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pmid:35741729
Exploring the Core Genes of Schizophrenia Based on Bioinformatics Analysis.
Shunkang Feng · Ping Sun · Chunhui Qu · Xiaohui Wu · Lu Yang · Tao Yang · Shuo Wang · Yiru Fang · Jun Chen
Genes · 2022 doi:10.3390/genes13060967
Paper
complete
Experiment
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Data
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Analysis
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Execution
absent
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Complete file
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Schizophrenia is one of the top ten causes of disability globally, accounting for about 1% of the global population. Previous studies have shown that schizophrenia has solid genetic characteristics. However, the diagnosis of schizophrenia mainly depends on symptomatic manifestations, and no gene can be used as a clear diagnostic marker at present. This study explored the hub genes of schizophrenia by bioinformatics analysis. Three datasets were selected and downloaded from the GEO database (GSE53987, GSE21138, and GSE27383). GEO2R, NCBI's online analysis tool, is used to screen out significant gene expression differences. The genes were functionally enriched by GO and KEGG enrichment analysis. On this basis, the hub genes were explored through Cytoscape software, and the immune infiltration analysis and diagnostic value of the screened hub genes were judged. Finally, four hub genes (NFKBIA, CDKN1A, BTG2, GADD45B) were screened. 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No dataset was downloaded and no licence was read."}}, "can_run": {"dsl_operations": ["build_graph", "centrality_scores", "pathway_enrich"], "assets": ["source:pmid:35741729", "data:geo:GSE21138"], "steps": ["run_analysis"]}, "must_build": {"dsl_operations": [], "converters": [], "readers": [], "capabilities": [], "data_gaps": ["data:geo:GSE21138"]}, "gaps": []}, "review": {"state": "partial", "machine_critique": {"kind": "extraction_review", "reader": {"model": "MiniMax-M3.1-Flash", "provider": "minimax", "provider_family": "minimax", "read_at": "2026-11-01T17:52:00Z", "independence": "single_reader"}, "evidence_check": {"method": "verbatim", "availability": "verbatim"}, "calls": 5, "usage": {"prompt_tokens": 7903, "completion_tokens": 1514, "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:35741729", "type": "paper", "label": "pmid:35741729"}, {"id": "source:pmid:35741729", "type": "manuscript", "label": "PMID 35741729 full text"}, {"id": "data:geo:GSE21138", "type": "dataset", "label": "GEO GSE21138"}], "activities": [{"id": "activity-reading-sci-2026-11-01", "type": "classification", "used": [{"id": "pmid:35741729", "type": "paper", "label": "pmid:35741729"}, {"id": "source:pmid:35741729", "type": "manuscript", "label": "PMID 35741729 full text"}, {"id": "data:geo:GSE21138", "type": "dataset", "label": "GEO GSE21138"}], "agent": "agent:corpus-assay-engine"}, {"id": "activity-read-35741729", "type": "extraction", "used": ["source:pmid:35741729"], "agent": "agent:minimax-reader"}, {"id": "activity-resolve-GSE21138", "type": "accession_resolution", "used": ["data:geo:GSE21138"], "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:35741729", "parent_hash": "sha256:4c8097a76d9b1a5540f7c4eda98d6f51ec5f01bbfe9e7fcef1ffd27242b5989a", "fork_of": null, "generation": 3}, "gaps": ["asset:data:geo:GSE21138 licence not read", "asset:data:geo:GSE21138 not downloaded", "asset:data:geo:GSE27383 licence not read", "asset:data:geo:GSE27383 not downloaded", "asset:data:geo:GSE53987 licence not read", "asset:data:geo:GSE53987 not downloaded", "execution.not_run", "method.reader_named_unmapped", "review.human_critique", "review.independent_reader", "review.machine_critique"], "assays": [{"role": "data_generation", "definition_id": "apoptosis_assay", "definition_version": "99e1195c7d6f", "definition_digest": null, "required_operations": [], "support_state": "partial", "source_hashes": {"assay_lexicon": "99e1195c7d6f"}, "confidence": 0.69, "evidence": ["mall cell lung cancer, endocrine resistance, apoptosis, breast cancer, hepatitis B, NOD-like recept"], "order_basis": "paper_text_order:2908", "id": "assay:1"}, {"role": "analysis", "definition_id": "network_analysis", "definition_version": "f2132e96ae6c7a4e", "definition_digest": null, "required_operations": ["build_graph", "centrality_scores", "pathway_enrich"], "support_state": "supported", "source_hashes": {"dsl_catalogue": "f2132e96ae6c7a4e"}, "confidence": 0.8, "evidence": ["PPI"], "order_basis": "consumes_earlier_output", "id": "assay:2"}]}