cnnImpute: missing value recovery for single cell RNA sequencing data
Zhang W, Huckaby B, Talburt J, Weissman S, Yang M. cnnImpute: missing value recovery for single cell RNA sequencing data. Scientific Reports 2024, 14: 3946. PMID: 38365936, PMCID: PMC10873334, DOI: 10.1038/s41598-024-53998-x.Peer-Reviewed Original ResearchMeSH KeywordsCluster AnalysisExome SequencingGene Expression ProfilingProbabilityRNASequence Analysis, RNASingle-Cell AnalysisConceptsScRNA-seqAdvent of single-cell RNA sequencingScRNA-seq data analysisSingle cell RNA sequencing dataSingle-cell RNA sequencingRNA sequencing dataConvolutional neural networkSequence dataRNA sequencingCellular diversityExpression valuesCNN-based modelsMissing valuesCell clustersNeural networkIntricate diseaseIssue of missing dataSuperior performanceMissing probabilitySequenceBenchmark experimentsDiversityData analysisExpression