1
|
Sakellaropoulos T, Do C, Jiang G, Cova G, Meyn P, Dimartino D, Ramaswami S, Heguy A, Tsirigos A, Skok JA. MethNet: a robust approach to identify regulatory hubs and their distal targets from cancer data. Nat Commun 2024; 15:6027. [PMID: 39025865 PMCID: PMC11258126 DOI: 10.1038/s41467-024-50380-3] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/19/2023] [Accepted: 07/09/2024] [Indexed: 07/20/2024] Open
Abstract
Aberrations in the capacity of DNA/chromatin modifiers and transcription factors to bind non-coding regions can lead to changes in gene regulation and impact disease phenotypes. However, identifying distal regulatory elements and connecting them with their target genes remains challenging. Here, we present MethNet, a pipeline that integrates large-scale DNA methylation and gene expression data across multiple cancers, to uncover cis regulatory elements (CREs) in a 1 Mb region around every promoter in the genome. MethNet identifies clusters of highly ranked CREs, referred to as 'hubs', which contribute to the regulation of multiple genes and significantly affect patient survival. Promoter-capture Hi-C confirmed that highly ranked associations involve physical interactions between CREs and their gene targets, and CRISPR interference based single-cell RNA Perturb-seq validated the functional impact of CREs. Thus, MethNet-identified CREs represent a valuable resource for unraveling complex mechanisms underlying gene expression, and for prioritizing the verification of predicted non-coding disease hotspots.
Collapse
Affiliation(s)
- Theodore Sakellaropoulos
- Department of Pathology, NYU Grossman School of Medicine, New York, NY, USA
- Perlmutter Cancer Center, NYU Langone Health, New York, NY, USA
| | - Catherine Do
- Department of Pathology, NYU Grossman School of Medicine, New York, NY, USA
- Perlmutter Cancer Center, NYU Langone Health, New York, NY, USA
| | - Guimei Jiang
- Department of Pathology, NYU Grossman School of Medicine, New York, NY, USA
- Perlmutter Cancer Center, NYU Langone Health, New York, NY, USA
| | - Giulia Cova
- Department of Pathology, NYU Grossman School of Medicine, New York, NY, USA
- Perlmutter Cancer Center, NYU Langone Health, New York, NY, USA
| | - Peter Meyn
- Genome Technology Center, NYU Grossman School of Medicine, New York, NY, USA
| | - Dacia Dimartino
- Genome Technology Center, NYU Grossman School of Medicine, New York, NY, USA
| | - Sitharam Ramaswami
- Genome Technology Center, NYU Grossman School of Medicine, New York, NY, USA
| | - Adriana Heguy
- Genome Technology Center, NYU Grossman School of Medicine, New York, NY, USA
| | - Aristotelis Tsirigos
- Department of Pathology, NYU Grossman School of Medicine, New York, NY, USA.
- Perlmutter Cancer Center, NYU Langone Health, New York, NY, USA.
- Applied Bioinformatics Laboratories, Office of Science & Research, NYU Grossman School of Medicine, New York, NY, USA.
| | - Jane A Skok
- Department of Pathology, NYU Grossman School of Medicine, New York, NY, USA.
- Perlmutter Cancer Center, NYU Langone Health, New York, NY, USA.
| |
Collapse
|
2
|
Sakellaropoulos T, Do C, Jiang G, Cova G, Meyn P, Dimartino D, Ramaswami S, Heguy A, Tsirigos A, Skok JA. MethNet: a robust approach to identify regulatory hubs and their distal targets in cancer. RESEARCH SQUARE 2023:rs.3.rs-3150386. [PMID: 37577603 PMCID: PMC10418566 DOI: 10.21203/rs.3.rs-3150386/v1] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 08/15/2023]
Abstract
Aberrations in the capacity of DNA/chromatin modifiers and transcription factors to bind non-coding regions can lead to changes in gene regulation and impact disease phenotypes. However, identifying distal regulatory elements and connecting them with their target genes remains challenging. Here, we present MethNet, a pipeline that integrates large-scale DNA methylation and gene expression data across multiple cancers, to uncover novel cis regulatory elements (CREs) in a 1Mb region around every promoter in the genome. MethNet identifies clusters of highly ranked CREs, referred to as 'hubs', which contribute to the regulation of multiple genes and significantly affect patient survival. Promoter-capture Hi-C confirmed that highly ranked associations involve physical interactions between CREs and their gene targets, and CRISPRi based scRNA Perturb-seq validated the functional impact of CREs. Thus, MethNet-identified CREs represent a valuable resource for unraveling complex mechanisms underlying gene expression, and for prioritizing the verification of predicted non-coding disease hotspots.
Collapse
Affiliation(s)
- Theodore Sakellaropoulos
- Department of Pathology, NYU Grossman School of Medicine, New York, NY, USA
- Perlmutter Cancer Center, NYU Langone Health, New York, NY, USA
| | - Catherine Do
- Department of Pathology, NYU Grossman School of Medicine, New York, NY, USA
- Perlmutter Cancer Center, NYU Langone Health, New York, NY, USA
| | - Guimei Jiang
- Department of Pathology, NYU Grossman School of Medicine, New York, NY, USA
- Perlmutter Cancer Center, NYU Langone Health, New York, NY, USA
| | - Giulia Cova
- Department of Pathology, NYU Grossman School of Medicine, New York, NY, USA
- Perlmutter Cancer Center, NYU Langone Health, New York, NY, USA
| | - Peter Meyn
- Genome Technology Center, NYU Grossman School of Medicine, New York, NY, USA
| | - Dacia Dimartino
- Genome Technology Center, NYU Grossman School of Medicine, New York, NY, USA
| | - Sitharam Ramaswami
- Genome Technology Center, NYU Grossman School of Medicine, New York, NY, USA
| | - Adriana Heguy
- Genome Technology Center, NYU Grossman School of Medicine, New York, NY, USA
| | - Aristotelis Tsirigos
- Department of Pathology, NYU Grossman School of Medicine, New York, NY, USA
- Perlmutter Cancer Center, NYU Langone Health, New York, NY, USA
- Applied Bioinformatics Laboratories, Office of Science & Research, NYU Grossman School of Medicine, New York, NY, USA
| | - Jane A Skok
- Department of Pathology, NYU Grossman School of Medicine, New York, NY, USA
- Perlmutter Cancer Center, NYU Langone Health, New York, NY, USA
| |
Collapse
|
3
|
Gigic B, van Roekel E, Holowatyj AN, Brezina S, Geijsen AJMR, Ulvik A, Ose J, Koole JL, Damerell V, Kiblawi R, Gumpenberger T, Lin T, Kvalheim G, Koelsch T, Kok DE, van Duijnhoven FJ, Bours MJ, Baierl A, Li CI, Grady W, Vickers K, Habermann N, Schneider M, Kampman E, Ueland PM, Ulrich A, Weijenberg M, Gsur A, Ulrich C. Cohort profile: Biomarkers related to folate-dependent one-carbon metabolism in colorectal cancer recurrence and survival - the FOCUS Consortium. BMJ Open 2022; 12:e062930. [PMID: 36549742 PMCID: PMC9772678 DOI: 10.1136/bmjopen-2022-062930] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 03/15/2022] [Accepted: 10/07/2022] [Indexed: 12/24/2022] Open
Abstract
PURPOSE The overarching goal of the FOCUS (biomarkers related to folate-dependent one-carbon metabolism in colorectal cancer (CRC) recurrence and survival) Consortium is to unravel the effect of folate and folate-mediated one-carbon metabolism (FOCM) biomarkers on CRC prognosis to provide clinically relevant advice on folate intake to cancer patients and define future tertiary prevention strategies. PARTICIPANTS The FOCUS Consortium is an international, prospective cohort of 2401 women and men above 18 years of age who were diagnosed with a primary invasive non-metastatic (stages I-III) CRC. The consortium comprises patients from Austria, two sites from the Netherlands, Germany and two sites from the USA. Patients are recruited after CRC diagnosis and followed at 6 and 12 months after enrolment. At each time point, sociodemographic data, data on health behaviour and clinical data are collected, blood samples are drawn. FINDINGS TO DATE An increased risk of cancer recurrences was observed among patients with higher compared with lower circulating folic acid concentrations. Furthermore, specific folate species within the FOCM pathway were associated with both inflammation and angiogenesis pathways among patients with CRC. In addition, higher vitamin B6 status was associated with better quality of life at 6 months post-treatment. FUTURE PLANS Better insights into the research on associations between folate and FOCM biomarkers and clinical outcomes in patients with CRC will facilitate the development of guidelines regarding folate intake in order to provide clinically relevant advice to patients with cancer, health professionals involved in patient care, and ultimately further tertiary prevention strategies in the future. The FOCUS Consortium offers an excellent infrastructure for short-term and long-term research projects and for combining additional biomarkers and data resulting from the individual cohorts within the next years, for example, microbiome data, omics and multiomics data or CT-quantified body composition data.
Collapse
Affiliation(s)
- Biljana Gigic
- Department of General, Visceral and Transplantation Surgery, University Hospital Heidelberg, Heidelberg, Germany
| | - Eline van Roekel
- Department of Epidemiology, Maastricht University, Maastricht, The Netherlands
| | - Andreana N Holowatyj
- Department of Medicine, Vanderbilt University Medical Center, Nashville, Tennessee, USA
- Vanderbilt-Ingram Cancer Center, Nashville, Tennessee, USA
| | - Stefanie Brezina
- Center for Cancer Research, Medical University of Vienna, Wien, Austria
| | - Anne J M R Geijsen
- Division of Human Nutrition and Health, Wageningen University & Research, Wageningen, The Netherlands
| | | | - Jennifer Ose
- Huntsman Cancer Institute, Salt Lake City, Utah, USA
- Department of Population Health Sciences, University of Utah, Salt Lake City, Utah, USA
| | - Janna L Koole
- Department of Epidemiology, Maastricht University, Maastricht, The Netherlands
| | - Victoria Damerell
- Department of General, Visceral and Transplantation Surgery, University Hospital Heidelberg, Heidelberg, Germany
| | - Rama Kiblawi
- Huntsman Cancer Institute, Salt Lake City, Utah, USA
- Department of Population Health Sciences, University of Utah, Salt Lake City, Utah, USA
| | | | - Tengda Lin
- Huntsman Cancer Institute, Salt Lake City, Utah, USA
- Department of Population Health Sciences, University of Utah, Salt Lake City, Utah, USA
| | | | - Torsten Koelsch
- Department of General, Visceral and Transplantation Surgery, University Hospital Heidelberg, Heidelberg, Germany
| | - Dieuwertje E Kok
- Division of Human Nutrition and Health, Wageningen University & Research, Wageningen, The Netherlands
| | - Franzel J van Duijnhoven
- Division of Human Nutrition and Health, Wageningen University & Research, Wageningen, The Netherlands
| | - Martijn J Bours
- Department of Epidemiology, Maastricht University, Maastricht, The Netherlands
| | - Andreas Baierl
- Department of Statistics and Operations Research, University of Vienna, Wien, Austria
| | - Christopher I Li
- Fred Hutchinson Cancer Research Center, Seattle, Washington, USA
| | - William Grady
- Fred Hutchinson Cancer Research Center, Seattle, Washington, USA
- Department of Medicine, University of Washington School of Medicine, Seattle, Washington, USA
| | - Kathy Vickers
- Fred Hutchinson Cancer Research Center, Seattle, Washington, USA
| | - Nina Habermann
- Genome Biology, European Molecular Biology Laboratory (EMBL), Heidelberg, Germany
| | - Martin Schneider
- Department of General, Visceral and Transplantation Surgery, University Hospital Heidelberg, Heidelberg, Germany
| | - Ellen Kampman
- Division of Human Nutrition and Health, Wageningen University & Research, Wageningen, The Netherlands
| | | | - Alexis Ulrich
- Department of General, Visceral and Transplantation Surgery, University Hospital Heidelberg, Heidelberg, Germany
- Surgical Department I, Städtische Kliniken Neuss, Lukaskrankenhaus GmbH, Neuss, Germany
| | - Matty Weijenberg
- Department of Epidemiology, Maastricht University, Maastricht, The Netherlands
| | - Andrea Gsur
- Center for Cancer Research, Medical University of Vienna, Wien, Austria
| | - Cornelia Ulrich
- Huntsman Cancer Institute, Salt Lake City, Utah, USA
- Department of Population Health Sciences, University of Utah, Salt Lake City, Utah, USA
| |
Collapse
|
4
|
Khamzina S, Lee J, Ryoo SB, Kim MJ, Park JW, Kang HC, Chie EK, Lee DW, Han SW, Kim TY, Jeong SY, Park KJ. Standard versus longer interval of radical resection after neoadjuvant chemoradiotherapy in locally advanced rectal cancer: A 20-year single-center experience & propensity-score matching. J Surg Oncol 2022; 127:119-131. [PMID: 36169163 DOI: 10.1002/jso.27105] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/12/2022] [Revised: 08/22/2022] [Accepted: 09/15/2022] [Indexed: 11/06/2022]
Abstract
BACKGROUND AND OBJECTIVES Despite the standard interval of 6-8 weeks between neoadjuvant chemoradiotherapy (nCRT) and surgery, it is debated whether an interval of >8 weeks increases the pathologic complete response (pCR) rate. We investigated the interval between nCRT and surgery, and its impact on oncological outcomes and postoperative complications in patients with locally advanced rectal cancer. METHODS We retrospectively reviewed patients with rectal cancer who underwent total mesorectal excision after long-course nCRT between 2000 and 2020. They were divided into two groups-those who underwent surgery at 6-8 and >8 weeks after nCRT. Surgical outcomes (stoma rate and postoperative complications), pCR, tumor regression grade (TRG), recurrence-free survival (RFS), and overall survival (OS) were compared. RESULTS We selected 770/1153 patients with rectal cancer, including 502 and 268 patients surgically treated at 6-8 and >8 weeks after nCRT, respectively. The pCR rates were similar between the two groups (14.7% vs. 15.3%, p = 0.836), while the TRG was significantly better in the >8 weeks group (p = 0.267). Additionally, the postoperative complications, recurrence, 5-year RFS, and OS rates were not significantly different between the two groups. CONCLUSIONS Although tumor regression increased in the >8 weeks group, the oncological benefits of surgery >8 weeks after nCRT remain uncertain.
Collapse
Affiliation(s)
- Saule Khamzina
- Department of Colorectal Surgery, Multidisciplinary City Hospital N1, Nur-Sultan, Kazakhstan.,Department of Surgery, National Research Oncology Center, Nur-Sultan, Kazakhstan
| | - Jongoh Lee
- Division of Colorectal Surgery, Department of Surgery, Seoul National University Hospital, Seoul National University College of Medicine, Seoul, Korea
| | - Seung-Bum Ryoo
- Division of Colorectal Surgery, Department of Surgery, Seoul National University Hospital, Seoul National University College of Medicine, Seoul, Korea.,Colorectal Cancer Center, Seoul National University Cancer Hospital, Seoul, Korea.,Cancer Research Institute, Seoul National University, Seoul, Korea
| | - Min Jung Kim
- Division of Colorectal Surgery, Department of Surgery, Seoul National University Hospital, Seoul National University College of Medicine, Seoul, Korea.,Colorectal Cancer Center, Seoul National University Cancer Hospital, Seoul, Korea.,Cancer Research Institute, Seoul National University, Seoul, Korea
| | - Ji Won Park
- Division of Colorectal Surgery, Department of Surgery, Seoul National University Hospital, Seoul National University College of Medicine, Seoul, Korea.,Colorectal Cancer Center, Seoul National University Cancer Hospital, Seoul, Korea.,Cancer Research Institute, Seoul National University, Seoul, Korea
| | - Hyun-Cheol Kang
- Department of Radiation Oncology, Seoul National University Hospital, Seoul National University College of Medicine, Seoul, Korea
| | - Eui Kyu Chie
- Department of Radiation Oncology, Seoul National University Hospital, Seoul National University College of Medicine, Seoul, Korea
| | - Dae-Won Lee
- Division of Hematooncology, Department of Internal Medicine, Seoul National University Hospital, Seoul National University College of Medicine, Seoul, Korea
| | - Sae-Won Han
- Division of Hematooncology, Department of Internal Medicine, Seoul National University Hospital, Seoul National University College of Medicine, Seoul, Korea
| | - Tae-You Kim
- Division of Hematooncology, Department of Internal Medicine, Seoul National University Hospital, Seoul National University College of Medicine, Seoul, Korea
| | - Seung-Yong Jeong
- Division of Colorectal Surgery, Department of Surgery, Seoul National University Hospital, Seoul National University College of Medicine, Seoul, Korea.,Colorectal Cancer Center, Seoul National University Cancer Hospital, Seoul, Korea.,Cancer Research Institute, Seoul National University, Seoul, Korea
| | - Kyu Joo Park
- Division of Colorectal Surgery, Department of Surgery, Seoul National University Hospital, Seoul National University College of Medicine, Seoul, Korea.,Colorectal Cancer Center, Seoul National University Cancer Hospital, Seoul, Korea
| |
Collapse
|
5
|
Hong J, Rhee JK. Genomic Effect of DNA Methylation on Gene Expression in Colorectal Cancer. BIOLOGY 2022; 11:1388. [PMID: 36290295 PMCID: PMC9598958 DOI: 10.3390/biology11101388] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 08/22/2022] [Revised: 09/16/2022] [Accepted: 09/20/2022] [Indexed: 11/25/2022]
Abstract
The aberrant expression of cancer-related genes can lead to colorectal cancer (CRC) carcinogenesis, and DNA methylation is one of the causes of abnormal expression. Although many studies have been conducted to reveal how DNA methylation affects transcription regulation, the ways in which it modulates gene expression and the regions that significantly affect DNA methylation-mediated gene regulation remain unclear. In this study, we investigated how DNA methylation in specific genomic areas can influence gene expression. Several regression models were constructed for gene expression prediction based on DNA methylation. Among these models, ElasticNet, which had the best performance, was chosen for further analysis. DNA methylation near transcription start sites (TSS), especially from 2 kb upstream to 7 kb downstream of TSS, had an essential regulatory role in gene expression. Moreover, methylation-affected and survival-associated genes were compiled and found to be mainly enriched in immune-related pathways. This study investigated genomic regions in which methylation changes can affect gene expression. In addition, this study proposed that aberrantly expressed genes due to DNA methylation can lead to CRC pathogenesis by the immune system.
Collapse
Affiliation(s)
| | - Je-Keun Rhee
- Department of Bioinformatics & Life Science, Soongsil University, Seoul 06978, Korea
| |
Collapse
|
6
|
Wang L, Zhang J, Xia M, Liu C, Zu X, Zhong J. High Mobility Group A1 (HMGA1): Structure, Biological Function, and Therapeutic Potential. Int J Biol Sci 2022; 18:4414-4431. [PMID: 35864955 PMCID: PMC9295051 DOI: 10.7150/ijbs.72952] [Citation(s) in RCA: 31] [Impact Index Per Article: 10.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/17/2022] [Accepted: 06/24/2022] [Indexed: 11/26/2022] Open
Abstract
High mobility group A1 (HMGA1) is a nonhistone chromatin structural protein characterized by no transcriptional activity. It mainly plays a regulatory role by modifying the structure of DNA. A large number of studies have confirmed that HMGA1 regulates genes related to tumours in the reproductive system, digestive system, urinary system and haematopoietic system. HMGA1 is rare in adult cells and increases in highly proliferative cells such as embryos. After being stimulated by external factors, it will produce effects through the Wnt/β-catenin, PI3K/Akt, Hippo and MEK/ERK pathways. In addition, HMGA1 also affects the ageing, apoptosis, autophagy and chemotherapy resistance of cancer cells, which are linked to tumorigenesis. In this review, we summarize the mechanisms of HMGA1 in cancer progression and discuss the potential clinical application of targeted HMGA1 therapy, indicating that targeted HMGA1 is of great significance in the diagnosis and treatment of malignancy.
Collapse
Affiliation(s)
- Lu Wang
- Institute of Clinical Medicine, The First Affiliated Hospital, Hengyang Medical School, University of South China, Hengyang, Hunan, 421001, PR China
| | - Ji Zhang
- Department of Clinical Laboratory, Shenzhen Traditional Chinese Medicine Hospital, Shenzhen 518033, Guangdong, China
| | - Min Xia
- Institute of Clinical Medicine, The First Affiliated Hospital, Hengyang Medical School, University of South China, Hengyang, Hunan, 421001, PR China.,Cancer Research Institute, The First Affiliated Hospital, Hengyang Medical School, University of South China, Hengyang, Hunan, 421001, PR China
| | - Chang Liu
- Department of Endocrinology and Metabolism, The First People's Hospital of Chenzhou, First School of Clinical Medicine, University of Southern Medical, Guangzhou 510515, Guangdong, China
| | - Xuyu Zu
- Institute of Clinical Medicine, The First Affiliated Hospital, Hengyang Medical School, University of South China, Hengyang, Hunan, 421001, PR China.,Cancer Research Institute, The First Affiliated Hospital, Hengyang Medical School, University of South China, Hengyang, Hunan, 421001, PR China
| | - Jing Zhong
- Institute of Clinical Medicine, The First Affiliated Hospital, Hengyang Medical School, University of South China, Hengyang, Hunan, 421001, PR China.,Cancer Research Institute, The First Affiliated Hospital, Hengyang Medical School, University of South China, Hengyang, Hunan, 421001, PR China
| |
Collapse
|
7
|
Saed L, Jeleń A, Mirowski M, Sałagacka-Kubiak A. Prognostic Significance of HMGA1 Expression in Lung Cancer Based on Bioinformatics Analysis. Int J Mol Sci 2022; 23:ijms23136933. [PMID: 35805937 PMCID: PMC9266824 DOI: 10.3390/ijms23136933] [Citation(s) in RCA: 10] [Impact Index Per Article: 3.3] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/01/2022] [Revised: 06/18/2022] [Accepted: 06/18/2022] [Indexed: 12/15/2022] Open
Abstract
High-mobility group protein 1 (HMGA1) participates in the processes of DNA transcription, replication, recombination, and repair. The HMGA1 gene is expressed abundantly during embryogenesis and is reactivated during carcinogenesis. HMGA1 gene expression has been associated with a high degree of malignancy, metastatic tendency, and poor survival in breast, colon, ovary, and pancreatic cancers. However, its prognostic significance in lung cancer remains unclear. Using publicly available data, HMGA1 was shown to be overexpressed in both small and non-small lung tumors, with higher expression compared to both the adjacent non-malignant lung tissues and non-tumor lung tissues of healthy individuals. Elevated HMGA1 expression could result from lowered HMGA1 methylation and was connected with some clinicopathological features like sex, age, and stage of the disease. The high HMGA1 expression level was connected with shorter overall and first progression survival time among lung adenocarcinoma patients, but not lung squamous cell carcinoma patients. HMGA1 could interact with proteins involved in cellular senescence and cell cycle control (TP53, RB1, RPS6KB1, and CDK1), transcription regulation (EP400 and HMGA2), chromatin assembly and remodeling (LMNB1), and cholesterol and isoprene biosynthesis (HMGCR and INSIG1). Taken together, HMGA1 overexpression could be an essential element of lung carcinogenesis and a prognostic feature in lung cancer.
Collapse
|
8
|
Silva TC, Young JI, Martin ER, Chen XS, Wang L. MethReg: estimating the regulatory potential of DNA methylation in gene transcription. Nucleic Acids Res 2022; 50:e51. [PMID: 35100398 PMCID: PMC9122535 DOI: 10.1093/nar/gkac030] [Citation(s) in RCA: 9] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/03/2021] [Revised: 12/17/2021] [Accepted: 01/11/2022] [Indexed: 01/02/2023] Open
Abstract
Epigenome-wide association studies often detect many differentially methylated sites, and many are located in distal regulatory regions. To further prioritize these significant sites, there is a critical need to better understand the functional impact of CpG methylation. Recent studies demonstrated that CpG methylation-dependent transcriptional regulation is a widespread phenomenon. Here, we present MethReg, an R/Bioconductor package that analyzes matched DNA methylation and gene expression data, along with external transcription factor (TF) binding information, to evaluate, prioritize and annotate CpG sites with high regulatory potential. At these CpG sites, TF-target gene associations are often only present in a subset of samples with high (or low) methylation levels, so they can be missed by analyses that use all samples. Using colorectal cancer and Alzheimer's disease datasets, we show MethReg significantly enhances our understanding of the regulatory roles of DNA methylation in complex diseases.
Collapse
Affiliation(s)
- Tiago C Silva
- Department of Public Health Sciences, University of Miami Miller School of Medicine, Miami, FL 33136, USA
| | - Juan I Young
- Dr. John T. Macdonald Foundation Department of Human Genetics, University of Miami Miller School of Medicine, Miami, FL 33136, USA
- John P. Hussman Institute for Human Genomics, University of Miami Miller School of Medicine, Miami, FL 33136, USA
| | - Eden R Martin
- Dr. John T. Macdonald Foundation Department of Human Genetics, University of Miami Miller School of Medicine, Miami, FL 33136, USA
- John P. Hussman Institute for Human Genomics, University of Miami Miller School of Medicine, Miami, FL 33136, USA
| | - X Steven Chen
- Department of Public Health Sciences, University of Miami Miller School of Medicine, Miami, FL 33136, USA
- Sylvester Comprehensive Cancer Center, University of Miami Miller School of Medicine, Miami, FL 33136, USA
| | - Lily Wang
- Department of Public Health Sciences, University of Miami Miller School of Medicine, Miami, FL 33136, USA
- Dr. John T. Macdonald Foundation Department of Human Genetics, University of Miami Miller School of Medicine, Miami, FL 33136, USA
- John P. Hussman Institute for Human Genomics, University of Miami Miller School of Medicine, Miami, FL 33136, USA
- Sylvester Comprehensive Cancer Center, University of Miami Miller School of Medicine, Miami, FL 33136, USA
| |
Collapse
|
9
|
Huang Z, Wang J, Yan Z, Guo M. Differentially expressed genes prediction by multiple self-attention on epigenetics data. Brief Bioinform 2022; 23:6563414. [PMID: 35380603 DOI: 10.1093/bib/bbac117] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/30/2021] [Revised: 03/09/2022] [Accepted: 03/09/2022] [Indexed: 11/12/2022] Open
Abstract
Predicting differentially expressed genes (DEGs) from epigenetics signal data is the key to understand how epigenetics controls cell functional heterogeneity by gene regulation. This knowledge can help developing 'epigenetics drugs' for complex diseases like cancers. Most of existing machine learning-based methods suffer defects in prediction accuracy, interpretability or training speed. To address these problems, in this paper, we propose a Multiple Self-Attention model for predicting DEGs on Epigenetic data (Epi-MSA). Epi-MSA first uses convolutional neural networks for neighborhood bins information embedding, and then employs multiple self-attention encoders on different input epigenetics factors data to learn which locations of genes are important for predicting DEGs. Next it trains a soft attention module to pick out which epigenetics factors are significant. The attention mechanism makes the model interpretable, and the pure matrix operation of self-attention enables the model to be parallel calculated and speeds up the training. Experiments on datasets from the Roadmap Epigenome Project and BluePrint Data Analysis Portal (BDAP) show that the performance of Epi-MSA is better than existing competitive methods, and Epi-MSA also has a smaller standard deviation, which shows that Epi-MSA is effective and stable. In addition, Epi-MSA has a good interpretability, this is confirmed by referring its attention weight matrix with existing biological knowledge.
Collapse
Affiliation(s)
- Zimo Huang
- School of Software, Shandong University, Jinan 250101, China.,Joint SDU-NTU Centre for Artificial Intelligence Research, Shandong University, Jinan 250101, China
| | - Jun Wang
- Joint SDU-NTU Centre for Artificial Intelligence Research, Shandong University, Jinan 250101, China
| | - Zhongmin Yan
- School of Software, Shandong University, Jinan 250101, China
| | - Maozu Guo
- College of Electrical and Information Engineering, Beijing University of Civil Engineering and Architecture, Beijing 100044, China
| |
Collapse
|
10
|
Yao H, Xu H, Qiu S, Chen J, Lin Z, Zhu J, Sun X, Gao Q, Chen X, Xi C, Huang D, Zhang F, Gao S, Wang Z, Zhang J, Liu X, Ren G, Tao X, Li M, Chen W. Choline deficiency-related multi-omics characteristics are susceptible factors for chemotherapy-induced thrombocytopenia. Pharmacol Res 2022; 178:106155. [DOI: 10.1016/j.phrs.2022.106155] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 12/12/2021] [Revised: 01/24/2022] [Accepted: 03/01/2022] [Indexed: 02/06/2023]
|
11
|
Li M, Chen J, Liu S, Sun X, Xu H, Gao Q, Chen X, Xi C, Huang D, Deng Y, Zhang F, Gao S, Qiu S, Tao X, Zhai J, Wei H, Yao H, Chen W. Spermine-Related DNA Hypermethylation and Elevated Expression of Genes for Collagen Formation are Susceptible Factors for Chemotherapy-Induced Hand-Foot Syndrome in Chinese Colorectal Cancer Patients. Front Pharmacol 2021; 12:746910. [PMID: 34539419 PMCID: PMC8440935 DOI: 10.3389/fphar.2021.746910] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/25/2021] [Accepted: 08/13/2021] [Indexed: 01/06/2023] Open
Abstract
Hand-foot syndrome (HFS) is a common capecitabine-based chemotherapy-related adverse event (CRAE) in patients with colorectal cancer (CRC). It is of great significance to comprehensively identify susceptible factors for HFS, and further to elucidate the biomolecular mechanism of HFS susceptibility. We performed an untargeted multi-omics analysis integrating DNA methylation, transcriptome, and metabolome data of 63 Chinese CRC patients who had complete CRAE records during capecitabine-based chemotherapy. We found that the metabolome changes for each of matched plasma, urine, and normal colorectal tissue (CRT) in relation to HFS were characterized by chronic tissue damage, which was indicated by reduced nucleotide salvage, elevated spermine level, and increased production of endogenous cytotoxic metabolites. HFS-related transcriptome changes of CRT showed an overall suppressed inflammation profile but increased M2 macrophage polarization. HFS-related DNA methylation of CRT presented gene-specific hypermethylation on genes mainly for collagen formation. The hypermethylation was accumulated in the opensea and shore regions, which elicited a positive effect on gene expression. Additionally, we developed and validated models combining relevant biomarkers showing reasonably good discrimination performance with the area under the receiver operating characteristic curve values from 0.833 to 0.955. Our results demonstrated that the multi-omics variations associated with a profibrotic phenotype were closely related to HFS susceptibility. HFS-related biomolecular variations in CRT contributed more to the relevant biomolecular mechanism of HFS than in plasma and urine. Spermine-related DNA hypermethylation and elevated expression of genes for collagen formation were closely associated with HFS susceptibility. These findings provided new insights into the susceptible factors for chemotherapy-induced HFS, which can promote the implementation of individualized treatment against HFS.
Collapse
Affiliation(s)
- Mingming Li
- Department of Pharmacy, Second Affiliated Hospital of Naval Medical University, Shanghai, China
| | - Jiani Chen
- Department of Pharmacy, Second Affiliated Hospital of Naval Medical University, Shanghai, China
| | - Shaoqun Liu
- Department of Gastric Intestinal Surgery, Minhang Hospital, Fudan University, Shanghai, China
| | - Xiaomeng Sun
- Research Institute, GloriousMed Clinical Laboratory Co., Ltd., Shanghai, China
| | - Huilin Xu
- Institutes of Biomedical Sciences, Fudan University, Shanghai, China
| | - Qianmin Gao
- Department of General Surgery, Second Affiliated Hospital of Naval Medical University, Shanghai, China
| | - Xintao Chen
- Department of General Surgery, Second Affiliated Hospital of Naval Medical University, Shanghai, China
| | - Chaowen Xi
- Research Institute, GloriousMed Clinical Laboratory Co., Ltd., Shanghai, China
| | - Doudou Huang
- Traditional Chinese Medicine Resource and Technology Center, Shanghai University of Traditional Chinese Medicine, Shanghai, China
| | - Yi Deng
- Department of Pharmacy, Second Affiliated Hospital of Naval Medical University, Shanghai, China
| | - Feng Zhang
- Department of Pharmacy, Second Affiliated Hospital of Naval Medical University, Shanghai, China
| | - Shouhong Gao
- Department of Pharmacy, Second Affiliated Hospital of Naval Medical University, Shanghai, China
| | - Shi Qiu
- Traditional Chinese Medicine Resource and Technology Center, Shanghai University of Traditional Chinese Medicine, Shanghai, China
| | - Xia Tao
- Department of Pharmacy, Second Affiliated Hospital of Naval Medical University, Shanghai, China
| | - Jingwen Zhai
- Department of Pharmacy, Second Affiliated Hospital of Naval Medical University, Shanghai, China
| | - Hua Wei
- Department of Pharmacy, Second Affiliated Hospital of Naval Medical University, Shanghai, China.,Department of Pharmacy, 905th Hospital of PLA Navy, Naval Medical University, Shanghai, China
| | - Houshan Yao
- Department of General Surgery, Second Affiliated Hospital of Naval Medical University, Shanghai, China
| | - Wansheng Chen
- Department of Pharmacy, Second Affiliated Hospital of Naval Medical University, Shanghai, China.,Traditional Chinese Medicine Resource and Technology Center, Shanghai University of Traditional Chinese Medicine, Shanghai, China
| |
Collapse
|
12
|
Li M, Sun X, Yao H, Chen W, Zhang F, Gao S, Zou X, Chen J, Qiu S, Wei H, Hu Z, Chen W. Genomic methylation variations predict the susceptibility of six chemotherapy related adverse effects and cancer development for Chinese colorectal cancer patients. Toxicol Appl Pharmacol 2021; 427:115657. [PMID: 34332992 DOI: 10.1016/j.taap.2021.115657] [Citation(s) in RCA: 6] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/17/2021] [Revised: 07/08/2021] [Accepted: 07/26/2021] [Indexed: 02/07/2023]
Abstract
Colorectal cancer (CRC) remains a major concern with high morbidity and mortality worldwide. Despite the positive influence of chemotherapy on the decline in CRC mortality, the negative influence of chemotherapy-related adverse effects (CRAEs) caused by capecitabine (Cap) remains a challenging problem. DNA methylation alteration plays a pivotal role in gene expression regulation. Here, we aimed to screen reliable and novel biomarkers for CRC diagnosis and CRAE prediction using the advanced Illumina Infinium MethylationEPIC (850 K) BeadChip. Paired tumor and normal tissues from 21 Chinese CRC patients who received Cap-based adjuvant chemotherapy were analyzed. CRC-related methylation was characterized by hypermethylated promoter islands and hypomethylated intragenic openseas; CRAE-related methylation was characterized by hyper- (or hypo-) methylated intragenic (or intergenic) regions. Based on three types of methylation profiles (differentially methylated probes, differentially methylated regions, and gene-function-differentially methylated regions), pathway enrichment analyses revealed that CRC-related genes were significantly enriched in the neuronal system, metabolism of RNA, and extracellular matrix organization; CRAE-related genes were abundantly enriched in pathways controlling regeneration functions and immune response. Finally, based on genes within the mostly related pathways and LASSO logistic regression selection, the integrated-methylation-marker systems developed here demonstrated high discriminative accuracy in both CRC diagnosis (AUROC = 1) and CRAE prediction (AUROC = 0.817-1). In conclusion, we conducted a comprehensive DNA methylation analysis of CRC patients with chemotherapy, which provided new insights into the formation of CRC and CRAEs. Most importantly, our findings identified potentially CRAE-related metabolic pathways and markers, providing a valuable reference for personalized medicine promising better safety. Trail registration:ClinicalTrials.gov,NCT03030508, Registered 25 January 2017,https://www.clinicaltrials.gov/ct2/show/NCT03030508?term=NCT03030508&draw=2&rank=1.
Collapse
Affiliation(s)
- Mingming Li
- Department of Pharmacy, Second Affiliated Hospital of Naval Medical University, Shanghai 200003, China
| | - Xiaomeng Sun
- Research Institute, GloriousMed Clinical Laboratory Co., Ltd., Shanghai 201318, China
| | - Houshan Yao
- Department of General Surgery, Second Affiliated Hospital of Naval Medical University, Shanghai 200003, China
| | - Wei Chen
- Department of Pharmacy, Second Affiliated Hospital of Naval Medical University, Shanghai 200003, China
| | - Feng Zhang
- Department of Pharmacy, Second Affiliated Hospital of Naval Medical University, Shanghai 200003, China
| | - Shouhong Gao
- Department of Pharmacy, Second Affiliated Hospital of Naval Medical University, Shanghai 200003, China
| | - Xun Zou
- Department of Pharmacy, Second Affiliated Hospital of Naval Medical University, Shanghai 200003, China
| | - Jiani Chen
- Department of Pharmacy, Second Affiliated Hospital of Naval Medical University, Shanghai 200003, China
| | - Shi Qiu
- Traditional Chinese Medicine Resource and Technology Center, Shanghai University of Traditional Chinese Medicine, Shanghai 201203, China
| | - Hua Wei
- Department of Pharmacy, Second Affiliated Hospital of Naval Medical University, Shanghai 200003, China; Department of Pharmacy, 905th Hospital of PLA Navy, Naval Medical University, Shanghai 200052, China.
| | - Zhiqian Hu
- Department of General Surgery, Second Affiliated Hospital of Naval Medical University, Shanghai 200003, China; Department of Gastrointestinal Surgery, Tongji Hospital, Medical College of Tongji University, Shanghai 200065, China.
| | - Wansheng Chen
- Department of Pharmacy, Second Affiliated Hospital of Naval Medical University, Shanghai 200003, China; Traditional Chinese Medicine Resource and Technology Center, Shanghai University of Traditional Chinese Medicine, Shanghai 201203, China.
| |
Collapse
|
13
|
Ahn J, Hwang IS, Park MR, Hwang S, Lee K. Genomic Imprinting at the Porcine DIRAS3 Locus. Animals (Basel) 2021; 11:ani11051315. [PMID: 34063661 PMCID: PMC8147596 DOI: 10.3390/ani11051315] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/25/2021] [Revised: 04/30/2021] [Accepted: 05/01/2021] [Indexed: 12/17/2022] Open
Abstract
Simple Summary DNA methylation associated with one of the two alleles from parents is an important mechanism that causes a silencing of that allele, leading to expression of another allele only. There has been a lack of detailed studies on DNA methylation and expression patterns that are related to the DIRAS3 gene in pigs. The objective of this study was to provide a comprehensive overview of DNA methylation and expression associated with the DIRAS3 gene in pigs by generating an embryonic pig model and analyzing next-generation sequencing using pig embryos and adult pigs. Our results clearly showed the presence of DNA methylation near the DIRAS3 gene in pigs and high expression of DIRAS3 in the hypothalamus from adult pigs and expression of only one allele in all the tested tissues including the hypothalamus. In summary, our findings suggested DNA methylation might be related to those unique gene expression patterns during the development of pigs. Abstract The epigenetic mechanisms underlying genomic imprinting include DNA methylation and monoallelic expression of genes in close proximity. Although genes imprinted in humans and mice have been widely characterized, there is a lack of detailed and comprehensive studies in livestock species including pigs. The purpose of this study was to investigate a detailed methylation status and parent-of-origin-specific gene expression within the genomic region containing an underexamined porcine DIRAS3 locus. Through whole-genome bisulfite sequencing (WGBS) and RNA sequencing (RNA-seq) of porcine parthenogenetic embryos and analyses of public RNA-seq data from adult pigs, DNA methylation and monoallelic expression pattern were investigated. As a result, maternal hypermethylation at the DIRAS3 locus and hypothalamus-specific and monoallelic expression of the DIRAS3 gene were found in pigs. In conclusion, the findings from this study suggest that the presence of maternal hypermethylation, or imprints, might be maintained and related to monoallelic expression of DIRAS3 during pig development.
Collapse
Affiliation(s)
- Jinsoo Ahn
- Functional Genomics Laboratory, Department of Animal Sciences, The Ohio State University, Columbus, OH 43210, USA;
| | - In-Sul Hwang
- Animal Biotechnology Division, National Institute of Animal Science, Rural Development Administration, Wanju 55365, Korea; (I.-S.H.); (M.-R.P.); (S.H.)
| | - Mi-Ryung Park
- Animal Biotechnology Division, National Institute of Animal Science, Rural Development Administration, Wanju 55365, Korea; (I.-S.H.); (M.-R.P.); (S.H.)
| | - Seongsoo Hwang
- Animal Biotechnology Division, National Institute of Animal Science, Rural Development Administration, Wanju 55365, Korea; (I.-S.H.); (M.-R.P.); (S.H.)
| | - Kichoon Lee
- Functional Genomics Laboratory, Department of Animal Sciences, The Ohio State University, Columbus, OH 43210, USA;
- Correspondence: ; Tel.: +1-614-688-7963
| |
Collapse
|
14
|
Genomic Imprinting at the Porcine PLAGL1 Locus and the Orthologous Locus in the Human. Genes (Basel) 2021; 12:genes12040541. [PMID: 33918057 PMCID: PMC8069715 DOI: 10.3390/genes12040541] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/27/2021] [Accepted: 04/06/2021] [Indexed: 12/27/2022] Open
Abstract
Implementation of genomic imprinting in mammals often results in cis-acting silencing of a gene cluster and monoallelic expression, which are important for mammalian growth and function. Compared with widely documented imprinting status in humans and mice, current understanding of genomic imprinting in pigs is relatively limited. The objectives of this study were to identify DNA methylation status and allelic expression of alternative spliced isoforms at the porcine PLAGL1 locus and assess the conservation of the locus compared to the orthologous human locus. DNA methylome and transcriptome were constructed using porcine parthenogenetic or biparental control embryos. Using methylome, differentially methylated regions between those embryos were identified. Alternative splicing was identified by differential splicing analysis, and monoallelic expression was examined using single nucleotide polymorphism sites. Moreover, topological boundary regions were identified by analyzing CTCF binding sites and compared with the boundary of human orthologous locus. As a result, it was revealed that the monoallelic expression of the PLAGL1 gene in porcine embryos via genomic imprinting was maintained in the adult stage. The porcine PLAGL1 locus was largely conserved in regard to maternal hypermethylation, tissue distribution of mRNA expression, monoallelic expression, and biallelic CTCF-binding, with exceptions on transcript isoforms produced by alternative splicing instead of alternative promoter usage. These findings laid the groundwork for comparative studies on the imprinted PLAGL1 gene and related regulatory mechanisms across species.
Collapse
|
15
|
Liu X, Zhang T, Li Y, Zhang Y, Zhang H, Wang X, Li L. The Role of Methylation in the CpG Island of the ARHI Promoter Region in Cancers. ADVANCES IN EXPERIMENTAL MEDICINE AND BIOLOGY 2020; 1255:123-132. [PMID: 32949395 DOI: 10.1007/978-981-15-4494-1_10] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 12/13/2022]
Abstract
Hypermethylation can downregulate many tumor suppressor gene expressions. Aplasia Ras homologue member I (ARHI, DIRAS3) is one of the maternally imprinted tumor suppressors in the RAS superfamily. This chapter overviewed the importance of ARHI methylation and expression phenomes in various types of cancers, although the exact mechanisms remain unclear. As an imprinted gene, aberrant DNA methylation of the paternal allele of ARHI was identified as a primary inhibitor of ARHI expression. The role of methylation in the CpG islands of the ARHI promoter region vary among ovarian cancers, breast cancers, hepatocellular carcinoma, colon cancers, pancreatic cancer osteosarcoma, glial tumors, follicular thyroid carcinoma, or lung cancers. The methylation of ARHI provides a new insight to understand molecular mechanisms of tumorigenesis and progression of cancers.
Collapse
Affiliation(s)
- Xiaozhuan Liu
- Center for Clinical Single Cell Biomedicine, Henan Provincial People's Hospital, Zhengzhou, Henan, China
- Zhengzhou University People's Hospital, Zhengzhou, Henan, China
- Henan University People's Hospital, Zhengzhou, Henan, China
| | - Tingting Zhang
- Center for Clinical Single Cell Biomedicine, Henan Provincial People's Hospital, Zhengzhou, Henan, China
- Zhengzhou University People's Hospital, Zhengzhou, Henan, China
- Henan University People's Hospital, Zhengzhou, Henan, China
| | - Yanjun Li
- Center for Clinical Single Cell Biomedicine, Henan Provincial People's Hospital, Zhengzhou, Henan, China
- Zhengzhou University People's Hospital, Zhengzhou, Henan, China
- Henan University People's Hospital, Zhengzhou, Henan, China
| | - Yuwei Zhang
- Center for Clinical Single Cell Biomedicine, Henan Provincial People's Hospital, Zhengzhou, Henan, China
- Zhengzhou University People's Hospital, Zhengzhou, Henan, China
- Henan University People's Hospital, Zhengzhou, Henan, China
| | - Hui Zhang
- Center for Clinical Single Cell Biomedicine, Henan Provincial People's Hospital, Zhengzhou, Henan, China
- Zhengzhou University People's Hospital, Zhengzhou, Henan, China
- Henan University People's Hospital, Zhengzhou, Henan, China
| | - Xiangdong Wang
- Zhongshan Hospital, Fudan University, Shanghai, Shanghai, China
| | - Li Li
- Center for Clinical Single Cell Biomedicine, Henan Provincial People's Hospital, Zhengzhou, Henan, China.
- Zhengzhou University People's Hospital, Zhengzhou, Henan, China.
- Henan University People's Hospital, Zhengzhou, Henan, China.
- Department of Scientific Research and Discipline Construction, Henan Provincial People's Hospital, Zhengzhou, Henan, China.
| |
Collapse
|
16
|
Wang Z, Yin J, Zhou W, Bai J, Xie Y, Xu K, Zheng X, Xiao J, Zhou L, Qi X, Li Y, Li X, Xu J. Complex impact of DNA methylation on transcriptional dysregulation across 22 human cancer types. Nucleic Acids Res 2020; 48:2287-2302. [PMID: 32002550 PMCID: PMC7049702 DOI: 10.1093/nar/gkaa041] [Citation(s) in RCA: 25] [Impact Index Per Article: 5.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/13/2019] [Accepted: 01/14/2020] [Indexed: 12/18/2022] Open
Abstract
Accumulating evidence has demonstrated that transcriptional regulation is affected by DNA methylation. Understanding the perturbation of DNA methylation-mediated regulation between transcriptional factors (TFs) and targets is crucial for human diseases. However, the global landscape of DNA methylation-mediated transcriptional dysregulation (DMTD) across cancers has not been portrayed. Here, we systematically identified DMTD by integrative analysis of transcriptome, methylome and regulatome across 22 human cancer types. Our results revealed that transcriptional regulation was affected by DNA methylation, involving hundreds of methylation-sensitive TFs (MethTFs). In addition, pan-cancer MethTFs, the regulatory activity of which is generally affected by DNA methylation across cancers, exhibit dominant functional characteristics and regulate several cancer hallmarks. Moreover, pan-cancer MethTFs were found to be affected by DNA methylation in a complex pattern. Finally, we investigated the cooperation among MethTFs and identified a network module that consisted of 43 MethTFs with prognostic potential. In summary, we systematically dissected the transcriptional dysregulation mediated by DNA methylation across cancer types, and our results provide a valuable resource for both epigenetic and transcriptional regulation communities.
Collapse
Affiliation(s)
- Zishan Wang
- College of Bioinformatics Science and Technology, Harbin Medical University, Harbin, China
| | - Jiaqi Yin
- College of Bioinformatics Science and Technology, Harbin Medical University, Harbin, China
| | - Weiwei Zhou
- College of Bioinformatics Science and Technology, Harbin Medical University, Harbin, China
| | - Jing Bai
- College of Bioinformatics Science and Technology, Harbin Medical University, Harbin, China
| | - Yunjin Xie
- College of Bioinformatics Science and Technology, Harbin Medical University, Harbin, China
| | - Kang Xu
- College of Bioinformatics Science and Technology, Harbin Medical University, Harbin, China
| | - Xiangyi Zheng
- College of Bioinformatics Science and Technology, Harbin Medical University, Harbin, China
| | - Jun Xiao
- College of Bioinformatics Science and Technology, Harbin Medical University, Harbin, China
| | - Li Zhou
- Department of Nephrology, Affiliated Hospital of Chengde Medical College, Chengde, Hebei Province, China
| | - Xiaolin Qi
- Key Laboratory of Tropical Translational Medicine of Ministry of Education, Hainan Medical University, Haikou, Hainan 571199, China
| | - Yongsheng Li
- College of Bioinformatics Science and Technology, Harbin Medical University, Harbin, China.,Key Laboratory of Tropical Translational Medicine of Ministry of Education, Hainan Medical University, Haikou, Hainan 571199, China.,College of Biomedical Information and Engineering, Hainan Medical University, Haikou, Hainan 570100, China
| | - Xia Li
- College of Bioinformatics Science and Technology, Harbin Medical University, Harbin, China.,Key Laboratory of Tropical Translational Medicine of Ministry of Education, Hainan Medical University, Haikou, Hainan 571199, China.,College of Biomedical Information and Engineering, Hainan Medical University, Haikou, Hainan 570100, China
| | - Juan Xu
- College of Bioinformatics Science and Technology, Harbin Medical University, Harbin, China.,Key Laboratory of Tropical Translational Medicine of Ministry of Education, Hainan Medical University, Haikou, Hainan 571199, China.,College of Biomedical Information and Engineering, Hainan Medical University, Haikou, Hainan 570100, China
| |
Collapse
|
17
|
Kober P, Boresowicz J, Rusetska N, Maksymowicz M, Paziewska A, Dąbrowska M, Kunicki J, Bonicki W, Ostrowski J, Siedlecki JA, Bujko M. The Role of Aberrant DNA Methylation in Misregulation of Gene Expression in Gonadotroph Nonfunctioning Pituitary Tumors. Cancers (Basel) 2019; 11:E1650. [PMID: 31731486 PMCID: PMC6895980 DOI: 10.3390/cancers11111650] [Citation(s) in RCA: 10] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/05/2019] [Revised: 10/18/2019] [Accepted: 10/21/2019] [Indexed: 12/21/2022] Open
Abstract
Gonadotroph nonfunctioning pituitary adenomas (NFPAs) are common intracranial tumors, but the role of aberrant epigenetic regulation in their development remains poorly understood. In this study, we investigated the effect of impaired CpG methylation in NFPAs. We determined DNA methylation and transcriptomic profiles in 32 NFPAs and normal pituitary sections using methylation arrays and sequencing, respectively. Ten percent of differentially methylated CpGs were correlated with gene expression, and the affected genes are involved in a variety of tumorigenesis-related pathways. Different proportions of gene body and promoter region localization were observed in CpGs with negative and positive correlations between methylation and gene expression, and different proportions of CpGs were located in 'open sea' and 'shelf/shore' regions. The expression of ~8% of genes differentially expressed in NFPAs was related to aberrant methylation. Methylation levels of seven CpGs located in the regulatory regions of FAM163A, HIF3A and PRSS8 were determined by pyrosequencing, and gene expression was measured by qRT-PCR and immunohistochemistry in 83 independent NFPAs. The results clearly confirmed the negative correlation between methylation and gene expression for these genes. By identifying which aberrantly methylated CpGs affect gene expression in gonadotrophinomas, our data confirm the role of aberrant methylation in pathogenesis of gonadotroph NFPAs.
Collapse
Affiliation(s)
- Paulina Kober
- Department of Molecular and Translational Oncology, Maria Skłodowska-Curie Institute—Oncology Center, 02-034 Warsaw, Poland; (P.K.); (J.B.); (N.R.); (J.A.S.)
| | - Joanna Boresowicz
- Department of Molecular and Translational Oncology, Maria Skłodowska-Curie Institute—Oncology Center, 02-034 Warsaw, Poland; (P.K.); (J.B.); (N.R.); (J.A.S.)
| | - Natalia Rusetska
- Department of Molecular and Translational Oncology, Maria Skłodowska-Curie Institute—Oncology Center, 02-034 Warsaw, Poland; (P.K.); (J.B.); (N.R.); (J.A.S.)
| | - Maria Maksymowicz
- Department of Pathology and Laboratory Diagnostics, Maria Skłodowska-Curie Institute—Oncology Center, 02-034 Warsaw, Poland;
| | - Agnieszka Paziewska
- Department of Genetics, Maria Skłodowska-Curie Institute—Oncology Center, 02-034 Warsaw, Poland; (A.P.); (M.D.); (J.O.)
- Department of Gastroenterology, Hepatology and Clinical Oncology, Medical Center for Postgraduate Education, 01-813 Warsaw, Poland
| | - Michalina Dąbrowska
- Department of Genetics, Maria Skłodowska-Curie Institute—Oncology Center, 02-034 Warsaw, Poland; (A.P.); (M.D.); (J.O.)
| | - Jacek Kunicki
- Department of Neurosurgery, Maria Skłodowska-Curie Institute—Oncology Center, 02-034 Warsaw, Poland; (J.K.); (W.B.)
| | - Wiesław Bonicki
- Department of Neurosurgery, Maria Skłodowska-Curie Institute—Oncology Center, 02-034 Warsaw, Poland; (J.K.); (W.B.)
| | - Jerzy Ostrowski
- Department of Genetics, Maria Skłodowska-Curie Institute—Oncology Center, 02-034 Warsaw, Poland; (A.P.); (M.D.); (J.O.)
- Department of Gastroenterology, Hepatology and Clinical Oncology, Medical Center for Postgraduate Education, 01-813 Warsaw, Poland
| | - Janusz A. Siedlecki
- Department of Molecular and Translational Oncology, Maria Skłodowska-Curie Institute—Oncology Center, 02-034 Warsaw, Poland; (P.K.); (J.B.); (N.R.); (J.A.S.)
| | - Mateusz Bujko
- Department of Molecular and Translational Oncology, Maria Skłodowska-Curie Institute—Oncology Center, 02-034 Warsaw, Poland; (P.K.); (J.B.); (N.R.); (J.A.S.)
| |
Collapse
|
18
|
Liu C, Fennell LJ, Bettington ML, Walker NI, Dwine J, Leggett BA, Whitehall VLJ. DNA methylation changes that precede onset of dysplasia in advanced sessile serrated adenomas. Clin Epigenetics 2019; 11:90. [PMID: 31200767 PMCID: PMC6570920 DOI: 10.1186/s13148-019-0691-4] [Citation(s) in RCA: 17] [Impact Index Per Article: 2.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/05/2019] [Accepted: 06/04/2019] [Indexed: 12/31/2022] Open
Abstract
Background Sessile serrated adenomas (SSAs) are common polyps which give rise to 20–30% of colorectal cancer (CRC). SSAs display clinicopathologic features which present challenges in surveillance, including overrepresentation in young patients, proclivity for the proximal colon and rarity of histologic dysplasia (referred to then as SSAs with dysplasia, SSADs). Once dysplasia develops, there is rapid progression to CRC, even at a small size. There is therefore a clinical need to separate the “advanced” SSAs at high risk of progression to SSAD and cancer from ordinary SSAs. Since SSAs are known to accumulate methylation over time prior to the development of dysplasia, SSAD backgrounds (the remnant SSA present within an SSAD) likely harbour additional methylation events compared with ordinary SSAs. We therefore performed MethyLight and comprehensive methylation array (Illumina MethylationEPIC) on 40 SSAD backgrounds and 40 matched ordinary SSAs, and compared the methylation results with CRC methylation, CRC expression and immunohistochemical data. Results SSAD backgrounds demonstrated significant hypermethylation of CpG islands compared with ordinary SSAs, and the proportion of hypermethylated probes decreased progressively in the shore, shelf and open sea regions. Hypomethylation occurred in concert with hypermethylation, which showed a reverse pattern, increasing progressively away from the island regions. These methylation changes were also identified in BRAF-mutant hypermethylated CRCs. When compared with CRC expression data, SV2B, MLH1/EPM2AIP1, C16orf62, RCOR3, BAIAP3, OGDHL, HDHD3 and ATP1B2 demonstrated both promoter hypermethylation and decreased expression. Although SSAD backgrounds were histologically indistinguishable from ordinary SSAs, MLH1 methylation was detectable via MethyLight in 62.9% of SSAD backgrounds, and focal immunohistochemical MLH1 loss was seen in 52.5% of SSAD backgrounds. Conclusions Significant hyper- and hypomethylation events occur during SSA progression well before the development of histologically identifiable changes. Methylation is a heterogeneous process within individual SSAs, as typified by MLH1, where both MLH1 methylation and focal immunohistochemical MLH1 loss can be seen in the absence of dysplasia. This heterogeneity is likely a generalised phenomenon and should be taken into account in future methylation-based studies and the development of clinical methylation panels. Electronic supplementary material The online version of this article (10.1186/s13148-019-0691-4) contains supplementary material, which is available to authorized users.
Collapse
Affiliation(s)
- Cheng Liu
- The Conjoint Gastroenterology Laboratory, QIMR Berghofer Medical Research Institute, 300 Herston Road, Herston, Brisbane, QLD, 4006, Australia. .,Faculty of Medicine, University of Queensland, Brisbane, QLD, Australia. .,Envoi Specialist Pathologists, Brisbane, QLD, Australia.
| | - Lochlan J Fennell
- The Conjoint Gastroenterology Laboratory, QIMR Berghofer Medical Research Institute, 300 Herston Road, Herston, Brisbane, QLD, 4006, Australia.,Faculty of Medicine, University of Queensland, Brisbane, QLD, Australia
| | - Mark L Bettington
- Faculty of Medicine, University of Queensland, Brisbane, QLD, Australia.,Envoi Specialist Pathologists, Brisbane, QLD, Australia
| | - Neal I Walker
- Faculty of Medicine, University of Queensland, Brisbane, QLD, Australia.,Envoi Specialist Pathologists, Brisbane, QLD, Australia
| | - Joel Dwine
- Envoi Specialist Pathologists, Brisbane, QLD, Australia
| | - Barbara A Leggett
- The Conjoint Gastroenterology Laboratory, QIMR Berghofer Medical Research Institute, 300 Herston Road, Herston, Brisbane, QLD, 4006, Australia.,Faculty of Medicine, University of Queensland, Brisbane, QLD, Australia.,The Royal Brisbane and Women's Hospital, Brisbane, QLD, Australia
| | - Vicki L J Whitehall
- The Conjoint Gastroenterology Laboratory, QIMR Berghofer Medical Research Institute, 300 Herston Road, Herston, Brisbane, QLD, 4006, Australia.,Faculty of Medicine, University of Queensland, Brisbane, QLD, Australia.,Department of Chemical Pathology, Pathology Queensland, Brisbane, QLD, Australia
| |
Collapse
|
19
|
Trino S, Zoppoli P, Carella AM, Laurenzana I, Weisz A, Memoli D, Calice G, La Rocca F, Simeon V, Savino L, Del Vecchio L, Musto P, Caivano A, De Luca L. DNA methylation dynamic of bone marrow hematopoietic stem cells after allogeneic transplantation. Stem Cell Res Ther 2019; 10:138. [PMID: 31109375 PMCID: PMC6528331 DOI: 10.1186/s13287-019-1245-6] [Citation(s) in RCA: 8] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/08/2019] [Revised: 04/18/2019] [Accepted: 04/24/2019] [Indexed: 12/25/2022] Open
Abstract
BACKGROUND Allogeneic hematopoietic stem cell transplantation (AHSCT) is a curative therapeutic approach for different hematological malignancies (HMs), and epigenetic modifications, including DNA methylation, play a role in the reconstitution of the hematopoietic system after AHSCT. This study aimed to explore global DNA methylation dynamic of bone marrow (BM) hematopoietic stem and progenitor cells (HSPCs) from donors and their respective recipients affected by acute myeloid leukemia (AML), acute lymphoid leukemia (ALL) and Hodgkin lymphoma (HL) during the first year after transplant. METHODS We measured DNA methylation profile by Illumina HumanMethylationEPIC in BM HSPC of 10 donors (t0) and their matched recipients at different time points after AHSCT, at day + 30 (t1), + 60 (t2), + 120 (t3), + 180 (t4), and + 365 (t5). Differential methylation analysis was performed by using R software and CRAN/Bioconductor packages. Gene set enrichment analysis was carried out on promoter area of significantly differentially methylated genes by clusterProfiler package and the mSigDB genes sets. RESULTS Results show significant differences in the global methylation profile between HL and acute leukemias, and between patients with mixed and complete chimerism, with a strong methylation change, with prevailing hyper-methylation, occurring 30 days after AHSCT. Functional analysis of promoter methylation changes identified genes involved in hematopoietic cell activation, differentiation, shaping, and movement. This could be a consequence of donor cell "adaptation" in recipient BM niche. Interestingly, this epigenetic remodeling was reversible, since methylation returns similar to that of donor HSPCs after 1 year. Only for a pool of genes, mainly involved in dynamic shaping and trafficking, the DNA methylation changes acquired after 30 days were maintained for up to 1 year post-transplant. Finally, preliminary data suggest that the methylation profile could be used as predictor of relapse in ALL. CONCLUSIONS Overall, these data provide insights into the DNA methylation changes of HSPCs after transplantation and a new framework to investigate epigenetics of AHSCT and its outcomes.
Collapse
Affiliation(s)
- Stefania Trino
- Laboratory of Preclinical and Translational Research, IRCCS - Referral Cancer Center of Basilicata (CROB), 85028 Rionero in Vulture, Italy
| | - Pietro Zoppoli
- Laboratory of Preclinical and Translational Research, IRCCS - Referral Cancer Center of Basilicata (CROB), 85028 Rionero in Vulture, Italy
| | - Angelo Michele Carella
- SSD Unità di terapia intensiva ematologica e terapie cellulari, Fondazione IRCCS-Casa Sollievo della Sofferenza, San Giovanni Rotondo, Italy
| | - Ilaria Laurenzana
- Laboratory of Preclinical and Translational Research, IRCCS - Referral Cancer Center of Basilicata (CROB), 85028 Rionero in Vulture, Italy
| | - Alessandro Weisz
- Laboratory of Molecular Medicine and Genomics, Department of Medicine, Surgery and Dentistry Scuola Medica Salernitana, University of Salerno, Baronissi, SA Italy
| | - Domenico Memoli
- Laboratory of Molecular Medicine and Genomics, Department of Medicine, Surgery and Dentistry Scuola Medica Salernitana, University of Salerno, Baronissi, SA Italy
| | - Giovanni Calice
- Laboratory of Preclinical and Translational Research, IRCCS - Referral Cancer Center of Basilicata (CROB), 85028 Rionero in Vulture, Italy
| | - Francesco La Rocca
- Laboratory of Clinical Research and Advanced Diagnostics, IRCCS - Referral Cancer Center of Basilicata (CROB), 85028 Rionero in Vulture, Italy
| | - Vittorio Simeon
- Medical Statistics Unit, University of Campania “Luigi Vanvitelli”, Naples, Italy
| | - Lucia Savino
- SSD Unità di terapia intensiva ematologica e terapie cellulari, Fondazione IRCCS-Casa Sollievo della Sofferenza, San Giovanni Rotondo, Italy
| | - Luigi Del Vecchio
- Department of Molecular Medicine and Medical Biotechnologies, University of Naples Federico II, 80138 Naples, Italy
| | - Pellegrino Musto
- Unit of Hematology and Stem Cell Transplantation, IRCCS - Referral Cancer Center of Basilicata (CROB), 85028 Rionero in Vulture, Italy
| | - Antonella Caivano
- Laboratory of Preclinical and Translational Research, IRCCS - Referral Cancer Center of Basilicata (CROB), 85028 Rionero in Vulture, Italy
| | - Luciana De Luca
- Laboratory of Preclinical and Translational Research, IRCCS - Referral Cancer Center of Basilicata (CROB), 85028 Rionero in Vulture, Italy
| |
Collapse
|
20
|
Ibrahim ML, Klement JD, Lu C, Redd PS, Xiao W, Yang D, Browning DD, Savage NM, Buckhaults PJ, Morse HC, Liu K. Myeloid-Derived Suppressor Cells Produce IL-10 to Elicit DNMT3b-Dependent IRF8 Silencing to Promote Colitis-Associated Colon Tumorigenesis. Cell Rep 2018; 25:3036-3046.e6. [PMID: 30540937 PMCID: PMC6319669 DOI: 10.1016/j.celrep.2018.11.050] [Citation(s) in RCA: 71] [Impact Index Per Article: 10.1] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/27/2017] [Revised: 10/06/2018] [Accepted: 11/12/2018] [Indexed: 12/13/2022] Open
Abstract
IL-10 functions as a suppressor of colitis and colitis-associated colon cancer, but it is also a risk locus associated with ulcerative colitis. The mechanism underlying the contrasting roles of IL-10 in inflammation and colon cancer is unknown. We report here that inflammation induces the accumulation of CD11b+Gr1+ myeloid-derived suppressor cells (MDSCs) that express high levels of IL-10 in colon tissue. IL-10 induces the activation of STAT3 that directly binds to the Dnmt1 and Dnmt3b promoters to activate their expression, resulting in DNA hypermethylation at the Irf8 promoter to silence IRF8 expression in colon epithelial cells. Mice with Irf8 deleted in colonic epithelial cells exhibit significantly higher inflammation-induced tumor incidence. Human colorectal carcinomas have significantly higher DNMT1 and DNMT3b and lower IRF8 expression, and they exhibit significantly higher IRF8 promoter DNA methylation than normal colon. Our data identify the MDSC-IL-10-STAT3-DNMT3b-IRF8 pathway as a link between chronic inflammation and colon cancer initiation.
Collapse
Affiliation(s)
- Mohammed L Ibrahim
- Department of Biochemistry and Molecular Biology, Medical College of Georgia, Augusta, GA 30912, USA; Georgia Cancer Center, Augusta University, Augusta, GA 30912, USA
| | - John D Klement
- Department of Biochemistry and Molecular Biology, Medical College of Georgia, Augusta, GA 30912, USA; Georgia Cancer Center, Augusta University, Augusta, GA 30912, USA; Charlie Norwood VA Medical Center, Augusta, GA 30904, USA
| | - Chunwan Lu
- Department of Biochemistry and Molecular Biology, Medical College of Georgia, Augusta, GA 30912, USA; Georgia Cancer Center, Augusta University, Augusta, GA 30912, USA; Charlie Norwood VA Medical Center, Augusta, GA 30904, USA
| | - Priscilla S Redd
- Department of Biochemistry and Molecular Biology, Medical College of Georgia, Augusta, GA 30912, USA; Georgia Cancer Center, Augusta University, Augusta, GA 30912, USA; Charlie Norwood VA Medical Center, Augusta, GA 30904, USA
| | - Wei Xiao
- Department of Biochemistry and Molecular Biology, Medical College of Georgia, Augusta, GA 30912, USA; Georgia Cancer Center, Augusta University, Augusta, GA 30912, USA
| | - Dafeng Yang
- Department of Biochemistry and Molecular Biology, Medical College of Georgia, Augusta, GA 30912, USA; Georgia Cancer Center, Augusta University, Augusta, GA 30912, USA; Charlie Norwood VA Medical Center, Augusta, GA 30904, USA
| | - Darren D Browning
- Department of Biochemistry and Molecular Biology, Medical College of Georgia, Augusta, GA 30912, USA; Georgia Cancer Center, Augusta University, Augusta, GA 30912, USA
| | - Natasha M Savage
- Department of Pathology, Medical College of Georgia, Augusta, GA 30912, USA
| | - Phillip J Buckhaults
- Department of Drug Discovery and Biomedical Sciences, the University of South Carolina, Columbia, SC 29208, USA
| | - Herbert C Morse
- Virology and Cellular Immunology Section, Laboratory of Immunogenetics, National Institute of Allergy and Infectious Diseases, NIH, Rockville, MD 20852, USA
| | - Kebin Liu
- Department of Biochemistry and Molecular Biology, Medical College of Georgia, Augusta, GA 30912, USA; Georgia Cancer Center, Augusta University, Augusta, GA 30912, USA; Charlie Norwood VA Medical Center, Augusta, GA 30904, USA.
| |
Collapse
|