bioRxivBioinformaticsPreprint
SINBAD: a flexible tool for single cell DNA methylation data
Abstract
DNA methylation is an epigenetic mark that has vital importance in both development and disease. Single cell bisulfite sequencing technologies enable profiling of the methylome at high resolution, providing the basis for dissecting the heterogeneity and dynamics of DNA methylation in complex tissues and over time. Despite the rapid increase in the number of experimental protocols for methylome sequencing, analytical tools designed specifically for single-cell data are lacking. We developed a computational tool, SINBAD, for efficient and standardized pre-processing, quality assessment and analysis of single cell methylation data. Starting from multiplexed sequencing reads, major analysis modules of SINBAD include preprocessing, read mapping, methylation quantification, multivariate analysis, and gene signature profiling. SINBAD provides a flexible platform to implement interoperable and robust processing of single-cell methylome data.
- assay: DNA methylation
- research focus: dimensionality reduction
- research focus: variant calling
- research focus: gene regulatory network inference
- research focus: differential expression
- approach: statistical model
- approach: machine learning (classical)
- Citations
- 5
Reproducibility ledger
Nobody has reported trying to reproduce this paper yet. Did you replicate an experiment or run the code? Your report saves the next lab a week.
Sign in to file a reproducibility report.
Related papers
- Droplet-based bisulfite sequencing for high-throughput profiling of single-cell DNA methylomes
Qiang Zhang, Sai Ma, … Chang Lu·Nature CommunicationsPeer-reviewed·Aug 3, 2023
- Analyzing single-cell bisulfite sequencing data with MethSCAn
Lukas P. M. Kremer, Martina Maria Braun, … Simon Anders·Nature MethodsPeer-reviewed·Jul 31, 2024
- Scalable and efficient single-cell DNA methylation sequencing by combinatorial indexing.
Ryan M. Mulqueen, Dmitry Pokholok, … Andrew Adey·Nature BiotechnologyPeer-reviewed·Apr 9, 2018
- Single-cell DNA methylation sequencing by combinatorial indexing and enzymatic DNA methylation conversion.
Zac Chatterton, Praves Lamichhane, … John B. Kwok·Cell & BiosciencePeer-reviewed·Jan 4, 2023
- Strategies for analyzing bisulfite sequencing data
Katarzyna Wreczycka, Alexander Blume, … Altuna Akalin·Journal of BiotechnologyPeer-reviewed·Aug 16, 2017
- Robust single-cell DNA methylome profiling with snmC-seq2
Chongyuan Luo, Angeline C. Rivkin, … Joseph R. Ecker·Nature CommunicationsPeer-reviewed·Sep 14, 2018