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pmid:35369349
Comprehensive Analysis of Key m6A Modification Related Genes and Immune Infiltrates in Human Aortic Dissection.
Fanxing Yin · Hao Zhang · Panpan Guo · Yihao Wu · Xinya Zhao · Fangjun Li · Ce Bian · Chen Chen · Yanshuo Han · Kun Liu
Frontiers in cardiovascular medicine · 2022 doi:10.3389/fcvm.2022.831561
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Experiment
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Complete file
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The differentially methylated m6A genes were obtained from the GSE147027 dataset. The differentially expressed m6A-related genes were obtained based on the intersection results. Meanwhile, the protein-protein interaction (PPI) network of differentially expressed m6A-related genes was constructed, and hub genes with close relationships in the network were selected. Later, hub genes were verified by using the GSE153434 dataset. Thereafter, the relationships between these genes and immune cells infiltration were analyzed.\nResults: A total of 279 differentially expressed m6A-related genes were identified in the GSE52093 and GSE147027 datasets. Among them, 94 genes were up-regulated in aortic dissection (AD), while the remaining 185 were down-regulated. As indicated by Gene Ontology (GO) functional enrichment and Kyoto Encyclopedia of Genes and Genomes (KEGG) pathway enrichment analyses, these genes were mainly associated with extracellular matrix (ECM) and smooth muscle cells (SMCs). The seven hub genes, namely, DDX17, CTGF, FLNA, SPP1, MYH11, ITGA5 and CACNA1C, were all confirmed as the potential biomarkers for AD. According to immune infiltration analysis, it was found that hub genes were related to some immune cells. For instance, DDX17, FLNA and MYH11 were correlated with Macrophages M2.\nConclusion: Our study identifies hub genes of AD that may serve as the potential biomarkers, illustrates of the molecular mechanism of AD, and provides support for subsequent research and treatment development.", "claims": [{"id": "claim-method", "statement": "Pearson correlation coefficient was used to identify interaction relationships.", "kind": "methodological", "target": null, "evidence": [{"asset": "source:pmid:35369349", "locator": "sections[10] \"Analysis of the Correlations Between Hub Genes and Immune Cells\" paragraph 2", "quote": "Pearson correlation coefficient was used to identify interaction relationships."}], "state": "complete"}, {"id": "claim-data-access", "statement": "Publicly available datasets were analyzed in this study. 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This lane did not download the dataset or read its licence.", "duration_hours": null, "parameters": {}, "inputs": ["data:geo:GSE147027"], "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:GSE147027"], "outputs": ["the replicated result and its comparison"], "instruments": [], "reagents": []}], "materials": [], "instruments": [], "reagents": [], "conditions": {}, "gaps": []}, "data": {"state": "partial", "assets": [{"id": "source:pmid:35369349", "role": "manuscript", "format": "xml", "media_type": "application/xml", "uri": "https://doi.org/10.3389/fcvm.2022.831561", "sha256": "sha256:2229769fb16a8bb515160d01a306c05177a9b6dc4a0e4c1216cffaf7c3743ef5", "bytes": 56350, "access": "open", "state": "resolved", "reader": null, "reader_status": "reader_required", "identifier": "10.3389/fcvm.2022.831561", "version": null, "note": "Full article fetched from PMC; the checksum covers the rendered section body, not the original XML bytes.", "structure": {"pmcid": "PMC8967178", "source": "europe_pmc_fulltext", "coverage": "whole_body", "text_hash_scope": "rendered_section_body"}}, {"id": "data:geo:GSE147027", "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=GSE147027", "sha256": null, "bytes": null, "access": "open", "state": "resolved", "reader": null, "reader_status": "reader_required", "identifier": "GSE147027", "version": null, "note": "Publicly available datasets were analyzed in this study. 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The physical bench the paper used is not, so a physical validation cannot be run here."}, "data": {"tier": "R1", "reachable": true, "accessions": ["GSE52093", "GSE147027", "GSE92427", "GSE153434"], "resolved_accessions": ["GSE52093", "GSE147027", "GSE92427", "GSE153434"], "statements": ["Publicly available datasets were analyzed in this study. This data can be found at: GEO database GSE52093: https://www.ncbi.nlm.nih.gov/geo/query/acc.cgi?accGSE52093 GSE147027: https://www.ncbi.nlm.nih.gov/geo/query/acc.cgi?acc=GSE147027 GSE153434: https://www.ncbi.nlm.nih.gov/geo/query/acc.cgi?acc=GSE153434 SE92427: https://www.ncbi.nlm.nih.gov/geo/query/acc.cgi?acc=GSE92427."], "basis": "The paper names GSE52093, GSE147027, GSE92427, GSE153434 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": ["pearson_r"], "assets": ["source:pmid:35369349", "data:geo:GSE147027"], "steps": ["run_analysis"]}, "must_build": {"dsl_operations": [], "converters": [], "readers": [], "capabilities": [], "data_gaps": ["data:geo:GSE147027"]}, "gaps": []}, "review": {"state": "partial", "machine_critique": {"kind": "extraction_review", "reader": {"model": "MiniMax-M3.1-Flash", "provider": "minimax", "provider_family": "minimax", "read_at": "2026-11-01T17:40:35Z", "independence": "single_reader"}, "evidence_check": {"method": "verbatim", "availability": "verbatim"}, "calls": 5, "usage": {"prompt_tokens": 16331, "completion_tokens": 1601, "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:35369349", "type": "paper", "label": "pmid:35369349"}, {"id": "source:pmid:35369349", "type": "manuscript", "label": "PMID 35369349 full text"}, {"id": "data:geo:GSE147027", "type": "dataset", "label": "GEO GSE147027"}], "activities": [{"id": "activity-reading-sci-2026-11-01", "type": "classification", "used": [{"id": "pmid:35369349", "type": "paper", "label": "pmid:35369349"}, {"id": "source:pmid:35369349", "type": "manuscript", "label": "PMID 35369349 full text"}, {"id": "data:geo:GSE147027", "type": "dataset", "label": "GEO GSE147027"}], "agent": "agent:corpus-assay-engine"}, {"id": "activity-read-35369349", "type": "extraction", "used": ["source:pmid:35369349"], "agent": "agent:minimax-reader"}, {"id": "activity-resolve-GSE147027", "type": "accession_resolution", "used": ["data:geo:GSE147027"], "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:35369349", "parent_hash": "sha256:8151e7d958a9f7fb5ef2843c4717ef2299d8af0245aa4a58201f293970a78b79", "fork_of": null, "generation": 3}, "gaps": ["asset:data:geo:GSE147027 licence not read", "asset:data:geo:GSE147027 not downloaded", "asset:data:geo:GSE153434 licence not read", "asset:data:geo:GSE153434 not downloaded", "asset:data:geo:GSE52093 licence not read", "asset:data:geo:GSE52093 not downloaded", "asset:data:geo:GSE92427 licence not read", "asset:data:geo:GSE92427 not downloaded", "execution.not_run", "review.human_critique", "review.independent_reader", "review.machine_critique"], "assays": [{"role": "analysis", "definition_id": "correlation_analysis", "definition_version": "f2132e96ae6c7a4e", "definition_digest": null, "required_operations": ["pearson_r"], "support_state": "supported", "source_hashes": {"dsl_catalogue": "f2132e96ae6c7a4e"}, "confidence": 1.0, "evidence": ["Pearson correlation coefficient was used to identify interaction relationships."], "order_basis": "analysis_only", "id": "assay:1"}]}