scAmpi—A versatile pipeline for single-cell RNA-seq analysis from basics to clinics

Author:

Bertolini AnneORCID,Prummer MichaelORCID,Tuncel Mustafa AnilORCID,Menzel UlrikeORCID,Rosano-González María LourdesORCID,Kuipers JackORCID,Stekhoven Daniel JohannesORCID,Beerenwinkel NikoORCID,Singer FranziskaORCID,

Abstract

Single-cell RNA sequencing (scRNA-seq) has emerged as a powerful technique to decipher tissue composition at the single-cell level and to inform on disease mechanisms, tumor heterogeneity, and the state of the immune microenvironment. Although multiple methods for the computational analysis of scRNA-seq data exist, their application in a clinical setting demands standardized and reproducible workflows, targeted to extract, condense, and display the clinically relevant information. To this end, we designed scAmpi (Single Cell Analysis mRNA pipeline), a workflow that facilitates scRNA-seq analysis from raw read processing to informing on sample composition, clinically relevant gene and pathway alterations, and in silico identification of personalized candidate drug treatments. We demonstrate the value of this workflow for clinical decision making in a molecular tumor board as part of a clinical study.

Funder

University of Zurich, University Hospital Zurich, Swiss Federal Institute of Technology in Zurich, University Hospital Basel, and F. Hoffmann-La Roche AG

Personalized Health and Related Technologies

Publisher

Public Library of Science (PLoS)

Subject

Computational Theory and Mathematics,Cellular and Molecular Neuroscience,Genetics,Molecular Biology,Ecology,Modeling and Simulation,Ecology, Evolution, Behavior and Systematics

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