Literature DB >> 31974247

Single-cell transcriptional diversity is a hallmark of developmental potential.

Gunsagar S Gulati1, Shaheen S Sikandar1, Daniel J Wesche1, Anoop Manjunath1, Anjan Bharadwaj1, Mark J Berger2, Francisco Ilagan1, Angera H Kuo1, Robert W Hsieh1, Shang Cai3, Maider Zabala1, Ferenc A Scheeren4, Neethan A Lobo1, Dalong Qian1, Feiqiao B Yu5, Frederick M Dirbas6, Michael F Clarke1,7, Aaron M Newman8,9.   

Abstract

Single-cell RNA sequencing (scRNA-seq) is a powerful approach for reconstructing cellular differentiation trajectories. However, inferring both the state and direction of differentiation is challenging. Here, we demonstrate a simple, yet robust, determinant of developmental potential-the number of expressed genes per cell-and leverage this measure of transcriptional diversity to develop a computational framework (CytoTRACE) for predicting differentiation states from scRNA-seq data. When applied to diverse tissue types and organisms, CytoTRACE outperformed previous methods and nearly 19,000 annotated gene sets for resolving 52 experimentally determined developmental trajectories. Additionally, it facilitated the identification of quiescent stem cells and revealed genes that contribute to breast tumorigenesis. This study thus establishes a key RNA-based feature of developmental potential and a platform for delineation of cellular hierarchies.
Copyright © 2020 The Authors, some rights reserved; exclusive licensee American Association for the Advancement of Science. No claim to original U.S. Government Works.

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Year:  2020        PMID: 31974247      PMCID: PMC7694873          DOI: 10.1126/science.aax0249

Source DB:  PubMed          Journal:  Science        ISSN: 0036-8075            Impact factor:   47.728


  48 in total

Review 1.  Chromatin plasticity in pluripotent cells.

Authors:  Shai Melcer; Eran Meshorer
Journal:  Essays Biochem       Date:  2010-09-20       Impact factor: 8.000

2.  Cell fates as high-dimensional attractor states of a complex gene regulatory network.

Authors:  Sui Huang; Gabriel Eichler; Yaneer Bar-Yam; Donald E Ingber
Journal:  Phys Rev Lett       Date:  2005-04-01       Impact factor: 9.161

3.  Single-cell reconstruction of developmental trajectories during zebrafish embryogenesis.

Authors:  Jeffrey A Farrell; Yiqun Wang; Samantha J Riesenfeld; Karthik Shekhar; Aviv Regev; Alexander F Schier
Journal:  Science       Date:  2018-04-26       Impact factor: 47.728

4.  A comparison of single-cell trajectory inference methods.

Authors:  Wouter Saelens; Robrecht Cannoodt; Helena Todorov; Yvan Saeys
Journal:  Nat Biotechnol       Date:  2019-04-01       Impact factor: 54.908

5.  Mapping the Pairwise Choices Leading from Pluripotency to Human Bone, Heart, and Other Mesoderm Cell Types.

Authors:  Kyle M Loh; Angela Chen; Pang Wei Koh; Tianda Z Deng; Rahul Sinha; Jonathan M Tsai; Amira A Barkal; Kimberle Y Shen; Rajan Jain; Rachel M Morganti; Ng Shyh-Chang; Nathaniel B Fernhoff; Benson M George; Gerlinde Wernig; Rachel E A Salomon; Zhenghao Chen; Hannes Vogel; Jonathan A Epstein; Anshul Kundaje; William S Talbot; Philip A Beachy; Lay Teng Ang; Irving L Weissman
Journal:  Cell       Date:  2016-07-14       Impact factor: 41.582

Review 6.  Breast cancer: origins and evolution.

Authors:  Kornelia Polyak
Journal:  J Clin Invest       Date:  2007-11       Impact factor: 14.808

7.  Fgd5 identifies hematopoietic stem cells in the murine bone marrow.

Authors:  Roi Gazit; Pankaj K Mandal; Wataru Ebina; Ayal Ben-Zvi; César Nombela-Arrieta; Leslie E Silberstein; Derrick J Rossi
Journal:  J Exp Med       Date:  2014-06-23       Impact factor: 14.307

8.  Reversed graph embedding resolves complex single-cell trajectories.

Authors:  Xiaojie Qiu; Qi Mao; Ying Tang; Li Wang; Raghav Chawla; Hannah A Pliner; Cole Trapnell
Journal:  Nat Methods       Date:  2017-08-21       Impact factor: 47.990

9.  CATaDa reveals global remodelling of chromatin accessibility during stem cell differentiation in vivo.

Authors:  Gabriel N Aughey; Alicia Estacio Gomez; Jamie Thomson; Hang Yin; Tony D Southall
Journal:  Elife       Date:  2018-02-26       Impact factor: 8.140

10.  Single-cell entropy for accurate estimation of differentiation potency from a cell's transcriptome.

Authors:  Andrew E Teschendorff; Tariq Enver
Journal:  Nat Commun       Date:  2017-06-01       Impact factor: 14.919

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  88 in total

Review 1.  Statistical mechanics meets single-cell biology.

Authors:  Andrew E Teschendorff; Andrew P Feinberg
Journal:  Nat Rev Genet       Date:  2021-04-19       Impact factor: 53.242

2.  A single cell RNA sequencing resource for early sea urchin development.

Authors:  Stephany Foster; Nathalie Oulhen; Gary Wessel
Journal:  Development       Date:  2020-09-11       Impact factor: 6.868

Review 3.  Unraveling Hematopoiesis through the Lens of Genomics.

Authors:  L Alexander Liggett; Vijay G Sankaran
Journal:  Cell       Date:  2020-09-17       Impact factor: 41.582

4.  Estimation of tumor cell total mRNA expression in 15 cancer types predicts disease progression.

Authors:  Shaolong Cao; Jennifer R Wang; Shuangxi Ji; Peng Yang; Yaoyi Dai; Shuai Guo; Matthew D Montierth; John Paul Shen; Xiao Zhao; Jingxiao Chen; Jaewon James Lee; Paola A Guerrero; Nicholas Spetsieris; Nikolai Engedal; Sinja Taavitsainen; Kaixian Yu; Julie Livingstone; Vinayak Bhandari; Shawna M Hubert; Najat C Daw; P Andrew Futreal; Eleni Efstathiou; Bora Lim; Andrea Viale; Jianjun Zhang; Matti Nykter; Bogdan A Czerniak; Powel H Brown; Charles Swanton; Pavlos Msaouel; Anirban Maitra; Scott Kopetz; Peter Campbell; Terence P Speed; Paul C Boutros; Hongtu Zhu; Alfonso Urbanucci; Jonas Demeulemeester; Peter Van Loo; Wenyi Wang
Journal:  Nat Biotechnol       Date:  2022-06-13       Impact factor: 54.908

5.  Single-cell transcriptomic analyses provide insights into the developmental origins of neuroblastoma.

Authors:  Selina Jansky; Ashwini Kumar Sharma; Verena Körber; Andrés Quintero; Umut H Toprak; Elisa M Wecht; Moritz Gartlgruber; Alessandro Greco; Elad Chomsky; Thomas G P Grünewald; Kai-Oliver Henrich; Amos Tanay; Carl Herrmann; Thomas Höfer; Frank Westermann
Journal:  Nat Genet       Date:  2021-03-25       Impact factor: 38.330

6.  Single-cell resolution of lineage trajectories in the Arabidopsis stomatal lineage and developing leaf.

Authors:  Camila B Lopez-Anido; Anne Vatén; Nicole K Smoot; Nidhi Sharma; Victoria Guo; Yan Gong; M Ximena Anleu Gil; Annika K Weimer; Dominique C Bergmann
Journal:  Dev Cell       Date:  2021-04-05       Impact factor: 12.270

Review 7.  Advances and Opportunities in Single-Cell Transcriptomics for Plant Research.

Authors:  Carolin Seyfferth; Jim Renema; Jos R Wendrich; Thomas Eekhout; Ruth Seurinck; Niels Vandamme; Bernhard Blob; Yvan Saeys; Yrjo Helariutta; Kenneth D Birnbaum; Bert De Rybel
Journal:  Annu Rev Plant Biol       Date:  2021-03-17       Impact factor: 26.379

8.  Mammary epithelial cells have lineage-rooted metabolic identities.

Authors:  Mathepan Jeya Mahendralingam; Hyeyeon Kim; Curtis William McCloskey; Kazeera Aliar; Alison Elisabeth Casey; Pirashaanthy Tharmapalan; Davide Pellacani; Vladimir Ignatchenko; Mar Garcia-Valero; Luis Palomero; Ankit Sinha; Jennifer Cruickshank; Ronak Shetty; Ravi N Vellanki; Marianne Koritzinsky; Vid Stambolic; Mina Alam; Aaron David Schimmer; Hal Kenneth Berman; Connie J Eaves; Miquel Angel Pujana; Thomas Kislinger; Rama Khokha
Journal:  Nat Metab       Date:  2021-05-20

9.  Early emergence of T central memory precursors programs clonal dominance during chronic viral infection.

Authors:  Simon Grassmann; Lorenz Mihatsch; Jonas Mir; Atefeh Kazeroonian; Roza Rahimi; Sophie Flommersfeld; Kilian Schober; Inge Hensel; Justin Leube; Ludwig O Pachmayr; Lorenz Kretschmer; Qin Zhang; Adrien Jolly; M Zeeshan Chaudhry; Matthias Schiemann; Luka Cicin-Sain; Thomas Höfer; Dirk H Busch; Michael Flossdorf; Veit R Buchholz
Journal:  Nat Immunol       Date:  2020-10-26       Impact factor: 25.606

10.  Single-cell transcriptomics identifies limbal stem cell population and cell types mapping its differentiation trajectory in limbal basal epithelium of human cornea.

Authors:  De-Quan Li; Sangbae Kim; Jin-Miao Li; Qianmiao Gao; Jongsu Choi; Fang Bian; Jiaoyue Hu; Yun Zhang; Jin Li; Rong Lu; Yumei Li; Stephen C Pflugfelder; Hongyu Miao; Rui Chen
Journal:  Ocul Surf       Date:  2021-01-01       Impact factor: 5.033

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