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author:

Lin, Hai (Lin, Hai.) [1] | Hu, Huan (Hu, Huan.) [2] (Scholars:胡桓) | Feng, Zhen (Feng, Zhen.) [3] | Xu, Fei (Xu, Fei.) [4] | Lyu, Jie (Lyu, Jie.) [5] | Li, Xiang (Li, Xiang.) [6] | Liu, Liyu (Liu, Liyu.) [7] | Yang, Gen (Yang, Gen.) [8] | Shuai, Jianwei (Shuai, Jianwei.) [9]

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Scopus SCIE

Abstract:

Inferring the developmental potential of single cells from scRNA-Seq data and reconstructing the pseudo-temporal path of cell development are fundamental but challenging tasks in single-cell analysis. Although single-cell transcriptional diversity (SCTD) measured by the number of expressed genes per cell has been widely used as a hallmark of developmental potential, it may lead to incorrect estimation of differentiation states in some cases where gene expression does not decrease monotonously during the development process. In this study, we propose a novel metric called single-cell transcriptional complexity (SCTC), which draws on insights from the economic complexity theory and takes into account the sophisticated structure information of scRNA-Seq count matrix. We show that SCTC characterizes developmental potential more accurately than SCTD, especially in the early stages of development where cells typically have lower diversity but higher complexity than those in the later stages. Based on the SCTC, we provide an unsupervised method for accurate, robust, and transferable inference of single-cell pseudotime. Our findings suggest that the complexity emerging from the interplay between cells and genes determines the developmental potential, providing new insights into the understanding of biological development from the perspective of complexity theory. Graphical Abstract

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Community:

  • [ 1 ] [Lin, Hai]Univ Chinese Acad Sci, Wenzhou Inst, Wenzhou Key Lab Biophys, Wenzhou 325001, Zhejiang, Peoples R China
  • [ 2 ] [Lyu, Jie]Univ Chinese Acad Sci, Wenzhou Inst, Wenzhou Key Lab Biophys, Wenzhou 325001, Zhejiang, Peoples R China
  • [ 3 ] [Liu, Liyu]Univ Chinese Acad Sci, Wenzhou Inst, Wenzhou Key Lab Biophys, Wenzhou 325001, Zhejiang, Peoples R China
  • [ 4 ] [Yang, Gen]Univ Chinese Acad Sci, Wenzhou Inst, Wenzhou Key Lab Biophys, Wenzhou 325001, Zhejiang, Peoples R China
  • [ 5 ] [Shuai, Jianwei]Univ Chinese Acad Sci, Wenzhou Inst, Wenzhou Key Lab Biophys, Wenzhou 325001, Zhejiang, Peoples R China
  • [ 6 ] [Lin, Hai]Oujiang Lab, Zhejiang Lab Regenerat Med Vis & Brain Hlth, Wenzhou 325001, Zhejiang, Peoples R China
  • [ 7 ] [Shuai, Jianwei]Oujiang Lab, Zhejiang Lab Regenerat Med Vis & Brain Hlth, Wenzhou 325001, Zhejiang, Peoples R China
  • [ 8 ] [Hu, Huan]Fuzhou Univ, Inst Appl Genom, Fuzhou 350108, Peoples R China
  • [ 9 ] [Hu, Huan]Wenzhou Med Univ, Affiliated Hosp 1, Wenzhou 325000, Peoples R China
  • [ 10 ] [Xu, Fei]Anhui Normal Univ, Dept Phys, Wuhu 241002, Anhui, Peoples R China
  • [ 11 ] [Li, Xiang]Xiamen Univ, Coll Phys Sci & Technol, Dept Phys, Xiamen 361005, Peoples R China
  • [ 12 ] [Liu, Liyu]Chongqing Univ, Coll Phys, Chongqing Key Lab Soft Condensed Matter Phys & Sma, Chongqing 401331, Peoples R China
  • [ 13 ] [Yang, Gen]Peking Univ, Sch Phys, State Key Lab Nucl Phys & Technol, Beijing 100871, Peoples R China

Reprint 's Address:

  • [Yang, Gen]Univ Chinese Acad Sci, Wenzhou Inst, Wenzhou Key Lab Biophys, Wenzhou 325001, Zhejiang, Peoples R China;;[Shuai, Jianwei]Univ Chinese Acad Sci, Wenzhou Inst, Wenzhou Key Lab Biophys, Wenzhou 325001, Zhejiang, Peoples R China;;[Shuai, Jianwei]Oujiang Lab, Zhejiang Lab Regenerat Med Vis & Brain Hlth, Wenzhou 325001, Zhejiang, Peoples R China;;[Yang, Gen]Peking Univ, Sch Phys, State Key Lab Nucl Phys & Technol, Beijing 100871, Peoples R China

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Source :

NUCLEIC ACIDS RESEARCH

ISSN: 0305-1048

Year: 2024

Issue: 11

Volume: 52

Page: 6114-6128

1 6 . 7 0 0

JCR@2023

Cited Count:

WoS CC Cited Count: 1

SCOPUS Cited Count: 1

ESI Highly Cited Papers on the List: 0 Unfold All

WanFang Cited Count:

Chinese Cited Count:

30 Days PV: 0

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