Research graph
References from An explainable machine learning-driven proposal of pulmonary fibrosis biomarkers. Local targets link to admitted publications; unresolved targets remain external evidence.
10.1164/rccm.201807-1255st
10.1164/rccm.201807-1255st · External reference
Idiopathic pulmonary fibrosis
10.1513/pats.201008-056ms · 2011 · External reference
The epidemiology of idiopathic pulmonary fibrosis and interstitial lung diseases at risk of a progressive-fibrosing phenotype
10.1183/16000617.0077-2018 · 2018 · External reference
Healing after COVID-19: are survivors at risk for pulmonary fibrosis?
10.1152/ajplung.00238.2020 · 2020 · External reference
Increased odds of death for patients with interstitial lung disease and COVID-19: A Case–Control Study
10.1164/rccm.202006-2441le · 2020 · External reference
Outcome of hospitalization for COVID-19 in patients with interstitial lung disease. An International Multicenter Study
10.1164/rccm.202007-2794oc · 2020 · External reference
Fibromine is a multi-omics database and mining tool for target discovery in pulmonary fibrosis
10.1038/s41598-021-01069-w · 2021 · External reference
Applications of support vector machine (SVM) learning in cancer genomics
2018 · External reference
Identification of biomarkers in nonalcoholic fatty liver disease: a machine learning method and experimental study
2022 · External reference
10.1016/s2213-2600(18)30177-2
10.1016/s2213-2600(18)30177-2 · External reference
Validation of the artificial intelligence software to detect chronic fibrosing interstitial lung diseases in chest X-ray
2021 · External reference
Analytical performance of Envisia: a genomic classifier for usual interstitial pneumonia
10.1186/s12890-017-0485-4 · 2017 · External reference
10.1016/s2213-2600(15)00140-x
10.1016/s2213-2600(15)00140-x · External reference
Forkhead Box F1 represses cell growth and inhibits COL1 and ARPC2 expression in lung fibroblasts in vitro
10.1152/ajplung.00012.2014 · 2014 · External reference
10.1093/bioinformatics/btu684
10.1093/bioinformatics/btu684 · External reference
10.1016/j.ygeno.2020.06.010
10.1016/j.ygeno.2020.06.010 · External reference
Scikit-learn: machine learning in python
2011 · External reference
10.1145/2939672.2939785
10.1145/2939672.2939785 · External reference
Unresolved reference
External reference
Practical lessons from predicting clicks on ads at facebook
2014 · External reference
Unresolved reference
External reference
10.1038/s42256-019-0138-9
10.1038/s42256-019-0138-9 · External reference
10.1038/s41551-018-0304-0
10.1038/s41551-018-0304-0 · External reference
10.1089/omi.2011.0118
10.1089/omi.2011.0118 · External reference
pubmed.mineR: an R package with text-mining algorithms to analyse PubMed abstracts
10.1007/s12038-015-9552-2 · 2015 · External reference
10.1093/bioinformatics/btm254
10.1093/bioinformatics/btm254 · External reference
Robust biomarker screening from gene expression data by stable machine learning-recursive feature elimination methods
10.1016/j.compbiolchem.2022.107747 · 2022 · External reference
10.1164/rccm.2009-040gl
10.1164/rccm.2009-040gl · External reference
The landscape of sex-differential transcriptome and its consequent selection in human adults
10.1186/s12915-017-0352-z · 2017 · External reference
Combining multiple RNA-Seq data analysis algorithms using machine learning improves differential isoform expression analysis
10.3390/mps4040068 · 2021 · External reference
Toward safer highways, application of XGBoost and SHAP for real-time accident detection and feature analysis
10.1016/j.aap.2019.105405 · 2020 · External reference
Epithelial mesenchymal transition (EMT): a universal process in lung diseases with implications for cystic fibrosis pathophysiology
10.1186/s12931-018-0834-8 · 2018 · External reference
10.1093/nar/gky973
10.1093/nar/gky973 · External reference
Impact of transcriptomics on our understanding of pulmonary fibrosis
10.3389/fmed.2018.00087 · 2018 · External reference
Integrated analysis of the molecular mechanisms in idiopathic pulmonary fibrosis
10.7150/ijms.61309 · 2021 · External reference
Identification of key candidate genes involved in the progression of idiopathic pulmonary fibrosis
2021 · External reference
Using bioinformatics approach identifies key genes and pathways in idiopathic pulmonary fibrosis
2020 · External reference
Identification of transcriptomic markers for developing idiopathic pulmonary fibrosis: an integrative analysis of gene expression profiles
2020 · External reference
Identification of hub genes and pathways associated with idiopathic pulmonary fibrosis via bioinformatics analysis
2021 · External reference
10.1093/bioinformatics/btu518
10.1093/bioinformatics/btu518 · External reference
10.1038/s41467-019-13965-x
10.1038/s41467-019-13965-x · External reference
Systematic comparison of ranking aggregation methods for gene lists in experimental results
2022 · External reference
The rising incidence of idiopathic pulmonary fibrosis in the UK
10.1136/thx.2010.148031 · 2011 · External reference
Increasing global mortality from idiopathic pulmonary fibrosis in the twenty-first century
10.1513/annalsats.201404-145oc · 2014 · External reference
10.1016/j.csbj.2021.05.036 · Admitted local publication
10.1371/journal.pmed.0050093
10.1371/journal.pmed.0050093 · External reference
10.1126/sciadv.aba1983
10.1126/sciadv.aba1983 · External reference
10.1126/sciadv.aba1972
10.1126/sciadv.aba1972 · External reference
Collagen 1a1 expression by airway macrophages increases in fibrotic ILDs and is associated with FVC decline and increased mortality
10.3389/fimmu.2021.645548 · 2021 · External reference
10.1038/s41467-020-15647-5
10.1038/s41467-020-15647-5 · External reference
Cartilage oligomeric matrix protein in idiopathic pulmonary fibrosis
10.1371/journal.pone.0083120 · 2013 · External reference
AGER gene polymorphisms and soluble receptor for advanced glycation end product in patients with idiopathic pulmonary fibrosis
10.1111/resp.12995 · 2017 · External reference
Serum AGE/RAGEs as potential biomarker in idiopathic pulmonary fibrosis
10.1186/s12931-018-0924-7 · 2018 · External reference
10.1038/nm1332
10.1038/nm1332 · External reference
Identification of metastasis-associated genes in cutaneous squamous cell carcinoma based on bioinformatics analysis and experimental validation
10.1007/s12325-022-02276-1 · 2022 · External reference
Suppression of renal α-dicarbonyl compounds generated following ureteral obstruction by kidney-specific α-dicarbonyl/l-xylulose reductase
10.1196/annals.1433.003 · 2008 · External reference
10.1016/j.jhep.2017.11.040
10.1016/j.jhep.2017.11.040 · External reference
10.1038/s41467-021-24607-6
10.1038/s41467-021-24607-6 · External reference
10.1038/s41556-020-0474-3
10.1038/s41556-020-0474-3 · External reference
10.15252/emmm.202012871
10.15252/emmm.202012871 · External reference
10.1002/humu.24476
10.1002/humu.24476 · External reference
Living donor lobar lung transplant for a patient with lung disease caused by ABCA3 Gene mutations: a case report
2022 · External reference