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Baek S, Lee I. Single-cell ATAC sequencing analysis: From data preprocessing to hypothesis generation. Comput Struct Biotechnol J 2020; 18:1429-1439. [PMID: 32637041 PMCID: PMC7327298 DOI: 10.1016/j.csbj.2020.06.012] [Citation(s) in RCA: 65] [Impact Index Per Article: 16.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/29/2020] [Revised: 06/03/2020] [Accepted: 06/07/2020] [Indexed: 12/21/2022] Open
Abstract
Most genetic variations associated with human complex traits are located in non-coding genomic regions. Therefore, understanding the genotype-to-phenotype axis requires a comprehensive catalog of functional non-coding genomic elements, most of which are involved in epigenetic regulation of gene expression. Genome-wide maps of open chromatin regions can facilitate functional analysis of cis- and trans-regulatory elements via their connections with trait-associated sequence variants. Currently, Assay for Transposase Accessible Chromatin with high-throughput sequencing (ATAC-seq) is considered the most accessible and cost-effective strategy for genome-wide profiling of chromatin accessibility. Single-cell ATAC-seq (scATAC-seq) technology has also been developed to study cell type-specific chromatin accessibility in tissue samples containing a heterogeneous cellular population. However, due to the intrinsic nature of scATAC-seq data, which are highly noisy and sparse, accurate extraction of biological signals and devising effective biological hypothesis are difficult. To overcome such limitations in scATAC-seq data analysis, new methods and software tools have been developed over the past few years. Nevertheless, there is no consensus for the best practice of scATAC-seq data analysis yet. In this review, we discuss scATAC-seq technology and data analysis methods, ranging from preprocessing to downstream analysis, along with an up-to-date list of published studies that involved the application of this method. We expect this review will provide a guideline for successful data generation and analysis methods using appropriate software tools and databases for the study of chromatin accessibility at single-cell resolution.
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Affiliation(s)
- Seungbyn Baek
- Department of Biotechnology, College of Life Science & Biotechnology, Yonsei University, Seoul 03722, Korea
| | - Insuk Lee
- Department of Biotechnology, College of Life Science & Biotechnology, Yonsei University, Seoul 03722, Korea
- Department of Biomedical Systems Informatics, Yonsei University College of Medicine, Seoul 03722, Korea
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2
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Chai P, Jia R, Jia R, Pan H, Wang S, Ni H, Wang H, Zhou C, Shi Y, Ge S, Zhang H, Fan X. Dynamic chromosomal tuning of a novel GAU1 lncing driver at chr12p13.32 accelerates tumorigenesis. Nucleic Acids Res 2018; 46:6041-6056. [PMID: 29741668 PMCID: PMC6158754 DOI: 10.1093/nar/gky366] [Citation(s) in RCA: 21] [Impact Index Per Article: 3.5] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/06/2018] [Revised: 04/02/2018] [Accepted: 04/26/2018] [Indexed: 12/11/2022] Open
Abstract
Aberrant chromatin transformation dysregulates gene expression and may be an important driver of tumorigenesis. However, the functional role of chromosomal dynamics in tumorigenesis remains to be elucidated. Here, using in vitro and in vivo experiments, we reveal a novel long noncoding (lncing) driver at chr12p13.3, in which a novel lncRNA GALNT8 Antisense Upstream 1 (GAU1) is initially activated by an open chromatin status, triggering recruitment of the transcription elongation factor TCEA1 at the oncogene GALNT8 promoter and cis-activates the expression of GALNT8. Analysis of The Cancer Genome Atlas (TCGA) clinical database revealed that the GAU1/GALNT8 driver serves as an important indicative biomarker, and targeted silencing of GAU1 via the HKP-encapsulated method exhibited therapeutic efficacy in orthotopic xenografts. Our study presents a novel oncogenetic mechanism in which aberrant tuning of the chromatin state at specific chromosomal loci exposes factor-binding sites, leading to recruitment of trans-factor and activation of oncogenetic driver, thereby provide a novel alternative concept of chromatin dynamics in tumorigenesis.
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MESH Headings
- Adult
- Animals
- Biomarkers, Tumor
- Carcinogenesis/genetics
- Cell Line
- Cells, Cultured
- Chromatin/metabolism
- Chromosomes, Human, Pair 12
- Disease Progression
- Gene Expression Regulation, Neoplastic
- Humans
- Male
- Mice, Inbred BALB C
- Mice, Nude
- N-Acetylgalactosaminyltransferases/genetics
- N-Acetylgalactosaminyltransferases/metabolism
- Neuroblastoma/genetics
- Neuroblastoma/metabolism
- Promoter Regions, Genetic
- RNA, Long Noncoding/genetics
- RNA, Long Noncoding/metabolism
- Retinal Neoplasms/genetics
- Retinal Neoplasms/metabolism
- Retinal Neoplasms/pathology
- Retinoblastoma/genetics
- Retinoblastoma/metabolism
- Retinoblastoma/pathology
- Transcriptional Elongation Factors/metabolism
- Polypeptide N-acetylgalactosaminyltransferase
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Affiliation(s)
- Peiwei Chai
- Department of Ophthalmology, Ninth People's Hospital, Shanghai JiaoTong University School of Medicine, Shanghai 200025, P.R. China
| | - Ruobing Jia
- Department of Ophthalmology, Ninth People's Hospital, Shanghai JiaoTong University School of Medicine, Shanghai 200025, P.R. China
| | - Renbing Jia
- Department of Ophthalmology, Ninth People's Hospital, Shanghai JiaoTong University School of Medicine, Shanghai 200025, P.R. China
| | - Hui Pan
- Department of Ophthalmology, Ninth People's Hospital, Shanghai JiaoTong University School of Medicine, Shanghai 200025, P.R. China
| | - Shaoyun Wang
- Department of Ophthalmology, Ninth People's Hospital, Shanghai JiaoTong University School of Medicine, Shanghai 200025, P.R. China
| | - Hongyan Ni
- Department of Ophthalmology, Ninth People's Hospital, Shanghai JiaoTong University School of Medicine, Shanghai 200025, P.R. China
| | - Huixue Wang
- Department of Ophthalmology, Ninth People's Hospital, Shanghai JiaoTong University School of Medicine, Shanghai 200025, P.R. China
| | - Chuandi Zhou
- Department of Ophthalmology, Ninth People's Hospital, Shanghai JiaoTong University School of Medicine, Shanghai 200025, P.R. China
| | - Yingyun Shi
- Department of Ophthalmology, Ninth People's Hospital, Shanghai JiaoTong University School of Medicine, Shanghai 200025, P.R. China
| | - Shengfang Ge
- Department of Ophthalmology, Ninth People's Hospital, Shanghai JiaoTong University School of Medicine, Shanghai 200025, P.R. China
| | - He Zhang
- Department of Ophthalmology, Ninth People's Hospital, Shanghai JiaoTong University School of Medicine, Shanghai 200025, P.R. China
| | - Xianqun Fan
- Department of Ophthalmology, Ninth People's Hospital, Shanghai JiaoTong University School of Medicine, Shanghai 200025, P.R. China
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Zhou Y, Oskolkov N, Shcherbina L, Ratti J, Kock KH, Su J, Martin B, Oskolkova MZ, Göransson O, Bacon J, Li W, Bucciarelli S, Cilio C, Brazma A, Thatcher B, Rung J, Wierup N, Renström E, Groop L, Hansson O. HMGB1 binds to the rs7903146 locus in TCF7L2 in human pancreatic islets. Mol Cell Endocrinol 2016; 430:138-45. [PMID: 26845344 DOI: 10.1016/j.mce.2016.01.027] [Citation(s) in RCA: 13] [Impact Index Per Article: 1.6] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 10/02/2015] [Revised: 01/19/2016] [Accepted: 01/28/2016] [Indexed: 02/03/2023]
Abstract
The intronic SNP rs7903146 in the T-cell factor 7-like 2 gene (TCF7L2) is the common genetic variant most highly associated with Type 2 diabetes known to date. The risk T-allele is located in an open chromatin region specific to human pancreatic islets of Langerhans, thereby accessible for binding of regulatory proteins. The risk T-allele locus exhibits stronger enhancer activity compared to the non-risk C-allele. The aim of this study was to identify transcriptional regulators that bind the open chromatin region in the rs7903146 locus and thereby potentially regulate TCF7L2 expression and activity. Using affinity chromatography followed by Edman sequencing, we identified one candidate regulatory protein, i.e. high-mobility group protein B1 (HMGB1). The binding of HMGB1 to the rs7903146 locus was confirmed in pancreatic islets from human deceased donors, in HCT116 and in HEK293 cell lines using: (i) protein purification on affinity columns followed by Western blot, (ii) chromatin immunoprecipitation followed by qPCR and (iii) electrophoretic mobility shift assay. The results also suggested that HMGB1 might have higher binding affinity to the C-allele of rs7903146 compared to the T-allele, which was supported in vitro using Dynamic Light Scattering, possibly in a tissue-specific manner. The functional consequence of HMGB1 depletion in HCT116 and INS1 cells was reduced insulin and TCF7L2 mRNA expression, TCF7L2 transcriptional activity and glucose stimulated insulin secretion. These findings suggest that the rs7903146 locus might exert its enhancer function by interacting with HMGB1 in an allele dependent manner.
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Affiliation(s)
- Yuedan Zhou
- Department of Clinical Sciences, CRC, Lund University, Malmö, 20502, Sweden
| | - Nikolay Oskolkov
- Department of Clinical Sciences, CRC, Lund University, Malmö, 20502, Sweden
| | - Liliya Shcherbina
- Department of Clinical Sciences, CRC, Lund University, Malmö, 20502, Sweden
| | - Joyce Ratti
- Department of Biochemistry, University of Cambridge, CB2 1GA, Cambridge, UK
| | - Kian-Hong Kock
- Department of Biochemistry, University of Cambridge, CB2 1GA, Cambridge, UK
| | - Jing Su
- European Bioinformatics Institute, Functional Genomics, Hinxton, Cambridge CB10 1SD, UK
| | - Brian Martin
- National Institute of Mental Health NIMH, National Institutes of Health, Bethesda, MD 20892, USA
| | | | - Olga Göransson
- Department of Clinical Sciences, CRC, Lund University, Malmö, 20502, Sweden
| | - Julie Bacon
- Department of Clinical Sciences, CRC, Lund University, Malmö, 20502, Sweden
| | - Weimin Li
- Department of Physical Chemistry, Lund University, Lund, 22100, Sweden
| | | | - Corrado Cilio
- Department of Clinical Sciences, CRC, Lund University, Malmö, 20502, Sweden
| | - Alvis Brazma
- European Bioinformatics Institute, Functional Genomics, Hinxton, Cambridge CB10 1SD, UK
| | - Bradley Thatcher
- Department of Clinical Sciences, CRC, Lund University, Malmö, 20502, Sweden
| | - Johan Rung
- European Bioinformatics Institute, Functional Genomics, Hinxton, Cambridge CB10 1SD, UK
| | - Nils Wierup
- Department of Clinical Sciences, CRC, Lund University, Malmö, 20502, Sweden
| | - Erik Renström
- Department of Clinical Sciences, CRC, Lund University, Malmö, 20502, Sweden
| | - Leif Groop
- Department of Clinical Sciences, CRC, Lund University, Malmö, 20502, Sweden
| | - Ola Hansson
- Department of Clinical Sciences, CRC, Lund University, Malmö, 20502, Sweden.
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Huerta-Chagoya A, Vázquez-Cárdenas P, Moreno-Macías H, Tapia-Maruri L, Rodríguez-Guillén R, López-Vite E, García-Escalante G, Escobedo-Aguirre F, Parra-Covarrubias A, Cordero-Brieño R, Manzo-Carrillo L, Zacarías-Castillo R, Vargas-García C, Aguilar-Salinas C, Tusié-Luna T. Genetic determinants for gestational diabetes mellitus and related metabolic traits in Mexican women. PLoS One 2015; 10:e0126408. [PMID: 25973943 PMCID: PMC4431878 DOI: 10.1371/journal.pone.0126408] [Citation(s) in RCA: 55] [Impact Index Per Article: 6.1] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/29/2014] [Accepted: 03/05/2015] [Indexed: 12/13/2022] Open
Abstract
Epidemiological and physiological similarities among Gestational Diabetes Mellitus (GDM) and Type 2 Diabetes (T2D) suggest that both diseases, share a common genetic background. T2D risk variants have been associated to GDM susceptibility. However, the genetic architecture of GDM is not yet completely understood. We analyzed 176 SNPs for 115 loci previously associated to T2D, GDM and body mass index (BMI), as well as a set of 118 Ancestry Informative Markers (AIMs), in 750 pregnant Mexican women. Association with GDM was found for two of the most frequently replicated T2D loci: a TCF7L2 haplotype (CTTC: rs7901695, rs4506565, rs7903146, rs12243326; P=2.16x10-06; OR=2.95) and a KCNQ1 haplotype (TTT: rs2237892, rs163184, rs2237897; P=1.98x10-05; OR=0.55). In addition, we found two loci associated to glycemic traits: CENTD2 (60’ OGTT glycemia: rs1552224, P=0.03727) and MTNR1B (HOMA B: rs1387153, P=0.05358). Remarkably, a major susceptibility SLC16A11 locus for T2D in Mexicans was not shown to play a role in GDM risk. The fact that two of the main T2D associated loci also contribute to the risk of developing GDM in Mexicans, confirm that both diseases share a common genetic background. However, lack of association with a Native American contribution T2D risk haplotype, SLC16A11, suggests that other genetic mechanisms may be in play for GDM.
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Affiliation(s)
- Alicia Huerta-Chagoya
- Unidad de Biología Molecular y Medicina Genómica, Instituto de Investigaciones Biomédicas, UNAM / Instituto Nacional de Ciencias Médicas y Nutrición Salvador Zubirán, D.F., Mexico City, Mexico
| | - Paola Vázquez-Cárdenas
- Unidad de Biología Molecular y Medicina Genómica, Instituto de Investigaciones Biomédicas, UNAM / Instituto Nacional de Ciencias Médicas y Nutrición Salvador Zubirán, D.F., Mexico City, Mexico
| | | | - Leonardo Tapia-Maruri
- Unidad de Biología Molecular y Medicina Genómica, Instituto de Investigaciones Biomédicas, UNAM / Instituto Nacional de Ciencias Médicas y Nutrición Salvador Zubirán, D.F., Mexico City, Mexico
| | - Rosario Rodríguez-Guillén
- Unidad de Biología Molecular y Medicina Genómica, Instituto de Investigaciones Biomédicas, UNAM / Instituto Nacional de Ciencias Médicas y Nutrición Salvador Zubirán, D.F., Mexico City, Mexico
| | - Erika López-Vite
- Departamento de Ginelocología y Obstetricia, Hospital General O´Horan, Mérida, Yucatán, México
| | | | - Fernando Escobedo-Aguirre
- Departamento de Ginecología y Medicina Perinatal, Centro Médico Nacional 20 de Noviembre, D.F., Mexico City, Mexico
| | | | - Roberto Cordero-Brieño
- Departamento de Ginecología y Obstetricia, Hospital General Manuel Gea González, D.F., Mexico City, Mexico
| | - Lizette Manzo-Carrillo
- Departamento de Ginecología y Obstetricia, Hospital General Manuel Gea González, D.F., Mexico City, Mexico
| | - Rogelio Zacarías-Castillo
- Departamento de Ginecología y Obstetricia, Hospital General Manuel Gea González, D.F., Mexico City, Mexico
| | - Carlos Vargas-García
- Departamento de Ginecología y Obstetricia, Centro de Investigación Materno Infantil GEN, D.F., Mexico City, Mexico
| | - Carlos Aguilar-Salinas
- Departamento de Endocrinología y Metabolismo, Instituto Nacional de Ciencias Médicas y Nutrición Salcador Zubirán, D.F., Mexico City, Mexico
| | - Teresa Tusié-Luna
- Unidad de Biología Molecular y Medicina Genómica, Instituto de Investigaciones Biomédicas, UNAM / Instituto Nacional de Ciencias Médicas y Nutrición Salvador Zubirán, D.F., Mexico City, Mexico
- * E-mail:
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5
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Abstract
That each of us is truly biologically unique, extending to even monozygotic, "identical" twins, is not fully appreciated. Now that it is possible to perform a comprehensive "omic" assessment of an individual, including one's DNA and RNA sequence and at least some characterization of one's proteome, metabolome, microbiome, autoantibodies, and epigenome, it has become abundantly clear that each of us has truly one-of-a-kind biological content. Well beyond the allure of the matchless fingerprint or snowflake concept, these singular, individual data and information set up a remarkable and unprecedented opportunity to improve medical treatment and develop preventive strategies to preserve health.
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Affiliation(s)
- Eric J Topol
- The Scripps Translational Science Institute, The Scripps Research Institute and Scripps Health, La Jolla, CA 92037, USA.
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Ip W, Chiang YTA, Jin T. The involvement of the wnt signaling pathway and TCF7L2 in diabetes mellitus: The current understanding, dispute, and perspective. Cell Biosci 2012; 2:28. [PMID: 22892353 PMCID: PMC3468386 DOI: 10.1186/2045-3701-2-28] [Citation(s) in RCA: 70] [Impact Index Per Article: 5.8] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/08/2012] [Accepted: 06/19/2012] [Indexed: 12/17/2022] Open
Abstract
The Wnt signaling pathway was initially discovered for its role in tumorigenesis and the development of Drosophila and other eukaryotic organisms. The key effector of this pathway, the bipartite transcription factor β-cat/TCF, is formed by free β-catenin (β-cat) and a TCF protein, including TCF7L2. Extensive recent investigations have highlighted the role of the Wnt signaling pathway in metabolic homeostasis and its implication in diabetes and other metabolic diseases. Genome-wide association studies have shown that several key components of the Wnt signaling pathway are implicated in metabolic homeostasis and the development of type 2 diabetes (T2D). Despite controversial observations regarding the role of Wnt signaling in the development and function of pancreatic islets, the discovery of the association between certain single nucleotide polymorphisms of TCF7L2 and T2D susceptibility has fueled great efforts to explore the role of Wnt signaling in the function of pancreatic β-cells and glucose homeostasis. Here we have introduced our basic understanding of the canonical Wnt signaling pathway, summarized our current knowledge on its implication in metabolic homeostasis and T2D, discussed the work on TCF7L2 as a T2D susceptibility gene, and presented the controversial role of Wnt signaling and TCF7L2 in pancreatic islets as well as their potential metabolic function in other organs. We then expanded our view into the crosstalk among Wnt, insulin and FOXO signaling cascades, which further illustrates the complexity of the Wnt signaling pathway in metabolic homeostasis. Finally, we have presented our perspectives.
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Affiliation(s)
- Wilfred Ip
- Institute of Medical Science, University of Toronto, Toronto, Canada.
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Chiang YTA, Ip W, Jin T. The role of the Wnt signaling pathway in incretin hormone production and function. Front Physiol 2012; 3:273. [PMID: 22934027 PMCID: PMC3429047 DOI: 10.3389/fphys.2012.00273] [Citation(s) in RCA: 34] [Impact Index Per Article: 2.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/04/2012] [Accepted: 06/26/2012] [Indexed: 12/23/2022] Open
Abstract
Glucose metabolism is tightly controlled by multiple hormones and neurotransmitters in response to nutritional, environmental, and emotional changes. In addition to insulin and glucagon produced by pancreatic islets, two incretin hormones, namely glucagon-like peptide-1 (GLP-1) and gastric inhibitory polypeptide (GIP, also known as glucose-dependent insulinotropic peptide), also play important roles in blood glucose homeostasis. The incretin hormones mainly exert their regulatory effects via their corresponding receptors, which are expressed in pancreatic islets as well as many other extra-pancreatic organs. Recent studies have shown that the genes which encode these two incretin hormones can be regulated by the effectors of the Wnt signaling pathway, including TCF7L2, a transcription factor identified recently by extensive genome wide association studies as an important type 2 diabetes risk gene. Interestingly, TCF7L2 and β-catenin (β-cat), another effector of Wnt signaling pathway, may also mediate the function of the incretin hormones as well as the expression of their receptors in pancreatic β-cells. In this review, we have introduced the incretin hormones and the Wnt signaling pathway, summarized recent findings in the field, and provided our perspectives.
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Affiliation(s)
- Yu-Ting A Chiang
- Department of Physiology, University of Toronto Toronto, ON, Canada
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