#CellTypeAnnotation

#LabelTransfer #CellTypeAnnotation popV/popular Vote Automated #CellTypeAnnotation + Measures of Intrinsic & Extrinsic Uncertainty Extrinsic: agreement of 8 prediction algorithms Intrinsic: classifier score of each algorithm RF SVM Celltypist OnClass KNN+Scanorama/BBKNN/scVI/scanVI Confusion matrices b/w consensus predictions & each method +a Google Colab notebook with Tabula Sapiens 20 organs pre-trained models +"scripts to add custom cell type labels to the Cell Ontology before processing by popV" Low consensus score/Low accuracy▶️manual annotation, likely needed for most states of #EndothelialCell & #SmoothMuscleCell 🧐 @nir_yosef1 @NatureGenet 2024

#LabelTransfer #CellTypeAnnotation SIMS Scalable, Interpretable Machine learning for Single cell TabNet attention-based +Temperature scaling of trained network +Automated gene intersection vs Seurat scANVI scVI Scnym Scibet SingleR scBERT "When applied to cortical organoids, SIMS identified previously misannotated cells in existing atlases" Vanessa Jonsson & Mohammed Mostajo-Radji labs @CellGenomics 2025

scATAcat: cell-type annotation for scATAC-seq data. #scATACseq #CellTypeAnnotation #NARgenomicsAndBioinformatics

scAnnotate: an automated cell type annotation tool for single-cell RNA-sequencing data. #scRNAseq #CellTypeAnnotation @BioinfoAdv

Single-Cell Transcriptome Profiling Simulation Reveals the Impact of Sequencing Parameters and Algorithms on Clustering. View Full-Text: @MissionBio #bioinformatics; #clustering; #celltypeannotation