arrow
返回

scCODA is a Bayesian model for compositional single-cell data analysis

delete2021-11-25
delete114
delete
OA
AI
B
Buettner, M.
J
Johannes Ostner
M
Mueller, C. L. *
F
Fabian J. Theis
B
Benjamin Schubert *
DOI:10.1038/s41467-021-27150-6delete
delete原文链接
delete分享
delete收藏
查看原文
摘要

摘要

En 中文
Compositional changes of cell types are main drivers of biological processes. Their detection through single-cell experiments is difficult due to the compositionality of the data and low sample sizes. We introduce scCODA (https://github.com/theislab/scOODA), a Bayesian model addressing these issues enabling the study of complex cell type effects in disease, and other stimuli. scCODA demonstrated excellent detection performance, while reliably controlling for false discoveries, and identified experimentally verified cell type changes that were missed in original analyses.
AI总结

AI总结

对已上传原文的论文进行重点信息的提取,主要内容包括:简要概述、研究摘要、背景介绍、关键亮点、图文解析、展望与总结。

期刊

Nature Communications 封面图
Nature Communications
IF:
15.7
论文数:
9.3W
被引数:
91.2W

机构

H
Helmholtz Association
学者数:
13.2W
论文数: 10.7W
被引数: 145
引用论文

引用论文

err分享
err收藏
Pax-3 is necessary for migration but not differentiation of limb muscle precursors in the mouse
err1996-03-01
err0
PREAI
errGeorge Daston; Elise Lamar; Marc Olivier; Martyn Goulding
err分享
err收藏
The dynamics of immune response in COVID-19 patients with different illness severity
err2020-10-10
err29
PREAI
errZhang, Bo; Yue, Daoyuan; Wang, Yun; Wang, Feng; Wu, Shiji; Hou, Hongyan
err分享
err收藏
Single-cell transcriptomics reveals expansion of cytotoxic CD4 T cells in supercentenarians单细胞转录组学揭示了超百岁老人中细胞毒性CD4 T细胞的扩增
err2019-11-12
err201
errOAAI
errHashimoto, Kosuke; Kouno, Tsukasa; Ikawa, Tomokatsu; Hayatsu, Norihito; Miyajima, Yurina; Yabukami, Haruka; Terooatea, Tommy; Sasaki, Takashi; Suzuki, Takahiro; Valentine, Matthew; Pascarella, Giovanni; Okazaki, Yasushi; Suzuki, Harukazu; Shin, Jay W.; Minoda, Aki; Taniuchi, Ichiro; Okano, Hideyuki; Arai, Yasumichi; Hirose, Nobuyoshi; Carninci, Piero
err分享
err收藏
High-Altitude Rock Shelters and Settlements in an African Alpine Ecosystem: The Bale Mountains National Park, Ethiopia
err2018-05-10
err0
PREAI
errDavid Reber; Mekbib Fekadu; Florian Detsch; Ralf Vogelsang; Tamrat Bekele; Thomas Nauss; Georg Miehe
err分享
err收藏
Clinical Characteristics of 138 Hospitalized Patients With 2019 Novel Coronavirus-Infected Pneumonia in Wuhan, China武汉138例2019新型冠状病毒感染肺炎住院患者临床特征分析
err2020-03-17
err1.2W
errOAAI
errWang, Dawei; Hu, Bo; Hu, Chang; Zhu, Fangfang; Liu, Xing; Zhang, Jing; Wang, Binbin; Xiang, Hui; Cheng, Zhenshun; Xiong, Yong; Zhao, Yan; Li, Yirong; Wang, Xinghuan; Peng, Zhiyong
err分享
err收藏
A general framework for the parametrization of hierarchical models层次模型参数化的一般框架
err2007-02-01
err206
errOAAI
errPapaspiliopoulos, Omiros; Roberts, Gareth O.; Skold, Martin
err分享
err收藏
学者 查看更多内容