CimpleG

CimpleG identifies single-CpG DNA methylation (DNAm) signatures for cell-type classification and tissue deconvolution.

Key Features:

• Single-CpG signature identification: Identifies single-CpG DNA methylation (DNAm) signatures for cell-type discrimination.
• Single-site classifiers: Performs cell-type classification using only one DNA methylation site per cell type.
• Cellular deconvolution: Facilitates deconvolution of mixed-cell tissue samples using single-CpG signatures.
• Reduced computational burden: Focuses on individual CpG sites rather than multivariate methods that require analysis of hundreds of sites.
• Comparable performance: Achieves performance levels comparable to top-performing multivariate methylation methods.
• Applicability to blood and somatic cells: Demonstrated efficacy in classifying blood cells and other somatic cell types.

Scientific Applications:

• Cell-type classification: Classifies cell types from DNAm data using single-CpG markers.
• Tissue deconvolution: Deconvolves mixed-cell tissue samples to estimate cellular composition.
• Blood cell profiling: Identifies and discriminates blood cell types based on single-CpG signatures.
• Somatic cell-type profiling: Profiles other somatic cell types using minimal CpG marker sets.
• Epigenetics research: Supports epigenetic studies that require reduced marker sets for classification and deconvolution.

Methodology:

Delineation of single-CpG DNA methylation (DNAm) signatures and use of one CpG site per cell type for cell-type classification and cellular deconvolution.