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Effects of Sample Size on Plant Single-Cell RNA Profiling
被引:5
作者:

Chen, Hongyu
论文数: 0 引用数: 0
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机构:
Zhejiang Univ, Inst Crop Sci, Hangzhou 310027, Peoples R China
Zhejiang Univ, Inst Bioinformat, Hangzhou 310027, Peoples R China Zhejiang Univ, Inst Crop Sci, Hangzhou 310027, Peoples R China

Lv, Yang
论文数: 0 引用数: 0
h-index: 0
机构:
China Natl Rice Res Inst, State Key Lab Rice Biol, Hangzhou 310006, Peoples R China
Shenyang Agr Univ, Rice Res Inst, Shenyang 110866, Peoples R China Zhejiang Univ, Inst Crop Sci, Hangzhou 310027, Peoples R China

Yin, Xinxin
论文数: 0 引用数: 0
h-index: 0
机构:
Zhejiang Univ, Inst Crop Sci, Hangzhou 310027, Peoples R China
Zhejiang Univ, Inst Bioinformat, Hangzhou 310027, Peoples R China Zhejiang Univ, Inst Crop Sci, Hangzhou 310027, Peoples R China

Chen, Xi
论文数: 0 引用数: 0
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机构:
Zhejiang Univ, Inst Crop Sci, Hangzhou 310027, Peoples R China
Zhejiang Univ, Inst Bioinformat, Hangzhou 310027, Peoples R China Zhejiang Univ, Inst Crop Sci, Hangzhou 310027, Peoples R China

Chu, Qinjie
论文数: 0 引用数: 0
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机构:
Zhejiang Univ, Inst Crop Sci, Hangzhou 310027, Peoples R China
Zhejiang Univ, Inst Bioinformat, Hangzhou 310027, Peoples R China Zhejiang Univ, Inst Crop Sci, Hangzhou 310027, Peoples R China

Zhu, Qian-Hao
论文数: 0 引用数: 0
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机构:
CSIRO Agr & Food, Black Mt Lab, GPO Box 1700, Canberra, ACT 2601, Australia Zhejiang Univ, Inst Crop Sci, Hangzhou 310027, Peoples R China

Fan, Longjiang
论文数: 0 引用数: 0
h-index: 0
机构:
Zhejiang Univ, Inst Crop Sci, Hangzhou 310027, Peoples R China
Zhejiang Univ, Inst Bioinformat, Hangzhou 310027, Peoples R China
Zhejiang Univ City Coll, Sch Med, Hangzhou 310027, Peoples R China Zhejiang Univ, Inst Crop Sci, Hangzhou 310027, Peoples R China

Guo, Longbiao
论文数: 0 引用数: 0
h-index: 0
机构:
China Natl Rice Res Inst, State Key Lab Rice Biol, Hangzhou 310006, Peoples R China Zhejiang Univ, Inst Crop Sci, Hangzhou 310027, Peoples R China
机构:
[1] Zhejiang Univ, Inst Crop Sci, Hangzhou 310027, Peoples R China
[2] Zhejiang Univ, Inst Bioinformat, Hangzhou 310027, Peoples R China
[3] China Natl Rice Res Inst, State Key Lab Rice Biol, Hangzhou 310006, Peoples R China
[4] Shenyang Agr Univ, Rice Res Inst, Shenyang 110866, Peoples R China
[5] CSIRO Agr & Food, Black Mt Lab, GPO Box 1700, Canberra, ACT 2601, Australia
[6] Zhejiang Univ City Coll, Sch Med, Hangzhou 310027, Peoples R China
基金:
中国国家自然科学基金;
关键词:
single-cell RNA (scRNA);
cell number;
sampling coverage;
Arabidopsis thaliana;
SEQUENCING REVEALS;
EXPRESSION;
LANDSCAPE;
SEQ;
D O I:
10.3390/cimb43030119
中图分类号:
Q5 [生物化学];
Q7 [分子生物学];
学科分类号:
071010 ;
081704 ;
摘要:
Single-cell RNA (scRNA) profiling or scRNA-sequencing (scRNA-seq) makes it possible to parallelly investigate diverse molecular features of multiple types of cells in a given plant tissue and discover cell developmental processes. In this study, we evaluated the effects of sample size (i.e., cell number) on the outcome of single-cell transcriptome analysis by sampling different numbers of cells from a pool of ~57,000 Arabidopsis thaliana root cells integrated from five published studies. Our results indicated that the most significant principal components could be achieved when 20,000-30,000 cells were sampled, a relatively high reliability of cell clustering could be achieved by using ~20,000 cells with little further improvement by using more cells, 96% of the differentially expressed genes could be successfully identified with no more than 20,000 cells, and a relatively stable pseudotime could be estimated in the subsample with 5000 cells. Finally, our results provide a general guide for optimizing sample size to be used in plant scRNA-seq studies.
引用
收藏
页码:1685 / 1697
页数:13
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