Benchmarking Single-Cell RNA Sequencing Protocols for Cell Atlas Projects

Author:

Mereu ElisabettaORCID,Lafzi AtefehORCID,Moutinho Catia,Ziegenhain Christoph,MacCarthy Davis J.,Alvarez Adrian,Batlle Eduard,Sagar ,Grün Dominic,Lau Julia K.,Boutet Stéphane C.,Sanada Chad,Ooi Aik,Jones Robert C.,Kaihara Kelly,Brampton Chris,Talaga Yasha,Sasagawa Yohei,Tanaka Kaori,Hayashi Tetsutaro,Nikaido Itoshi,Fischer Cornelius,Sauer Sascha,Trefzer Timo,Conrad Christian,Adiconis Xian,Nguyen Lan T.,Regev Aviv,Levin Joshua Z.ORCID,Parekh Swati,Janjic Aleksandar,Wange Lucas E.,Bagnoli Johannes W.,Enard Wolfgang,Gut MartaORCID,Sandberg Rickard,Gut Ivo,Stegle Oliver,Heyn HolgerORCID

Abstract

AbstractSingle-cell RNA sequencing (scRNA-seq) is the leading technique for charting the molecular properties of individual cells. The latest methods are scalable to thousands of cells, enabling in-depth characterization of sample composition without prior knowledge. However, there are important differences between scRNA-seq techniques, and it remains unclear which are the most suitable protocols for drawing cell atlases of tissues, organs and organisms. We have generated benchmark datasets to systematically evaluate techniques in terms of their power to comprehensively describe cell types and states. We performed a multi-center study comparing 13 commonly used single-cell and single-nucleus RNA-seq protocols using a highly heterogeneous reference sample resource. Comparative and integrative analysis at cell type and state level revealed marked differences in protocol performance, highlighting a series of key features for cell atlas projects. These should be considered when defining guidelines and standards for international consortia, such as the Human Cell Atlas project.

Publisher

Cold Spring Harbor Laboratory

同舟云学术

1.学者识别学者识别

2.学术分析学术分析

3.人才评估人才评估

"同舟云学术"是以全球学者为主线,采集、加工和组织学术论文而形成的新型学术文献查询和分析系统,可以对全球学者进行文献检索和人才价值评估。用户可以通过关注某些学科领域的顶尖人物而持续追踪该领域的学科进展和研究前沿。经过近期的数据扩容,当前同舟云学术共收录了国内外主流学术期刊6万余种,收集的期刊论文及会议论文总量共计约1.5亿篇,并以每天添加12000余篇中外论文的速度递增。我们也可以为用户提供个性化、定制化的学者数据。欢迎来电咨询!咨询电话:010-8811{复制后删除}0370

www.globalauthorid.com

TOP

Copyright © 2019-2024 北京同舟云网络信息技术有限公司
京公网安备11010802033243号  京ICP备18003416号-3