ArticleAging2020
Construction and analysis of a joint diagnosis model of random forest and artificial neural network for heart failure.
Article in Aging, 2020. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 41 papers.
What it found
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The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.
The trial behind it
Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.
Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.
Who cites it
41 citing papers in PubMed, 64 citations in OpenAlex.
- Conserved Transcriptional Circuits Regulate Cardiac Fibroblast-Mediated Fibrosis.Circulation research · 2026Article
- Generative Artificial Intelligence vs. Transformer and Benchmarking Against Deep/Machine Learning: Classification and Scientific Validation of Heart Failure Patients Using Women's Transcriptomic Gene Data.Diagnostics (Basel, Switzerland) · 2026Article
- METTL14 modulates the nasopharyngeal carcinoma microenvironment via mFrontiers in immunology · 2026Article
- Identification and Analysis of Potential Biomarkers Associated with Neutrophil Extracellular Traps in Cervicitis.Biochemical genetics · 2025Article
- Identification of Key Genes Mediated by N6-Methyladenosine Methyltransferase METTL3 in Ischemic Stroke via Bioinformatics Analysis and Experiments.Molecular biotechnology · 2025Article
- Uncovering key biomarkers, potential therapeutic targets and development of deep learning model in heart failure.PloS one · 2025Article
- Exploring the predictive values of SERP4 and FRZB in dilated cardiomyopathy based on an integrated analysis.BMC cardiovascular disorders · 2024Article
- Article
- Senescent endothelial cells promote liver metastasis of uveal melanoma in single-cell resolution.Journal of translational medicine · 2024Article
- Experimental validation and comprehensive analysis of m6A methylation regulators in intervertebral disc degeneration subpopulation classification.Scientific reports · 2024Article
- Construction of a diagnostic model based on random forest and artificial neural network for peri-implantitis.Hua xi kou qiang yi xue za zhi = Huaxi kouqiang yixue zazhi = West China journal of stomatology · 2024Article
- Construction and validation of a joint diagnosis model based on random forest and artificial intelligence network for hepatitis B-related hepatocellular carcinoma.Translational cancer research · 2024Article
- An assessment system for clinical and biological interpretability in ulcerative colitis.Aging · 2024Article
- Identification of diagnostic model in heart failure with myocardial fibrosis and conduction block by integrated gene co-expression network analysis.BMC medical genomics · 2024Article
- Characterizing the metabolic divide: distinctive metabolites differentiating CAD-T2DM from CAD patients.Cardiovascular diabetology · 2024Article
- Comprehensive analysis of molecular mechanisms underlying kidney stones: gene expression profiles and potential diagnostic markers.Frontiers in genetics · 2024Article
- DEPDC1B, CDCA2, APOBEC3B, and TYMS are potential hub genes and therapeutic targets for diagnosing dialysis patients with heart failure.Frontiers in cardiovascular medicine · 2024Article
- Integrated Bioinformatics Analysis Reveals Diagnostic Biomarkers and Immune Cell Infiltration Characteristics of Solar Lentigines.Clinical, cosmetic and investigational dermatology · 2024Article
- Current Insights and Future Directions in the Treatment of Heart Failure with Preserved Ejection Fraction.International journal of molecular sciences · 2023Review
- Article
Corrections and comments
PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.
Authors and funding
4 authors at 2 institutions in 1 country.
Funding
No grant is acknowledged in the PubMed record.
Abstract
Heart failure is a global health problem that affects approximately 26 million people worldwide. As conventional diagnostic techniques for heart failure have been in practice with various limitations, it is necessary to develop novel diagnostic models to supplement existing methods. With advances and improvements in gene sequencing technology in recent years, more heart failure-related genes have been identified. Using existing gene expression data in the Gene Expression Omnibus (GEO) database, we screened differentially expressed genes (DEGs) of heart failure and identified six key genes (
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What OpenQuestion holds
Registered trials
Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.