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Xu Y, Yang Y, Wang Z, Sjöström M, Jiang Y, Tang Y, Cheng S, Deng S, Wang C, Gonzalez J, Johnson NA, Li X, Li X, Metang LA, Mukherji A, Xu Q, Tirado CR, Wainwright G, Yu X, Barnes S, Hofstad M, Chen Y, Zhu H, Hanker AB, Raj GV, Zhu G, He HH, Wang Z, Arteaga CL, Liang H, Feng FY, Wang Y, Wang T, Mu P. ZNF397 Deficiency Triggers TET2-Driven Lineage Plasticity and AR-Targeted Therapy Resistance in Prostate Cancer. Cancer Discov 2024; 14:1496-1521. [PMID: 38591846 PMCID: PMC11285331 DOI: 10.1158/2159-8290.cd-23-0539] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/09/2023] [Revised: 02/26/2024] [Accepted: 04/04/2024] [Indexed: 04/10/2024]
Abstract
Cancer cells exhibit phenotypical plasticity and epigenetic reprogramming that allows them to evade lineage-dependent targeted treatments by adopting lineage plasticity. The underlying mechanisms by which cancer cells exploit the epigenetic regulatory machinery to acquire lineage plasticity and therapy resistance remain poorly understood. We identified zinc finger protein 397 (ZNF397) as a bona fide coactivator of the androgen receptor (AR), essential for the transcriptional program governing AR-driven luminal lineage. ZNF397 deficiency facilitates the transition of cancer cell from an AR-driven luminal lineage to a ten-eleven translocation 2 (TET2)-driven lineage plastic state, ultimately promoting resistance to therapies inhibiting AR signaling. Intriguingly, our findings indicate that a TET2 inhibitor can eliminate the resistance to AR-targeted therapies in ZNF397-deficient tumors. These insights uncover a novel mechanism through which prostate cancer acquires lineage plasticity via epigenetic rewiring and offer promising implications for clinical interventions designed to overcome therapy resistance dictated by lineage plasticity. Significance: This study reveals a bifurcated role of ZNF397, and a TET2-driven epigenetic mechanism regulating tumor lineage plasticity and therapy response in prostate cancer, enhances the understanding of drug resistance, and unveils a new therapeutic strategy for overcoming androgen receptor-targeted therapy resistance.
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Affiliation(s)
- Yaru Xu
- Department of Molecular Biology, UT Southwestern Medical Center, Dallas, Texas.
| | - Yuqiu Yang
- Quantitative Biomedical Research Center, Peter O’Donnell Jr. School of Public Health, UT Southwestern Medical Center, Dallas, Texas.
| | - Zhaoning Wang
- Department of Molecular Biology, UT Southwestern Medical Center, Dallas, Texas.
- Department of Cellular and Molecular Medicine, School of Medicine, University of California San Diego, La Jolla, California.
| | - Martin Sjöström
- Department of Radiation Oncology, University of California, San Francisco, San Francisco, California.
| | - Yuyin Jiang
- Department of Molecular Biology, UT Southwestern Medical Center, Dallas, Texas.
| | - Yitao Tang
- Department of Bioinformatics and Computational Biology, The University of Texas MD Anderson Cancer Center, Houston, Texas.
| | - Siyuan Cheng
- Department of Biochemistry and Molecular Biology, Louisiana State University Health Shreveport, Shreveport, Louisiana.
| | - Su Deng
- Department of Molecular Biology, UT Southwestern Medical Center, Dallas, Texas.
| | - Choushi Wang
- Department of Molecular Biology, UT Southwestern Medical Center, Dallas, Texas.
| | - Julisa Gonzalez
- Department of Molecular Biology, UT Southwestern Medical Center, Dallas, Texas.
| | - Nickolas A. Johnson
- Department of Molecular Biology, UT Southwestern Medical Center, Dallas, Texas.
| | - Xiang Li
- Department of Molecular Biology, UT Southwestern Medical Center, Dallas, Texas.
| | - Xiaoling Li
- Department of Molecular Biology, UT Southwestern Medical Center, Dallas, Texas.
| | - Lauren A. Metang
- Department of Molecular Biology, UT Southwestern Medical Center, Dallas, Texas.
| | - Atreyi Mukherji
- Department of Molecular Biology, UT Southwestern Medical Center, Dallas, Texas.
| | - Quanhui Xu
- Department of Molecular Biology, UT Southwestern Medical Center, Dallas, Texas.
| | - Carla R. Tirado
- Department of Molecular Biology, UT Southwestern Medical Center, Dallas, Texas.
| | - Garrett Wainwright
- Department of Molecular Biology, UT Southwestern Medical Center, Dallas, Texas.
| | - Xinzhe Yu
- Verna and Marrs McLean Department of Biochemistry and Molecular Biology, Baylor College of Medicine, Houston, Texas.
| | - Spencer Barnes
- Bioinformatics Core Facility of the Lyda Hill Department of Bioinformatics, UT Southwestern Medical Center, Dallas, Texas.
| | - Mia Hofstad
- Department of Urology, UT Southwestern Medical Center, Dallas, Texas.
| | - Yu Chen
- Human Oncology and Pathogenesis Program, Memorial Sloan Kettering Cancer Center, NYC, New York, New York.
| | - Hong Zhu
- Division of Biostatistics, Department of Public Health Sciences, University of Virginia School of Medicine, Charlottesville, Virginia.
| | - Ariella B. Hanker
- Department of Internal Medicine, UT Southwestern Medical Center, Dallas, Texas.
- Harold C. Simmons Comprehensive Cancer Center, UT Southwestern Medical Center, Dallas, Texas.
| | - Ganesh V. Raj
- Department of Urology, UT Southwestern Medical Center, Dallas, Texas.
- Harold C. Simmons Comprehensive Cancer Center, UT Southwestern Medical Center, Dallas, Texas.
| | - Guanghui Zhu
- Department of Medical Biophysics, University of Toronto, Toronto, Canada.
- Princess Margaret Cancer Center, University Health Network, Toronto, Canada.
| | - Housheng H. He
- Department of Medical Biophysics, University of Toronto, Toronto, Canada.
- Princess Margaret Cancer Center, University Health Network, Toronto, Canada.
| | - Zhao Wang
- Verna and Marrs McLean Department of Biochemistry and Molecular Biology, Baylor College of Medicine, Houston, Texas.
| | - Carlos L. Arteaga
- Department of Internal Medicine, UT Southwestern Medical Center, Dallas, Texas.
- Harold C. Simmons Comprehensive Cancer Center, UT Southwestern Medical Center, Dallas, Texas.
| | - Han Liang
- Department of Bioinformatics and Computational Biology, The University of Texas MD Anderson Cancer Center, Houston, Texas.
| | - Felix Y. Feng
- Department of Cellular and Molecular Medicine, School of Medicine, University of California San Diego, La Jolla, California.
- Helen Diller Family Comprehensive Cancer Center, University of California, San Francisco, San Francisco, California.
| | - Yunguan Wang
- Division of Pediatric Gastroenterology, Hepatology and Nutrition, Cincinnati Children’s Hospital Medical Center, Cincinnati, OH 45229.
| | - Tao Wang
- Quantitative Biomedical Research Center, Peter O’Donnell Jr. School of Public Health, UT Southwestern Medical Center, Dallas, Texas.
- Harold C. Simmons Comprehensive Cancer Center, UT Southwestern Medical Center, Dallas, Texas.
| | - Ping Mu
- Department of Molecular Biology, UT Southwestern Medical Center, Dallas, Texas.
- Harold C. Simmons Comprehensive Cancer Center, UT Southwestern Medical Center, Dallas, Texas.
- Hamon Center for Regenerative Science and Medicine, UT Southwestern Medical Center, Dallas, Texas.
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Zhang C, Zheng J, Liu J, Li Y, Xing G, Zhang S, Chen H, Wang J, Shao Z, Li Y, Jiang Z, Pan Y, Liu X, Xu P, Wu W. Pan-cancer analyses reveal the molecular and clinical characteristics of TET family members and suggests that TET3 maybe a potential therapeutic target. Front Pharmacol 2024; 15:1418456. [PMID: 39104395 PMCID: PMC11298443 DOI: 10.3389/fphar.2024.1418456] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/16/2024] [Accepted: 05/28/2024] [Indexed: 08/07/2024] Open
Abstract
The Ten-Eleven Translocation (TET) family genes are implicated in a wide array of biological functions across various human cancers. Nonetheless, there is a scarcity of studies that comprehensively analyze the correlation between TET family members and the molecular phenotypes and clinical characteristics of different cancers. Leveraging updated public databases and employing several bioinformatics analysis methods, we assessed the expression levels, somatic variations, methylation levels, and prognostic values of TET family genes. Additionally, we explored the association between the expression of TET family genes and pathway activity, tumor microenvironment (TME), stemness score, immune subtype, clinical staging, and drug sensitivity in pan-cancer. Molecular biology and cytology experiments were conducted to validate the potential role of TET3 in tumor progression. Each TET family gene displayed distinct expression patterns across at least ten detected tumors. The frequency of Single Nucleotide Variant (SNV) in TET genes was found to be 91.24%, primarily comprising missense mutation types, with the main types of copy number variant (CNV) being heterozygous amplifications and deletions. TET1 gene exhibited high methylation levels, whereas TET2 and TET3 genes displayed hypomethylation in most cancers, which correlated closely with patient prognosis. Pathway activity analysis revealed the involvement of TET family genes in multiple signaling pathways, including cell cycle, apoptosis, DNA damage response, hormone AR, PI3K/AKT, and RTK. Furthermore, the expression levels of TET family genes were shown to impact the clinical staging of tumor patients, modulate the sensitivity of chemotherapy drugs, and thereby influence patient prognosis by participating in the regulation of the tumor microenvironment, cellular stemness potential, and immune subtype. Notably, TET3 was identified to promote cancer progression across various tumors, and its silencing was found to inhibit tumor malignancy and enhance chemotherapy sensitivity. These findings shed light on the role of TET family genes in cancer progression and offer insights for further research on TET3 as a potential therapeutic target for pan-cancer.
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Affiliation(s)
- Chunyan Zhang
- Department of General Surgery, Tianjin Fifth Central Hospital, Tianjin, China
- Tianjin Key Laboratory of Epigenetics for Organ Development of Premature Infants, Tianjin Fifth Central Hospital, Tianjin, China
- High Altitude Characteristic Medical Research Institute, Huangnan Tibetan Autonomous Prefecture People’s Hospital, Huangnan Prefecture, Qinghai, China
| | - Jie Zheng
- Department of Pathology, Tianjin Fifth Central Hospital, Tianjin, China
| | - Jin Liu
- North China University of Science and Technology, Tangshan, Hebei, China
| | - Yanxia Li
- Tianjin Key Laboratory of Epigenetics for Organ Development of Premature Infants, Tianjin Fifth Central Hospital, Tianjin, China
- High Altitude Characteristic Medical Research Institute, Huangnan Tibetan Autonomous Prefecture People’s Hospital, Huangnan Prefecture, Qinghai, China
| | - Guoqiang Xing
- Department of General Surgery, Tianjin Fifth Central Hospital, Tianjin, China
| | - Shupeng Zhang
- Department of General Surgery, Tianjin Fifth Central Hospital, Tianjin, China
| | - Hekai Chen
- Department of General Surgery, Tianjin Fifth Central Hospital, Tianjin, China
| | - Jian Wang
- Department of General Surgery, Tianjin Fifth Central Hospital, Tianjin, China
| | - Zhijiang Shao
- Department of General Surgery, Tianjin Fifth Central Hospital, Tianjin, China
- High Altitude Characteristic Medical Research Institute, Huangnan Tibetan Autonomous Prefecture People’s Hospital, Huangnan Prefecture, Qinghai, China
| | - Yongyuan Li
- Department of General Surgery, Tianjin Fifth Central Hospital, Tianjin, China
- High Altitude Characteristic Medical Research Institute, Huangnan Tibetan Autonomous Prefecture People’s Hospital, Huangnan Prefecture, Qinghai, China
| | - Zhongmin Jiang
- Department of Pathology, Tianjin Fifth Central Hospital, Tianjin, China
| | - Yingzi Pan
- Department of Ophthalmology, Peking University First Hospital, Beijing, China
| | - Xiaozhi Liu
- Tianjin Key Laboratory of Epigenetics for Organ Development of Premature Infants, Tianjin Fifth Central Hospital, Tianjin, China
- High Altitude Characteristic Medical Research Institute, Huangnan Tibetan Autonomous Prefecture People’s Hospital, Huangnan Prefecture, Qinghai, China
| | - Ping Xu
- High Altitude Characteristic Medical Research Institute, Huangnan Tibetan Autonomous Prefecture People’s Hospital, Huangnan Prefecture, Qinghai, China
- Department of Pharmacy, Tianjin Fifth Central Hospital, Tianjin, China
| | - Wenhan Wu
- Department of General Surgery, Tianjin Fifth Central Hospital, Tianjin, China
- Tianjin Key Laboratory of Epigenetics for Organ Development of Premature Infants, Tianjin Fifth Central Hospital, Tianjin, China
- High Altitude Characteristic Medical Research Institute, Huangnan Tibetan Autonomous Prefecture People’s Hospital, Huangnan Prefecture, Qinghai, China
- Department of General Surgery, Peking University First Hospital, Beijing, China
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Li Q, Fan J, Zhou Z, Ma Z, Che Z, Wu Y, Yang X, Liang P, Li H. AID-induced CXCL12 upregulation enhances castration-resistant prostate cancer cell metastasis by stabilizing β-catenin expression. iScience 2023; 26:108523. [PMID: 38162032 PMCID: PMC10755053 DOI: 10.1016/j.isci.2023.108523] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/10/2023] [Revised: 11/14/2023] [Accepted: 11/20/2023] [Indexed: 01/03/2024] Open
Abstract
Prostate cancer (PCa) is one of the most common malignant diseases of urinary system and has poor prognosis after progression to castration-resistant prostate cancer (CRPC), and increased cytosine methylation heterogeneity is associated with the more aggressive phenotype of PCa cell line. Activation-induced cytidine deaminase (AID) is a multifunctional enzyme and contributes to antibody diversification. However, the dysregulation of AID participates in the progression of multiple diseases and related with certain oncogenes through demethylation. Nevertheless, the role of AID in PCa remains elusive. We observed a significant upregulation of AID expression in PCa samples, which exhibited a negative correlation with E-cadherin expression. Furthermore, AID expression is remarkably higher in CRPC cells than that in HSPC cells, and AID induced the demethylation of CXCL12, which is required to stabilize the Wnt signaling pathway executor β-catenin and EMT procedure. Our study suggests that AID drives CRPC metastasis by demethylation and can be a potential therapeutic target for CRPC.
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Affiliation(s)
- Qi Li
- Department of Urology, Renmin Hospital of Wuhan University, Wuhan, Hubei Province, China
- Department of Urology, TianYou Hospital affiliated to Wuhan University of Science & Technology, Wuhan, Hubei Province, China
| | - Jinfeng Fan
- Department of Urology, the First Affiliated Hospital of Hainan Medical College, Haikou, Hainan Province, China
| | - Zhiyan Zhou
- Department of Urology, the First Affiliated Hospital of Hainan Medical College, Haikou, Hainan Province, China
| | - Zhe Ma
- The First Hospital of Tsinghua University, Beijing, China
| | - Zhifei Che
- Department of Urology, the First Affiliated Hospital of Hainan Medical College, Haikou, Hainan Province, China
| | - Yaoxi Wu
- Department of Urology, the First Affiliated Hospital of Hainan Medical College, Haikou, Hainan Province, China
| | - Xiangli Yang
- Department of Urology, TianYou Hospital affiliated to Wuhan University of Science & Technology, Wuhan, Hubei Province, China
| | - Peiyu Liang
- Department of Urology, the First Affiliated Hospital of Hainan Medical College, Haikou, Hainan Province, China
| | - Haoyong Li
- Department of Urology, Renmin Hospital of Wuhan University, Wuhan, Hubei Province, China
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4
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Xu Y, Wang Z, Sjöström M, Deng S, Wang C, Johnson NA, Gonzalez J, Li X, Metang LA, Tirado CR, Mukherji A, Wainwright G, Yu X, Yang Y, Barnes S, Hofstad M, Zhu H, Hanker A, He HH, Chen Y, Wang Z, Raj G, Arteaga C, Feng F, Wang Y, Wang T, Mu P. ZNF397 Loss Triggers TET2-driven Epigenetic Rewiring, Lineage Plasticity, and AR-targeted Therapy Resistance in AR-dependent Cancers. BIORXIV : THE PREPRINT SERVER FOR BIOLOGY 2023:2023.10.24.563645. [PMID: 37961351 PMCID: PMC10634771 DOI: 10.1101/2023.10.24.563645] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 11/15/2023]
Abstract
Cancer cells exhibit phenotypical plasticity and epigenetic reprogramming, which allows them to evade lineage-dependent targeted treatments by adopting lineage plasticity. The underlying mechanisms by which cancer cells exploit the epigenetic regulatory machinery to acquire lineage plasticity and therapy resistance remain poorly understood. We identified Zinc Finger Protein 397 (ZNF397) as a bona fide co-activator of the androgen receptor (AR), essential for the transcriptional program governing AR-driven luminal lineage. ZNF397 deficiency facilitates the transition of cancer cell from an AR-driven luminal lineage to a Ten-Eleven Translocation 2 (TET2)-driven lineage plastic state, ultimately promoting resistance to therapies inhibiting AR signaling. Intriguingly, our findings indicate that TET2 inhibitor can eliminate the AR targeted therapies resistance in ZNF397-deficient tumors. These insights uncover a novel mechanism through which prostate and breast cancers acquire lineage plasticity via epigenetic rewiring and offer promising implications for clinical interventions designed to overcome therapy resistance dictated by lineage plasticity. Statement of Significance This study reveals a novel epigenetic mechanism regulating tumor lineage plasticity and therapy response, enhances understanding of drug resistance and unveils a new therapeutic strategy for prostate cancer and other malignancies. Our findings also illuminate TET2's oncogenic role and mechanistically connect TET2-driven epigenetic rewiring to lineage plasticity and therapy resistance.
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5
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Hydroxymethylation and Epigenetic Drugs: New Insights into the Diagnosis and Treatment in Epigenetics of Hepatocellular Carcinoma. JOURNAL OF ONCOLOGY 2023; 2023:5449443. [PMID: 36816356 PMCID: PMC9934982 DOI: 10.1155/2023/5449443] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 07/12/2022] [Revised: 09/19/2022] [Accepted: 10/15/2022] [Indexed: 02/11/2023]
Abstract
Hepatocellular carcinoma (HCC) is a highly lethal and heterogeneous malignancy with multiple genetic alternations and complex signaling pathways. The complexity and multifactorial nature of HCC pose a tremendous challenge regarding its diagnosis and treatment. Emerging evidence has indicated an important regulatory role of epigenetic modifications in HCC initiation and progression. Epigenetic modifications are stably heritable gene expression traits caused by changing the accessibility of chromatin structure and genetic activity without alteration in the DNA sequence and have been gradually recognized as a hallmark of cancer. In addition, accumulating data suggest a potential value of altered hydroxymethylation in epigenetic modifications and therapeutics targeting the epigenetically mediated regulation. As such, probing the epigenetic field in the era of precision oncology is a valid avenue for promoting the accuracy of early diagnosis and improving the oncological prognosis of HCC patients. This review focuses on the diagnostic performance and clinical utility of 5-hydroxymethylated cytosine, the primary intermediate product of the demethylation process, for early HCC diagnosis and discusses the promising applications of epigenetic-based therapeutic regimens for HCC.
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6
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Singh R, Mills IG. The Interplay Between Prostate Cancer Genomics, Metabolism, and the Epigenome: Perspectives and Future Prospects. Front Oncol 2021; 11:704353. [PMID: 34660272 PMCID: PMC8511631 DOI: 10.3389/fonc.2021.704353] [Citation(s) in RCA: 6] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/02/2021] [Accepted: 08/31/2021] [Indexed: 12/12/2022] Open
Abstract
Prostate cancer is a high-incidence cancer, often detected late in life. The prostate gland is an accessory gland that secretes citrate; an impaired citrate secretion reflects imbalances in the activity of enzymes in the TCA Cycle in mitochondria. Profiling studies on prostate tumours have identified significant metabolite, proteomic, and transcriptional modulations with an increased mitochondrial metabolic activity associated with localised prostate cancer. Here, we focus on the androgen receptor, c-Myc, phosphatase and tensin Homolog deleted on chromosome 10 (PTEN), and p53 as amongst the best-characterised genomic drivers of prostate cancer implicated in metabolic dysregulation and prostate cancer progression. We outline their impact on metabolic function before discussing how this may affect metabolite pools and in turn chromatin structure and the epigenome. We reflect on some recent literature indicating that mitochondrial mutations and OGlcNAcylation may also contribute to this crosstalk. Finally, we discuss the technological challenges of assessing crosstalk given the significant differences in the spatial sensitivity and throughput of genomic and metabolomic profiling approaches.
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Affiliation(s)
- Reema Singh
- Nuffield Department of Surgical Sciences John Radcliffe Hospital, University of Oxford, Oxford, United Kingdom
| | - Ian G. Mills
- Nuffield Department of Surgical Sciences John Radcliffe Hospital, University of Oxford, Oxford, United Kingdom
- Patrick G Johnston Centre for Cancer Research, Queen’s University of Belfast, Belfast, United Kingdom
- Centre for Cancer Biomarkers, University of Bergen, Bergen, Norway
- Department of Clinical Science, University of Bergen, Bergen, Norway
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7
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Epigenetic reprogramming during prostate cancer progression: A perspective from development. Semin Cancer Biol 2021; 83:136-151. [PMID: 33545340 DOI: 10.1016/j.semcancer.2021.01.009] [Citation(s) in RCA: 12] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/02/2020] [Revised: 01/27/2021] [Accepted: 01/27/2021] [Indexed: 12/15/2022]
Abstract
Conrad Waddington's theory of epigenetic landscape epitomize the process of cell fate and cellular decision-making during development. Wherein the epigenetic code maintains patterns of gene expression in pluripotent and differentiated cellular states during embryonic development and differentiation. Over the years disruption or reprogramming of the epigenetic landscape has been extensively studied in the course of cancer progression. Cellular dedifferentiation being a key hallmark of cancer allow us to take cues from the biological processes involved during development. Here, we discuss the role of epigenetic landscape and its modifiers in cell-fate determination, differentiation and prostate cancer progression. Lately, the emergence of RNA-modifications has also furthered our understanding of epigenetics in cancer. The overview of the epigenetic code regulating androgen signalling, and progression to aggressive neuroendocrine stage of PCa reinforces its gene regulatory functions during the development of prostate gland as well as cancer progression. Additionally, we also highlight the clinical implications of cancer cell epigenome, and discuss the recent advancements in the therapeutic strategies targeting the advanced stage disease.
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8
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He Y, Jang HS, Xing X, Li D, Vasek MJ, Dougherty JD, Wang T. DeepH&M: Estimating single-CpG hydroxymethylation and methylation levels from enrichment and restriction enzyme sequencing methods. SCIENCE ADVANCES 2020; 6:6/27/eaba0521. [PMID: 32937429 PMCID: PMC7458459 DOI: 10.1126/sciadv.aba0521] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 10/31/2019] [Accepted: 05/18/2020] [Indexed: 05/02/2023]
Abstract
Increased appreciation of 5-hydroxymethylcytosine (5hmC) as a stable epigenetic mark, which defines cell identity and disease progress, has engendered a need for cost-effective, but high-resolution, 5hmC mapping technology. Current enrichment-based technologies provide cheap but low-resolution and relative enrichment of 5hmC levels, while single-base resolution methods can be prohibitively expensive to scale up to large experiments. To address this problem, we developed a deep learning-based method, "DeepH&M," which integrates enrichment and restriction enzyme sequencing methods to simultaneously estimate absolute hydroxymethylation and methylation levels at single-CpG resolution. Using 7-week-old mouse cerebellum data for training the DeepH&M model, we demonstrated that the 5hmC and 5mC levels predicted by DeepH&M were in high concordance with whole-genome bisulfite-based approaches. The DeepH&M model can be applied to 7-week-old frontal cortex and 79-week-old cerebellum, revealing the robust generalizability of this method to other tissues from various biological time points.
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Affiliation(s)
- Yu He
- Department of Genetics, Washington University School of Medicine, St. Louis, MO 63110, USA
- The Edison Family Center for Genome Sciences and Systems Biology, Washington University School of Medicine, St. Louis, MO 63110, USA
| | - Hyo Sik Jang
- Department of Genetics, Washington University School of Medicine, St. Louis, MO 63110, USA
- The Edison Family Center for Genome Sciences and Systems Biology, Washington University School of Medicine, St. Louis, MO 63110, USA
| | - Xiaoyun Xing
- Department of Genetics, Washington University School of Medicine, St. Louis, MO 63110, USA
- The Edison Family Center for Genome Sciences and Systems Biology, Washington University School of Medicine, St. Louis, MO 63110, USA
| | - Daofeng Li
- Department of Genetics, Washington University School of Medicine, St. Louis, MO 63110, USA
- The Edison Family Center for Genome Sciences and Systems Biology, Washington University School of Medicine, St. Louis, MO 63110, USA
| | - Michael J Vasek
- Department of Genetics, Washington University School of Medicine, St. Louis, MO 63110, USA
- Department of Psychiatry, Washington University School of Medicine, St. Louis, MO 63110, USA
| | - Joseph D Dougherty
- Department of Genetics, Washington University School of Medicine, St. Louis, MO 63110, USA
- Department of Psychiatry, Washington University School of Medicine, St. Louis, MO 63110, USA
| | - Ting Wang
- Department of Genetics, Washington University School of Medicine, St. Louis, MO 63110, USA.
- The Edison Family Center for Genome Sciences and Systems Biology, Washington University School of Medicine, St. Louis, MO 63110, USA
- McDonnell Genome Institute, Washington University School of Medicine, St. Louis, MO 63108, USA
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Liu D, Li G, Zuo Y. Function determinants of TET proteins: the arrangements of sequence motifs with specific codes. Brief Bioinform 2019; 20:1826-1835. [DOI: 10.1093/bib/bby053] [Citation(s) in RCA: 69] [Impact Index Per Article: 13.8] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/19/2018] [Revised: 05/23/2018] [Indexed: 12/11/2022] Open
Abstract
Abstract
The ten-eleven translocation (TET) proteins play a crucial role in promoting locus-specific reversal of DNA methylation, a type of chromatin modification. Considerable evidences have demonstrated that the sequence motifs with specific codes are important to determine the functions of domains and active sites. Here, we surveyed major studies and reviews regarding the multiple functions of the TET proteins and established the patterns of the motif arrangements that determine the functions of TET proteins. First, we summarized the functional sequence basis of TET proteins and identified the new functional motifs based on the phylogenetic relationship. Next, we described the sequence characteristics of the functional motifs in detail and provided an overview of the relationship between the sequence motifs and the functions of TET proteins, including known functions and potential functions. Finally, we highlighted that sequence motifs with diverse post-translational modifications perform unique functions, and different selection pressures lead to different arrangements of sequence motifs, resulting in different paralogs and isoforms.
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Affiliation(s)
- Dongyang Liu
- The State key Laboratory of Reproductive Regulation and Breeding of Grassland Livestock, College of Life Sciences, Inner Mongolia University, Hohhot, China
| | - Guangpeng Li
- The State key Laboratory of Reproductive Regulation and Breeding of Grassland Livestock, College of Life Sciences, Inner Mongolia University, Hohhot, China
| | - Yongchun Zuo
- The State key Laboratory of Reproductive Regulation and Breeding of Grassland Livestock, College of Life Sciences, Inner Mongolia University, Hohhot, China
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10
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Kamdar S, Isserlin R, Van der Kwast T, Zlotta AR, Bader GD, Fleshner NE, Bapat B. Exploring targets of TET2-mediated methylation reprogramming as potential discriminators of prostate cancer progression. Clin Epigenetics 2019; 11:54. [PMID: 30917865 PMCID: PMC6438015 DOI: 10.1186/s13148-019-0651-z] [Citation(s) in RCA: 19] [Impact Index Per Article: 3.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/18/2018] [Accepted: 03/10/2019] [Indexed: 12/13/2022] Open
Abstract
Background Global DNA methylation alterations are hallmarks of cancer. The tumor-suppressive TET enzymes, which are involved in DNA demethylation, are decreased in prostate cancer (PCa); in particular, TET2 is specifically targeted by androgen-dependent mechanisms of repression in PCa and may play a central role in carcinogenesis. Thus, the identification of key genes targeted by TET2 dysregulation may provide further insight into cancer biology. Results Using a CRISPR/Cas9-derived TET2-knockout prostate cell line, and through whole-transcriptome and whole-methylome sequencing, we identified seven candidate genes—ASB2, ETNK2, MEIS2, NRG1, NTN1, NUDT10, and SRPX—exhibiting reduced expression and increased promoter methylation, a pattern characteristic of tumor suppressors. Decreased expression of these genes significantly discriminates between recurrent and non-recurrent prostate tumors from the Cancer Genome Atlas (TCGA) cohort (n = 423), and ASB2, NUDT10, and SRPX were significantly correlated with lower recurrence-free survival in patients by Kaplan-Meier analysis. ASB2, MEIS2, and SRPX also showed significantly lower expression in high-risk Gleason score 8 tumors as compared to low or intermediate risk tumors, suggesting that these genes may be particularly useful as indicators of PCa progression. Furthermore, methylation array probes in the TCGA dataset, which were proximal to the highly conserved, differentially methylated sites identified in our TET2-knockout cells, were able to significantly distinguish between matched prostate tumor and normal prostate tissues (n = 50 pairs). Except ASB2, all genes exhibited significantly increased methylation at these probes, and methylation status of at least one probe for each of these genes showed association with measures of PCa progression such as recurrence, stage, or Gleason score. Since ASB2 did not have any probes within the TET2-knockout differentially methylated region, we validated ASB2 methylation in an independent series of matched tumor-normal samples (n = 19) by methylation-specific qPCR, which revealed concordant and significant increases in promoter methylation within the TET2-knockout site. Conclusions Our study identifies seven genes governed by TET2 loss in PCa which exhibit an association between their methylation and expression status and measures of PCa progression. As differential methylation profiles and TET2 expression are associated with advanced PCa, further investigation of these specialized TET2 targets may provide important insights into patterns of carcinogenic gene dysregulation. Electronic supplementary material The online version of this article (10.1186/s13148-019-0651-z) contains supplementary material, which is available to authorized users.
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Affiliation(s)
- Shivani Kamdar
- Lunenfeld-Tanenbaum Research Institute, Mount Sinai Hospital, 60 Murray Street, L6-304B, Toronto, ON, M5T 3L9, Canada.,Department of Laboratory Medicine and Pathobiology, University of Toronto, Medical Sciences Building (6th floor), 1 King's College Circle, Toronto, ON, M5S 1A8, Canada
| | - Ruth Isserlin
- Terrence Donnelly Centre for Cellular and Biomolecular Research, University of Toronto, 160 College St, Toronto, ON, M5S 3E1, Canada
| | - Theodorus Van der Kwast
- Department of Laboratory Medicine and Pathobiology, University of Toronto, Medical Sciences Building (6th floor), 1 King's College Circle, Toronto, ON, M5S 1A8, Canada.,Department of Pathology, University Health Network, University of Toronto, 200 Elizabeth St, Toronto, ON, M5G 2C4, Canada
| | - Alexandre R Zlotta
- Lunenfeld-Tanenbaum Research Institute, Mount Sinai Hospital, 60 Murray Street, L6-304B, Toronto, ON, M5T 3L9, Canada.,Department of Surgery and Surgical Oncology, Division of Urology, University Health Network, University of Toronto, 190 Elizabeth St, Toronto, ON, M5G 2C4, Canada
| | - Gary D Bader
- Terrence Donnelly Centre for Cellular and Biomolecular Research, University of Toronto, 160 College St, Toronto, ON, M5S 3E1, Canada
| | - Neil E Fleshner
- Department of Surgery and Surgical Oncology, Division of Urology, University Health Network, University of Toronto, 190 Elizabeth St, Toronto, ON, M5G 2C4, Canada
| | - Bharati Bapat
- Lunenfeld-Tanenbaum Research Institute, Mount Sinai Hospital, 60 Murray Street, L6-304B, Toronto, ON, M5T 3L9, Canada. .,Department of Laboratory Medicine and Pathobiology, University of Toronto, Medical Sciences Building (6th floor), 1 King's College Circle, Toronto, ON, M5S 1A8, Canada. .,Department of Pathology, University Health Network, University of Toronto, 200 Elizabeth St, Toronto, ON, M5G 2C4, Canada. .,Department of Surgery and Surgical Oncology, Division of Urology, University Health Network, University of Toronto, 190 Elizabeth St, Toronto, ON, M5G 2C4, Canada.
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11
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5hmC Level Predicts Biochemical Failure Following Radical Prostatectomy in Prostate Cancer Patients with ERG Negative Tumors. Int J Mol Sci 2019; 20:ijms20051025. [PMID: 30818754 PMCID: PMC6429366 DOI: 10.3390/ijms20051025] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/15/2019] [Revised: 02/20/2019] [Accepted: 02/21/2019] [Indexed: 12/19/2022] Open
Abstract
This study aimed to validate whether 5-hydroxymethylcytosine (5hmC) level in combination with ERG expression is a predictive biomarker for biochemical failure (BF) in men undergoing radical prostatectomy (RP) for prostate cancer (PCa). The study included 592 PCa patients from two consecutive Danish RP cohorts. 5hmC level and ERG expression were analyzed using immunohistochemistry in RP specimens. 5hmC was scored as low or high and ERG was scored as negative or positive. Risk of BF was analyzed using stratified cumulative incidences and multiple cause-specific Cox regression using competing risk assessment. Median follow-up was 10 years (95% CI: 9.5–10.2). In total, 246 patients (41.6%) had low and 346 patients (58.4%) had high 5hmC level. No significant association was found between 5hmC level or ERG expression and time to BF (p = 0.2 and p = 1.0, respectively). However, for men with ERG negative tumors, high 5hmC level was associated with increased risk of BF following RP (p = 0.01). In multiple cause-specific Cox regression analyses of ERG negative patients, high 5hmC expression was associated with time to BF (HR: 1.8; 95% CI: 1.2–2.7; p = 0.003). In conclusion, high 5hmC level was correlated with time to BF in men with ERG negative PCa, which is in accordance with previous results.
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CRISPR-Mediated Reactivation of DKK3 Expression Attenuates TGF-β Signaling in Prostate Cancer. Cancers (Basel) 2018; 10:cancers10060165. [PMID: 29843383 PMCID: PMC6025141 DOI: 10.3390/cancers10060165] [Citation(s) in RCA: 30] [Impact Index Per Article: 5.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/09/2018] [Revised: 05/23/2018] [Accepted: 05/24/2018] [Indexed: 12/22/2022] Open
Abstract
The DKK3 gene encodes a secreted protein, Dkk-3, that inhibits prostate tumor growth and metastasis. DKK3 is downregulated by promoter methylation in many types of cancer, including prostate cancer. Gene silencing studies have shown that Dkk-3 maintains normal prostate epithelial cell homeostasis by limiting TGF-β/Smad signaling. While ectopic expression of Dkk-3 leads to prostate cancer cell apoptosis, it is unclear if Dkk-3 has a physiological role in cancer cells. Here, we show that treatment of PC3 prostate cancer cells with the DNA methyltransferase (DNMT) inhibitor decitabine demethylates the DKK3 promoter, induces DKK3 expression, and inhibits TGF-β/Smad-dependent transcriptional activity. Direct induction of DKK3 expression using CRISPR-dCas9-VPR also inhibited TGF-β/Smad-dependent transcription and attenuated PC3 cell migration and proliferation. These effects were not observed in C4-2B cells, which do not respond to TGF-β. TGF-β signals can regulate gene expression directly via SMAD proteins and indirectly by increasing DNMT expression, leading to promoter methylation. Analysis of genes downregulated by promoter methylation and predicted to be regulated by TGF-β found that DKK3 induction increased expression of PTGS2, which encodes cyclooxygenase-2. Together, these observations provide support for using CRISPR-mediated induction of DKK3 as a potential therapeutic approach for prostate cancer and highlight complexities in Dkk-3 regulation of TGF-β signaling.
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Affiliation(s)
- Frank Claessens
- Molecular Endocrinology Laboratory, Department of Cellular and Molecular Medicine, Campus GHB ON1, Herestraat 49, 6000, Leuven, Belgium.
| | - Tapio Visakorpi
- Prostate Cancer Research Center, Institute for Biomedical Technology, FI-33014 University of Tampere, Biokatu, 6-8 33520, Tampere, Finland
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Grelus A, Nica DV, Miklos I, Belengeanu V, Ioiart I, Popescu C. Clinical Significance of Measuring Global Hydroxymethylation of White Blood Cell DNA in Prostate Cancer: Comparison to PSA in a Pilot Exploratory Study. Int J Mol Sci 2017; 18:ijms18112465. [PMID: 29156615 PMCID: PMC5713431 DOI: 10.3390/ijms18112465] [Citation(s) in RCA: 6] [Impact Index Per Article: 0.9] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/08/2017] [Revised: 11/16/2017] [Accepted: 11/16/2017] [Indexed: 12/13/2022] Open
Abstract
This is the first study investigating the clinical relevance of 5-hydroxymethylcytosine (5hmC) in genomic DNA from white blood cells (WBC) in the context of prostate cancer (PCa) and other prostate pathologies. Using an enzyme-linked immunosorbent assay, we identified significantly different distributions of patients with low and elevated 5hmC content in WBC DNA across controls and patients with prostate cancer (PCa), atypical small acinar proliferation (ASAP), and benign prostatic hyperplasia (BPH). The measured values were within the normal range for most PCa patients, while the latter category was predominant for ASAP. We observed a wider heterogeneity in 5hmC content in all of the prostate pathologies analyzed when compared to the healthy age-matched controls. When compared to blood levels of prostate-specific antigen (PSA), this 5hmC-based biomarker had a lower performance in PCa detection than the use of a PSA cut-off of 2.5 nanograms per milliliter (ng/mL). Above this threshold, however, it delineated almost three quarters of PCa patients from controls and patients with other prostate pathologies. Overall, genome-wide 5hmC content of WBC DNA appears to be applicable for detecting non-cancerous prostate diseases, rather than PCa. Our results also suggest a potential clinical usefulness of complementing PSA as a PCa marker by the addition of a set of hydroxymethylation markers in the blood, but further studies are necessary to confirm these findings.
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Affiliation(s)
- Alin Grelus
- Institute of Life Sciences, "Vasile Goldis" Western University of Arad, Str. Liviu Rebreanu 86, 310045 Arad, Romania.
- Arad County Emergency Clinical Hospital, Str. Andreny Karoly nr. 2-4, 310037 Arad, Romania.
| | - Dragos V Nica
- Institute of Life Sciences, "Vasile Goldis" Western University of Arad, Str. Liviu Rebreanu 86, 310045 Arad, Romania.
| | - Imola Miklos
- Institute of Life Sciences, "Vasile Goldis" Western University of Arad, Str. Liviu Rebreanu 86, 310045 Arad, Romania.
- Arad County Emergency Clinical Hospital, Str. Andreny Karoly nr. 2-4, 310037 Arad, Romania.
| | - Valerica Belengeanu
- Institute of Life Sciences, "Vasile Goldis" Western University of Arad, Str. Liviu Rebreanu 86, 310045 Arad, Romania.
| | - Ioan Ioiart
- Institute of Life Sciences, "Vasile Goldis" Western University of Arad, Str. Liviu Rebreanu 86, 310045 Arad, Romania.
- Arad County Emergency Clinical Hospital, Str. Andreny Karoly nr. 2-4, 310037 Arad, Romania.
| | - Cristina Popescu
- Institute of Life Sciences, "Vasile Goldis" Western University of Arad, Str. Liviu Rebreanu 86, 310045 Arad, Romania.
- Faculty of Pharmacy, "Vasile Goldis" Western University of Arad, Str. Liviu Rebreanu 86, 310045 Arad, Romania.
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