scAN1.0: A reproducible and standardized pipeline for processing 10X single cell RNAseq data

In Silico Biol. 2023;15(1-2):11-21. doi: 10.3233/ISB-220252.

Abstract

Single cell transcriptomics has recently seen a surge in popularity, leading to the need for data analysis pipelines that are reproducible, modular, and interoperable across different systems and institutions.To meet this demand, we introduce scAN1.0, a processing pipeline for analyzing 10X single cell RNA sequencing data. scAN1.0 is built using the Nextflow DSL2 and can be run on most computational systems. The modular design of Nextflow pipelines enables easy integration and evaluation of different blocks for specific analysis steps.We demonstrate the usefulness of scAN1.0 by showing its ability to examine the impact of the mapping step during the analysis of two datasets: (i) a 10X scRNAseq of a human pituitary gonadotroph tumor dataset and (ii) a murine 10X scRNAseq acquired on CD8 T cells during an immune response.

Keywords: Pipeline; annotation; data analysis; mapping; single cell transcriptomics.

MeSH terms

  • Animals
  • CD8-Positive T-Lymphocytes
  • Computational Biology
  • Datasets as Topic
  • Gene Expression Profiling
  • Humans
  • Mice
  • Pituitary Neoplasms / genetics
  • RNA-Seq*
  • Single-Cell Gene Expression Analysis*
  • Software*
  • Workflow