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pmid:34393665

A Five-Genes Based Diagnostic Signature for Sepsis-Induced ARDS.

Ning Xu · Hui Guo · Xurui Li · Qian Zhao · Jianguo Li

Pathology oncology research : POR · 2021 doi:10.3389/pore.2021.580801

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.
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pmid:34393665
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title
A Five-Genes Based Diagnostic Signature for Sepsis-Induced ARDS.
doi
10.3389/pore.2021.580801
pmid
34393665
authors array · 5 items
[0]
Ning Xu
[1]
Hui Guo
[2]
Xurui Li
[3]
Qian Zhao
[4]
Jianguo Li
journal
Pathology oncology research : POR
year
2021
abstract
Background: Acute respiratory distress syndrome (ARDS) is a frequent and serious complication of sepsis without specific and sensitive diagnostic signatures. Methods: The mRNA profiles, including 60 blood samples with sepsis-induced ARDS and 86 blood samples with sepsis alone, were obtained from the Gene Expression Omnibus (GEO). The differently expressed genes (DEGs) were analyzed by limma package of R language. Gene Ontology (GO) analysis and Kyoto Encyclopedia of Genes and Genomes (KEGG) pathway enrichment analysis were carried out using the clusterProfiler package of R. Eventually, multivariate logistic regression model was established through the glm function of R, and support vector machine (SVM) model was constructed via the e1071 package of R. Results: A total of 242 DEGs in GSE32707 and 102 DEGs in GSE66890 were identified. Notably, five genes exhibited significant differences between the two datasets and were considered to be closely associated with the occurrence of ARDS induced by sepsis. Furthermore, functional enrichment analysis based on the DEGs showed there were 80 overlapped GO terms and one KEGG pathway which were significantly enriched in the two datasets. The logistic regression model and SVM model constructed could efficiently distinguish sepsis patients with or without ARDS. Conclusion: In brief, our study suggested that NKG7, SPTA1, FGL2, RGS2, and IFI27 might be potential diagnostic signatures for sepsis-induced ARDS, which contributed to the future exploration in mechanism of ARDS occurrence and development.
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Subsequently, we performed the differential expression analysis of genes by the limma package of R language [15], with |log 2 (fold change [FC])| > 0.5 and p < 0.05 as the significant thresholds.
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Subsequently, we performed the differential expression analysis of genes by the limma package of R language [15], with |log 2 (fold change [FC])| > 0.5 and p < 0.05 as the significant thresholds.
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Inflammasome-regulated cytokines are critical mediators of lung injury in humans.
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Expression of Neutrophil-related genes in patients with early sepsis-induced ARDS
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assay:1
Complete file
{"sci_version": "1.2", "schema": "https://corpus.bntrg.co.uk/sci/1.0/sci.schema.json", "id": "pmid:34393665", "kind": "science-record", "revision": 8, "content_hash": "sha256:f4cdd887ca60cef77da0f54944c748b341b4dd7253a3ee53649c9868c8afd88a", "created_at": "2026-11-01T15:41:47Z", "updated_at": "2026-11-01T22:47:19Z", "generator": {"name": "corpus-assay-engine", "run_id": "reading-sci-2026-11-01"}, "paper": {"state": "complete", "title": "A Five-Genes Based Diagnostic Signature for Sepsis-Induced ARDS.", "doi": "10.3389/pore.2021.580801", "pmid": "34393665", "authors": ["Ning Xu", "Hui Guo", "Xurui Li", "Qian Zhao", "Jianguo Li"], "journal": "Pathology oncology research : POR", "year": 2021, "abstract": "Background: Acute respiratory distress syndrome (ARDS) is a frequent and serious complication of sepsis without specific and sensitive diagnostic signatures. Methods: The mRNA profiles, including 60 blood samples with sepsis-induced ARDS and 86 blood samples with sepsis alone, were obtained from the Gene Expression Omnibus (GEO). The differently expressed genes (DEGs) were analyzed by limma package of R language. Gene Ontology (GO) analysis and Kyoto Encyclopedia of Genes and Genomes (KEGG) pathway enrichment analysis were carried out using the clusterProfiler package of R. Eventually, multivariate logistic regression model was established through the glm function of R, and support vector machine (SVM) model was constructed via the e1071 package of R. Results: A total of 242 DEGs in GSE32707 and 102 DEGs in GSE66890 were identified. Notably, five genes exhibited significant differences between the two datasets and were considered to be closely associated with the occurrence of ARDS induced by sepsis. Furthermore, functional enrichment analysis based on the DEGs showed there were 80 overlapped GO terms and one KEGG pathway which were significantly enriched in the two datasets. The logistic regression model and SVM model constructed could efficiently distinguish sepsis patients with or without ARDS. Conclusion: In brief, our study suggested that NKG7, SPTA1, FGL2, RGS2, and IFI27 might be potential diagnostic signatures for sepsis-induced ARDS, which contributed to the future exploration in mechanism of ARDS occurrence and development.", "claims": [{"id": "claim-method", "statement": "Subsequently, we performed the differential expression analysis of genes by the limma package of R language [15], with |log 2 (fold change [FC])| > 0.5 and p < 0.05 as the significant thresholds.", "kind": "methodological", "target": null, "evidence": [{"asset": "source:pmid:34393665", "locator": "sections[4] \"Differential Expression Analysis\" paragraph 2", "quote": "Subsequently, we performed the differential expression analysis of genes by the limma package of R language [15], with |log 2 (fold change [FC])| > 0.5 and p < 0.05 as the significant thresholds."}], "state": "complete"}, {"id": "claim-data-access", "statement": "The datasets presented in this study can be found in online repositories. The names of the repository/repositories and accession number(s) can be found in the article/Supplementary Material.", "kind": "methodological", "target": null, "evidence": [{"asset": "source:pmid:34393665", "locator": "sections[13] \"Data Availability Statement\" paragraph 2", "quote": "The datasets presented in this study can be found in online repositories. The names of the repository/repositories and accession number(s) can be found in the article/Supplementary Material."}], "state": "complete"}], "gaps": []}, "experiment": {"state": "complete", "objective": null, "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:34393665"], "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:GSE32707"], "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:GSE32707"], "outputs": ["the replicated result and its comparison"], "instruments": [], "reagents": []}], "materials": [], "instruments": [], "reagents": [], "conditions": {}, "gaps": []}, "data": {"state": "partial", "assets": [{"id": "source:pmid:34393665", "role": "manuscript", "format": "xml", "media_type": "application/xml", "uri": "https://doi.org/10.3389/pore.2021.580801", "sha256": "sha256:a60c98d70b5d69d2b30afb5ba9df40acf710daa60a9b02d97715cf3266c47291", "bytes": 28603, "access": "open", "state": "resolved", "reader": null, "reader_status": "reader_required", "identifier": "10.3389/pore.2021.580801", "version": null, "note": "Full article fetched from PMC; the checksum covers the rendered section body, not the original XML bytes.", "structure": {"pmcid": "PMC8357742", "source": "europe_pmc_fulltext", "coverage": "whole_body", "text_hash_scope": "rendered_section_body"}}, {"id": "data:geo:GSE32707", "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=GSE32707", "sha256": null, "bytes": null, "access": "open", "state": "resolved", "reader": null, "reader_status": "reader_required", "identifier": "GSE32707", "version": null, "note": "The datasets presented in this study can be found in online repositories. The names of the repository/repositories and accession number(s) can be found in the article/Supplementary Material.", "structure": {"repository": "GEO", "access_route": "GEO accession URL", "access_statement_verbatim": "The datasets presented in this study can be found in online repositories. 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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": ["GSE32707", "GSE66890"], "resolved_accessions": ["GSE32707", "GSE66890"], "statements": ["The datasets presented in this study can be found in online repositories. The names of the repository/repositories and accession number(s) can be found in the article/Supplementary Material."], "basis": "The paper names GSE32707, GSE66890 in Gene Expression Omnibus (GEO) and the accession resolves in the repository. 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