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Li Y, Ma A, Wang Y, Guo Q, Wang C, Fu H, Liu B, Ma Q. Enhancer-driven gene regulatory networks inference from single-cell RNA-seq and ATAC-seq data. Brief Bioinform 2024; 25:bbae369. [PMID: 39082647 PMCID: PMC11289686 DOI: 10.1093/bib/bbae369] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/02/2024] [Revised: 06/19/2024] [Accepted: 07/15/2024] [Indexed: 08/03/2024] Open
Abstract
Deciphering the intricate relationships between transcription factors (TFs), enhancers, and genes through the inference of enhancer-driven gene regulatory networks (eGRNs) is crucial in understanding gene regulatory programs in a complex biological system. This study introduces STREAM, a novel method that leverages a Steiner forest problem model, a hybrid biclustering pipeline, and submodular optimization to infer eGRNs from jointly profiled single-cell transcriptome and chromatin accessibility data. Compared to existing methods, STREAM demonstrates enhanced performance in terms of TF recovery, TF-enhancer linkage prediction, and enhancer-gene relation discovery. Application of STREAM to an Alzheimer's disease dataset and a diffuse small lymphocytic lymphoma dataset reveals its ability to identify TF-enhancer-gene relations associated with pseudotime, as well as key TF-enhancer-gene relations and TF cooperation underlying tumor cells.
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Affiliation(s)
- Yang Li
- Department of Biomedical Informatics, College of Medicine, The Ohio State University, Columbus, OH 43210, United States
| | - Anjun Ma
- Department of Biomedical Informatics, College of Medicine, The Ohio State University, Columbus, OH 43210, United States
- Pelotonia Institute for Immuno-Oncology, The James Comprehensive Cancer Center, The Ohio State University, Columbus, OH 43210, United States
| | - Yizhong Wang
- School of Mathematics, Shandong University, Jinan, Shandong 250100, China
| | - Qi Guo
- Department of Biomedical Informatics, College of Medicine, The Ohio State University, Columbus, OH 43210, United States
| | - Cankun Wang
- Department of Biomedical Informatics, College of Medicine, The Ohio State University, Columbus, OH 43210, United States
| | - Hongjun Fu
- Department of Neuroscience, College of Medicine, The Ohio State University, Columbus, OH 43210, United States
| | - Bingqiang Liu
- School of Mathematics, Shandong University, Jinan, Shandong 250100, China
| | - Qin Ma
- Department of Biomedical Informatics, College of Medicine, The Ohio State University, Columbus, OH 43210, United States
- Pelotonia Institute for Immuno-Oncology, The James Comprehensive Cancer Center, The Ohio State University, Columbus, OH 43210, United States
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Arakawa T, Yoshimi T, Azuma M, Tachibana T. Production of a monoclonal antibody specific for Pou5f1/Oct4. Monoclon Antib Immunodiagn Immunother 2014; 32:229-31. [PMID: 23750483 DOI: 10.1089/mab.2013.0004] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/01/2023] Open
Abstract
Pou5f1/Oct4, a member of the POU transcription factor family, is exclusively expressed in embryonic stem cells, which are involved in self-renewal and maintaining pluripotency. In the present study, we report on the establishment of a monoclonal antibody that is specific for Oct4 using the rat medial iliac lymph node method. In an immunoblotting analysis, our antibody detected endogenous Oct4. In addition, immunocytochemical staining using the antibody revealed the nuclear localization of Oct4. This monoclonal antibody has the potential for use in the further analysis of Oct4 function in stem cells.
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Affiliation(s)
- Tatsuhiko Arakawa
- Department of Bioengineering, Graduate School of Engineering, Osaka City University, Osaka, Japan
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Yoshimura S, Harada A, Odawara J, Azuma M, Okada S, Nakamura M, Ohkawa Y, Tachibana T. Rat monoclonal antibody specific for the chromatin remodeling factor, CHD1. Hybridoma (Larchmt) 2010; 29:237-40. [PMID: 20568999 DOI: 10.1089/hyb.2009.0106] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.1] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/13/2022]
Abstract
CHD1 is a subfamily member of the CHD family, which possesses a chromodomain, a helicase domain, and a DNA-binding domain. The CHD family regulates gene expression by contributing to ATP-dependent chromatin remodeling. CHD1 exists in the transcriptionally active region and alters the chromatin structure. Little is known about the function of endogenous CHD1, however, and studies have been hindered by the lack of an antibody specific for CHD1 in mammals. In the present study, we established a monoclonal antibody specifically against CHD1 using the rat medial iliac lymph node method. Immunoblot analysis using our monoclonal antibody showed specific binding to CHD1, allowing us to identify the deduced full-length CHD1. In addition, cell immunostaining clearly revealed the nuclear localization of CHD1. This monoclonal antibody will be useful for further analysis of CHD1 function in mammals.
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Affiliation(s)
- Saori Yoshimura
- Department of Bioengineering, Graduate School of Engineering, Osaka City University, Osaka, Japan
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Harada A, Ohkawa Y, Ao S, Odawara J, Okada S, Azuma M, Nishiyama Y, Nakamura M, Tachibana T. Rat monoclonal antibody specific for MyoD. Hybridoma (Larchmt) 2010; 29:255-8. [PMID: 20569002 DOI: 10.1089/hyb.2009.0117] [Citation(s) in RCA: 5] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/13/2022]
Abstract
Myogenic determination 1 (MyoD) is a myogenic regulatory factor (MRF) possessing a basic domain and a helix-loop-helix domain. MRFs play a critical role in myoblast fate and terminal differentiation. MyoD is a transcriptional factor that induces transcription by binding with gene regulatory factors expressed in skeletal muscle. As a master gene, MyoD also determines skeletal muscle differentiation. In this study, we established a monoclonal antibody specific for MyoD using the rat medial iliac lymph node method. Immunoblot analysis revealed that our monoclonal antibody against MyoD could identify full-length MyoD. Moreover, immunocytochemical staining revealed a change in the expression of MyoD at the skeletal muscle differentiation stage. This monoclonal antibody against MyoD allows for further studies to elucidate the mechanism by which MyoD influences skeletal muscle differentiation.
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Affiliation(s)
- Akihito Harada
- Department of Epigenetics, SSP Stem Cell Unit, Faculty of Medicine, Kyushu University, Fukuoka, Japan
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Harada A, Yoshimura S, Odawara J, Azuma M, Okada S, Nakamura M, Tachibana T, Ohkawa Y. Generation of a rat monoclonal antibody specific for CHD2. Hybridoma (Larchmt) 2010; 29:173-7. [PMID: 20443711 DOI: 10.1089/hyb.2009.0090] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/11/2022]
Abstract
CHD2 is a member of the CHD family that contains chromodomain, helicase domain as well as DNA-binding domain. The CHD family is involved in gene expression and transcription by ATP-dependent chromatin remodeling. Analysis of mutant mouse revealed that CHD2 is involved in development as well as hematopoiesis, which suggests the involvement of CHD2 in gene expression. However, CHD2 has not yet been analyzed biochemically as there is no specific antibody against it. Here, we report on the establishment of specific monoclonal antibody (MAb) against CHD2 utilizing a rat medial iliac lymph node method. Through cell immunostaining utilizing established MAb to CHD2, we confirmed that CHD2 was localized in euchromatin. Additionally, IP-Western revealed that the expression level of full-length CHD2 did not change during the differentiation stage. Additionally, a specific signal was confirmed around 95 kDa at the undifferentiated stage. This clearly indicated that CHD2 was involved in specific gene expression at this stage. Thus, this antibody can contribute to elucidating the function of CHD2 in cell expression.
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Affiliation(s)
- Akihito Harada
- Department of Epigenetics, SSP Stem Cell Unit, Faculty of Medicine, Kyushu University, Fukuoka, Japan
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Kotani M, Harada A, Odawara J, Azuma M, Okada S, Nishiyama Y, Nakamura M, Tachibana T, Ohkawa Y. Monoclonal Antibody Specific for Dhx9/NDHII/RHA. Hybridoma (Larchmt) 2010; 29:259-61. [DOI: 10.1089/hyb.2009.0107] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/13/2022]
Affiliation(s)
- Manato Kotani
- Department of Bioengineering, Graduate School of Engineering, Osaka City University, Osaka, Japan
| | - Akihito Harada
- Department of Epigenetics, SSP Stem Cell Unit, Faculty of Medicine, Kyushu University, Fukuoka, Japan
| | - Jun Odawara
- Department of Epigenetics, SSP Stem Cell Unit, Faculty of Medicine, Kyushu University, Fukuoka, Japan
| | - Masayuki Azuma
- Department of Bioengineering, Graduate School of Engineering, Osaka City University, Osaka, Japan
| | - Seiji Okada
- Department of Epigenetics, SSP Stem Cell Unit, Faculty of Medicine, Kyushu University, Fukuoka, Japan
| | - Yuko Nishiyama
- Department of Epigenetics, SSP Stem Cell Unit, Faculty of Medicine, Kyushu University, Fukuoka, Japan
| | - Mako Nakamura
- Department of Epigenetics, SSP Stem Cell Unit, Faculty of Medicine, Kyushu University, Fukuoka, Japan
| | - Taro Tachibana
- Department of Bioengineering, Graduate School of Engineering, Osaka City University, Osaka, Japan
| | - Yasuyuki Ohkawa
- Department of Epigenetics, SSP Stem Cell Unit, Faculty of Medicine, Kyushu University, Fukuoka, Japan
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