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cchon/scafe

By cchon

•Updated about 4 years ago

Single Cell Analysis of Five-prime Ends

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cchon/scafe repository overview

⁠ SCAFE (Single Cell Analysis of Five-prime Ends)

          5'-O~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~AAA-3'
                       O~~~AA      O~~         O~       O~~~~~~~AO~~~~~~~~A
                     O~~    O~~ O~~   O~~     O~O~~     O~~      O~~       
                      O~~      O~~           O~  O~~    O~~      O~~       
                        O~~    O~~          O~~   O~~   O~~~~~AA O~~~~~~A  
                           O~~ O~~         O~~~~~A O~~  O~~      O~~       
                     O~~    O~~ O~~   O~~ O~~       O~~ O~~      O~~       
                       O~~~~A     O~~~   O~~         O~~O~~      O~~~~~~~AA
      ┌─ᐅ 5'-O~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~-3'
...===┴========================================================================================...

SCAFE (Single Cell Analysis of Five-prime Ends) provides an end-to-end solution for processing of single cell 5’end RNA-seq data. It takes a read alignment file (*.bam) from single-cell RNA-5’end-sequencing (e.g. 10xGenomics Chromimum®), precisely maps the cDNA 5'ends (i.e. transcription start sites, TSS), filters for the artefacts and identifies genuine TSS clusters using logistic regression. Based on the TSS clusters, it defines transcribed cis-regulatory elements (tCRE) and annotated them to gene models. It then counts the UMI in tCRE in single cells and returns a tCRE UMI/cellbarcode matrix ready for downstream analyses, e.g. cell-type clustering, linking promoters to enhancers by co-activity etc.

Visit GitHub⁠ for details.

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Digest

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948.7 MB

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about 4 years ago

docker pull cchon/scafe