Effects of Sample Size on Plant Single-Cell RNA Profiling
被引:4
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作者:
Chen, Hongyu
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机构:
Zhejiang Univ, Inst Crop Sci, Hangzhou 310027, Peoples R China
Zhejiang Univ, Inst Bioinformat, Hangzhou 310027, Peoples R ChinaZhejiang Univ, Inst Crop Sci, Hangzhou 310027, Peoples R China
Chen, Hongyu
[1
,2
]
Lv, Yang
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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 ChinaZhejiang Univ, Inst Crop Sci, Hangzhou 310027, Peoples R China
Lv, Yang
[3
,4
]
Yin, Xinxin
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机构:
Zhejiang Univ, Inst Crop Sci, Hangzhou 310027, Peoples R China
Zhejiang Univ, Inst Bioinformat, Hangzhou 310027, Peoples R ChinaZhejiang Univ, Inst Crop Sci, Hangzhou 310027, Peoples R China
Yin, Xinxin
[1
,2
]
Chen, Xi
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机构:
Zhejiang Univ, Inst Crop Sci, Hangzhou 310027, Peoples R China
Zhejiang Univ, Inst Bioinformat, Hangzhou 310027, Peoples R ChinaZhejiang Univ, Inst Crop Sci, Hangzhou 310027, Peoples R China
Chen, Xi
[1
,2
]
Chu, Qinjie
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机构:
Zhejiang Univ, Inst Crop Sci, Hangzhou 310027, Peoples R China
Zhejiang Univ, Inst Bioinformat, Hangzhou 310027, Peoples R ChinaZhejiang Univ, Inst Crop Sci, Hangzhou 310027, Peoples R China
Chu, Qinjie
[1
,2
]
Zhu, Qian-Hao
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机构:
CSIRO Agr & Food, Black Mt Lab, GPO Box 1700, Canberra, ACT 2601, AustraliaZhejiang Univ, Inst Crop Sci, Hangzhou 310027, Peoples R China
Zhu, Qian-Hao
[5
]
Fan, Longjiang
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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 City Coll, Sch Med, Hangzhou 310027, Peoples R ChinaZhejiang Univ, Inst Crop Sci, Hangzhou 310027, Peoples R China
Fan, Longjiang
[1
,2
,6
]
Guo, Longbiao
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机构:
China Natl Rice Res Inst, State Key Lab Rice Biol, Hangzhou 310006, Peoples R ChinaZhejiang Univ, Inst Crop Sci, Hangzhou 310027, Peoples R China
Guo, Longbiao
[3
]
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
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.
机构:
Univ Penn, Grad Grp Genom & Computat Biol, Philadelphia, PA 19104 USA
Univ Penn, Wharton Sch, Dept Stat, Philadelphia, PA 19104 USAUniv Penn, Grad Grp Genom & Computat Biol, Philadelphia, PA 19104 USA
Zhou, Zilu
Xu, Bihui
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机构:
Univ Penn, Parker Inst Canc Immunotherapy, Abramson Family Canc Res Inst, Grad Grp Cell & Mol Biol,Dept Radiat Oncol,Perelm, Philadelphia, PA 19104 USAUniv Penn, Grad Grp Genom & Computat Biol, Philadelphia, PA 19104 USA
Xu, Bihui
Minn, Andy
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机构:
Univ Penn, Dept Radiat Oncol, Parker Inst Canc Immunotherapy, Abramson Family Canc Res Inst,Perelman Sch Med, Philadelphia, PA 19104 USAUniv Penn, Grad Grp Genom & Computat Biol, Philadelphia, PA 19104 USA
Minn, Andy
Zhang, Nancy R.
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机构:
Univ Penn, Wharton Sch, Dept Stat, Philadelphia, PA 19104 USAUniv Penn, Grad Grp Genom & Computat Biol, Philadelphia, PA 19104 USA
机构:
Yeshiva Univ Albert Einstein Coll Med, Dept Anat & Struct Biol, Bronx, NY 10461 USAYeshiva Univ Albert Einstein Coll Med, Dept Anat & Struct Biol, Bronx, NY 10461 USA
Levsky, JM
Shenoy, SM
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机构:
Yeshiva Univ Albert Einstein Coll Med, Dept Anat & Struct Biol, Bronx, NY 10461 USAYeshiva Univ Albert Einstein Coll Med, Dept Anat & Struct Biol, Bronx, NY 10461 USA
Shenoy, SM
Pezo, RC
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机构:
Yeshiva Univ Albert Einstein Coll Med, Dept Anat & Struct Biol, Bronx, NY 10461 USAYeshiva Univ Albert Einstein Coll Med, Dept Anat & Struct Biol, Bronx, NY 10461 USA
Pezo, RC
Singer, RH
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机构:
Yeshiva Univ Albert Einstein Coll Med, Dept Anat & Struct Biol, Bronx, NY 10461 USAYeshiva Univ Albert Einstein Coll Med, Dept Anat & Struct Biol, Bronx, NY 10461 USA