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Yi Y, Zeng Y, Sam TW, Hamashima K, Tan RJR, Warrier T, Phua JX, Taneja R, Liou YC, Li H, Xu J, Loh YH. Ribosomal proteins regulate 2-cell-stage transcriptome in mouse embryonic stem cells. Stem Cell Reports 2023; 18:463-474. [PMID: 36638791 PMCID: PMC9968990 DOI: 10.1016/j.stemcr.2022.12.007] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/07/2022] [Revised: 12/07/2022] [Accepted: 12/08/2022] [Indexed: 01/14/2023] Open
Abstract
A rare sub-population of mouse embryonic stem cells (mESCs), the 2-cell-like cell, is defined by the expression of MERVL and 2-cell-stage-specific transcript (2C transcript). Here, we report that the ribosomal proteins (RPs) RPL14, RPL18, and RPL23 maintain the identity of mESCs and regulate the expression of 2C transcripts. Disregulation of the RPs induces DUX-dependent expression of 2C transcripts and alters the chromatin landscape. Mechanically, knockdown (KD) of RPs triggers the binding of RPL11 to MDM2, an interaction known to prevent P53 protein degradation. Increased P53 protein upon RP KD further activates its downstream pathways, including DUX. Our study delineates the critical roles of RPs in 2C transcript activation, ascribing a novel function to these essential proteins.
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Affiliation(s)
- Yao Yi
- Cell Fate Engineering and Therapeutics Laboratory, Division of Cell Biology and Therapies, Institute of Molecular and Cell Biology, A(∗)STAR, Singapore 138673, Singapore; Department of Biological Sciences, National University of Singapore, Singapore 117558, Singapore
| | - Yingying Zeng
- Cell Fate Engineering and Therapeutics Laboratory, Division of Cell Biology and Therapies, Institute of Molecular and Cell Biology, A(∗)STAR, Singapore 138673, Singapore; School of Biological Sciences, Nanyang Technological University, Singapore 637551, Singapore
| | - Tsz Wing Sam
- Cell Fate Engineering and Therapeutics Laboratory, Division of Cell Biology and Therapies, Institute of Molecular and Cell Biology, A(∗)STAR, Singapore 138673, Singapore; Department of Physiology, Healthy Longevity Translational Research Program, Yong Loo Lin School of Medicine, National University of Singapore, Singapore 117593, Singapore
| | - Kiyofumi Hamashima
- Cell Fate Engineering and Therapeutics Laboratory, Division of Cell Biology and Therapies, Institute of Molecular and Cell Biology, A(∗)STAR, Singapore 138673, Singapore
| | - Rachel Jun Rou Tan
- Cell Fate Engineering and Therapeutics Laboratory, Division of Cell Biology and Therapies, Institute of Molecular and Cell Biology, A(∗)STAR, Singapore 138673, Singapore
| | - Tushar Warrier
- Cell Fate Engineering and Therapeutics Laboratory, Division of Cell Biology and Therapies, Institute of Molecular and Cell Biology, A(∗)STAR, Singapore 138673, Singapore
| | - Jun Xiang Phua
- Cell Fate Engineering and Therapeutics Laboratory, Division of Cell Biology and Therapies, Institute of Molecular and Cell Biology, A(∗)STAR, Singapore 138673, Singapore
| | - Reshma Taneja
- Department of Physiology, Healthy Longevity Translational Research Program, Yong Loo Lin School of Medicine, National University of Singapore, Singapore 117593, Singapore
| | - Yih-Cherng Liou
- Department of Biological Sciences, National University of Singapore, Singapore 117558, Singapore
| | - Hu Li
- Center for Individualized Medicine, Department of Molecular Pharmacology and Experimental Therapeutics, Mayo Clinic, Rochester, MN 55905, USA
| | - Jian Xu
- Department of Plant Systems Physiology, Institute for Water and Wetland Research, Radboud University, Heyendaalseweg 135, 6525 AJ Nijmegen, the Netherlands; Department of Biological Sciences and Centre for BioImaging Sciences, National University of Singapore, Singapore 117543, Singapore; Joint Center for Single Cell Biology, Shandong Agricultural University, Tai'an, Shandong 271018, China.
| | - Yuin-Han Loh
- Cell Fate Engineering and Therapeutics Laboratory, Division of Cell Biology and Therapies, Institute of Molecular and Cell Biology, A(∗)STAR, Singapore 138673, Singapore; Department of Biological Sciences, National University of Singapore, Singapore 117558, Singapore; NUS Graduate School for Integrative Sciences and Engineering Programme, National University of Singapore, Singapore 119077, Singapore; Department of Physiology, Yong Loo Lin School of Medicine, National University of Singapore, Singapore 117593, Singapore.
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2
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De Los Angeles A, Regenberg A, Mascetti V, Benvenisty N, Church G, Deng H, Izpisua Belmonte JC, Ji W, Koplin J, Loh YH, Niu Y, Pei D, Pera M, Pho N, Pinzon-Arteaga C, Saitou M, Silva JCR, Tao T, Trounson A, Warrier T, Zambidis ET. Why it is important to study human-monkey embryonic chimeras in a dish. Nat Methods 2022; 19:914-919. [PMID: 35879609 PMCID: PMC9780756 DOI: 10.1038/s41592-022-01571-7] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/27/2022]
Abstract
The study of human–animal chimeras is fraught with technical and ethical challenges. In this Comment, we discuss the importance and future of human–monkey chimera research within the context of current scientific and regulatory obstacles.
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Affiliation(s)
| | - Alan Regenberg
- Johns Hopkins Berman Institute of Bioethics, Johns Hopkins University, Baltimore, MD, USA
| | - Victoria Mascetti
- Institute for Stem Cell Biology and Regenerative Medicine, Stanford University, Stanford, CA, USA
| | - Nissim Benvenisty
- The Azrieli Center for Stem Cells and Genetic Research, Institute of Life Sciences, The Hebrew University of Jerusalem, Jerusalem, Israel
| | - George Church
- Department of Genetics, Harvard Medical School, Boston, MA, USA
| | - Hongkui Deng
- College of Life Sciences and Peking-Tsinghua Center for Life Sciences, Peking University, Beijing, China
| | | | - Weizhi Ji
- State Key Laboratory of Primate Biomedical Research, Institute of Primate Translational Medicine, Kunming University of Science and Technology, Kunming, China
| | - Julian Koplin
- Melbourne Law School, University of Melbourne, Melbourne, Victoria, Australia
- Biomedical Ethics Research Group, Mudoch Children's Research Institute, Melbourne, Victoria, Australia
| | - Yuin-Han Loh
- Epigenetics and Cell Fates Laboratory, A*STAR Institute of Molecular and Cell Biology, Singapore, Singapore
- Department of Biological Sciences, National University of Singapore, Singapore, Singapore
- NUS Graduate School for Integrative Sciences and Engineering, National University of Singapore, Singapore, Singapore
- Department of Physiology, Yong Loo Lin School of Medicine, National University of Singapore, Singapore, Singapore
| | - Yuyu Niu
- State Key Laboratory of Primate Biomedical Research, Institute of Primate Translational Medicine, Kunming University of Science and Technology, Kunming, China
| | - Duanqing Pei
- Laboratory of Cell Fate Control, School of Life Sciences, Westlake University, Hangzhou, China
| | | | - Nam Pho
- Department of Biomedical Informatics, Harvard Medical School, Boston, MA, USA
| | - Carlos Pinzon-Arteaga
- Department of Molecular Biology, University of Texas Southwestern Medical Center, Dallas, TX, USA
| | - Mitinori Saitou
- Institute for the Advanced Study of Human Biology (ASHBi), Kyoto University, Kyoto, Japan
- Department of Anatomy and Cell Biology, Graduate School of Medicine, Kyoto University, Kyoto, Japan
- Center for iPS Cell Research and Application (CiRA), Kyoto University, Kyoto, Japan
| | - Jose C R Silva
- Guangzhou Laboratory, Guangzhou International Bio Island, Guangzhou, China
| | - Tan Tao
- State Key Laboratory of Primate Biomedical Research, Institute of Primate Translational Medicine, Kunming University of Science and Technology, Kunming, China
| | - Alan Trounson
- Monash University, Clayton, Victoria, Australia
- Australian Regenerative Medicine Institute, Clayton, Victoria, Australia
| | - Tushar Warrier
- Epigenetics and Cell Fates Laboratory, A*STAR Institute of Molecular and Cell Biology, Singapore, Singapore
| | - Elias T Zambidis
- Institute for Cell Engineering, The Johns Hopkins University School of Medicine, Baltimore, MD, USA
- Sidney Kimmel Comprehensive Cancer Center, The Johns Hopkins University School of Medicine, Baltimore, MD, USA
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3
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Warrier T, El Farran C, Zeng Y, Ho B, Bao Q, Zheng Z, Bi X, Ng HH, Ong D, Chu J, Sanyal A, Fullwood MJ, Collins J, Li H, Xu J, Loh YH. SETDB1 acts as a topological accessory to Cohesin via an H3K9me3-independent, genomic shunt for regulating cell fates. Nucleic Acids Res 2022; 50:7326-7349. [PMID: 35776115 PMCID: PMC9303280 DOI: 10.1093/nar/gkac531] [Citation(s) in RCA: 8] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/13/2021] [Revised: 05/30/2022] [Accepted: 06/30/2022] [Indexed: 11/13/2022] Open
Abstract
SETDB1 is a key regulator of lineage-specific genes and endogenous retroviral elements (ERVs) through its deposition of repressive H3K9me3 mark. Apart from its H3K9me3 regulatory role, SETDB1 has seldom been studied in terms of its other potential regulatory roles. To investigate this, a genomic survey of SETDB1 binding in mouse embryonic stem cells across multiple libraries was conducted, leading to the unexpected discovery of regions bereft of common repressive histone marks (H3K9me3, H3K27me3). These regions were enriched with the CTCF motif that is often associated with the topological regulator Cohesin. Further profiling of these non-H3K9me3 regions led to the discovery of a cluster of non-repeat loci that were co-bound by SETDB1 and Cohesin. These regions, which we named DiSCs (domains involving SETDB1 and Cohesin) were seen to be proximal to the gene promoters involved in embryonic stem cell pluripotency and lineage development. Importantly, it was found that SETDB1-Cohesin co-regulate target gene expression and genome topology at these DiSCs. Depletion of SETDB1 led to localized dysregulation of Cohesin binding thereby locally disrupting topological structures. Dysregulated gene expression trends revealed the importance of this cluster in ES cell maintenance as well as at gene 'islands' that drive differentiation to other lineages. The 'unearthing' of the DiSCs thus unravels a unique topological and transcriptional axis of control regulated chiefly by SETDB1.
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Affiliation(s)
- Tushar Warrier
- Cell Fate Engineering and Therapeutics Lab, Cell Biology and Therapies Division, A*STAR Institute of Molecular and Cell Biology, Singapore 138673, Singapore
- Department of Biological Sciences, National University of Singapore, Singapore 117543, Singapore
| | - Chadi El Farran
- Cell Fate Engineering and Therapeutics Lab, Cell Biology and Therapies Division, A*STAR Institute of Molecular and Cell Biology, Singapore 138673, Singapore
- Department of Biological Sciences, National University of Singapore, Singapore 117543, Singapore
| | - Yingying Zeng
- Cell Fate Engineering and Therapeutics Lab, Cell Biology and Therapies Division, A*STAR Institute of Molecular and Cell Biology, Singapore 138673, Singapore
- School of Biological Sciences, Nanyang Technological University, 60 Nanyang Drive 637551, Singapore
| | - Benedict Shao Quan Ho
- Cell Fate Engineering and Therapeutics Lab, Cell Biology and Therapies Division, A*STAR Institute of Molecular and Cell Biology, Singapore 138673, Singapore
| | - Qiuye Bao
- Cell Fate Engineering and Therapeutics Lab, Cell Biology and Therapies Division, A*STAR Institute of Molecular and Cell Biology, Singapore 138673, Singapore
| | - Zi Hao Zheng
- Cell Fate Engineering and Therapeutics Lab, Cell Biology and Therapies Division, A*STAR Institute of Molecular and Cell Biology, Singapore 138673, Singapore
- Department of Physiology, Yong Loo Lin School of Medicine, National University of Singapore, Singapore 117593, Singapore
| | - Xuezhi Bi
- Proteomics Group, Bioprocessing Technology Institute, A*STAR, Singapore 138668, Singapore
| | - Huck Hui Ng
- Gene Regulation Laboratory, Genome Institute of Singapore, Singapore 138672, Singapore
| | - Derrick Sek Tong Ong
- Department of Physiology, Yong Loo Lin School of Medicine, National University of Singapore, Singapore 117593, Singapore
| | - Justin Jang Hann Chu
- Department of Microbiology and Immunology, Yong Loo Lin School of Medicine, National University of Singapore, Singapore 117593, Singapore
- Infectious Disease Translational Research Programme, National University of Singapore, Singapore 117597, Singapore
| | - Amartya Sanyal
- School of Biological Sciences, Nanyang Technological University, 60 Nanyang Drive 637551, Singapore
| | - Melissa Jane Fullwood
- School of Biological Sciences, Nanyang Technological University, 60 Nanyang Drive 637551, Singapore
- Cancer Science Institute of Singapore, National University of Singapore, 14 Medical Drive, Singapore 117599, Singapore
| | - James J Collins
- Howard Hughes Medical Institute, Boston, MA 02114, USA
- Institute for Medical Engineering and Science Department of Biological Engineering, and Synthetic Biology Center, Massachusetts Institute of Technology, Cambridge, MA 02114, USA
- Broad Institute of MIT and Harvard, Cambridge, MA 02139, USA
- Wyss Institute for Biologically Inspired Engineering, Harvard University, Boston, MA, USA
| | - Hu Li
- Center for Individualized Medicine, Department of Molecular Pharmacology & Experimental Therapeutics, Mayo Clinic, Rochester, MN 55905, USA
| | - Jian Xu
- Department of Biological Sciences, National University of Singapore, Singapore 117543, Singapore
- Department of Plant Systems Physiology, Radboud Institute for Biological and Environmental Sciences, Radboud University, Heyendaalseweg 135, 6525 AJ, Nijmegen, The Netherlands
| | - Yuin-Han Loh
- Cell Fate Engineering and Therapeutics Lab, Cell Biology and Therapies Division, A*STAR Institute of Molecular and Cell Biology, Singapore 138673, Singapore
- Department of Biological Sciences, National University of Singapore, Singapore 117543, Singapore
- Department of Physiology, Yong Loo Lin School of Medicine, National University of Singapore, Singapore 117593, Singapore
- NUS Graduate School for Integrative Sciences and Engineering, National University of Singapore, 28 MedicalDrive, Singapore 117456, Singapore
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4
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Sivalingam J, SuE Y, Lim ZR, Lam ATL, Lee AP, Lim HL, Chen HY, Tan HK, Warrier T, Hang JW, Nazir NB, Tan AHM, Renia L, Loh YH, Reuveny S, Malleret B, Oh SKW. A Scalable Suspension Platform for Generating High-Density Cultures of Universal Red Blood Cells from Human Induced Pluripotent Stem Cells. Stem Cell Reports 2020; 16:182-197. [PMID: 33306988 PMCID: PMC7897557 DOI: 10.1016/j.stemcr.2020.11.008] [Citation(s) in RCA: 23] [Impact Index Per Article: 5.8] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/31/2020] [Revised: 11/12/2020] [Accepted: 11/12/2020] [Indexed: 12/21/2022] Open
Abstract
Universal red blood cells (RBCs) differentiated from O-negative human induced pluripotent stem cells (hiPSCs) could find applications in transfusion medicine. Given that each transfusion unit of blood requires 2 trillion RBCs, efficient bioprocesses need to be developed for large-scale in vitro generation of RBCs. We have developed a scalable suspension agitation culture platform for differentiating hiPSC-microcarrier aggregates into functional RBCs and have demonstrated scalability of the process starting with 6 well plates and finally demonstrating in 500 mL spinner flasks. Differentiation of the best-performing hiPSCs generated 0.85 billion erythroblasts in 50 mL cultures with cell densities approaching 1.7 × 107 cells/mL. Functional (oxygen binding, hemoglobin characterization, membrane integrity, and fluctuations) and transcriptomics evaluations showed minimal differences between hiPSC-derived and adult-derived RBCs. The scalable agitation suspension culture differentiation process we describe here could find applications in future large-scale production of RBCs in controlled bioreactors. Scalable process for differentiating hiPSC-microcarrier aggregates into RBCs Erythroid differentiation potential of multiple hiPSC lines was evaluated hiPSC RBCs and adult RBCs revealed minor differences functionally and transcriptionally Co-culture of hiPSC RBCs with OP9 cells (2D and 3D) promoted improved enucleation
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Affiliation(s)
- Jaichandran Sivalingam
- Stem Cell Bioprocessing Group, Bioprocessing Technology Institute, Agency for Science, Technology and Research, 20 Biopolis Way, Centros 06-01, Singapore 138668, Singapore
| | - Yu SuE
- Stem Cell Bioprocessing Group, Bioprocessing Technology Institute, Agency for Science, Technology and Research, 20 Biopolis Way, Centros 06-01, Singapore 138668, Singapore
| | - Zhong Ri Lim
- Stem Cell Bioprocessing Group, Bioprocessing Technology Institute, Agency for Science, Technology and Research, 20 Biopolis Way, Centros 06-01, Singapore 138668, Singapore
| | - Alan T L Lam
- Stem Cell Bioprocessing Group, Bioprocessing Technology Institute, Agency for Science, Technology and Research, 20 Biopolis Way, Centros 06-01, Singapore 138668, Singapore
| | - Alison P Lee
- Transcriptomics Group, Bioprocessing Technology Institute, Agency for Science, Technology and Research, Singapore 138668, Singapore
| | - Hsueh Lee Lim
- Transcriptomics Group, Bioprocessing Technology Institute, Agency for Science, Technology and Research, Singapore 138668, Singapore
| | - Hong Yu Chen
- Institute of Molecular and Cellular Biology, Agency for Science, Technology and Research, Singapore 138668, Singapore
| | - Hong Kee Tan
- Institute of Molecular and Cellular Biology, Agency for Science, Technology and Research, Singapore 138668, Singapore
| | - Tushar Warrier
- Institute of Molecular and Cellular Biology, Agency for Science, Technology and Research, Singapore 138668, Singapore
| | - Jing Wen Hang
- Department of Microbiology, Yong Loo Lin School of Medicine, National University of Singapore, Singapore 117543, Singapore
| | - Nazmi B Nazir
- Department of Microbiology, Yong Loo Lin School of Medicine, National University of Singapore, Singapore 117543, Singapore
| | - Andy H M Tan
- Transcriptomics Group, Bioprocessing Technology Institute, Agency for Science, Technology and Research, Singapore 138668, Singapore; Immunology Group, Bioprocessing Technology Institute, Agency for Science, Technology and Research, Singapore 138668, Singapore
| | - Laurent Renia
- Singapore Immunology Network, Agency for Science, Technology and Research, Singapore 138668, Singapore
| | - Yuin Han Loh
- Institute of Molecular and Cellular Biology, Agency for Science, Technology and Research, Singapore 138668, Singapore; Department of Biological Sciences, National University of Singapore, Singapore 117543, Singapore
| | - Shaul Reuveny
- Stem Cell Bioprocessing Group, Bioprocessing Technology Institute, Agency for Science, Technology and Research, 20 Biopolis Way, Centros 06-01, Singapore 138668, Singapore
| | - Benoit Malleret
- Department of Microbiology, Yong Loo Lin School of Medicine, National University of Singapore, Singapore 117543, Singapore; Singapore Immunology Network, Agency for Science, Technology and Research, Singapore 138668, Singapore
| | - Steve K W Oh
- Stem Cell Bioprocessing Group, Bioprocessing Technology Institute, Agency for Science, Technology and Research, 20 Biopolis Way, Centros 06-01, Singapore 138668, Singapore.
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5
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Wang HF, Warrier T, Farran CA, Zheng ZH, Xing QR, Fullwood MJ, Zhang LF, Li H, Xu J, Lim TM, Loh YH. Defining Essential Enhancers for Pluripotent Stem Cells Using a Features-Oriented CRISPR-Cas9 Screen. Cell Rep 2020; 33:108309. [PMID: 33113365 DOI: 10.1016/j.celrep.2020.108309] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/25/2020] [Revised: 06/23/2020] [Accepted: 10/05/2020] [Indexed: 12/26/2022] Open
Abstract
cis-regulatory elements (CREs) regulate the expression of genes in their genomic neighborhoods and influence cellular processes such as cell-fate maintenance and differentiation. To date, there remain major gaps in the functional characterization of CREs and the identification of their target genes in the cellular native environment. In this study, we perform a features-oriented CRISPR-utilized systematic (FOCUS) screen of OCT4-bound CREs using CRISPR-Cas9 to identify functional enhancers important for pluripotency maintenance in mESCs. From the initial 235 candidates tested, 16 CREs are identified to be essential stem cell enhancers. Using RNA-seq and genomic 4C-seq, we further uncover a complex network of candidate CREs and their downstream target genes, which supports the growth and self-renewal of mESCs. Notably, an essential enhancer, CRE111, and its target, Lrrc31, form the important switch to modulate the LIF-JAK1-STAT3 signaling pathway.
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Affiliation(s)
- Hao Fei Wang
- Laboratory for Epigenetics, Stem Cells and Cell Therapy, Programme in Stem Cell, Regenerative Medicine and Aging, A(∗)STAR Institute of Molecular and Cell Biology, Singapore 138673, Singapore; Department of Biological Sciences, National University of Singapore, Singapore 117543, Singapore
| | - Tushar Warrier
- Laboratory for Epigenetics, Stem Cells and Cell Therapy, Programme in Stem Cell, Regenerative Medicine and Aging, A(∗)STAR Institute of Molecular and Cell Biology, Singapore 138673, Singapore; Department of Biological Sciences, National University of Singapore, Singapore 117543, Singapore
| | - Chadi A Farran
- Laboratory for Epigenetics, Stem Cells and Cell Therapy, Programme in Stem Cell, Regenerative Medicine and Aging, A(∗)STAR Institute of Molecular and Cell Biology, Singapore 138673, Singapore
| | - Zi Hao Zheng
- Laboratory for Epigenetics, Stem Cells and Cell Therapy, Programme in Stem Cell, Regenerative Medicine and Aging, A(∗)STAR Institute of Molecular and Cell Biology, Singapore 138673, Singapore
| | - Qiao Rui Xing
- Laboratory for Epigenetics, Stem Cells and Cell Therapy, Programme in Stem Cell, Regenerative Medicine and Aging, A(∗)STAR Institute of Molecular and Cell Biology, Singapore 138673, Singapore; School of Biological Sciences, Nanyang Technological University, Singapore 637551, Singapore
| | - Melissa J Fullwood
- School of Biological Sciences, Nanyang Technological University, Singapore 637551, Singapore; Cancer Science Institute of Singapore, National University of Singapore, Singapore, Singapore
| | - Li-Feng Zhang
- School of Biological Sciences, Nanyang Technological University, Singapore 637551, Singapore
| | - Hu Li
- Center for Individualized Medicine, Department of Molecular Pharmacology & Experimental Therapeutics, Mayo Clinic, Rochester, MN 55905, USA
| | - Jian Xu
- Department of Biological Sciences and Centre for BioImaging Sciences, National University of Singapore, Singapore 117543, Singapore; Department of Plant Systems Physiology, Institute for Water and Wetland Research, Radboud University, Heyendaalseweg 135, 6525 AJ Nijmegen, the Netherlands.
| | - Tit-Meng Lim
- Department of Biological Sciences, National University of Singapore, Singapore 117543, Singapore.
| | - Yuin-Han Loh
- Laboratory for Epigenetics, Stem Cells and Cell Therapy, Programme in Stem Cell, Regenerative Medicine and Aging, A(∗)STAR Institute of Molecular and Cell Biology, Singapore 138673, Singapore; Department of Biological Sciences, National University of Singapore, Singapore 117543, Singapore; NUS Graduate School for Integrative Sciences and Engineering, National University of Singapore, 28 Medical Drive, Singapore 117456, Singapore; Department of Physiology, NUS Yong Loo Lin School of Medicine, 2 Medical Drive, MD9, Singapore 117593, Singapore.
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6
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Xing QR, El Farran CA, Gautam P, Chuah YS, Warrier T, Toh CXD, Kang NY, Sugii S, Chang YT, Xu J, Collins JJ, Daley GQ, Li H, Zhang LF, Loh YH. Diversification of reprogramming trajectories revealed by parallel single-cell transcriptome and chromatin accessibility sequencing. Sci Adv 2020; 6:eaba1190. [PMID: 32917699 PMCID: PMC7486102 DOI: 10.1126/sciadv.aba1190] [Citation(s) in RCA: 32] [Impact Index Per Article: 8.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 11/06/2019] [Accepted: 07/30/2020] [Indexed: 05/16/2023]
Abstract
Cellular reprogramming suffers from low efficiency especially for the human cells. To deconstruct the heterogeneity and unravel the mechanisms for successful reprogramming, we adopted single-cell RNA sequencing (scRNA-Seq) and single-cell assay for transposase-accessible chromatin (scATAC-Seq) to profile reprogramming cells across various time points. Our analysis revealed that reprogramming cells proceed in an asynchronous trajectory and diversify into heterogeneous subpopulations. We identified fluorescent probes and surface markers to enrich for the early reprogrammed human cells. Furthermore, combinatory usage of the surface markers enabled the fine segregation of the early-intermediate cells with diverse reprogramming propensities. scATAC-Seq analysis further uncovered the genomic partitions and transcription factors responsible for the regulatory phasing of reprogramming process. Binary choice between a FOSL1 and a TEAD4-centric regulatory network determines the outcome of a successful reprogramming. Together, our study illuminates the multitude of diverse routes transversed by individual reprogramming cells and presents an integrative roadmap for identifying the mechanistic part list of the reprogramming machinery.
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Affiliation(s)
- Q R Xing
- Epigenetics and Cell Fates Laboratory, Programme in Stem Cell, Regenerative Medicine and Aging, Institute of Molecular and Cell Biology, A*STAR, Singapore 138673, Singapore
- School of Biological Sciences, Nanyang Technological University, Singapore 637551, Singapore
| | - Chadi A El Farran
- Epigenetics and Cell Fates Laboratory, Programme in Stem Cell, Regenerative Medicine and Aging, Institute of Molecular and Cell Biology, A*STAR, Singapore 138673, Singapore
- Department of Biological Sciences, National University of Singapore, Singapore 117558, Singapore
| | - Pradeep Gautam
- Epigenetics and Cell Fates Laboratory, Programme in Stem Cell, Regenerative Medicine and Aging, Institute of Molecular and Cell Biology, A*STAR, Singapore 138673, Singapore
- Department of Biological Sciences, National University of Singapore, Singapore 117558, Singapore
| | - Yu Song Chuah
- Epigenetics and Cell Fates Laboratory, Programme in Stem Cell, Regenerative Medicine and Aging, Institute of Molecular and Cell Biology, A*STAR, Singapore 138673, Singapore
| | - Tushar Warrier
- Epigenetics and Cell Fates Laboratory, Programme in Stem Cell, Regenerative Medicine and Aging, Institute of Molecular and Cell Biology, A*STAR, Singapore 138673, Singapore
- Department of Biological Sciences, National University of Singapore, Singapore 117558, Singapore
| | - Cheng-Xu Delon Toh
- Epigenetics and Cell Fates Laboratory, Programme in Stem Cell, Regenerative Medicine and Aging, Institute of Molecular and Cell Biology, A*STAR, Singapore 138673, Singapore
| | - Nam-Young Kang
- Laboratory of Bioimaging Probe Development, Singapore Bioimaging Consortium, A*STAR, Singapore 138667, Singapore
- Department of Creative IT Engineering, Pohang University of Science and Technology (POSTECH), Pohang 37673, Republic of Korea
| | - Shigeki Sugii
- Institute of Bioengineering and Nanotechnology, A*STAR, Singapore 138669, Singapore
- Cardiovascular and Metabolic Disorders Program, Duke-NUS Medical School, Singapore 169857, Singapore
| | - Young-Tae Chang
- Laboratory of Bioimaging Probe Development, Singapore Bioimaging Consortium, A*STAR, Singapore 138667, Singapore
- Department of Chemistry, National University of Singapore, Singapore 117543, Singapore
- Center for Self-assembly and Complexity, Institute for Basic Science (IBS), Pohang 37673, Republic of Korea
- Department of Chemistry, Pohang University of Science and Technology (POSTECH), Pohang 37673, Republic of Korea
| | - Jian Xu
- Department of Biological Sciences, National University of Singapore, Singapore 117558, Singapore
- Department of Plant Systems Physiology, Institute for Water and Wetland Research, Radboud University, Heyendaalseweg 135, 6525 AJ, Nijmegen, Netherlands
| | - James J Collins
- Institute for Medical Engineering and Science, Department of Biological Engineering, and Synthetic Biology Center, Massachusetts Institute of Technology, Cambridge, MA 02139, USA
- Broad Institute of MIT and Harvard, Cambridge, MA 02142, USA
- Wyss Institute for Biologically Inspired Engineering, Harvard University, Boston, MA 02115, USA
| | - George Q Daley
- Stem Cell Program, Division of Pediatric Hematology and Oncology, Boston Children's Hospital and Dana-Farber Cancer Institute, Boston, MA 02115, USA
- Department of Biological Chemistry and Molecular Pharmacology, Harvard Medical School, Boston, MA 02115, USA
- Harvard Stem Cell Institute, Cambridge, MA 02138, USA
- Manton Center for Orphan Disease Research, Boston, MA 02115, USA
| | - Hu Li
- Center for Individualized Medicine, Department of Molecular Pharmacology and Experimental Therapeutics, Mayo Clinic, Rochester, MN 55905, USA.
| | - Li-Feng Zhang
- School of Biological Sciences, Nanyang Technological University, Singapore 637551, Singapore.
| | - Yuin-Han Loh
- Epigenetics and Cell Fates Laboratory, Programme in Stem Cell, Regenerative Medicine and Aging, Institute of Molecular and Cell Biology, A*STAR, Singapore 138673, Singapore.
- Department of Biological Sciences, National University of Singapore, Singapore 117558, Singapore
- NUS Graduate School for Integrative Sciences and Engineering, National University of Singapore, Singapore 119077, Singapore
- Department of Physiology, Yong Loo Lin School of Medicine, National University of Singapore, Singapore 119228, Singapore
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7
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Xing QR, Farran CAE, Zeng YY, Yi Y, Warrier T, Gautam P, Collins JJ, Xu J, Dröge P, Koh CG, Li H, Zhang LF, Loh YH. Parallel bimodal single-cell sequencing of transcriptome and chromatin accessibility. Genome Res 2020; 30:1027-1039. [PMID: 32699019 PMCID: PMC7397874 DOI: 10.1101/gr.257840.119] [Citation(s) in RCA: 38] [Impact Index Per Article: 9.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/02/2019] [Accepted: 06/25/2020] [Indexed: 12/18/2022]
Abstract
Joint profiling of transcriptome and chromatin accessibility within single cells allows for the deconstruction of the complex relationship between transcriptional states and upstream regulatory programs determining different cell fates. Here, we developed an automated method with high sensitivity, assay for single-cell transcriptome and accessibility regions (ASTAR-seq), for simultaneous measurement of whole-cell transcriptome and chromatin accessibility within the same single cell. To show the utility of ASTAR-seq, we profiled 384 mESCs under naive and primed pluripotent states as well as a two-cell like state, 424 human cells of various lineage origins (BJ, K562, JK1, and Jurkat), and 480 primary cord blood cells undergoing erythroblast differentiation. With the joint profiles, we configured the transcriptional and chromatin accessibility landscapes of discrete cell states, uncovered linked sets of cis-regulatory elements and target genes unique to each state, and constructed interactome and transcription factor (TF)–centered upstream regulatory networks for various cell states.
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Affiliation(s)
- Qiao Rui Xing
- Epigenetics and Cell Fates Laboratory, Institute of Molecular and Cell Biology, A*STAR, Singapore 138673, Singapore.,School of Biological Sciences, Nanyang Technological University, Singapore 637551, Singapore
| | - Chadi A El Farran
- Epigenetics and Cell Fates Laboratory, Institute of Molecular and Cell Biology, A*STAR, Singapore 138673, Singapore.,Department of Biological Sciences, National University of Singapore, Singapore 117558, Singapore
| | - Ying Ying Zeng
- Epigenetics and Cell Fates Laboratory, Institute of Molecular and Cell Biology, A*STAR, Singapore 138673, Singapore.,School of Biological Sciences, Nanyang Technological University, Singapore 637551, Singapore
| | - Yao Yi
- Epigenetics and Cell Fates Laboratory, Institute of Molecular and Cell Biology, A*STAR, Singapore 138673, Singapore.,Department of Biological Sciences, National University of Singapore, Singapore 117558, Singapore
| | - Tushar Warrier
- Epigenetics and Cell Fates Laboratory, Institute of Molecular and Cell Biology, A*STAR, Singapore 138673, Singapore.,Department of Biological Sciences, National University of Singapore, Singapore 117558, Singapore
| | - Pradeep Gautam
- Epigenetics and Cell Fates Laboratory, Institute of Molecular and Cell Biology, A*STAR, Singapore 138673, Singapore.,Department of Biological Sciences, National University of Singapore, Singapore 117558, Singapore
| | - James J Collins
- Institute for Medical Engineering and Science, Department of Biological Engineering, and Synthetic Biology Center, Massachusetts Institute of Technology, Cambridge, Massachusetts 02139, USA.,Broad Institute of MIT and Harvard, Cambridge, Massachusetts 02142, USA.,Wyss Institute for Biologically Inspired Engineering, Harvard University, Boston, Massachusetts 02115, USA
| | - Jian Xu
- Department of Biological Sciences, National University of Singapore, Singapore 117558, Singapore.,Department of Plant Systems Physiology, Institute for Water and Wetland Research, Radboud University, Heyendaalseweg 135, 6525 AJ, Nijmegen, The Netherlands
| | - Peter Dröge
- School of Biological Sciences, Nanyang Technological University, Singapore 637551, Singapore
| | - Cheng-Gee Koh
- School of Biological Sciences, Nanyang Technological University, Singapore 637551, Singapore
| | - Hu Li
- Center for Individualized Medicine, Department of Molecular Pharmacology & Experimental Therapeutics, Mayo Clinic, Rochester, Minnesota 55905, USA
| | - Li-Feng Zhang
- School of Biological Sciences, Nanyang Technological University, Singapore 637551, Singapore
| | - Yuin-Han Loh
- Epigenetics and Cell Fates Laboratory, Institute of Molecular and Cell Biology, A*STAR, Singapore 138673, Singapore.,Department of Biological Sciences, National University of Singapore, Singapore 117558, Singapore.,NUS Graduate School for Integrative Sciences and Engineering, National University of Singapore, Singapore 119077, Singapore.,Department of Physiology, Yong Loo Lin School of Medicine, National University of Singapore, Singapore 119228, Singapore
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Prasad M, Bronson SC, Warrier T, Badarinath A, Rai S, Baid K, Sitaraman S, George A, Moses A, Saraswathy R, Vasuki R, Shanmugam A. Evaluation of DNA damage in Type 2 diabetes mellitus patients with and without peripheral neuropathy: A study in South Indian population. J Nat Sci Biol Med 2015; 6:80-4. [PMID: 25810640 PMCID: PMC4367074 DOI: 10.4103/0976-9668.149096] [Citation(s) in RCA: 16] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/17/2022] Open
Abstract
Background: The increasing incidence of Type 2 diabetes mellitus globally has collaterally increased the incidence of diabetes-associated complications such as neuropathy. Oxidative stress induced DNA damage is one of the mechanisms implicated in the pathogenesis of diabetic complications. Here we aimed to evaluate the extent of DNA damage in diabetes patients with and without clinical neuropathy using the Cytokinesis Block Micronucleus Cytome assay, in a group of South Indian population. Materials and Methods: The Cytokinesis Block Micronucleus Cytome assay was performed in lymphocyte cultures of 42 type 2 diabetes patients (22 with neuropathy and 20 without neuropathy) and 42 age and sex matched controls. Nuclear aberrations like Nuclear Buds, Nucleoplasmic Bridges and Micronuclei were analyzed. Results: The frequency of nuclear aberrations in diabetes patients with neuropathy was higher than compared to diabetes patients without neuropathy. The mean frequencies of nuclear aberrations per cell in diabetes patients with neuropathy and without neuropathy were 0.02 ± 0.02 and 0.01 ± 0.01, respectively. This was significantly higher than in the controls (0.002 ± 0.002) (P < 0.0001). An increasing trend of nuclear aberrations in correlation with the duration of diabetes was observed. Conclusion: This study highlights the use of the Cytokinesis Block Micronucleus Cytome assay as a potent tool for the identification of DNA damage, which may prove to be useful biomarker to assess the severity diabetes-associated complications such as neuropathy. Implementation of this technique at the clinical level would potentially enhance the quality of management of patients with diabetes and its complications like neuropathy.
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Affiliation(s)
- Mukul Prasad
- Biomedical Genetics Research Lab, Division of Biomolecules and Genetics, School of Bio Sciences and Technology, VIT University, Vellore, India
| | - Stephen Charles Bronson
- Institute of Diabetology, Madras Medical College & Rajiv Gandhi Government General Hospital, Chennai, Tamil Nadu, India
| | - Tushar Warrier
- Biomedical Genetics Research Lab, Division of Biomolecules and Genetics, School of Bio Sciences and Technology, VIT University, Vellore, India
| | - Agnihotram Badarinath
- Biomedical Genetics Research Lab, Division of Biomolecules and Genetics, School of Bio Sciences and Technology, VIT University, Vellore, India
| | - Shivam Rai
- Biomedical Genetics Research Lab, Division of Biomolecules and Genetics, School of Bio Sciences and Technology, VIT University, Vellore, India
| | - Kaushal Baid
- Biomedical Genetics Research Lab, Division of Biomolecules and Genetics, School of Bio Sciences and Technology, VIT University, Vellore, India
| | - Sneha Sitaraman
- Biomedical Genetics Research Lab, Division of Biomolecules and Genetics, School of Bio Sciences and Technology, VIT University, Vellore, India
| | - Alex George
- Biomedical Genetics Research Lab, Division of Biomolecules and Genetics, School of Bio Sciences and Technology, VIT University, Vellore, India
| | - Anand Moses
- Institute of Diabetology, Madras Medical College & Rajiv Gandhi Government General Hospital, Chennai, Tamil Nadu, India
| | - Radha Saraswathy
- Biomedical Genetics Research Lab, Division of Biomolecules and Genetics, School of Bio Sciences and Technology, VIT University, Vellore, India
| | - Ranganathan Vasuki
- Institute of Diabetology, Madras Medical College & Rajiv Gandhi Government General Hospital, Chennai, Tamil Nadu, India
| | - Alagianambi Shanmugam
- Institute of Diabetology, Madras Medical College & Rajiv Gandhi Government General Hospital, Chennai, Tamil Nadu, India
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