaded", "asset:data:geo:GSE18123 licence not read"]}, "analysis": {"state": "partial", "methods": [{"id": "method-1", "family": "genetic_association", "specific": "mendelian_randomisation", "label": "Genetic association (GWAS / linkage / MR)", "dsl_operations": ["mr_estimate"], "missing_operations": [], "expressible": true, "parameters": {}, "data_shapes": ["genotype_phenotype_table"], "evidence": {"score": 1.0, "band": "verbatim", "quote": "We employed Transcriptome-Wide Association Studies (TWAS) and Weighted Gene Co-expression Network Analysis (WGCNA) to pinpoint genes within ASD-associated susceptibility gene families (ARHGAP, MAP)."}}, {"id": "method-2", "family": "network_analysis", "specific": "ppi_network", "label": "Network / pathway analysis", "dsl_operations": ["build_graph", "centrality_scores", "pathway_enrich"], "missing_operations": [], "expressible": true, "parameters": {}, "data_shapes": ["edge_list"], "evidence": {"score": 0.7, "band": "medium", "quote": "Protein-Protein Interaction"}}, {"id": "method-3", "family": "genetic_association", "specific": "gwas", "label": "Genetic association (GWAS / linkage / MR)", "dsl_operations": ["gwas_locus_scan"], "missing_operations": [], "expressible": true, "parameters": {}, "data_shapes": ["genotype_phenotype_table"], "evidence": {"score": 0.7, "band": "medium", "quote": "Genome-Wide Association Studies"}}], "targets": [{"id": "target-published-estimate", "claim_id": "claim-target-result", "operation": "build_graph", "expected_value": 95.0, "unit": "per cent", "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."}, {"id": "target-published-estimate-p-value", "claim_id": "claim-target-result", "operation": "build_graph", "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": ["method.reader_differs_from_extractor"]}, "capability": {"state": "complete", "requirements": [{"capability_id": "capability:computational_analysis", "label": "Computational analysis platform", "assay_families": ["meta_analysis", "machine_learning", "survival_analysis", "statistical_regression", "pca", "molecular_docking", "network_analysis", "differential_expression", "gwas"], "availability_state": "owned", "tier_unlocked": "R1", "candidate": "Automated Assays Laravel application and simulated adapters"}], "gaps": []}, "readiness": {"state": "complete", "tier": "R1", "blocking_axis": "none", "blocked_on": "nothing:replicable_now", "axes": {"method": {"tier": "R1", "expressible": true, "required_operations": ["mr_estimate"], "missing_operations": [], "basis": "The paper names the method it used and the corpus's method extractor maps it onto the DSL catalogue: mendelian_randomisation."}, "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": ["GSE18123"], "resolved_accessions": ["GSE18123"], "statements": ["The data that support the findings of this study are openly available in [CommonMindConsortium (CMC)]at [10.1038/nn.4399] The data that support the findings of this study are openly available in [GSE18123,]at [Gene Expression Omnibus (GEO)] The data that support the findings of this study are openly available in [ASD, the GWAS data comes from the meta-analysis GWAS]at [https://ww.med.unc.edu/pgc] The data that support the findings of this study are openly available in [GTExv8 eQTL]at [(https://www.gtexportal.org/home/]."], "basis": "The paper names GSE18123 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": ["mr_estimate"], "assets": ["source:pmid:39514479", "data:geo:GSE18123"], "steps": ["run_analysis"]}, "must_build": {"dsl_operations": [], "converters": [], "readers": [], "capabilities": [], "data_gaps": ["data:geo:GSE18123"]}, "gaps": []}, "review": {"state": "partial", "machine_critique": {"kind": "extraction_review", "reader": {"model": "MiniMax-M3.1-Flash", "provider": "minimax", "provider_family": "minimax", "read_at": "2026-11-01T19:37:52Z", "independence": "single_reader"}, "evidence_check": {"method": "verbatim", "availability": "verbatim"}, "calls": 5, "usage": {"prompt_tokens": 11478, "completion_tokens": 1963, "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:39514479", "type": "paper", "label": "pmid:39514479"}, {"id": "source:pmid:39514479", "type": "manuscript", "label": "PMID 39514479 full text"}, {"id": "data:geo:GSE18123", "type": "dataset", "label": "GEO GSE18123"}], "activities": [{"id": "activity-reading-sci-2026-11-01", "type": "classification", "used": [{"id": "pmid:39514479", "type": "paper", "label": "pmid:39514479"}, {"id": "source:pmid:39514479", "type": "manuscript", "label": "PMID 39514479 full text"}, {"id": "data:geo:GSE18123", "type": "dataset", "label": "GEO GSE18123"}], "agent": "agent:corpus-assay-engine"}, {"id": "activity-read-39514479", "type": "extraction", "used": ["source:pmid:39514479"], "agent": "agent:minimax-reader"}, {"id": "activity-resolve-GSE18123", "type": "accession_resolution", "used": ["data:geo:GSE18123"], "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:39514479", "parent_hash": "sha256:938c1628fbcd9ca4e8e87917b7be9d7742ef73829dcbd7386807c3ecf385f26e", "fork_of": null, "generation": 2}, "gaps": ["asset:data:geo:GSE18123 licence not read", "asset:data:geo:GSE18123 not downloaded", "execution.not_run", "method.reader_differs_from_extractor", "review.human_critique", "review.independent_reader", "review.machine_critique"], "assays": [{"role": "analysis", "definition_id": "genetic_association", "definition_version": "f2132e96ae6c7a4e", "definition_digest": null, "required_operations": ["mr_estimate"], "support_state": "supported", "source_hashes": {"dsl_catalogue": "f2132e96ae6c7a4e"}, "confidence": 1.0, "evidence": ["We employed Transcriptome-Wide Association Studies (TWAS) and Weighted Gene Co-expression Network Analysis (WGCNA) to pinpoint genes within ASD-associated susceptibility gene families (ARHGAP, MAP)."], "order_basis": "analysis_only", "id": "assay:1"}]}