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Yang Y, Zhang Y, Ren J, Feng K, Li Z, Huang T, Cai Y. Identification of Colon Immune Cell Marker Genes Using Machine Learning Methods. Life (Basel) 2023; 13:1876. [PMID: 37763280 PMCID: PMC10532943 DOI: 10.3390/life13091876] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/30/2023] [Revised: 08/24/2023] [Accepted: 09/04/2023] [Indexed: 09/29/2023] Open
Abstract
Immune cell infiltration that occurs at the site of colon tumors influences the course of cancer. Different immune cell compositions in the microenvironment lead to different immune responses and different therapeutic effects. This study analyzed single-cell RNA sequencing data in a normal colon with the aim of screening genetic markers of 25 candidate immune cell types and revealing quantitative differences between them. The dataset contains 25 classes of immune cells, 41,650 cells in total, and each cell is expressed by 22,164 genes at the expression level. They were fed into a machine learning-based stream. The five feature ranking algorithms (last absolute shrinkage and selection operator, light gradient boosting machine, Monte Carlo feature selection, minimum redundancy maximum relevance, and random forest) were first used to analyze the importance of gene features, yielding five feature lists. Then, incremental feature selection and two classification algorithms (decision tree and random forest) were combined to filter the most important genetic markers from each list. For different immune cell subtypes, their marker genes, such as KLRB1 in CD4 T cells, RPL30 in B cell IGA plasma cells, and JCHAIN in IgG producing B cells, were identified. They were confirmed to be differentially expressed in different immune cells and involved in immune processes. In addition, quantitative rules were summarized by using the decision tree algorithm to distinguish candidate immune cell types. These results provide a reference for exploring the cell composition of the colon cancer microenvironment and for clinical immunotherapy.
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Affiliation(s)
- Yong Yang
- Qianwei Hospital of Jilin Province, Changchun 130012, China;
| | - Yuhang Zhang
- Channing Division of Network Medicine, Brigham and Women’s Hospital, Harvard Medical School, Boston, MA 02115, USA;
| | - Jingxin Ren
- School of Life Sciences, Shanghai University, Shanghai 200444, China;
| | - Kaiyan Feng
- Department of Computer Science, Guangdong AIB Polytechnic College, Guangzhou 510507, China;
| | - Zhandong Li
- College of Biological and Food Engineering, Jilin Engineering Normal University, Changchun 130052, China;
| | - Tao Huang
- Bio-Med Big Data Center, CAS Key Laboratory of Computational Biology, Shanghai Institute of Nutrition and Health, University of Chinese Academy of Sciences, Chinese Academy of Sciences, Shanghai 200031, China
- CAS Key Laboratory of Tissue Microenvironment and Tumor, Shanghai Institute of Nutrition and Health, University of Chinese Academy of Sciences, Chinese Academy of Sciences, Shanghai 200031, China
| | - Yudong Cai
- School of Life Sciences, Shanghai University, Shanghai 200444, China;
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2
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Noguera NI, Travaglini S, Scalea S, Catalanotto C, Reale A, Zampieri M, Zaza A, Ricciardi MR, Angelini DF, Tafuri A, Ottone T, Voso MT, Zardo G. YY1 Knockdown Relieves the Differentiation Block and Restores Apoptosis in AML Cells. Cancers (Basel) 2023; 15:4010. [PMID: 37568827 PMCID: PMC10417667 DOI: 10.3390/cancers15154010] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/19/2023] [Revised: 08/01/2023] [Accepted: 08/02/2023] [Indexed: 08/13/2023] Open
Abstract
In this study we analyzed the expression of Yin and Yang 1 protein (YY1), a member of the noncanonical PcG complexes, in AML patient samples and AML cell lines and the effect of YY1 downregulation on the AML differentiation block. Our results show that YY1 is significantly overexpressed in AML patient samples and AML cell lines and that YY1 knockdown relieves the differentiation block. YY1 downregulation in two AML cell lines (HL-60 and OCI-AML3) and one AML patient sample restored the expression of members of the CEBP protein family, increased the expression of extrinsic growth factors/receptors and surface antigenic markers, induced morphological cell characteristics typical of myeloid differentiation, and sensitized cells to retinoic acid treatment and to apoptosis. Overall, our data show that YY1 is not a secondary regulator of myeloid differentiation but that, if overexpressed, it can play a predominant role in myeloid differentiation block.
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Affiliation(s)
- Nelida Ines Noguera
- Department of Biomedicine and Prevention, Tor Vergata University, 00133 Rome, Italy; (S.T.); (T.O.); (M.T.V.)
- Unit of Neuro-Oncoematologia, Santa Lucia Foundation IRCCS, 00143 Rome, Italy
| | - Serena Travaglini
- Department of Biomedicine and Prevention, Tor Vergata University, 00133 Rome, Italy; (S.T.); (T.O.); (M.T.V.)
- Unit of Neuro-Oncoematologia, Santa Lucia Foundation IRCCS, 00143 Rome, Italy
| | - Stefania Scalea
- Department of Experimental Medicine, Sapienza University, 00185 Rome, Italy;
| | - Caterina Catalanotto
- Department of Molecular Medicine, Sapienza University, 00185 Rome, Italy; (C.C.); (A.R.); (M.Z.)
| | - Anna Reale
- Department of Molecular Medicine, Sapienza University, 00185 Rome, Italy; (C.C.); (A.R.); (M.Z.)
| | - Michele Zampieri
- Department of Molecular Medicine, Sapienza University, 00185 Rome, Italy; (C.C.); (A.R.); (M.Z.)
| | - Alessandra Zaza
- Unit of Neuro-Oncoematologia, Santa Lucia Foundation IRCCS, 00143 Rome, Italy
- Department of Medical and Surgical Sciences and Biotechnologies, Sapienza University, 00185 Rome, Italy
| | - Maria Rosaria Ricciardi
- Department of Clinical and Molecular Medicine, Sapienza University, 00185 Rome, Italy; (M.R.R.); (A.T.)
| | | | - Agostino Tafuri
- Department of Clinical and Molecular Medicine, Sapienza University, 00185 Rome, Italy; (M.R.R.); (A.T.)
| | - Tiziana Ottone
- Department of Biomedicine and Prevention, Tor Vergata University, 00133 Rome, Italy; (S.T.); (T.O.); (M.T.V.)
- Unit of Neuro-Oncoematologia, Santa Lucia Foundation IRCCS, 00143 Rome, Italy
| | - Maria Teresa Voso
- Department of Biomedicine and Prevention, Tor Vergata University, 00133 Rome, Italy; (S.T.); (T.O.); (M.T.V.)
- Unit of Neuro-Oncoematologia, Santa Lucia Foundation IRCCS, 00143 Rome, Italy
| | - Giuseppe Zardo
- Department of Experimental Medicine, Sapienza University, 00185 Rome, Italy;
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3
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A BMPR2/YY1 Signaling Axis Is Required for Human Cytomegalovirus Latency in Undifferentiated Myeloid Cells. mBio 2021; 12:e0022721. [PMID: 34061599 PMCID: PMC8262994 DOI: 10.1128/mbio.00227-21] [Citation(s) in RCA: 12] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/11/2023] Open
Abstract
Human cytomegalovirus (HCMV) presents a major health burden in the immunocompromised and in stem cell transplant medicine. A lack of understanding about the mechanisms of HCMV latency in undifferentiated CD34+ stem cells, and how latency is broken for the virus to enter the lytic phase of its infective cycle, has hampered the development of essential therapeutics. Using a human induced pluripotent stem cell (iPSC) model of HCMV latency and patient-derived myeloid cell progenitors, we demonstrate that bone morphogenetic protein receptor type 2 (BMPR2) is necessary for HCMV latency. In addition, we define a crucial role for the transcription factor Yin Yang 1 (YY1) in HCMV latency; high levels of YY1 are maintained in latently infected cells as a result of BMPR2 signaling through the SMAD4/SMAD6 axis. Activation of SMAD4/6, through BMPR2, inhibits TGFbeta receptor signaling, which leads to the degradation of YY1 via induction of a cellular microRNA (miRNA), hsa-miR-29a. Pharmacological targeting of BMPR2 in progenitor cells results in the degradation of YY1 and an inability to maintain latency and renders cells susceptible to T cell killing. These data argue that BMPR2 plays a role in HCMV latency and is a new potential therapeutic target for maintaining or disrupting HCMV latency in myeloid progenitors.
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4
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Assumpção ALFV, Fu G, Singh DK, Lu Z, Kuehnl AM, Welch R, Ong IM, Wen R, Pan X. A lineage-specific requirement for YY1 Polycomb Group protein function in early T cell development. Development 2021; 148:dev.197319. [PMID: 33766932 DOI: 10.1242/dev.197319] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/24/2020] [Accepted: 03/12/2021] [Indexed: 01/22/2023]
Abstract
Yin Yang 1 (YY1) is a ubiquitous transcription factor and mammalian Polycomb Group protein (PcG) with important functions for regulating lymphocyte development and stem cell self-renewal. YY1 mediates stable PcG-dependent transcriptional repression via recruitment of PcG proteins that result in histone modifications. Many questions remain unanswered regarding how cell- and tissue-specificity is achieved by PcG proteins. Here, we demonstrate that a conditional knockout of Yy1 in the hematopoietic system results in an early T cell developmental blockage at the double negative (DN) 1 stage with reduced Notch1 signaling. There is a lineage-specific requirement for YY1 PcG function. YY1 PcG domain is required for T and B cell development but not necessary for myeloid cells. YY1 functions in early T cell development are multicomponent and involve both PcG-dependent and -independent regulations. Although YY1 promotes early T cell survival through its PcG function, its function to promote the DN1-to-DN2 transition and Notch1 expression and signaling is independent of its PcG function. Our results reveal how a ubiquitously expressed PcG protein mediates lineage-specific and context-specific functions to control early T cell development.
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Affiliation(s)
- Anna L F V Assumpção
- Department of Medical Sciences, School of Veterinary Medicine, University of Wisconsin, 2015 Linden Dr., Madison, WI 57306, USA.,Carbone Cancer Center, UW-Madison Blood Research Program, Madison, WI 53705, USA
| | - Guoping Fu
- Versiti, Blood Research Institute, 8701 Watertown Plank Road, Milwaukee, WI 53223, USA
| | - Deependra K Singh
- Department of Medical Sciences, School of Veterinary Medicine, University of Wisconsin, 2015 Linden Dr., Madison, WI 57306, USA.,Carbone Cancer Center, UW-Madison Blood Research Program, Madison, WI 53705, USA
| | - Zhanping Lu
- Department of Medical Sciences, School of Veterinary Medicine, University of Wisconsin, 2015 Linden Dr., Madison, WI 57306, USA.,Carbone Cancer Center, UW-Madison Blood Research Program, Madison, WI 53705, USA
| | - Ashley M Kuehnl
- Department of Medical Sciences, School of Veterinary Medicine, University of Wisconsin, 2015 Linden Dr., Madison, WI 57306, USA.,Carbone Cancer Center, UW-Madison Blood Research Program, Madison, WI 53705, USA
| | - Rene Welch
- Department of Obstetrics and Gynecology, University of Wisconsin School of Medicine and Public Health, 750 Highland Ave, Madison, WI 53705, USA.,Department of Biostatistics and Medical Informatics, University of Wisconsin School of Medicine and Public Health, 610 Walnut St, Madison, WI 53726, USA
| | - Irene M Ong
- Carbone Cancer Center, UW-Madison Blood Research Program, Madison, WI 53705, USA.,Department of Obstetrics and Gynecology, University of Wisconsin School of Medicine and Public Health, 750 Highland Ave, Madison, WI 53705, USA.,Department of Biostatistics and Medical Informatics, University of Wisconsin School of Medicine and Public Health, 610 Walnut St, Madison, WI 53726, USA
| | - Renren Wen
- Versiti, Blood Research Institute, 8701 Watertown Plank Road, Milwaukee, WI 53223, USA
| | - Xuan Pan
- Department of Medical Sciences, School of Veterinary Medicine, University of Wisconsin, 2015 Linden Dr., Madison, WI 57306, USA.,Carbone Cancer Center, UW-Madison Blood Research Program, Madison, WI 53705, USA
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5
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Abstract
Accumulating evidence strongly indicates that the presence of cancer stem cells (CSCs) leads to the emergence of worse clinical scenarios, such as chemo- and radiotherapy resistance, metastasis, and cancer recurrence. CSCs are a highly tumorigenic population characterized by self-renewal capacity and differentiation potential. Thus, CSCs establish a hierarchical intratumor organization that enables tumor adaptation to evade the immune response and resist anticancer therapy. YY1 functions as a transcription factor, RNA-binding protein, and 3D chromatin regulator. Thus, YY1 has multiple effects and regulates several molecular processes. Emerging evidence indicates that the development of lethal YY1-mediated cancer phenotypes is associated with the presence of or enrichment in cancer stem-like cells. Therefore, it is necessary to investigate whether and to what extent YY1 regulates the CSC phenotype. Since CSCs mirror the phenotypic behavior of stem cells, we initially describe the roles played by YY1 in embryonic and adult stem cells. Next, we scrutinize evidence supporting the contributions of YY1 in CSCs from a number of various cancer types. Finally, we identify new areas for further investigation into the YY1-CSCs axis, including the participation of YY1 in the CSC niche.
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6
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Cheon YP, Choi D, Lee SH, Kim CG. YY1 and CP2c in Unidirectional Spermatogenesis and Stemness. Dev Reprod 2021; 24:249-262. [PMID: 33537512 PMCID: PMC7837418 DOI: 10.12717/dr.2020.24.4.249] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/14/2020] [Revised: 11/21/2020] [Accepted: 12/29/2020] [Indexed: 11/17/2022]
Abstract
Spermatogonial stem cells (SSCs) have stemness characteristics, including germ cell-specific imprints that allow them to form gametes. Spermatogenesis involves changes in gene expression such as a transition from expression of somatic to germ cell-specific genes, global repression of gene expression, meiotic sex chromosome inactivation, highly condensed packing of the nucleus with protamines, and morphogenesis. These step-by-step processes finally generate spermatozoa that are fertilization competent. Dynamic epigenetic modifications also confer totipotency to germ cells after fertilization. Primordial germ cells (PGCs) in embryos do not enter meiosis, remain in the proliferative stage, and are referred to as gonocytes, before entering quiescence. Gonocytes develop into SSCs at about 6 days after birth in rodents. Although chromatin structural modification by Polycomb is essential for gene silencing in mammals, and epigenetic changes are critical in spermatogenesis, a comprehensive understanding of transcriptional regulation is lacking. Recently, we evaluated the expression profiles of Yin Yang 1 (YY1) and CP2c in the gonads of E14.5 and 12-week-old mice. YY1 localizes at the nucleus and/or cytoplasm at specific stages of spermatogenesis, possibly by interaction with CP2c and YY1-interacting transcription factor. In the present article, we discuss the possible roles of YY1 and CP2c in spermatogenesis and stemness based on our results and a review of the relevant literature.
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Affiliation(s)
- Yong-Pil Cheon
- Division of Developmental Biology and Physiology, Institute for Basic Sciences, Sungshin University, Seoul 02844, Korea
| | - Donchan Choi
- Department of Life Science, College of Environmental Sciences, Yong-In University, Yongin 17092, Korea
| | - Sung-Ho Lee
- Department of Biotechnology, Sangmyung University, Seoul 03016, Korea
| | - Chul Geun Kim
- Department of Life Science and Research Institute for Natural Sciences, College of Natural Sciences, Hanyang University, Seoul 04763, Korea
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7
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Lu Z, Hong CC, Kong G, Assumpção ALFV, Ong IM, Bresnick EH, Zhang J, Pan X. Polycomb Group Protein YY1 Is an Essential Regulator of Hematopoietic Stem Cell Quiescence. Cell Rep 2019; 22:1545-1559. [PMID: 29425509 PMCID: PMC6140794 DOI: 10.1016/j.celrep.2018.01.026] [Citation(s) in RCA: 28] [Impact Index Per Article: 5.6] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/15/2017] [Revised: 10/25/2017] [Accepted: 01/08/2018] [Indexed: 01/04/2023] Open
Abstract
Yin yang 1 (YY1) is a ubiquitous transcription factor and mammalian polycomb group protein (PcG) with important functions to regulate embryonic development, lineage differentiation, and cell proliferation. YY1 mediates stable PcG-dependent transcriptional repression via recruitment of PcG proteins that catalyze histone modifications. Many questions remain unanswered regarding how cell- and tissue-specificity is achieved by PcG proteins. Here, we demonstrate that a conditional knockout of Yy1 in hematopoietic stem cells (HSCs) decreases long-term repopulating activity and ectopic YY1 expression expands HSCs. Although the YY1 PcG domain is required for Igk chain rearrangement in B cells, the YY1 mutant lacking the PcG domain retained the capacity to stimulate HSC self-renewal. YY1 deficiency deregulated the genetic network governing HSC cell proliferation and impaired stem cell factor/c-Kit signaling, disrupting mechanisms conferring HSC quiescence. These results reveal a mechanism for how a ubiquitously expressed transcriptional repressor mediates lineage-specific functions to control adult hematopoiesis. Lu et al. investigate the function of the polycomb group (PcG) protein YY1 in hematopoietic stem cells. Independent of its REPO domain/PcG function, YY1 promotes hematopoietic stem cell selfrenewal and quiescence, suggesting that REPO domain/PcG function is not utilized in all contexts within the hematopoietic hierarchy.
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Affiliation(s)
- Zhanping Lu
- Department of Medical Sciences, School of Veterinary Medicine, University of Wisconsin, 2015 Linden Dr., Madison, WI 57306, USA; Carbone Cancer Center, UW-Madison Blood Research Program, Madison, WI 53706, USA
| | - Courtney C Hong
- Department of Medical Sciences, School of Veterinary Medicine, University of Wisconsin, 2015 Linden Dr., Madison, WI 57306, USA; Carbone Cancer Center, UW-Madison Blood Research Program, Madison, WI 53706, USA
| | - Guangyao Kong
- McArdle Laboratory for Cancer Research, University of Wisconsin School of Medicine and Public Health, 1111 Highland Ave., Madison, WI 53705, USA; National Local Joint Engineering Research Center of Biodiagnostics and Biotherapy, The Second Affiliated Hospital of Xi'an Jiaotong University, Xi'an, PRC; Carbone Cancer Center, UW-Madison Blood Research Program, Madison, WI 53706, USA
| | - Anna L F V Assumpção
- Department of Medical Sciences, School of Veterinary Medicine, University of Wisconsin, 2015 Linden Dr., Madison, WI 57306, USA; Carbone Cancer Center, UW-Madison Blood Research Program, Madison, WI 53706, USA
| | - Irene M Ong
- Department of Biostatistics and Medical Informatics, University of Wisconsin School of Medicine and Public Health, 1111 Highland Ave., Madison, WI 53705, USA; Carbone Cancer Center, UW-Madison Blood Research Program, Madison, WI 53706, USA
| | - Emery H Bresnick
- Department of Cell and Regenerative Biology, University of Wisconsin School of Medicine and Public Health, 1111 Highland Ave., Madison, WI 53705, USA; Carbone Cancer Center, UW-Madison Blood Research Program, Madison, WI 53706, USA
| | - Jing Zhang
- McArdle Laboratory for Cancer Research, University of Wisconsin School of Medicine and Public Health, 1111 Highland Ave., Madison, WI 53705, USA; Carbone Cancer Center, UW-Madison Blood Research Program, Madison, WI 53706, USA
| | - Xuan Pan
- Department of Medical Sciences, School of Veterinary Medicine, University of Wisconsin, 2015 Linden Dr., Madison, WI 57306, USA; Carbone Cancer Center, UW-Madison Blood Research Program, Madison, WI 53706, USA.
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8
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Zhou X, Xian W, Zhang J, Zhu Y, Shao X, Han Y, Qi Y, Ding X, Wang X. YY1 binds to the E3' enhancer and inhibits the expression of the immunoglobulin κ gene via epigenetic modifications. Immunology 2018; 155:491-498. [PMID: 30098214 DOI: 10.1111/imm.12990] [Citation(s) in RCA: 5] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/15/2017] [Revised: 06/08/2018] [Accepted: 06/22/2018] [Indexed: 01/11/2023] Open
Abstract
The rearrangement and expression of immunoglobulin genes are regulated by enhancers and their binding transcriptional factors that activate or suppress the activities of the enhancers. The immunoglobulin κ (Igκ) gene locus has three important enhancers: the intrinsic enhancer (Ei), 3' enhancer (E3'), and distal enhancer (Ed). Ei and E3' are both required for Igκ gene rearrangement during early stages of B-cell development, whereas optimal expression of the rearranged Igκ gene relies on both E3' and Ed. The transcription factor YY1 affects the expression of many genes involved in B-cell development, probably by mediating interactions between their enhancers and promoters. Herein, we found that YY1 binds to the E3' enhancer and suppresses Igκ expression in B lymphoma cells by epigenetically modifying the enhancer. Knocking down YY1 enhanced Igκ expression, which was associated with increased levels of E2A (encoded by the TCF3 gene) and its binding to the E3' enhancer. Moreover, in germinal centre B cells and plasma cells, YY1 expression was reversely associated with Igκ levels, implying that YY1 might facilitate antibody affinity maturation in germinal centre B cells through the transient attenuation of Igκ expression.
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Affiliation(s)
- Xiaorong Zhou
- Department of Immunology, School of Medicine, Nantong University, Nantong, Jiangsu, China
| | - Weiwei Xian
- Department of Immunology, School of Medicine, Nantong University, Nantong, Jiangsu, China
| | - Jie Zhang
- Department of Immunology, School of Medicine, Nantong University, Nantong, Jiangsu, China
| | - Yiqing Zhu
- Department of Immunology, School of Medicine, Nantong University, Nantong, Jiangsu, China
| | - Xiaoyi Shao
- Department of Immunology, School of Medicine, Nantong University, Nantong, Jiangsu, China
| | - Yu Han
- Department of Occupational Medicine and Environmental Hygiene, School of Public Health, Nantong University, Nantong, Jiangsu, China
| | - Yue Qi
- Department of Immunology, School of Medicine, Nantong University, Nantong, Jiangsu, China
| | - Xiaoling Ding
- Department of Gastroenterology, The Affiliated Hospital of Nantong University, Nantong, Jiangsu, China
| | - Xiaoying Wang
- Department of Immunology, School of Medicine, Nantong University, Nantong, Jiangsu, China
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9
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Jalnapurkar S, Singh S, Devi MR, Limaye L, Kale V. Nitric oxide has contrasting age-dependent effects on the functionality of murine hematopoietic stem cells. Stem Cell Res Ther 2016; 7:171. [PMID: 27876094 PMCID: PMC5120451 DOI: 10.1186/s13287-016-0433-x] [Citation(s) in RCA: 10] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/11/2016] [Revised: 10/26/2016] [Accepted: 10/29/2016] [Indexed: 01/06/2023] Open
Abstract
Background The success of hematopoietic stem cell (HSC) transplantation is dependent on the quality of the donor HSCs. Some sources of HSCs display reduced engraftment efficiency either because of inadequate number (e.g., fetal liver and cord blood), or age-related dysfunction (e.g. in older individuals). Therefore, use of pharmacological compounds to improve functionality of HSCs is a forefront research area in hematology. Methods Lineage negative (Lin−) cells isolated from murine bone marrow or sort-purified Lin−Sca-1+c-Kit+CD34− (LSK-CD34−) were treated with a nitric oxide donor, sodium nitroprusside (SNP). The cells were subjected to various phenotypic and functional assays. Results We found that SNP treatment of Lin− cells leads to an increase in the numbers of LSK-CD34+ cells in them. Using sort-purified LSK CD34− HSCs, we show that this is related to acquisition of CD34 expression by LSK-CD34− cells, rather than proliferation of LSK-CD34+ cells. Most importantly, this upregulated expression of CD34 had age-dependent contrasting effects on HSC functionality. Increased CD34 expression significantly improved the engraftment of juvenile HSCs (6–8 weeks); in sharp contrast, it reduced the engraftment of adult HSCs (10–12 weeks). The molecular mechanism behind this phenomenon involved nitric oxide (NO)-mediated differential induction of various transcription factors involved in commitment with regard to self-renewal in adult and juvenile HSCs, respectively. Preliminary experiments performed on cord blood-derived and mobilized peripheral blood-derived cells revealed that NO exerts age-dependent contrasting effects on human HSCs as well. Conclusions This study demonstrates novel age-dependent contrasting effects of NO on HSC functionality and suggests that HSC age may be an important parameter in screening of various compounds for their use in manipulation of HSCs. Electronic supplementary material The online version of this article (doi:10.1186/s13287-016-0433-x) contains supplementary material, which is available to authorized users.
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Affiliation(s)
- Sapana Jalnapurkar
- Stem Cell Lab, National Centre for Cell Science, Ganeshkhind, Pune, 411007, India
| | - Shweta Singh
- Stem Cell Lab, National Centre for Cell Science, Ganeshkhind, Pune, 411007, India
| | | | - Lalita Limaye
- Stem Cell Lab, National Centre for Cell Science, Ganeshkhind, Pune, 411007, India
| | - Vaijayanti Kale
- Stem Cell Lab, National Centre for Cell Science, Ganeshkhind, Pune, 411007, India.
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10
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Tsang DPF, Wu WKK, Kang W, Lee YY, Wu F, Yu Z, Xiong L, Chan AW, Tong JH, Yang W, Li MSM, Lau SS, Li X, Lee SD, Yang Y, Lai PBS, Yu DY, Xu G, Lo KW, Chan MTV, Wang H, Lee TL, Yu J, Wong N, Yip KY, To KF, Cheng ASL. Yin Yang 1-mediated epigenetic silencing of tumour-suppressive microRNAs activates nuclear factor-κB in hepatocellular carcinoma. J Pathol 2016; 238:651-64. [PMID: 26800240 DOI: 10.1002/path.4688] [Citation(s) in RCA: 35] [Impact Index Per Article: 4.4] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/22/2015] [Revised: 12/19/2015] [Accepted: 01/05/2016] [Indexed: 12/16/2022]
Abstract
Enhancer of zeste homolog 2 (EZH2) catalyses histone H3 lysine 27 trimethylation (H3K27me3) to silence tumour-suppressor genes in hepatocellular carcinoma (HCC) but the process of locus-specific recruitment remains elusive. Here we investigated the transcription factors involved and the molecular consequences in HCC development. The genome-wide distribution of H3K27me3 was determined by chromatin immunoprecipitation coupled with high-throughput sequencing or promoter array analyses in HCC cells from hepatitis B virus (HBV) X protein transgenic mouse and human cell models. Transcription factor binding site analysis was performed to identify EZH2-interacting transcription factors followed by functional characterization. Our cross-species integrative analysis revealed a crucial link between Yin Yang 1 (YY1) and EZH2-mediated H3K27me3 in HCC. Gene expression analysis of human HBV-associated HCC specimens demonstrated concordant overexpression of YY1 and EZH2, which correlated with poor survival of patients in advanced stages. The YY1 binding motif was significantly enriched in both in vivo and in vitro H3K27me3-occupied genes, including genes for 15 tumour-suppressive microRNAs. Knockdown of YY1 reduced not only global H3K27me3 levels, but also EZH2 and H3K27me3 promoter occupancy and DNA methylation, leading to the transcriptional up-regulation of microRNA-9 isoforms in HCC cells. Concurrent EZH2 knockdown and 5-aza-2'-deoxycytidine treatment synergistically increased the levels of microRNA-9, which reduced the expression and transcriptional activity of nuclear factor-κB (NF-κB). Functionally, YY1 promoted HCC tumourigenicity and inhibited apoptosis of HCC cells, at least partially through NF-κB activation. In conclusion, YY1 overexpression contributes to EZH2 recruitment for H3K27me3-mediated silencing of tumour-suppressive microRNAs, thereby activating NF-κB signalling in hepatocarcinogenesis.
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Affiliation(s)
- Daisy P F Tsang
- Institute of Digestive Disease and State Key Laboratory of Digestive Disease, The Chinese University of Hong Kong, Hong Kong SAR, China.,Department of Medicine and Therapeutics, The Chinese University of Hong Kong, Hong Kong SAR, China
| | - William K K Wu
- Institute of Digestive Disease and State Key Laboratory of Digestive Disease, The Chinese University of Hong Kong, Hong Kong SAR, China.,Department of Anaesthesia and Intensive Care, The Chinese University of Hong Kong, Hong Kong SAR, China
| | - Wei Kang
- Anatomical and Cellular Pathology, The Chinese University of Hong Kong, Hong Kong SAR, China
| | - Ying-Ying Lee
- Institute of Digestive Disease and State Key Laboratory of Digestive Disease, The Chinese University of Hong Kong, Hong Kong SAR, China.,Department of Medicine and Therapeutics, The Chinese University of Hong Kong, Hong Kong SAR, China
| | - Feng Wu
- Anatomical and Cellular Pathology, The Chinese University of Hong Kong, Hong Kong SAR, China
| | - Zhuo Yu
- Institute of Digestive Disease and State Key Laboratory of Digestive Disease, The Chinese University of Hong Kong, Hong Kong SAR, China
| | - Lei Xiong
- Anatomical and Cellular Pathology, The Chinese University of Hong Kong, Hong Kong SAR, China
| | - Anthony W Chan
- Anatomical and Cellular Pathology, The Chinese University of Hong Kong, Hong Kong SAR, China
| | - Joanna H Tong
- Anatomical and Cellular Pathology, The Chinese University of Hong Kong, Hong Kong SAR, China
| | - Weiqin Yang
- Institute of Digestive Disease and State Key Laboratory of Digestive Disease, The Chinese University of Hong Kong, Hong Kong SAR, China.,Department of Medicine and Therapeutics, The Chinese University of Hong Kong, Hong Kong SAR, China
| | - May S M Li
- Institute of Digestive Disease and State Key Laboratory of Digestive Disease, The Chinese University of Hong Kong, Hong Kong SAR, China.,School of Biomedical Sciences, The Chinese University of Hong Kong, Hong Kong SAR, China
| | - Suki S Lau
- Institute of Digestive Disease and State Key Laboratory of Digestive Disease, The Chinese University of Hong Kong, Hong Kong SAR, China
| | - Xiangchun Li
- Institute of Digestive Disease and State Key Laboratory of Digestive Disease, The Chinese University of Hong Kong, Hong Kong SAR, China.,Department of Medicine and Therapeutics, The Chinese University of Hong Kong, Hong Kong SAR, China
| | - Sau-Dan Lee
- Department of Computer Science and Engineering, The Chinese University of Hong Kong, Hong Kong SAR, China
| | - Yihua Yang
- Department of Obstetrics and Gynaecology, The Chinese University of Hong Kong, Hong Kong SAR, China
| | - Paul B S Lai
- Institute of Digestive Disease and State Key Laboratory of Digestive Disease, The Chinese University of Hong Kong, Hong Kong SAR, China.,Department of Surgery, The Chinese University of Hong Kong, Hong Kong SAR, China
| | - Dae-Yeul Yu
- Disease Model Research Laboratory, Aging Research Center and World Class Institute, Korea Research Institute of Bioscience and Biotechnology, Daejeon, Republic of Korea
| | - Gang Xu
- Department of Medicine and Therapeutics, The Chinese University of Hong Kong, Hong Kong SAR, China
| | - Kwok-Wai Lo
- Anatomical and Cellular Pathology, The Chinese University of Hong Kong, Hong Kong SAR, China
| | - Matthew T V Chan
- Department of Anaesthesia and Intensive Care, The Chinese University of Hong Kong, Hong Kong SAR, China
| | - Huating Wang
- Department of Obstetrics and Gynaecology, The Chinese University of Hong Kong, Hong Kong SAR, China
| | - Tin L Lee
- School of Biomedical Sciences, The Chinese University of Hong Kong, Hong Kong SAR, China
| | - Jun Yu
- Institute of Digestive Disease and State Key Laboratory of Digestive Disease, The Chinese University of Hong Kong, Hong Kong SAR, China.,Department of Medicine and Therapeutics, The Chinese University of Hong Kong, Hong Kong SAR, China
| | - Nathalie Wong
- Institute of Digestive Disease and State Key Laboratory of Digestive Disease, The Chinese University of Hong Kong, Hong Kong SAR, China.,Anatomical and Cellular Pathology, The Chinese University of Hong Kong, Hong Kong SAR, China
| | - Kevin Y Yip
- Department of Computer Science and Engineering, The Chinese University of Hong Kong, Hong Kong SAR, China
| | - Ka-Fai To
- Institute of Digestive Disease and State Key Laboratory of Digestive Disease, The Chinese University of Hong Kong, Hong Kong SAR, China.,Anatomical and Cellular Pathology, The Chinese University of Hong Kong, Hong Kong SAR, China
| | - Alfred S L Cheng
- Institute of Digestive Disease and State Key Laboratory of Digestive Disease, The Chinese University of Hong Kong, Hong Kong SAR, China.,School of Biomedical Sciences, The Chinese University of Hong Kong, Hong Kong SAR, China
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11
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Chen L, Foreman DP, Sant'Angelo DB, Krangel MS. Yin Yang 1 Promotes Thymocyte Survival by Downregulating p53. THE JOURNAL OF IMMUNOLOGY 2016; 196:2572-82. [PMID: 26843327 DOI: 10.4049/jimmunol.1501916] [Citation(s) in RCA: 20] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Received: 08/27/2015] [Accepted: 01/07/2016] [Indexed: 12/13/2022]
Abstract
Yin Yang 1 (YY1) is a zinc finger protein that functions as a transcriptional activator or repressor and participates in multiple biological processes, including development and tumorigenesis. To investigate the role of YY1 in developing T cells, we used mouse models that depleted YY1 at two distinct stages of thymocyte development. When YY1 was depleted in CD4(-)CD8(-) double-negative thymocytes, development to the CD4(+)CD8(+) double-positive stage was impaired, due to increased apoptosis that prevented expansion of post-β-selection thymocytes. When YY1 was depleted in double-positive thymocytes, they underwent increased cell-autonomous apoptosis in vitro and displayed a shorter lifespan in vivo, as judged by their ability to undergo secondary Vα-to-Jα recombination. Mechanistically, we found that the increased apoptosis in YY1-deficient thymocytes was attributed to overexpression of p53, because concurrent loss of p53 completely rescued the developmental defects of YY1-deficient thymocytes. These results indicated that YY1 functions as a critical regulator of thymocyte survival and that it does so by suppressing the expression of p53.
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Affiliation(s)
- Liang Chen
- Department of Immunology, Duke University Medical Center, Durham, NC 27710; and
| | - Daniel P Foreman
- Department of Immunology, Duke University Medical Center, Durham, NC 27710; and
| | - Derek B Sant'Angelo
- Child Health Institute of New Jersey, Rutgers Robert Wood Johnson Medical School, New Brunswick, NJ 08901
| | - Michael S Krangel
- Department of Immunology, Duke University Medical Center, Durham, NC 27710; and
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12
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Abstract
The intestinal stem cell fuels the highest rate of tissue turnover in the body and has been implicated in intestinal disease and cancer; understanding the regulatory mechanisms controlling intestinal stem cell physiology is of great importance. Here, we provide evidence that the transcription factor YY1 is essential for intestinal stem cell renewal. We observe that YY1 loss skews normal homeostatic cell turnover, with an increase in proliferating crypt cells and a decrease in their differentiated villous progeny. Increased crypt cell numbers come at the expense of Lgr5(+) stem cells. On YY1 deletion, Lgr5(+) cells accelerate their commitment to the differentiated population, exhibit increased levels of apoptosis, and fail to maintain stem cell renewal. Loss of Yy1 in the intestine is ultimately fatal. Mechanistically, YY1 seems to play a role in stem cell energy metabolism, with mitochondrial complex I genes bound directly by YY1 and their transcript levels decreasing on YY1 loss. These unappreciated YY1 functions broaden our understanding of metabolic regulation in intestinal stem cell homeostasis.
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13
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Pan X, Papasani M, Hao Y, Calamito M, Wei F, Quinn Iii WJ, Basu A, Wang J, Hodawadekar S, Zaprazna K, Liu H, Shi Y, Allman D, Cancro M, Atchison ML. YY1 controls Igκ repertoire and B-cell development, and localizes with condensin on the Igκ locus. EMBO J 2013; 32:1168-82. [PMID: 23531880 DOI: 10.1038/emboj.2013.66] [Citation(s) in RCA: 50] [Impact Index Per Article: 4.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/09/2012] [Accepted: 02/11/2013] [Indexed: 12/25/2022] Open
Abstract
Conditional knock-out (KO) of Polycomb Group (PcG) protein YY1 results in pro-B cell arrest and reduced immunoglobulin locus contraction needed for distal variable gene rearrangement. The mechanisms that control these crucial functions are unknown. We deleted the 25 amino-acid YY1 REPO domain necessary for YY1 PcG function, and used this mutant (YY1ΔREPO), to transduce bone marrow from YY1 conditional KO mice. While wild-type YY1 rescued B-cell development, YY1ΔREPO failed to rescue the B-cell lineage yielding reduced numbers of B lineage cells. Although the IgH rearrangement pattern was normal, there was a selective impact at the Igκ locus that showed a dramatic skewing of the expressed Igκ repertoire. We found that the REPO domain interacts with proteins from the condensin and cohesin complexes, and that YY1, EZH2 and condensin proteins co-localize at numerous sites across the Ig kappa locus. Knock-down of a condensin subunit protein or YY1 reduced rearrangement of Igκ Vκ genes suggesting a direct role for YY1-condensin complexes in Igκ locus structure and rearrangement.
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Affiliation(s)
- Xuan Pan
- Department of Animal Biology, School of Veterinary Medicine, University of Pennsylvania, Philadelphia, PA, USA
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14
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Polycomb-group proteins in hematopoietic stem cell regulation and hematopoietic neoplasms. Leukemia 2012; 27:523-33. [PMID: 23257781 DOI: 10.1038/leu.2012.368] [Citation(s) in RCA: 43] [Impact Index Per Article: 3.6] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/28/2023]
Abstract
The equilibrium between self-renewal and differentiation of hematopoietic stem cells is regulated by epigenetic mechanisms. In particular, Polycomb-group (PcG) proteins have been shown to be involved in this process by repressing genes involved in cell-cycle regulation and differentiation. PcGs are histone modifiers that reside in two multi-protein complexes: Polycomb Repressive Complex 1 and 2 (PRC1 and PRC2). The existence of multiple orthologs for each Polycomb gene allows the formation of a multitude of distinct PRC1 and PRC2 sub-complexes. Changes in the expression of individual PcG genes are likely to cause perturbations in the composition of the PRC, which affect PRC enzymatic activity and target selectivity. An interesting recent development is that aberrant expression of, and mutations in, PcG genes have been shown to occur in hematopoietic neoplasms, where they display both tumor-suppressor and oncogenic activities. We therefore comprehensively reviewed the latest research on the role of PcG genes in normal and malignant blood cell development. We conclude that future research to elucidate the compositional changes of the PRCs and methods to intervene in PRC assembly will be of great therapeutic relevance to combat hematological malignancies.
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15
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Potula HHSK, Morel L. Genetic variation at a Yin-Yang 1 response site regulates the transcription of cyclin-dependent kinase inhibitor p18INK4C transcript in lupus-prone mice. THE JOURNAL OF IMMUNOLOGY 2012; 188:4992-5002. [PMID: 22504641 DOI: 10.4049/jimmunol.1101992] [Citation(s) in RCA: 8] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 11/19/2022]
Abstract
We have previously shown that a novel -74 C-to-T mutation in the promoter of the cyclin-dependent kinase inhibitor p18(Ink4c) (p18) gene was associated with a reduced p18 expression in B cells from mice carrying the Sle2c1 lupus susceptibility locus. To determine the function of the -74 C/T single nucleotide polymorphism, we have characterized the proximal promoter of the mouse p18 gene. Functional analysis of the 5' flanking region by sequential deletions revealed crucial elements between -300 and +1, confirming the in silico prediction that the -74 T allele created a novel Yin-Yang 1 (YY-1) binding site adjacent to an existing one common to both alleles. Moreover, we found that YY-1, E2F1, and Sp-1 can synergistically enhance the activity of the p18 promoter. Mutational inactivation revealed that YY-1 binding regulates the p18 activity in an allele-dependent fashion. EMSAs with splenic B cell extracts directly demonstrated that YY-1 binds to the p18 promoter with differences between the C and the T alleles. We also determined in vivo by chromatin immunoprecipitation that the T allele resulted in increased YY-1 and decreased Nrf-2 binding to the p18 promoter as compared with the C allele in B cells. Thus, YY-1 is a direct regulator of p18 gene expression in an allele-dependent fashion that is consistent with the lupus-associated T allele, inducing a lower p18 transcriptional activity by increasing YY-1 binding. These results establish the p18 -74 C/T mutation as the leading causal variant for the B1a cell expansion that characterizes the NZB and NZM2410 lupus-prone strains.
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Affiliation(s)
- Hari-Hara S K Potula
- Department of Pathology, Immunology, and Laboratory Medicine, University of Florida, Gainesville, FL 32610, USA
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