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pmid:40455761
Identification of potential biomarkers associated with immune cell infiltration patterns in Kawasaki disease via bioinformatics.
Guolian Wu · Hui Liu · Meiling Wang · Rong Wang
PloS one · 2025 doi:10.1371/journal.pone.0324337
Paper
complete
Experiment
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Data
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Analysis
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Execution
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Complete file
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This study aims to identify key biomarkers and characterize immune cell infiltration scores in KD using bioinformatic approaches. The GSE73461 dataset, downloaded from the Gene Expression Omnibus (GEO) database, includes 78 KD patients and 55 normal controls collected by Imperial College London from 2015 to 2023, and was analyzed to identify differentially expressed genes (DEGs). Gene ontology (GO) and Kyoto Encyclopedia of Genes and Genomes (KEGG) analysis revealed significant involvement of these DEGs in acute inflammatory responses, plasma membrane components, PI3K-Akt signaling, and cytokine interactions. Protein-protein interaction (PPI) network was constructed, and five candidate hub genes (AURKB, BUB1, CCL2, IL-4, and TOP2A) were identified. Immune cell infiltration analysis gusing the XCell algorithm showed increased levels of Monocytes, neutrophils, and other immune cells in KD, while B cells and T cells were decreased. 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No dataset was downloaded and no licence was read."}}, "can_run": {"dsl_operations": ["normalise_counts", "differential_expression_fit", "fdr_bh"], "assets": ["source:pmid:40455761", "data:geo:GSE73461"], "steps": ["run_analysis"]}, "must_build": {"dsl_operations": [], "converters": [], "readers": [], "capabilities": [], "data_gaps": ["data:geo:GSE73461"]}, "gaps": []}, "review": {"state": "partial", "machine_critique": {"kind": "extraction_review", "reader": {"model": "MiniMax-M3.1-Flash", "provider": "minimax", "provider_family": "minimax", "read_at": "2026-11-01T19:53:33Z", "independence": "single_reader"}, "evidence_check": {"method": "verbatim", "availability": "verbatim"}, "calls": 5, "usage": {"prompt_tokens": 9512, "completion_tokens": 1179, "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:40455761", "type": "paper", "label": "pmid:40455761"}, {"id": "source:pmid:40455761", "type": "manuscript", "label": "PMID 40455761 full text"}, {"id": "data:geo:GSE73461", "type": "dataset", "label": "GEO GSE73461"}], "activities": [{"id": "activity-reading-sci-2026-11-01", "type": "classification", "used": [{"id": "pmid:40455761", "type": "paper", "label": "pmid:40455761"}, {"id": "source:pmid:40455761", "type": "manuscript", "label": "PMID 40455761 full text"}, {"id": "data:geo:GSE73461", "type": "dataset", "label": "GEO GSE73461"}], "agent": "agent:corpus-assay-engine"}, {"id": "activity-read-40455761", "type": "extraction", "used": ["source:pmid:40455761"], "agent": "agent:minimax-reader"}, {"id": "activity-resolve-GSE73461", "type": "accession_resolution", "used": ["data:geo:GSE73461"], "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:40455761", "parent_hash": "sha256:195e0d8628de6c703f93b93f07fff0c43917b3344bf7b7bb9e8b6f08f34d683b", "fork_of": null, "generation": 3}, "gaps": ["asset:data:geo:GSE73461 licence not read", "asset:data:geo:GSE73461 not downloaded", "execution.not_run", "review.human_critique", "review.independent_reader", "review.machine_critique"], "assays": [{"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": ["Limma packages in R program were employed to screen the DEGs between KD and NC (│ log2 fold change (FC)│ ≥ 2 and an adjusted false discovery rate (FDR) P < 0.05)."], "order_basis": "analysis_only", "id": "assay:1"}]}