1
|
Ali A, Azmat U, Ji Z, Khatoon A, Murtaza B, Akbar K, Irshad U, Raza R, Su Z. Beyond Genes: Epiregulomes as Molecular Commanders in Innate Immunity. Int Immunopharmacol 2024; 142:113149. [PMID: 39278059 DOI: 10.1016/j.intimp.2024.113149] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/02/2024] [Revised: 08/09/2024] [Accepted: 09/08/2024] [Indexed: 09/17/2024]
Abstract
The natural fastest way to deal with pathogens or danger signals is the innate immune system. This system prevents too much inflammation and tissue damage and efficiently eliminates pathogens. The epiregulome is the chromatin structure influenced by epigenetic factors and linked to cis-regulatory elements (CREs). The epiregulome helps to end the inflammatory response and also assists innate immune cells to show specific action by making cell-specific gene expression patterns. This inspection unfolds two concepts: (1) how epiregulomes are shaped by switching the expression levels of genes, manoeuvre enzyme activity and earmark of chromatin modifiers on specific genes; during and after the infection, and (2) how the expression of specific genes (aids in prompt management of innate cell growth, or the reaction to aggravation and illness) command by epiregulomes that formed during the above process. In this review, the consequences of intrinsic immuno-metabolic remodelling on epiregulomes and potential difficulties in identifying the master epiregulome that regulates innate immunity and inflammation have been discussed.
Collapse
Affiliation(s)
- Ashiq Ali
- Department of Histology and Embryology, Shantou University Medical College, China.
| | - Urooj Azmat
- Department of Zoology, Wildlife and Fisheries, University of Agriculture, Faisalabad, Pakistan
| | - Ziyi Ji
- Department of Histology and Embryology, Shantou University Medical College, China
| | - Aisha Khatoon
- Department of Pathology, University of Agriculture Faisalabad, Pakistan
| | - Bilal Murtaza
- School of Bioengineering, Dalian University of Science and Technology, Dalian, China
| | - Kaynaat Akbar
- Department of Zoology, Wildlife and Fisheries, University of Agriculture, Faisalabad, Pakistan
| | - Urooj Irshad
- Department Biological Sciences, Faculty of Sciences, Superior University Lahore, Punjab, Pakistan
| | - Rameen Raza
- Department of Pathology, University of Agriculture Faisalabad, Pakistan
| | - Zhongjing Su
- Department of Histology and Embryology, Shantou University Medical College, China.
| |
Collapse
|
2
|
Reddy AP, Rawat P, Rohr N, Alvir R, Bisht J, Bushra MA, Luong J, Reddy AP. Role of Serotonylation and SERT Posttranslational Modifications in Alzheimer's Disease Pathogenesis. Aging Dis 2024:AD.2024.0328. [PMID: 39254383 DOI: 10.14336/ad.2024.0328] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/03/2024] [Revised: 03/28/2024] [Accepted: 03/28/2024] [Indexed: 04/14/2024] Open
Abstract
The neurotransmitter serotonin (5-hydroxytryptamine, 5-HT) is implicated mainly in Alzheimer's disease (AD) and reported to be responsible for several processes and roles in the human body, such as regulating sleep, food intake, sexual behavior, anxiety, and drug abuse. It is synthesized from the amino acid tryptophan. Serotonin also functions as a signal between neurons to mature, survive, and differentiate. It plays a crucial role in neuronal plasticity, including cell migration and cell contact formation. Various psychiatric disorders, such as depression, schizophrenia, autism, and Alzheimer's disease, have been linked to an increase in serotonin-dependent signaling during the development of the nervous system. Recent studies have found 5-HT and other monoamines embedded in the nuclei of various cells, including immune cells, the peritoneal mast, and the adrenal medulla. Evidence suggests these monoamines to be involved in widespread intracellular regulation by posttranslational modifications (PTMs) of proteins. Serotonylation is the calcium-dependent process in which 5-HT forms a long-lasting covalent bond to small cytoplasmic G-proteins by endogenous transglutaminase 2 (TGM2). Serotonylation plays a role in various biological processes. The purpose of our article is to summarize historical developments and recent advances in serotonin research and serotonylation in depression, aging, AD, and other age-related neurological diseases. We also discussed several of the latest developments with Serotonin, including biological functions, pathophysiological implications and therapeutic strategies to treat patients with depression, dementia, and other age-related conditions.
Collapse
Affiliation(s)
- Arubala P Reddy
- Nutritional Sciences Department, College of Human Sciences, Texas Tech University, Lubbock, TX 79409, USA
| | - Priyanka Rawat
- Nutritional Sciences Department, College of Human Sciences, Texas Tech University, Lubbock, TX 79409, USA
| | - Nicholas Rohr
- Nutritional Sciences Department, College of Human Sciences, Texas Tech University, Lubbock, TX 79409, USA
| | - Razelle Alvir
- Nutritional Sciences Department, College of Human Sciences, Texas Tech University, Lubbock, TX 79409, USA
| | - Jasbir Bisht
- Nutritional Sciences Department, College of Human Sciences, Texas Tech University, Lubbock, TX 79409, USA
| | - Mst Anika Bushra
- Nutritional Sciences Department, College of Human Sciences, Texas Tech University, Lubbock, TX 79409, USA
| | - Jennifer Luong
- Nutritional Sciences Department, College of Human Sciences, Texas Tech University, Lubbock, TX 79409, USA
| | - Aananya P Reddy
- Nutritional Sciences Department, College of Human Sciences, Texas Tech University, Lubbock, TX 79409, USA
| |
Collapse
|
3
|
Awon VK, Dutta D, Banerjee S, Pal S, Gangopadhyay G. Integrated metabolomics and transcriptomics analysis highlight key pathways involved in the somatic embryogenesis of Darjeeling tea. BMC Genomics 2024; 25:207. [PMID: 38395740 PMCID: PMC10893738 DOI: 10.1186/s12864-024-10119-2] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/06/2023] [Accepted: 02/13/2024] [Indexed: 02/25/2024] Open
Abstract
BACKGROUND Darjeeling tea is a globally renowned beverage, which faces numerous obstacles in sexual reproduction, such as self-incompatibility, poor seed germination, and viability, as well as issues with vegetative propagation. Somatic embryogenesis (SE) is a valuable method for rapid clonal propagation of Darjeeling tea. However, the metabolic regulatory mechanisms underlying SE in Darjeeling tea remain largely unknown. To address this, we conducted an integrated metabolomics and transcriptomics analysis of embryogenic callus (EC), globular embryo (GE), and heart-shaped embryo (HE). RESULTS The integrated analyses showed that various genes and metabolites involved in the phenylpropanoid pathway, auxin biosynthesis pathway, gibberellin, brassinosteroid and amino acids biosynthesis pathways were differentially enriched in EC, GE, and HE. Our results revealed that despite highly up-regulated auxin biosynthesis genes YUC1, TAR1 and AAO1 in EC, endogenous indole-3-acetic acid (IAA) was significantly lower in EC than GE and HE. However, bioactive Gibberellin A4 displayed higher accumulation in EC. We also found higher BABY BOOM (BBM) and Leafy cotyledon1 (LEC1) gene expression in GE along with high accumulation of castasterone, a brassinosteroid. Total flavonoids and phenolics levels were elevated in GE and HE compared to EC, especially the phenolic compound chlorogenic acid was highly accumulated in GE. CONCLUSIONS Integrated metabolome and transcriptome analysis revealed enriched metabolic pathways, including auxin biosynthesis and signal transduction, brassinosteroid, gibberellin, phenylpropanoid biosynthesis, amino acids metabolism, and transcription factors (TFs) during SE in Darjeeling tea. Notably, EC displayed lower endogenous IAA levels, conducive to maintaining differentiation, while higher IAA concentration in GE and HE was crucial for preserving embryo identity. Additionally, a negative correlation between bioactive gibberellin A4 (GA4) and IAA was observed, impacting callus growth in EC. The high accumulation of chlorogenic acid, a phenolic compound, might contribute to the low success rate in GE and HE formation in Darjeeling tea. TFs such as BBM1, LEC1, FUS3, LEA, WOX3, and WOX11 appeared to regulate gene expression, influencing SE in Darjeeling tea.
Collapse
Affiliation(s)
- Vivek Kumar Awon
- Department of Biological Sciences, Bose Institute, EN80, Sector V, Salt Lake, Kolkata, 700091, India
| | - Debabrata Dutta
- Department of Biological Sciences, Bose Institute, EN80, Sector V, Salt Lake, Kolkata, 700091, India
- School of Agriculture and Food Science, University College Dublin, Dublin, Ireland
| | - Saptadipa Banerjee
- Department of Biological Sciences, Bose Institute, EN80, Sector V, Salt Lake, Kolkata, 700091, India
| | - Soumili Pal
- Department of Biological Sciences, Bose Institute, EN80, Sector V, Salt Lake, Kolkata, 700091, India
| | - Gaurab Gangopadhyay
- Department of Biological Sciences, Bose Institute, EN80, Sector V, Salt Lake, Kolkata, 700091, India.
| |
Collapse
|
4
|
Zhang Q, Zhao Q, Li T, Lu L, Wang F, Zhang H, Liu Z, Ma H, Zhu Q, Wang J, Zhang X, Pei Y, Liu Q, Xu Y, Qie J, Luan X, Hu Z, Liu X. Lactobacillus plantarum-derived indole-3-lactic acid ameliorates colorectal tumorigenesis via epigenetic regulation of CD8 + T cell immunity. Cell Metab 2023:S1550-4131(23)00141-9. [PMID: 37192617 DOI: 10.1016/j.cmet.2023.04.015] [Citation(s) in RCA: 65] [Impact Index Per Article: 65.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 04/06/2022] [Revised: 02/10/2023] [Accepted: 04/14/2023] [Indexed: 05/18/2023]
Abstract
Previous studies have shown that Lactobacillus species play a role in ameliorating colorectal cancer (CRC) in a mouse model. However, the underlying mechanisms remain largely unknown. Here, we found that administration of a probiotic strain, Lactobacillus plantarumL168 and its metabolite, indole-3-lactic acid, ameliorated intestinal inflammation, tumor growth, and gut dysbiosis. Mechanistically, we indicated that indole-3-lactic acid accelerated IL12a production in dendritic cells by enhancing H3K27ac binding at the enhancer regions of IL12a that contributed to priming CD8+ T cell immunity against tumor growth. Furthermore, indole-3-lactic acid was found to transcriptionally inhibit Saa3 expression related to cholesterol metabolism of CD8+ T cells through changing chromatin accessibility and subsequent enhancing function of tumor-infiltrating CD8+ T cells. Together, our findings provide new insights into the epigenetic regulation of probiotics-mediated anti-tumor immunity and suggest the potential of L. plantarumL168 and indole-3-lactic acid to develop therapeutic strategies for patients with CRC.
Collapse
Affiliation(s)
- Qingqing Zhang
- Department of Pathogen Biology-Microbiology Division, Key Laboratory of Pathogen of Jiangsu Province, Key Laboratory of Human Functional Genomics of Jiangsu Province, Key Lab of Holistic Integrative Enterology, Nanjing Medical University, Nanjing 211166, China
| | - Qing Zhao
- Department of Pathogen Biology-Microbiology Division, Key Laboratory of Pathogen of Jiangsu Province, Key Laboratory of Human Functional Genomics of Jiangsu Province, Key Lab of Holistic Integrative Enterology, Nanjing Medical University, Nanjing 211166, China
| | - Tao Li
- Department of Pathogen Biology-Microbiology Division, Key Laboratory of Pathogen of Jiangsu Province, Key Laboratory of Human Functional Genomics of Jiangsu Province, Key Lab of Holistic Integrative Enterology, Nanjing Medical University, Nanjing 211166, China
| | - Longya Lu
- Department of Pathogen Biology-Microbiology Division, Key Laboratory of Pathogen of Jiangsu Province, Key Laboratory of Human Functional Genomics of Jiangsu Province, Key Lab of Holistic Integrative Enterology, Nanjing Medical University, Nanjing 211166, China
| | - Fei Wang
- Department of Pathogen Biology-Microbiology Division, Key Laboratory of Pathogen of Jiangsu Province, Key Laboratory of Human Functional Genomics of Jiangsu Province, Key Lab of Holistic Integrative Enterology, Nanjing Medical University, Nanjing 211166, China
| | - Hong Zhang
- Department of Pathogen Biology-Microbiology Division, Key Laboratory of Pathogen of Jiangsu Province, Key Laboratory of Human Functional Genomics of Jiangsu Province, Key Lab of Holistic Integrative Enterology, Nanjing Medical University, Nanjing 211166, China
| | - Zhi Liu
- Department of Pathogen Biology-Microbiology Division, Key Laboratory of Pathogen of Jiangsu Province, Key Laboratory of Human Functional Genomics of Jiangsu Province, Key Lab of Holistic Integrative Enterology, Nanjing Medical University, Nanjing 211166, China
| | - Huihui Ma
- Department of Pathogen Biology-Microbiology Division, Key Laboratory of Pathogen of Jiangsu Province, Key Laboratory of Human Functional Genomics of Jiangsu Province, Key Lab of Holistic Integrative Enterology, Nanjing Medical University, Nanjing 211166, China
| | - Qihui Zhu
- Department of Pathogen Biology-Microbiology Division, Key Laboratory of Pathogen of Jiangsu Province, Key Laboratory of Human Functional Genomics of Jiangsu Province, Key Lab of Holistic Integrative Enterology, Nanjing Medical University, Nanjing 211166, China
| | - Jingjing Wang
- State Key Laboratory of Reproductive Medicine, Center for Global Health, School of Public Health, Nanjing Medical University, Nanjing, China
| | - Xuemei Zhang
- Department of Pathogen Biology-Microbiology Division, Key Laboratory of Pathogen of Jiangsu Province, Key Laboratory of Human Functional Genomics of Jiangsu Province, Key Lab of Holistic Integrative Enterology, Nanjing Medical University, Nanjing 211166, China
| | - Yang Pei
- Department of Pathogen Biology-Microbiology Division, Key Laboratory of Pathogen of Jiangsu Province, Key Laboratory of Human Functional Genomics of Jiangsu Province, Key Lab of Holistic Integrative Enterology, Nanjing Medical University, Nanjing 211166, China
| | - Qisha Liu
- Department of Pathogen Biology-Microbiology Division, Key Laboratory of Pathogen of Jiangsu Province, Key Laboratory of Human Functional Genomics of Jiangsu Province, Key Lab of Holistic Integrative Enterology, Nanjing Medical University, Nanjing 211166, China
| | - Yuyu Xu
- Department of Pathogen Biology-Microbiology Division, Key Laboratory of Pathogen of Jiangsu Province, Key Laboratory of Human Functional Genomics of Jiangsu Province, Key Lab of Holistic Integrative Enterology, Nanjing Medical University, Nanjing 211166, China
| | - Jinlong Qie
- Department of Pathogen Biology-Microbiology Division, Key Laboratory of Pathogen of Jiangsu Province, Key Laboratory of Human Functional Genomics of Jiangsu Province, Key Lab of Holistic Integrative Enterology, Nanjing Medical University, Nanjing 211166, China
| | - Xiaoting Luan
- Department of Pathogen Biology-Microbiology Division, Key Laboratory of Pathogen of Jiangsu Province, Key Laboratory of Human Functional Genomics of Jiangsu Province, Key Lab of Holistic Integrative Enterology, Nanjing Medical University, Nanjing 211166, China
| | - Zhibin Hu
- State Key Laboratory of Reproductive Medicine, Center for Global Health, School of Public Health, Nanjing Medical University, Nanjing, China
| | - Xingyin Liu
- Department of Pathogen Biology-Microbiology Division, Key Laboratory of Pathogen of Jiangsu Province, Key Laboratory of Human Functional Genomics of Jiangsu Province, Key Lab of Holistic Integrative Enterology, Nanjing Medical University, Nanjing 211166, China; State Key Laboratory of Reproductive Medicine, Center for Global Health, School of Public Health, Nanjing Medical University, Nanjing, China; The Affiliated Suzhou Hospital of Nanjing Medical University, Suzhou Municipal Hospital, Gusu School, Nanjing Medical University, Nanjing, China; Department of Microbiota Medicine, The Second Affiliated Hospital of Nanjing Medical University, Nanjing, China.
| |
Collapse
|
5
|
Mandal P, Eswara K, Yerkesh Z, Kharchenko V, Zandarashvili L, Szczepski K, Bensaddek D, Jaremko Ł, Black BE, Fischle W. Molecular basis of hUHRF1 allosteric activation for synergistic histone modification binding by PI5P. SCIENCE ADVANCES 2022; 8:eabl9461. [PMID: 36001657 PMCID: PMC9401617 DOI: 10.1126/sciadv.abl9461] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 08/15/2021] [Accepted: 07/11/2022] [Indexed: 06/15/2023]
Abstract
Chromatin marks are recognized by distinct binding modules, many of which are embedded in multidomain proteins. How the different functionalities of such complex chromatin modulators are regulated is often unclear. Here, we delineated the interplay of the H3 amino terminus- and K9me-binding activities of the multidomain hUHRF1 protein. We show that the phosphoinositide PI5P interacts simultaneously with two distant flexible linker regions connecting distinct domains of hUHRF1. The binding is dependent on both, the polar head group, and the acyl part of the phospholipid and induces a conformational rearrangement juxtaposing the H3 amino terminus and K9me3 recognition modules of the protein. In consequence, the two features of the H3 tail are bound in a multivalent, synergistic manner. Our work highlights a previously unidentified molecular function for PI5P outside of the context of lipid mono- or bilayers and establishes a molecular paradigm for the allosteric regulation of complex, multidomain chromatin modulators by small cellular molecules.
Collapse
Affiliation(s)
- Papita Mandal
- Bioscience Program, Biological and Environmental Science and Engineering Division, King Abdullah University of Science and Technology (KAUST), Thuwal 23955, Kingdom of Saudi Arabia
| | - Karthik Eswara
- Bioscience Program, Biological and Environmental Science and Engineering Division, King Abdullah University of Science and Technology (KAUST), Thuwal 23955, Kingdom of Saudi Arabia
| | - Zhadyra Yerkesh
- Bioscience Program, Biological and Environmental Science and Engineering Division, King Abdullah University of Science and Technology (KAUST), Thuwal 23955, Kingdom of Saudi Arabia
| | - Vladlena Kharchenko
- Bioscience Program, Biological and Environmental Science and Engineering Division, King Abdullah University of Science and Technology (KAUST), Thuwal 23955, Kingdom of Saudi Arabia
| | - Levani Zandarashvili
- Department of Biochemistry and Biophysics, Penn Center for Genome Integrity, Epigenetics Institute, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA 19104, USA
| | - Kacper Szczepski
- Bioscience Program, Biological and Environmental Science and Engineering Division, King Abdullah University of Science and Technology (KAUST), Thuwal 23955, Kingdom of Saudi Arabia
| | - Dalila Bensaddek
- Core Laboratories, King Abdullah University of Science and Technology (KAUST), Thuwal 23955, Kingdom of Saudi Arabia
| | - Łukasz Jaremko
- Bioscience Program, Biological and Environmental Science and Engineering Division, King Abdullah University of Science and Technology (KAUST), Thuwal 23955, Kingdom of Saudi Arabia
| | - Ben E. Black
- Department of Biochemistry and Biophysics, Penn Center for Genome Integrity, Epigenetics Institute, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA 19104, USA
| | - Wolfgang Fischle
- Bioscience Program, Biological and Environmental Science and Engineering Division, King Abdullah University of Science and Technology (KAUST), Thuwal 23955, Kingdom of Saudi Arabia
| |
Collapse
|
6
|
Moorhouse AJ, Loats AE, Medler KF, Roberts SG. The BASP1 transcriptional corepressor modifies chromatin through lipid-dependent and lipid-independent mechanisms. iScience 2022; 25:104796. [PMID: 35982799 PMCID: PMC9379585 DOI: 10.1016/j.isci.2022.104796] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/22/2022] [Revised: 03/22/2022] [Accepted: 07/14/2022] [Indexed: 12/01/2022] Open
Abstract
The transcriptional corepressor BASP1 requires N-terminal myristoylation for its activity and functions through interactions with nuclear lipids. Here we determine the role of BASP1 lipidation in histone modification and the modulation of chromatin accessibility. We find that the removal of the active histone modifications H3K9ac and H3K4me3 by BASP1 requires the N-terminal myristoylation of BASP1. In contrast, the placement of the repressive histone modification, H3K27me3, by BASP1 does not require BASP1 lipidation. RNA-seq and ATAC-seq analysis finds that BASP1 regulates the activity of multiple transcription factors and induces extensive changes in chromatin accessibility. We find that ∼50% of BASP1 target genes show lipidation-dependent chromatin compaction and transcriptional repression. Our results suggest that BASP1 elicits both lipid-dependent and lipid-independent functions in histone modification and transcriptional repression. In accordance with this, we find that the tumor suppressor activity of BASP1 is also partially dependent on its myristoylation.
Collapse
Affiliation(s)
| | - Amy E. Loats
- School of Cellular and Molecular Medicine, University of Bristol, Bristol BS8 1TD, UK
| | - Kathryn F. Medler
- Department of Biological Sciences, University at Buffalo, Buffalo, NY 14260, USA
| | - Stefan G.E. Roberts
- School of Cellular and Molecular Medicine, University of Bristol, Bristol BS8 1TD, UK
- Department of Biological Sciences, University at Buffalo, Buffalo, NY 14260, USA
| |
Collapse
|
7
|
Yamaguchi K, Chen X, Oji A, Hiratani I, Defossez PA. Large-Scale Chromatin Rearrangements in Cancer. Cancers (Basel) 2022; 14:cancers14102384. [PMID: 35625988 PMCID: PMC9139990 DOI: 10.3390/cancers14102384] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/16/2022] [Revised: 05/07/2022] [Accepted: 05/09/2022] [Indexed: 12/12/2022] Open
Abstract
Simple Summary Cancers have many genetic mutations such as nucleotide changes, deletions, amplifications, and chromosome gains or losses. Some of these genetic alterations directly contribute to the initiation and progression of tumors. In parallel to these genetic changes, cancer cells acquire modifications to their chromatin landscape, i.e., to the marks that are carried by DNA and the histone proteins it is associated with. These “epimutations” have consequences for gene expression and genome stability, and also contribute to tumoral initiation and progression. Some of these chromatin changes are very local, affecting just one or a few genes. In contrast, some chromatin alterations observed in cancer are more widespread and affect a large part of the genome. In this review, we present different types of large-scale chromatin rearrangements in cancer, explain how they may occur, and why they are relevant for cancer diagnosis and treatment. Abstract Epigenetic abnormalities are extremely widespread in cancer. Some of them are mere consequences of transformation, but some actively contribute to cancer initiation and progression; they provide powerful new biological markers, as well as new targets for therapies. In this review, we examine the recent literature and focus on one particular aspect of epigenome deregulation: large-scale chromatin changes, causing global changes of DNA methylation or histone modifications. After a brief overview of the one-dimension (1D) and three-dimension (3D) epigenome in healthy cells and of its homeostasis mechanisms, we use selected examples to describe how many different events (mutations, changes in metabolism, and infections) can cause profound changes to the epigenome and fuel cancer. We then present the consequences for therapies and briefly discuss the role of single-cell approaches for the future progress of the field.
Collapse
Affiliation(s)
- Kosuke Yamaguchi
- UMR7216 Epigenetics and Cell Fate, Université Paris Cité, CNRS, F-75006 Paris, France; (K.Y.); (X.C.)
| | - Xiaoying Chen
- UMR7216 Epigenetics and Cell Fate, Université Paris Cité, CNRS, F-75006 Paris, France; (K.Y.); (X.C.)
| | - Asami Oji
- RIKEN Center for Biosystems Dynamics Research (RIKEN BDR), Kobe 650-0047, Japan; (A.O.); (I.H.)
| | - Ichiro Hiratani
- RIKEN Center for Biosystems Dynamics Research (RIKEN BDR), Kobe 650-0047, Japan; (A.O.); (I.H.)
| | - Pierre-Antoine Defossez
- UMR7216 Epigenetics and Cell Fate, Université Paris Cité, CNRS, F-75006 Paris, France; (K.Y.); (X.C.)
- Correspondence: ; Tel.: +33-157278916
| |
Collapse
|