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Luo C, Pi X, Zhang Q, Hu N, Xiao Y, Sweeney JA, Bishop JR, Gong Q, Xie D, Lui S. A subtype of schizophrenia patients with altered methylation level of genes related to immune cell activity. Psychol Med 2024; 54:2538-2546. [PMID: 38505948 DOI: 10.1017/s0033291724000667] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 03/21/2024]
Abstract
BACKGROUND Epigenetic changes are plausible molecular sources of clinical heterogeneity in schizophrenia. A subgroup of schizophrenia patients with elevated inflammatory or immune-dysregulation has been reported by previous studies. However, little is known about epigenetic changes in genes related to immune activation in never-treated first-episode patients with schizophrenia (FES) and its consistency with that in treated long-term ill (LTS) patients. METHODS In this study, epigenome-wide profiling with a DNA methylation array was applied using blood samples of both FES and LTS patients, as well as their corresponding healthy controls. Non-negative matrix factorization (NMF) and k -means clustering were performed to parse heterogeneity of schizophrenia, and the consistency of subtyping results from two cohorts. was tested. RESULTS This study identified a subtype of patients in FES participants (47.5%) that exhibited widespread methylation level alterations of genes enriched in immune cell activity and a significantly higher proportion of neutrophils. This clustering of FES patients was validated in LTS patients, with high correspondence in epigenetic and clinical features across two cohorts. CONCLUSIONS In summary, this study demonstrated a subtype of schizophrenia patients across both FES and LTS cohorts, defined by widespread alterations in methylation profile of genes related to immune function and distinguishing clinical features. This finding illustrates the promise of novel treatment strategies targeting immune dysregulation for a subpopulation of schizophrenia patients.
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Affiliation(s)
- Chunyan Luo
- Huaxi MR Research Center (HMRRC), Department of Radiology, Functional and molecular imaging Key Laboratory of Sichuan Province, West China Hospital, Sichuan University, Chengdu, China
- Psychoradiology Research Unit of the Chinese Academy of Medical Sciences (2018RU011), West China Hospital of Sichuan University, Chengdu, China
| | - Xuenan Pi
- Laboratory of Omics Technology and Bioinformatics, Frontiers Science Center for Disease-related Molecular Network, State Key Laboratory of Biotherapy, West China Hospital, Sichuan University, Chengdu, China
| | - Qi Zhang
- Huaxi MR Research Center (HMRRC), Department of Radiology, Functional and molecular imaging Key Laboratory of Sichuan Province, West China Hospital, Sichuan University, Chengdu, China
- Psychoradiology Research Unit of the Chinese Academy of Medical Sciences (2018RU011), West China Hospital of Sichuan University, Chengdu, China
| | - Na Hu
- Huaxi MR Research Center (HMRRC), Department of Radiology, Functional and molecular imaging Key Laboratory of Sichuan Province, West China Hospital, Sichuan University, Chengdu, China
- Psychoradiology Research Unit of the Chinese Academy of Medical Sciences (2018RU011), West China Hospital of Sichuan University, Chengdu, China
| | - Yuan Xiao
- Huaxi MR Research Center (HMRRC), Department of Radiology, Functional and molecular imaging Key Laboratory of Sichuan Province, West China Hospital, Sichuan University, Chengdu, China
- Psychoradiology Research Unit of the Chinese Academy of Medical Sciences (2018RU011), West China Hospital of Sichuan University, Chengdu, China
| | - John A Sweeney
- Department of Psychiatry and Behavioral Neuroscience, University of Cincinnati College of Medicine, Cincinnati OH 45219, USA
| | - Jeffrey R Bishop
- Department of Experimental and Clinical Pharmacology and Department of Psychiatry, University of Minnesota, Minneapolis, MN, USA
| | - Qiyong Gong
- Huaxi MR Research Center (HMRRC), Department of Radiology, Functional and molecular imaging Key Laboratory of Sichuan Province, West China Hospital, Sichuan University, Chengdu, China
- Psychoradiology Research Unit of the Chinese Academy of Medical Sciences (2018RU011), West China Hospital of Sichuan University, Chengdu, China
| | - Dan Xie
- Laboratory of Omics Technology and Bioinformatics, Frontiers Science Center for Disease-related Molecular Network, State Key Laboratory of Biotherapy, West China Hospital, Sichuan University, Chengdu, China
| | - Su Lui
- Huaxi MR Research Center (HMRRC), Department of Radiology, Functional and molecular imaging Key Laboratory of Sichuan Province, West China Hospital, Sichuan University, Chengdu, China
- Psychoradiology Research Unit of the Chinese Academy of Medical Sciences (2018RU011), West China Hospital of Sichuan University, Chengdu, China
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Pokupec Bilić A, Bilić I, Radić Brkanac S, Simetić L, Blažičević K, Herceg D, Mikloš M, Tonković Đurišević I, Domijan AM. Impact of anthracycline-based chemotherapy on RB1 gene methylation in peripheral blood leukocytes and biomarkers of oxidative stress and inflammation in sarcoma patients. Clin Transl Oncol 2024; 26:1508-1518. [PMID: 38310203 DOI: 10.1007/s12094-023-03375-3] [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: 10/20/2023] [Accepted: 12/11/2023] [Indexed: 02/05/2024]
Abstract
PURPOSE We investigated the impact of anthracycline-based chemotherapy on methylation status of RB1 gene in peripheral blood leukocytes together with parameters of oxidative stress and inflammation in sarcoma patients. PATIENTS/METHODS Blood samples were collected from 51 consecutive newly diagnosed sarcoma patients admitted to University Hospital Center Zagreb (Zagreb, Croatia) for first-line chemotherapy before the first cycle and post-chemotherapy. Methylation and copy number variation (CNV) of leukocyte RB1 gene were assessed using MS-MLPA probes. In addition, in blood samples, parameters of oxidative stress (ROS, MDA, SOD, and GSH) and inflammation (CRP, WBC, and NBC) were followed. RESULTS In pre-chemotherapy samples, no CNVs and aberrant methylation of CpG106 promoter region of RB1 gene were detected; however, one patient had hypermethylation (by approximately 10%) of imprinted locus CpG85 in intron 2 of RB1 gene. In addition, a very good correlation of the tumor burden and CRP and tumor burden and GSH was found. The anthracycline-based chemotherapy reverts methylation of RB1 gene-imprinted locus CpG85 to normal level. Moreover, inflammation and oxidative stress parameters such as CRP, WBC, ROS, and MDA were significantly decreased in post-chemotherapy samples. CONCLUSION This single-centered study on a cohort of consecutive sarcoma patients indicates that sarcoma patients can have aberrant germline DNA methylation and confirms the relationship of tumor burden with inflammation and oxidative stress. The applied chemotherapy protocols reverted RB1 gene methylation to normal level and decreased the level of inflammation and oxidative damage, thus indicating chemotherapy benefit to the patient's health status.
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Affiliation(s)
- Anita Pokupec Bilić
- Division of Cytogenetics, Department of Laboratory Diagnostics, University Hospital Centre Zagreb, Kišpatićeva 12, Zagreb, Croatia
| | - Ivan Bilić
- Department of Pathophysiology, University of Zagreb School of Medicine, Šalata 2, Zagreb, Croatia
- Department of Oncology, University Hospital Centre Zagreb, Kišpatićeva 12, Zagreb, Croatia
| | - Sandra Radić Brkanac
- Department of Biology, University of Zagreb Faculty of Science, Ravnice 48, Zagreb, Croatia
| | - Luka Simetić
- Department of Oncology, University Hospital Centre Zagreb, Kišpatićeva 12, Zagreb, Croatia
| | - Krešimir Blažičević
- Department of Oncology, University Hospital Centre Zagreb, Kišpatićeva 12, Zagreb, Croatia
| | - Davorin Herceg
- Department of Oncology, University Hospital Centre Zagreb, Kišpatićeva 12, Zagreb, Croatia
| | - Morana Mikloš
- Division of Cytogenetics, Department of Laboratory Diagnostics, University Hospital Centre Zagreb, Kišpatićeva 12, Zagreb, Croatia
| | - Ivana Tonković Đurišević
- Division of Cytogenetics, Department of Laboratory Diagnostics, University Hospital Centre Zagreb, Kišpatićeva 12, Zagreb, Croatia
| | - Ana-Marija Domijan
- University of Zagreb Faculty of Pharmacy and Biochemistry, Kovačićeva 1, Zagreb, Croatia.
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3
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Tong H, Dwaraka VB, Chen Q, Luo Q, Lasky-Su JA, Smith R, Teschendorff AE. Quantifying the stochastic component of epigenetic aging. NATURE AGING 2024; 4:886-901. [PMID: 38724732 PMCID: PMC11186785 DOI: 10.1038/s43587-024-00600-8] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 09/22/2023] [Accepted: 02/21/2024] [Indexed: 05/15/2024]
Abstract
DNA methylation clocks can accurately estimate chronological age and, to some extent, also biological age, yet the process by which age-associated DNA methylation (DNAm) changes are acquired appears to be quasi-stochastic, raising a fundamental question: how much of an epigenetic clock's predictive accuracy could be explained by a stochastic process of DNAm change? Here, using DNAm data from sorted immune cells, we build realistic simulation models, subsequently demonstrating in over 22,770 sorted and whole-blood samples from 25 independent cohorts that approximately 66-75% of the accuracy underpinning Horvath's clock could be driven by a stochastic process. This fraction increases to 90% for the more accurate Zhang's clock, but is lower (63%) for the PhenoAge clock, suggesting that biological aging is reflected by nonstochastic processes. Confirming this, we demonstrate that Horvath's age acceleration in males and PhenoAge's age acceleration in severe coronavirus disease 2019 cases and smokers are not driven by an increased rate of stochastic change but by nonstochastic processes. These results significantly deepen our understanding and interpretation of epigenetic clocks.
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Affiliation(s)
- Huige Tong
- CAS Key Laboratory of Computational Biology, Shanghai Institute of Nutrition and Health, University of Chinese Academy of Sciences, Chinese Academy of Sciences, Shanghai, China
| | | | - Qingwen Chen
- Channing Division of Network Medicine, Department of Medicine, Brigham and Women's Hospital and Harvard Medical School, Boston, MA, USA
| | - Qi Luo
- CAS Key Laboratory of Computational Biology, Shanghai Institute of Nutrition and Health, University of Chinese Academy of Sciences, Chinese Academy of Sciences, Shanghai, China
| | - Jessica A Lasky-Su
- Channing Division of Network Medicine, Department of Medicine, Brigham and Women's Hospital and Harvard Medical School, Boston, MA, USA
| | | | - Andrew E Teschendorff
- CAS Key Laboratory of Computational Biology, Shanghai Institute of Nutrition and Health, University of Chinese Academy of Sciences, Chinese Academy of Sciences, Shanghai, China.
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4
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Burghardt KJ, Burghardt PR, Howlett BH, Dass SE, Zahn B, Imam AA, Mallisho A, Msallaty Z, Seyoum B, Yi Z. Alterations in Skeletal Muscle Insulin Signaling DNA Methylation: A Pilot Randomized Controlled Trial of Olanzapine in Healthy Volunteers. Biomedicines 2024; 12:1057. [PMID: 38791018 PMCID: PMC11117943 DOI: 10.3390/biomedicines12051057] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/29/2024] [Revised: 05/03/2024] [Accepted: 05/06/2024] [Indexed: 05/26/2024] Open
Abstract
Antipsychotics are associated with severe metabolic side effects including insulin resistance; however, the mechanisms underlying this side effect are not fully understood. The skeletal muscle plays a critical role in insulin-stimulated glucose uptake, and changes in skeletal muscle DNA methylation by antipsychotics may play a role in the development of insulin resistance. A double-blind, placebo-controlled trial of olanzapine was performed in healthy volunteers. Twelve healthy volunteers were randomized to receive 10 mg/day of olanzapine for 7 days. Participants underwent skeletal muscle biopsies to analyze DNA methylation changes using a candidate gene approach for the insulin signaling pathway. Ninety-seven methylation sites were statistically significant (false discovery rate < 0.05 and beta difference between the groups of ≥10%). Fifty-five sites had increased methylation in the skeletal muscle of olanzapine-treated participants while 42 were decreased. The largest methylation change occurred at a site in the Peroxisome Proliferator-Activated Receptor Gamma Coactivator 1-Alpha (PPARGC1A) gene, which had 52% lower methylation in the olanzapine group. Antipsychotic treatment in healthy volunteers causes significant changes in skeletal muscle DNA methylation in the insulin signaling pathway. Future work will need to expand on these findings with expression analyses.
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Affiliation(s)
- Kyle J. Burghardt
- Department of Pharmacy Practice, Eugene Applebaum College of Pharmacy and Health Sciences, Wayne State University, Detroit, MI 48201, USA; (B.H.H.); (S.E.D.)
| | - Paul R. Burghardt
- Department of Nutrition and Food Science, Wayne State University, Detroit, MI 48202, USA;
| | - Bradley H. Howlett
- Department of Pharmacy Practice, Eugene Applebaum College of Pharmacy and Health Sciences, Wayne State University, Detroit, MI 48201, USA; (B.H.H.); (S.E.D.)
| | - Sabrina E. Dass
- Department of Pharmacy Practice, Eugene Applebaum College of Pharmacy and Health Sciences, Wayne State University, Detroit, MI 48201, USA; (B.H.H.); (S.E.D.)
| | - Brent Zahn
- Department of Clinical Pharmacy, College of Pharmacy, University of Michigan, Ann Arbor, MI 48109, USA;
| | - Ahmad A. Imam
- Internal Medicine Department, College of Medicine, Umm Al-Qura University, Makkah 24381, Saudi Arabia;
| | - Abdullah Mallisho
- Division of Endocrinology, School of Medicine, Wayne State University, Detroit, MI 48202, USA; (A.M.); (Z.M.); (B.S.)
| | - Zaher Msallaty
- Division of Endocrinology, School of Medicine, Wayne State University, Detroit, MI 48202, USA; (A.M.); (Z.M.); (B.S.)
| | - Berhane Seyoum
- Division of Endocrinology, School of Medicine, Wayne State University, Detroit, MI 48202, USA; (A.M.); (Z.M.); (B.S.)
| | - Zhengping Yi
- Department of Pharmaceutical Science, Eugene Applebaum College of Pharmacy and Health Sciences, Wayne State University, Detroit, MI 48202, USA;
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5
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Pedace L, Pizzi S, Abballe L, Vinci M, Antonacci C, Patrizi S, Nardini C, Del Bufalo F, Rossi S, Pericoli G, Gianno F, Besharat ZM, Tiberi L, Mastronuzzi A, Ferretti E, Tartaglia M, Locatelli F, Ciolfi A, Miele E. Evaluating cell culture reliability in pediatric brain tumor primary cells through DNA methylation profiling. NPJ Precis Oncol 2024; 8:92. [PMID: 38637626 PMCID: PMC11026496 DOI: 10.1038/s41698-024-00578-x] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/14/2023] [Accepted: 03/13/2024] [Indexed: 04/20/2024] Open
Abstract
In vitro models of pediatric brain tumors (pBT) are instrumental for better understanding the mechanisms contributing to oncogenesis and testing new therapies; thus, ideally, they should recapitulate the original tumor. We applied DNA methylation (DNAm) and copy number variation (CNV) profiling to characterize 241 pBT samples, including 155 tumors and 86 pBT-derived cell cultures, considering serum vs serum-free conditions, late vs early passages, and dimensionality (2D vs 3D cultures). We performed a t-SNE classification and identified differentially methylated regions in tumors compared to cell models. Early cell cultures recapitulate the original tumor, but serum media and 2D culturing were demonstrated to significantly contribute to the divergence of DNAm profiles from the parental ones. All divergent cells clustered together acquiring a common deregulated epigenetic signature suggesting a shared selective pressure. We identified a set of hypomethylated genes shared among unfaithful cells converging on response to growth factors and migration pathways, such as signaling cascade activation, tissue organization, and cellular migration. In conclusion, DNAm and CNV are informative tools that should be used to assess the recapitulation of pBT-cells from parental tumors.
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Affiliation(s)
- Lucia Pedace
- Onco-Hematology, Cell Therapy, Gene Therapies and Hemopoietic Transplant, Bambino Gesù Children's Hospital, IRCCS, Rome, Italy
| | - Simone Pizzi
- Molecular Genetics and Functional Genomics, Bambino Gesù Children's Hospital, IRCCS, 00146, Rome, Italy
| | - Luana Abballe
- Onco-Hematology, Cell Therapy, Gene Therapies and Hemopoietic Transplant, Bambino Gesù Children's Hospital, IRCCS, Rome, Italy
| | - Maria Vinci
- Onco-Hematology, Cell Therapy, Gene Therapies and Hemopoietic Transplant, Bambino Gesù Children's Hospital, IRCCS, Rome, Italy
| | - Celeste Antonacci
- Onco-Hematology, Cell Therapy, Gene Therapies and Hemopoietic Transplant, Bambino Gesù Children's Hospital, IRCCS, Rome, Italy
| | - Sara Patrizi
- Onco-Hematology, Cell Therapy, Gene Therapies and Hemopoietic Transplant, Bambino Gesù Children's Hospital, IRCCS, Rome, Italy
| | - Claudia Nardini
- Onco-Hematology, Cell Therapy, Gene Therapies and Hemopoietic Transplant, Bambino Gesù Children's Hospital, IRCCS, Rome, Italy
| | - Francesca Del Bufalo
- Onco-Hematology, Cell Therapy, Gene Therapies and Hemopoietic Transplant, Bambino Gesù Children's Hospital, IRCCS, Rome, Italy
| | - Sabrina Rossi
- Pathology Unit, Department of Laboratories, Bambino Gesù Children's Hospital, IRCCS, Rome, Italy
| | - Giulia Pericoli
- Onco-Hematology, Cell Therapy, Gene Therapies and Hemopoietic Transplant, Bambino Gesù Children's Hospital, IRCCS, Rome, Italy
| | - Francesca Gianno
- Department of Radiological, Oncological and Anatomic Pathology, Sapienza University, Rome, Italy
| | | | - Luca Tiberi
- Armenise-Harvard Laboratory of Brain Disorders and Cancer, Department of Cellular, Computational and Integrative Biology (CIBIO), University of Trento, Trento, Italy
| | - Angela Mastronuzzi
- Onco-Hematology, Cell Therapy, Gene Therapies and Hemopoietic Transplant, Bambino Gesù Children's Hospital, IRCCS, Rome, Italy
| | - Elisabetta Ferretti
- Department of Experimental Medicine, "Sapienza" University, 00161, Rome, Italy
| | - Marco Tartaglia
- Molecular Genetics and Functional Genomics, Bambino Gesù Children's Hospital, IRCCS, 00146, Rome, Italy
| | - Franco Locatelli
- Onco-Hematology, Cell Therapy, Gene Therapies and Hemopoietic Transplant, Bambino Gesù Children's Hospital, IRCCS, Rome, Italy
| | - Andrea Ciolfi
- Molecular Genetics and Functional Genomics, Bambino Gesù Children's Hospital, IRCCS, 00146, Rome, Italy.
| | - Evelina Miele
- Onco-Hematology, Cell Therapy, Gene Therapies and Hemopoietic Transplant, Bambino Gesù Children's Hospital, IRCCS, Rome, Italy.
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6
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Bell CG. Epigenomic insights into common human disease pathology. Cell Mol Life Sci 2024; 81:178. [PMID: 38602535 PMCID: PMC11008083 DOI: 10.1007/s00018-024-05206-2] [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: 01/19/2024] [Revised: 03/11/2024] [Accepted: 03/13/2024] [Indexed: 04/12/2024]
Abstract
The epigenome-the chemical modifications and chromatin-related packaging of the genome-enables the same genetic template to be activated or repressed in different cellular settings. This multi-layered mechanism facilitates cell-type specific function by setting the local sequence and 3D interactive activity level. Gene transcription is further modulated through the interplay with transcription factors and co-regulators. The human body requires this epigenomic apparatus to be precisely installed throughout development and then adequately maintained during the lifespan. The causal role of the epigenome in human pathology, beyond imprinting disorders and specific tumour suppressor genes, was further brought into the spotlight by large-scale sequencing projects identifying that mutations in epigenomic machinery genes could be critical drivers in both cancer and developmental disorders. Abrogation of this cellular mechanism is providing new molecular insights into pathogenesis. However, deciphering the full breadth and implications of these epigenomic changes remains challenging. Knowledge is accruing regarding disease mechanisms and clinical biomarkers, through pathogenically relevant and surrogate tissue analyses, respectively. Advances include consortia generated cell-type specific reference epigenomes, high-throughput DNA methylome association studies, as well as insights into ageing-related diseases from biological 'clocks' constructed by machine learning algorithms. Also, 3rd-generation sequencing is beginning to disentangle the complexity of genetic and DNA modification haplotypes. Cell-free DNA methylation as a cancer biomarker has clear clinical utility and further potential to assess organ damage across many disorders. Finally, molecular understanding of disease aetiology brings with it the opportunity for exact therapeutic alteration of the epigenome through CRISPR-activation or inhibition.
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Affiliation(s)
- Christopher G Bell
- William Harvey Research Institute, Barts & The London Faculty of Medicine, Queen Mary University of London, Charterhouse Square, London, EC1M 6BQ, UK.
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7
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Webster AP, Ecker S, Moghul I, Liu X, Dhami P, Marzi S, Paul DS, Kuxhausen M, Lee SJ, Spellman SR, Wang T, Feber A, Rakyan V, Peggs KS, Beck S. Donor whole blood DNA methylation is not a strong predictor of acute graft versus host disease in unrelated donor allogeneic haematopoietic cell transplantation. Front Genet 2024; 15:1242636. [PMID: 38633407 PMCID: PMC11021570 DOI: 10.3389/fgene.2024.1242636] [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: 06/19/2023] [Accepted: 03/04/2024] [Indexed: 04/19/2024] Open
Abstract
Allogeneic hematopoietic cell transplantation (HCT) is used to treat many blood-based disorders and malignancies, however it can also result in serious adverse events, such as the development of acute graft-versus-host disease (aGVHD). This study aimed to develop a donor-specific epigenetic classifier to reduce incidence of aGVHD by improving donor selection. Genome-wide DNA methylation was assessed in a discovery cohort of 288 HCT donors selected based on recipient aGVHD outcome; this cohort consisted of 144 cases with aGVHD grades III-IV and 144 controls with no aGVHD. We applied a machine learning algorithm to identify CpG sites predictive of aGVHD. Receiver operating characteristic (ROC) curve analysis of these sites resulted in a classifier with an encouraging area under the ROC curve (AUC) of 0.91. To test this classifier, we used an independent validation cohort (n = 288) selected using the same criteria as the discovery cohort. Attempts to validate the classifier failed with the AUC falling to 0.51. These results indicate that donor DNA methylation may not be a suitable predictor of aGVHD in an HCT setting involving unrelated donors, despite the initial promising results in the discovery cohort. Our work highlights the importance of independent validation of machine learning classifiers, particularly when developing classifiers intended for clinical use.
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Affiliation(s)
- Amy P. Webster
- UCL Cancer Institute, University College London, London, United Kindom
- The University of Exeter Medical School, University of Exeter, Exeter, United Kindom
| | - Simone Ecker
- UCL Cancer Institute, University College London, London, United Kindom
| | - Ismail Moghul
- UCL Cancer Institute, University College London, London, United Kindom
| | - Xiaohong Liu
- UCL Cancer Institute, University College London, London, United Kindom
| | - Pawan Dhami
- UCL Cancer Institute, University College London, London, United Kindom
- NIHR Biomedical Research Centre, Guy’s Hospital London, London, United Kindom
| | - Sarah Marzi
- Blizard Institute, Barts and the London School of Medicine and Dentistry, London, United Kindom
| | - Dirk S. Paul
- Cardiovascular Epidemiology Unit, Department of Public Health and Primary Care, University of Cambridge, Cambridge, United Kindom
| | - Michelle Kuxhausen
- Center for International Blood and Marrow Transplant Research, NMDP, Minneapolis, United Kindom
| | - Stephanie J. Lee
- Center for International Blood and Marrow Transplant Research, Medical College of Wisconsin, Milwaukee, United Kindom
- Fred Hutchinson Cancer Research Center, University of Washington, Seattle, United Kindom
| | - Stephen R. Spellman
- Center for International Blood and Marrow Transplant Research, NMDP, Minneapolis, United Kindom
| | - Tao Wang
- Center for International Blood and Marrow Transplant Research, Medical College of Wisconsin, Milwaukee, United Kindom
- Division of Biostatistics, Medical College of Wisconsin, Milwaukee, United Kindom
| | - Andrew Feber
- UCL Cancer Institute, University College London, London, United Kindom
- The Institute of Cancer Research, London, United Kindom
| | - Vardhman Rakyan
- Blizard Institute, Barts and the London School of Medicine and Dentistry, London, United Kindom
| | - Karl S. Peggs
- UCL Cancer Institute, University College London, London, United Kindom
- Department of Haematology, University College London, London, United Kindom
| | - Stephan Beck
- UCL Cancer Institute, University College London, London, United Kindom
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8
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Fotopoulos NH, Chaumette B, Devenyi GA, Karama S, Chakravarty M, Labbe A, Grizenko N, Schmitz N, Fageera W, Joober R. Maternal smoking during pregnancy and cortical structure in children with attention-deficit/hyperactivity disorder. Psychiatry Res 2024; 334:115791. [PMID: 38367455 DOI: 10.1016/j.psychres.2024.115791] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 01/18/2023] [Revised: 01/28/2024] [Accepted: 02/11/2024] [Indexed: 02/19/2024]
Abstract
Maternal smoking during pregnancy (MSDP) is considered a risk factor for ADHD. While the mechanisms underlying this association are not well understood, MSDP may impact the developing brain in ways that lead to ADHD. Here, we investigated the effect of prenatal smoking exposure on cortical brain structures in children with ADHD using two methods of assessing prenatal exposure: maternal recall and epigenetic typing. Exposure groups were defined according to: (1) maternal recall (+MSDP: n = 24; -MSDP: n = 85) and (2) epigenetic markers (EM) (+EM: n = 14 -EM: n = 21). CIVET-1.1.12 and RMINC were used to acquire cortical brain measurements and perform statistical analyses, respectively. The vertex with highest significance was tested for association with Continuous Performance Test (CPT) dimensions. While no differences of brain structures were identified between +MSDP and -MSDP, +EM children (n = 10) had significantly smaller surface area in the right orbitofrontal cortex (ROFc), middle temporal cortex (RTc) and parahippocampal gyrus (RPHg) (15% FDR) compared to -EM children (n = 20). Cortical surface area in the RPHg significantly correlated with CPT commission errors T-scores. This study suggests that molecular markers may better define exposure to environmental risks, as compared to human recall.
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Affiliation(s)
- Nellie H Fotopoulos
- Douglas Mental Health University Institute, Montréal, Québec, Canada; Department of Human Genetics, McGill University, Montréal, Québec, Canada
| | - Boris Chaumette
- Department of Psychiatry, McGill University, Montréal, Québec, Canada; Université Paris Cité, Institute of Psychiatry and Neuroscience of Paris (IPNP), INSERM U1266, GHU-Paris Psychiatrie et Neurosciences, Paris, France
| | - Gabriel A Devenyi
- Douglas Mental Health University Institute, Montréal, Québec, Canada; Department of Psychiatry, McGill University, Montréal, Québec, Canada
| | - Sherif Karama
- Douglas Mental Health University Institute, Montréal, Québec, Canada; Department of Psychiatry, McGill University, Montréal, Québec, Canada; Montréal Neurological Institute, Montréal, Québec, Canada
| | - Mallar Chakravarty
- Douglas Mental Health University Institute, Montréal, Québec, Canada; Department of Psychiatry, McGill University, Montréal, Québec, Canada; Department of Biological and Biomedical Engineering, McGill University, Montréal, Québec, Canada
| | - Aurelie Labbe
- Department of Decision Sciences, HEC Montreal, Montréal, Québec, Canada
| | - Natalie Grizenko
- Douglas Mental Health University Institute, Montréal, Québec, Canada; Department of Psychiatry, McGill University, Montréal, Québec, Canada
| | - Norbert Schmitz
- Douglas Mental Health University Institute, Montréal, Québec, Canada; Department of Psychiatry, McGill University, Montréal, Québec, Canada
| | - Weam Fageera
- Douglas Mental Health University Institute, Montréal, Québec, Canada; Department of Human Genetics, McGill University, Montréal, Québec, Canada
| | - Ridha Joober
- Douglas Mental Health University Institute, Montréal, Québec, Canada; Department of Human Genetics, McGill University, Montréal, Québec, Canada; Department of Psychiatry, McGill University, Montréal, Québec, Canada.
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9
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Della Corte L, Russo G, Pepe F, Pisapia P, Dell'Aquila M, Malapelle U, Troncone G, Bifulco G, Giampaolino P. The role of liquid biopsy in epithelial ovarian cancer: State of the art. Crit Rev Oncol Hematol 2024; 194:104263. [PMID: 38218208 DOI: 10.1016/j.critrevonc.2024.104263] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/10/2023] [Revised: 01/04/2024] [Accepted: 01/08/2024] [Indexed: 01/15/2024] Open
Abstract
The clinical implementation of liquid biopsy has dramatically modified the analytical paradigm for several solid tumors. To date, however, only circulating free DNA (cfDNA) has been approved in clinical practice to select targeted treatments for patients with colorectal cancer (CRC), non-small cell lung cancer (NSCLC), and breast cancer (BC). Interestingly, emerging liquid biopsy analytes in peripheral blood, including circulating tumor cells (CTC), miRNA, and extracellular vesicles (EVs), have been shown to play a crucial role in the clinical management of solid tumor patients. Here, we review how these blood-based biomarkers may positively impact early diagnosis, prognosis, and treatment response in ovarian cancer (OC) patients.
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Affiliation(s)
- Luigi Della Corte
- Department of Neuroscience, Reproductive Sciences and Dentistry, School of Medicine, University of Naples Federico II, 80131 Naples, Italy
| | - Gianluca Russo
- Department of Public Health, University of Naples Federico II, Naples (NA), Italy
| | - Francesco Pepe
- Department of Public Health, University of Naples Federico II, Naples (NA), Italy
| | - Pasquale Pisapia
- Department of Public Health, University of Naples Federico II, Naples (NA), Italy
| | - Michela Dell'Aquila
- Department of Public Health, University of Naples Federico II, Naples (NA), Italy.
| | - Umberto Malapelle
- Department of Public Health, University of Naples Federico II, Naples (NA), Italy
| | - Giancarlo Troncone
- Department of Public Health, University of Naples Federico II, Naples (NA), Italy
| | - Giuseppe Bifulco
- Department of Public Health, University of Naples Federico II, Naples (NA), Italy
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10
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Bukowski A, Hoyo C, Vielot NA, Graff M, Kosorok MR, Brewster WR, Maguire RL, Murphy SK, Nedjai B, Ladoukakis E, North KE, Smith JS. Epigenome-wide methylation and progression to high-grade cervical intraepithelial neoplasia (CIN2+): a prospective cohort study in the United States. BMC Cancer 2023; 23:1072. [PMID: 37932662 PMCID: PMC10629205 DOI: 10.1186/s12885-023-11518-6] [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: 05/04/2023] [Accepted: 10/11/2023] [Indexed: 11/08/2023] Open
Abstract
BACKGROUND Methylation levels may be associated with and serve as markers to predict risk of progression of precancerous cervical lesions. We conducted an epigenome-wide association study (EWAS) of CpG methylation and progression to high-grade cervical intraepithelial neoplasia (CIN2 +) following an abnormal screening test. METHODS A prospective US cohort of 289 colposcopy patients with normal or CIN1 enrollment histology was assessed. Baseline cervical sample DNA was analyzed using Illumina HumanMethylation 450K (n = 76) or EPIC 850K (n = 213) arrays. Participants returned at provider-recommended intervals and were followed up to 5 years via medical records. We assessed continuous CpG M values for 9 cervical cancer-associated genes and time-to-progression to CIN2+. We estimated CpG-specific time-to-event ratios (TTER) and hazard ratios using adjusted, interval-censored Weibull accelerated failure time models. We also conducted an exploratory EWAS to identify novel CpGs with false discovery rate (FDR) < 0.05. RESULTS At enrollment, median age was 29.2 years; 64.0% were high-risk HPV-positive, and 54.3% were non-white. During follow-up (median 24.4 months), 15 participants progressed to CIN2+. Greater methylation levels were associated with a shorter time-to-CIN2+ for CADM1 cg03505501 (TTER = 0.28; 95%CI 0.12, 0.63; FDR = 0.03) and RARB Cluster 1 (TTER = 0.46; 95% CI 0.29, 0.71; FDR = 0.01). There was evidence of similar trends for DAPK1 cg14286732, PAX1 cg07213060, and PAX1 Cluster 1. The EWAS detected 336 novel progression-associated CpGs, including those located in CpG islands associated with genes FGF22, TOX, COL18A1, GPM6A, XAB2, TIMP2, GSPT1, NR4A2, and APBB1IP. CONCLUSIONS Using prospective time-to-event data, we detected associations between CADM1-, DAPK1-, PAX1-, and RARB-related CpGs and cervical disease progression, and we identified novel progression-associated CpGs. IMPACT Methylation levels at novel CpG sites may help identify individuals with ≤CIN1 histology at higher risk of progression to CIN2+ and inform risk-based cervical cancer screening guidelines.
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Affiliation(s)
- Alexandra Bukowski
- Department of Epidemiology, University of North Carolina at Chapel Hill, 60 Bondurant Hall, Chapel Hill, NC, 27599, USA.
| | - Cathrine Hoyo
- Department of Biological Sciences, Center for Human Health and the Environment, North Carolina State University, Raleigh, NC, 27695, USA
| | - Nadja A Vielot
- Department of Family Medicine, University of North Carolina at Chapel Hill, Chapel Hill, NC, 27599, USA
| | - Misa Graff
- Department of Epidemiology, University of North Carolina at Chapel Hill, 60 Bondurant Hall, Chapel Hill, NC, 27599, USA
| | - Michael R Kosorok
- Department of Biostatistics, University of North Carolina at Chapel Hill, Chapel Hill, NC, 27599, USA
| | - Wendy R Brewster
- Department of Epidemiology, University of North Carolina at Chapel Hill, 60 Bondurant Hall, Chapel Hill, NC, 27599, USA
- Department of Obstetrics and Gynecology, University of North Carolina at Chapel Hill, Chapel Hill, NC, 27599, USA
| | - Rachel L Maguire
- Department of Biological Sciences, Center for Human Health and the Environment, North Carolina State University, Raleigh, NC, 27695, USA
- Department of Obstetrics and Gynecology, Duke University Medical Center, Durham, NC, 27701, USA
| | - Susan K Murphy
- Department of Obstetrics and Gynecology, Duke University Medical Center, Durham, NC, 27701, USA
| | - Belinda Nedjai
- Centre for Prevention, Detection and Diagnosis, Wolfson Institute of Population Health, Queen Mary University London, London, UK
| | - Efthymios Ladoukakis
- Centre for Prevention, Detection and Diagnosis, Wolfson Institute of Population Health, Queen Mary University London, London, UK
| | - Kari E North
- Department of Epidemiology, University of North Carolina at Chapel Hill, 60 Bondurant Hall, Chapel Hill, NC, 27599, USA
| | - Jennifer S Smith
- Department of Epidemiology, University of North Carolina at Chapel Hill, 60 Bondurant Hall, Chapel Hill, NC, 27599, USA
- University of North Carolina Lineberger Comprehensive Cancer Center, Chapel Hill, NC, 27599, USA
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11
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Górska A, Urbanowicz M, Grochowalski Ł, Seweryn M, Sobalska-Kwapis M, Wojdacz T, Lange M, Gruchała-Niedoszytko M, Jarczak J, Strapagiel D, Górska-Ponikowska M, Pelikant-Małecka I, Kalinowski L, Nedoszytko B, Gutowska-Owsiak D, Niedoszytko M. Genome-Wide DNA Methylation and Gene Expression in Patients with Indolent Systemic Mastocytosis. Int J Mol Sci 2023; 24:13910. [PMID: 37762215 PMCID: PMC10530743 DOI: 10.3390/ijms241813910] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/09/2023] [Revised: 09/06/2023] [Accepted: 09/07/2023] [Indexed: 09/29/2023] Open
Abstract
Mastocytosis is a clinically heterogenous, usually acquired disease of the mast cells with a survival time that depends on the time of onset. It ranges from skin-limited to systemic disease, including indolent and more aggressive variants. The presence of the oncogenic KIT p. D816V gene somatic mutation is a crucial element in the pathogenesis. However, further epigenetic regulation may also affect the expression of genes that are relevant to the pathology. Epigenetic alterations are responsible for regulating the expression of genes that do not modify the DNA sequence. In general, it is accepted that DNA methylation inhibits the binding of transcription factors, thereby down-regulating gene expression. However, so far, little is known about the epigenetic factors leading to the clinical onset of mastocytosis. Therefore, it is essential to identify possible epigenetic predictors, indicators of disease progression, and their link to the clinical picture to establish appropriate management and a therapeutic strategy. The aim of this study was to analyze genome-wide methylation profiles to identify differentially methylated regions (DMRs) in patients with mastocytosis compared to healthy individuals, as well as the genes located in those regulatory regions. Genome-wide DNA methylation profiling was performed in peripheral blood collected from 80 adult patients with indolent systemic mastocytosis (ISM), the most prevalent subvariant of mastocytosis, and 40 healthy adult volunteers. A total of 117 DNA samples met the criteria for the bisulfide conversion step and microarray analysis. Genome-wide DNA methylation analysis was performed using a MethylationEPIC BeadChip kit. Further analysis was focused on the genomic regions rather than individual CpG sites. Co-methylated regions (CMRs) were assigned via the CoMeBack method. To identify DMRs between the groups, a linear regression model with age as the covariate on CMRs was performed using Limma. Using the available data for cases only, an association analysis was performed between methylation status and tryptase levels, as well as the context of allergy, and anaphylaxis. KEGG pathway mapping was used to identify genes differentially expressed in anaphylaxis. Based on the DNA methylation results, the expression of 18 genes was then analyzed via real-time PCR in 20 patients with mastocytosis and 20 healthy adults. A comparison of the genome-wide DNA methylation profile between the mastocytosis patients and healthy controls revealed significant differences in the methylation levels of 85 selected CMRs. Among those, the most intriguing CMRs are 31 genes located within the regulatory regions. In addition, among the 10 CMRs located in the promoter regions, 4 and 6 regions were found to be either hypo- or hypermethylated, respectively. Importantly, three oncogenes-FOXQ1, TWIST1, and ERG-were identified as differentially methylated in mastocytosis patients, for the first time. Functional annotation revealed the most important biological processes in which the differentially methylated genes were involved as transcription, multicellular development, and signal transduction. The biological process related to histone H2A monoubiquitination (GO:0035518) was found to be enriched in association with higher tryptase levels, which may be associated with more aberrant mast cells and, therefore, more atypical mast cell disease. The signal in the BAIAP2 gene was detected in the context of anaphylaxis, but no significant differential methylation was found in the context of allergy. Furthermore, increased expression of genes encoding integral membrane components (GRM2 and KRTCAP3) was found in mastocytosis patients. This study confirms that patients with mastocytosis differ significantly in terms of methylation levels in selected CMRs of genes involved in specific molecular processes. The results of gene expression profiling indicate the increased expression of genes belonging to the integral component of the membrane in mastocytosis patients (GRM2 and KRTCAP3). Further work is warranted, especially in relation to the disease subvariants, to identify links between the methylation status and the symptoms and novel therapeutic targets.
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Affiliation(s)
- Aleksandra Górska
- Department of Allergology, Medical University of Gdansk, 7 Dębinki Street, 80-210 Gdansk, Poland;
| | - Maria Urbanowicz
- Biobank Lab, Department of Oncobiology and Epigenetics, University of Lodz, 90-237 Lodz, Poland (M.S.); (M.S.-K.); (D.S.)
| | - Łukasz Grochowalski
- Biobank Lab, Department of Oncobiology and Epigenetics, University of Lodz, 90-237 Lodz, Poland (M.S.); (M.S.-K.); (D.S.)
| | - Michał Seweryn
- Biobank Lab, Department of Oncobiology and Epigenetics, University of Lodz, 90-237 Lodz, Poland (M.S.); (M.S.-K.); (D.S.)
| | - Marta Sobalska-Kwapis
- Biobank Lab, Department of Oncobiology and Epigenetics, University of Lodz, 90-237 Lodz, Poland (M.S.); (M.S.-K.); (D.S.)
| | - Tomasz Wojdacz
- Independent Clinical Epigenetics Laboratory, Pomeranian Medical University, 71-281 Szczecin, Poland;
| | - Magdalena Lange
- Department of Dermatology, Venereology and Allergology, Medical University of Gdansk, 80-210 Gdansk, Poland; (M.L.); (B.N.)
| | | | - Justyna Jarczak
- Biobank Lab, Department of Oncobiology and Epigenetics, University of Lodz, 90-237 Lodz, Poland (M.S.); (M.S.-K.); (D.S.)
| | - Dominik Strapagiel
- Biobank Lab, Department of Oncobiology and Epigenetics, University of Lodz, 90-237 Lodz, Poland (M.S.); (M.S.-K.); (D.S.)
| | | | - Iwona Pelikant-Małecka
- Department of Medical Laboratory Diagnostics–Biobank Fahrenheit, Medical University of Gdansk, 80-210 Gdansk, Poland; (I.P.-M.); (L.K.)
| | - Leszek Kalinowski
- Department of Medical Laboratory Diagnostics–Biobank Fahrenheit, Medical University of Gdansk, 80-210 Gdansk, Poland; (I.P.-M.); (L.K.)
- BioTechMed Centre, Department of Mechanics of Materials and Structures, Gdansk University of Technology, 80-233 Gdansk, Poland
| | - Bogusław Nedoszytko
- Department of Dermatology, Venereology and Allergology, Medical University of Gdansk, 80-210 Gdansk, Poland; (M.L.); (B.N.)
- Invicta Fertility and Reproductive Center, Molecular Laboratory, 81-740 Sopot, Poland
| | - Danuta Gutowska-Owsiak
- Laboratory of Experimental and Translational Immunology, University of Gdansk, Intercollegiate Faculty of Biotechnology, University of Gdansk and Medical University of Gdansk, 80-307 Gdansk, Poland;
| | - Marek Niedoszytko
- Department of Allergology, Medical University of Gdansk, 7 Dębinki Street, 80-210 Gdansk, Poland;
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12
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Argentato PP, Guerra JVDS, Luzia LA, Ramos ES, Maschietto M, Rondó PHDC. Excessive Gestational Weight Gain Alters DNA Methylation and Influences Foetal and Neonatal Body Composition. EPIGENOMES 2023; 7:18. [PMID: 37606455 PMCID: PMC10443290 DOI: 10.3390/epigenomes7030018] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/24/2023] [Revised: 07/29/2023] [Accepted: 07/31/2023] [Indexed: 08/23/2023] Open
Abstract
BACKGROUND Changes in body weight are associated with the regulation of DNA methylation (DNAm). In this study, we investigated the associations between maternal gestational weight gain-related DNAm and foetal and neonatal body composition. METHODS Brazilian pregnant women from the Araraquara Cohort Study were followed up during pregnancy, delivery, and after hospital discharge. Women with normal pre-pregnancy BMI were allocated into two groups: adequate gestational weight gain (AGWG, n = 45) and excessive gestational weight gain (EGWG, n = 30). Foetal and neonatal body composition was evaluated via ultrasound and plethysmography, respectively. DNAm was assessed in maternal blood using Illumina Infinium MethylationEPIC BeadChip arrays. Linear regression models were used to explore the associations between DNAm and foetal and neonatal body composition. RESULTS Maternal weight, GWG, neonatal weight, and fat mass were higher in the EGWG group. Analysis of DNAm identified 46 differentially methylated positions and 11 differentially methylated regions (DMRs) between the EGWG and AGWG groups. Nine human phenotypes were enriched for these 11 DMRs located in 13 genes (EMILIN1, HOXA5, CPT1B, CLDN9, ZFP57, BRCA1, POU5F1, ANKRD33, HLA-B, RANBP17, ZMYND11, DIP2C, TMEM232), highlighting the terms insulin resistance, and hyperglycaemia. Maternal DNAm was associated with foetal total thigh and arm tissues and subcutaneous thigh and arm fat, as well as with neonatal fat mass percentage and fat mass. CONCLUSION The methylation pattern in the EGWG group indicated a risk for developing chronic diseases and involvement of maternal DNAm in foetal lean and fat mass and in neonatal fat mass.
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Affiliation(s)
- Perla Pizzi Argentato
- Nutrition Department, School of Public Health, University of São Paulo, Avenida Dr. Arnaldo 715, São Paulo 01246-904, SP, Brazil; (P.P.A.); (L.A.L.)
| | - João Victor da Silva Guerra
- Brazilian Biosciences National Laboratory (LNBio), Brazilian Centre for Research in Energy and Materials (CNPEM) and Graduate Program in Pharmaceutical Sciences, Faculty of Pharmaceutical Sciences, University of Campinas, Rua Giuseppe Máximo Scolfaro 10.000, Cidade Universitária, Campinas 13083-970, SP, Brazil;
| | - Liania Alves Luzia
- Nutrition Department, School of Public Health, University of São Paulo, Avenida Dr. Arnaldo 715, São Paulo 01246-904, SP, Brazil; (P.P.A.); (L.A.L.)
| | - Ester Silveira Ramos
- Department of Genetics, Ribeirão Preto Medical School, University of São Paulo, Avenida Bandeirantes 3900, Ribeirão Preto 14049-900, SP, Brazil;
| | - Mariana Maschietto
- Boldrini Children’s Hospital, University of Campinas, Rua Márcia Mendes 619, Cidade Universitária, Campinas 13083-884, SP, Brazil;
| | - Patrícia Helen de Carvalho Rondó
- Nutrition Department, School of Public Health, University of São Paulo, Avenida Dr. Arnaldo 715, São Paulo 01246-904, SP, Brazil; (P.P.A.); (L.A.L.)
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13
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Mortlock S, Houshdaran S, Kosti I, Rahmioglu N, Nezhat C, Vitonis AF, Andrews SV, Grosjean P, Paranjpe M, Horne AW, Jacoby A, Lager J, Opoku-Anane J, Vo KC, Manvelyan E, Sen S, Ghukasyan Z, Collins F, Santamaria X, Saunders P, Kober K, McRae AF, Terry KL, Vallvé-Juanico J, Becker C, Rogers PAW, Irwin JC, Zondervan K, Montgomery GW, Missmer S, Sirota M, Giudice L. Global endometrial DNA methylation analysis reveals insights into mQTL regulation and associated endometriosis disease risk and endometrial function. Commun Biol 2023; 6:780. [PMID: 37587191 PMCID: PMC10432557 DOI: 10.1038/s42003-023-05070-z] [Citation(s) in RCA: 2] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/09/2023] [Accepted: 06/23/2023] [Indexed: 08/18/2023] Open
Abstract
Endometriosis is a leading cause of pain and infertility affecting millions of women globally. Herein, we characterize variation in DNA methylation (DNAm) and its association with menstrual cycle phase, endometriosis, and genetic variants through analysis of genotype data and methylation in endometrial samples from 984 deeply-phenotyped participants. We estimate that 15.4% of the variation in endometriosis is captured by DNAm and identify significant differences in DNAm profiles associated with stage III/IV endometriosis, endometriosis sub-phenotypes and menstrual cycle phase, including opening of the window for embryo implantation. Menstrual cycle phase was a major source of DNAm variation suggesting cellular and hormonally-driven changes across the cycle can regulate genes and pathways responsible for endometrial physiology and function. DNAm quantitative trait locus (mQTL) analysis identified 118,185 independent cis-mQTLs including 51 associated with risk of endometriosis, highlighting candidate genes contributing to disease risk. Our work provides functional evidence for epigenetic targets contributing to endometriosis risk and pathogenesis. Data generated serve as a valuable resource for understanding tissue-specific effects of methylation on endometrial biology in health and disease.
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Affiliation(s)
- Sally Mortlock
- The Institute for Molecular Bioscience, The University of Queensland, Brisbane, QLD, 4072, Australia.
| | - Sahar Houshdaran
- Center for Reproductive Sciences, Department of Obstetrics, Gynecology & Reproductive Sciences, University of California San Francisco, San Francisco, CA, USA
| | - Idit Kosti
- Bakar Computational Health Sciences Institute, University of California San Francisco, San Francisco, CA, USA
| | - Nilufer Rahmioglu
- Wellcome Centre for Human Genetics, University of Oxford, Oxford, UK
- Oxford Endometriosis CaRe Centre, Nuffield Department of Women's and Reproductive Health, John Radcliffe Hospital, University of Oxford, Oxford, UK
| | - Camran Nezhat
- Stanford University Medical Center, Palo Alto, CA, USA
- University of California San Francisco, San Francisco, CA, USA
- Camran Nezhat Institute, Center for Special Minimally Invasive and Robotic Surgery, Woodside, CA, USA
| | - Allison F Vitonis
- Obstetrics and Gynecology Epidemiology Center, Brigham and Women's Hospital and Harvard Medical School, Boston, MA, USA
| | - Shan V Andrews
- Bakar Computational Health Sciences Institute, University of California San Francisco, San Francisco, CA, USA
| | - Parker Grosjean
- Bakar Computational Health Sciences Institute, University of California San Francisco, San Francisco, CA, USA
| | - Manish Paranjpe
- Bakar Computational Health Sciences Institute, University of California San Francisco, San Francisco, CA, USA
| | - Andrew W Horne
- MRC Centre for Reproductive Health, University of Edinburgh, QMRI, Edinburgh, UK
| | - Alison Jacoby
- Center for Reproductive Sciences, Department of Obstetrics, Gynecology & Reproductive Sciences, University of California San Francisco, San Francisco, CA, USA
| | - Jeannette Lager
- Center for Reproductive Sciences, Department of Obstetrics, Gynecology & Reproductive Sciences, University of California San Francisco, San Francisco, CA, USA
| | - Jessica Opoku-Anane
- Center for Reproductive Sciences, Department of Obstetrics, Gynecology & Reproductive Sciences, University of California San Francisco, San Francisco, CA, USA
| | - Kim Chi Vo
- Center for Reproductive Sciences, Department of Obstetrics, Gynecology & Reproductive Sciences, University of California San Francisco, San Francisco, CA, USA
| | - Evelina Manvelyan
- Center for Reproductive Sciences, Department of Obstetrics, Gynecology & Reproductive Sciences, University of California San Francisco, San Francisco, CA, USA
| | - Sushmita Sen
- Center for Reproductive Sciences, Department of Obstetrics, Gynecology & Reproductive Sciences, University of California San Francisco, San Francisco, CA, USA
| | - Zhanna Ghukasyan
- Center for Reproductive Sciences, Department of Obstetrics, Gynecology & Reproductive Sciences, University of California San Francisco, San Francisco, CA, USA
| | - Frances Collins
- MRC Centre for Reproductive Health, University of Edinburgh, QMRI, Edinburgh, UK
| | - Xavier Santamaria
- Carlos Simon Foundation, Health Research Institute, Valencia, Spain
- Group of Biomedical Research in Gynecology, Vall d'Hebron Research Institute, Barcelona, Spain
| | - Philippa Saunders
- Centre for Inflammation Research, Institute for Regeneration and Repair University of Edinburgh, Edinburgh, UK
| | - Kord Kober
- Bakar Computational Health Sciences Institute, University of California San Francisco, San Francisco, CA, USA
- Department of Physiological Nursing, University of California San Francisco, San Francisco, CA, USA
| | - Allan F McRae
- The Institute for Molecular Bioscience, The University of Queensland, Brisbane, QLD, 4072, Australia
| | - Kathryn L Terry
- Obstetrics and Gynecology Epidemiology Center, Brigham and Women's Hospital and Harvard Medical School, Boston, MA, USA
- Department of Epidemiology, Harvard T.H. Chan School of Public Health, Boston, MA, USA
- Boston Center for Endometriosis, Boston Children's Hospital and Brigham and Women's Hospital, Boston, MA, USA
| | - Júlia Vallvé-Juanico
- Center for Reproductive Sciences, Department of Obstetrics, Gynecology & Reproductive Sciences, University of California San Francisco, San Francisco, CA, USA
- Group of Biomedical Research in Gynecology, Vall d'Hebron Research Institute, Barcelona, Spain
| | - Christian Becker
- Oxford Endometriosis CaRe Centre, Nuffield Department of Women's and Reproductive Health, John Radcliffe Hospital, University of Oxford, Oxford, UK
| | - Peter A W Rogers
- University of Melbourne Department of Obstetrics and Gynaecology, Royal Women's Hospital, Melbourne, Australia
| | - Juan C Irwin
- Center for Reproductive Sciences, Department of Obstetrics, Gynecology & Reproductive Sciences, University of California San Francisco, San Francisco, CA, USA
| | - Krina Zondervan
- Wellcome Centre for Human Genetics, University of Oxford, Oxford, UK
- Oxford Endometriosis CaRe Centre, Nuffield Department of Women's and Reproductive Health, John Radcliffe Hospital, University of Oxford, Oxford, UK
| | - Grant W Montgomery
- The Institute for Molecular Bioscience, The University of Queensland, Brisbane, QLD, 4072, Australia
| | - Stacey Missmer
- Department of Epidemiology, Harvard T.H. Chan School of Public Health, Boston, MA, USA
- Boston Center for Endometriosis, Boston Children's Hospital and Brigham and Women's Hospital, Boston, MA, USA
- Division of Adolescent and Young Adult Medicine, Department of Medicine, Boston Children's Hospital and Harvard Medical School, Boston, MA, USA
- Department of Obstetrics, Gynecology, and Reproductive Biology, College of Human Medicine, Michigan State University, Grand Rapids, MI, USA
| | - Marina Sirota
- Bakar Computational Health Sciences Institute, University of California San Francisco, San Francisco, CA, USA
- Department of Pediatrics, Division of Neonatology, University of California San Francisco, San Francisco, CA, USA
| | - Linda Giudice
- Center for Reproductive Sciences, Department of Obstetrics, Gynecology & Reproductive Sciences, University of California San Francisco, San Francisco, CA, USA.
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Lin J, Tao L, Deng L, Zhou R, Lou S, Chen S, Chen X, Lu C, Li P, Hu B. Epigenome-wide DNA methylation analysis of myasthenia gravis. FEBS Open Bio 2023; 13:1375-1389. [PMID: 37254650 PMCID: PMC10315801 DOI: 10.1002/2211-5463.13656] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/28/2022] [Revised: 05/10/2023] [Accepted: 05/30/2023] [Indexed: 06/01/2023] Open
Abstract
Myasthenia gravis (MG) is a common neuromuscular junction disorder and autoimmune disease mediated by several antibodies. Several studies have shown that genetic factors play an important role in MG pathogenesis. To gain insight into the epigenetic factors affecting MG, we report here genome-scale DNA methylation profiles of MG. DNA was extracted from eight MG patients and four healthy controls for genome-wide DNA methylation analysis using the Illumina HumanMethylation 850K BeadChip. Verification of pyrosequencing was conducted based on differential methylation positions. Subsequently, C2C12 and HT22 cell lines (derived from mouse) were treated with demethylation drugs. Transcribed mRNA of the screened differential genes was detected using quantitative real-time PCR. The control and MG group were compared, and two key probe positions were selected. The corresponding genes were CAMK1D and CREB5 (P < 0.05). Similarly, the myasthenic crisis (MC) and non-MC group were compared and four key probe positions were selected. The corresponding genes were SAV1, STK3, YAP1, and WWTR1 (P < 0.05). Subsequently, pyrosequencing was performed for verification, revealing that hypomethylation of CAMK1D was significantly different between the MG and control group (P < 0.001). Moreover, transcription of CREB5, PKD, YAP1, and STK3 genes in the C2C12 cells was downregulated (P < 0.05) after drug treatment, but only YAP1 mRNA was downregulated in HT22 cells (P < 0.05). This is the first study to investigate genome-scale DNA methylation profiles of MG using 850 K BeadChip. The identified molecular markers of methylation may aid in the prevention, diagnosis, treatment, and prognosis of MG.
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Affiliation(s)
- Jingjing Lin
- Department of NeurologyThe Second Affiliated Hospital and Yuying Children's Hospital of Wenzhou Medical UniversityChina
| | - Linshuang Tao
- Department of NephrologyTaizhou First People's Hospital, Affiliated Huangyan Hospital of Wenzhou Medical UniversityChina
| | - Lu Deng
- Department of NeurologyThe Second Affiliated Hospital and Yuying Children's Hospital of Wenzhou Medical UniversityChina
| | - Ruyi Zhou
- Department of NeurologyThe Second Affiliated Hospital and Yuying Children's Hospital of Wenzhou Medical UniversityChina
| | - Shuyue Lou
- Department of NeurologyThe Second Affiliated Hospital and Yuying Children's Hospital of Wenzhou Medical UniversityChina
| | - Songfang Chen
- Department of NeurologyThe Second Affiliated Hospital and Yuying Children's Hospital of Wenzhou Medical UniversityChina
| | - Xuanyu Chen
- Department of NeurologyThe Second Affiliated Hospital and Yuying Children's Hospital of Wenzhou Medical UniversityChina
| | - Chunxing Lu
- Department of NeurologyThe Second Affiliated Hospital and Yuying Children's Hospital of Wenzhou Medical UniversityChina
| | - Peijun Li
- Department of NeurologyThe Second Affiliated Hospital and Yuying Children's Hospital of Wenzhou Medical UniversityChina
| | - Beilei Hu
- Department of NeurologyThe Second Affiliated Hospital and Yuying Children's Hospital of Wenzhou Medical UniversityChina
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15
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Wu S, Yang F, Chao S, Wang B, Wang W, Li H, Yu L, He L, Li X, Sun L, Qin S. Altered DNA methylome profiles of blood leukocytes in Chinese patients with mild cognitive impairment and Alzheimer's disease. Front Genet 2023; 14:1175864. [PMID: 37388929 PMCID: PMC10300350 DOI: 10.3389/fgene.2023.1175864] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/28/2023] [Accepted: 06/01/2023] [Indexed: 07/01/2023] Open
Abstract
Objective: DNA methylation plays a potential role in the pathogenesis of Alzheimer's disease (AD). However, little is known about the global changes of blood leukocyte DNA methylome profiles from Chinese patients with mild cognitive impairment (MCI) and with AD, or the specific DNA methylation-based signatures associated with MCI and AD. In this study, we sought to dissect the characteristics of blood DNA methylome profiles in MCI- and AD-affected Chinese patients with the aim of identifying novel DNA methylation biomarkers for AD. Methods: In this study, we profiled the DNA methylome of peripheral blood leukocytes from 20 MCI- and 20 AD-affected Chinese patients and 20 cognitively healthy controls (CHCs) with the Infinium Methylation EPIC BeadChip array. Results: We identified significant alterations of the methylome profiles in MCI and AD blood leukocytes. A total of 2,582 and 20,829 CpG sites were significantly and differentially methylated in AD and MCI compared with CHCs (adjusted p < 0.05), respectively. Furthermore, 441 differentially methylated positions (DMPs), aligning to 213 unique genes, were overlapped by the three comparative groups of AD versus CHCs, MCI versus CHCs, and AD versus MCI, of which 6 and 5 DMPs were continuously hypermethylated and hypomethylated in MCI and AD relative to CHCs (adjusted p < 0.05), respectively, such as FLNC cg20186636 and AFAP1 cg06758191. The DMPs with an area under the curve >0.900, such as cg18771300, showed high potency for predicting MCI and AD. In addition, gene ontology and pathway enrichment results showed that these overlapping genes were mainly involved in neurotransmitter transport, GABAergic synaptic transmission, signal release from synapse, neurotransmitter secretion, and the regulation of neurotransmitter levels. Furthermore, tissue expression enrichment analysis revealed a subset of potentially cerebral cortex-enriched genes associated with MCI and AD, including SYT7, SYN3, and KCNT1. Conclusion: This study revealed a number of potential biomarkers for MCI and AD, also highlighted the presence of epigenetically dysregulated gene networks that may engage in the underlying pathological events resulting in the onset of cognitive impairment and AD progression. Collectively, this study provides prospective cues for developing therapeutic strategies to improve cognitive impairment and AD course.
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Affiliation(s)
- Shaochang Wu
- Department of Geriatrics, Lishui Second People’s Hospital, Lishui, China
| | - Fan Yang
- Key Laboratory of Cell Engineering in Guizhou Province, Affiliated Hospital of Zunyi Medical University, Zunyi, China
- Bio-X Institutes, Key Laboratory for the Genetics of Developmental and Neuropsychiatric Disorders, Ministry of Education, Shanghai Jiao Tong University, Shanghai, China
- Research Center for Lin He Academician New Medicine, Institutes for Shanghai Pudong Decoding Life, Shanghai, China
| | - Shan Chao
- Research Center for Lin He Academician New Medicine, Institutes for Shanghai Pudong Decoding Life, Shanghai, China
| | - Bo Wang
- Research Center for Lin He Academician New Medicine, Institutes for Shanghai Pudong Decoding Life, Shanghai, China
- Department of Obstetrics and Gynecology, Key Laboratory for Major Obstetric Diseases of Guangdong Province, The Third Affiliated Hospital of Guangzhou Medical University, Guangzhou, China
| | - Wuqian Wang
- Bio-X Institutes, Key Laboratory for the Genetics of Developmental and Neuropsychiatric Disorders, Ministry of Education, Shanghai Jiao Tong University, Shanghai, China
- Research Center for Lin He Academician New Medicine, Institutes for Shanghai Pudong Decoding Life, Shanghai, China
| | - He Li
- Department of Geriatrics, Lishui Second People’s Hospital, Lishui, China
| | - Limei Yu
- Key Laboratory of Cell Engineering in Guizhou Province, Affiliated Hospital of Zunyi Medical University, Zunyi, China
| | - Lin He
- Bio-X Institutes, Key Laboratory for the Genetics of Developmental and Neuropsychiatric Disorders, Ministry of Education, Shanghai Jiao Tong University, Shanghai, China
| | - Xingwang Li
- Bio-X Institutes, Key Laboratory for the Genetics of Developmental and Neuropsychiatric Disorders, Ministry of Education, Shanghai Jiao Tong University, Shanghai, China
| | - Liya Sun
- Bio-X Institutes, Key Laboratory for the Genetics of Developmental and Neuropsychiatric Disorders, Ministry of Education, Shanghai Jiao Tong University, Shanghai, China
- Research Center for Lin He Academician New Medicine, Institutes for Shanghai Pudong Decoding Life, Shanghai, China
- Shanghai Mental Health Center, Editorial Office, School of Medicine, Shanghai Jiao Tong University, Shanghai, China
| | - Shengying Qin
- Bio-X Institutes, Key Laboratory for the Genetics of Developmental and Neuropsychiatric Disorders, Ministry of Education, Shanghai Jiao Tong University, Shanghai, China
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Petroff RL, Cavalcante RG, Langen ES, Dolinoy DC, Padmanabhan V, Goodrich JM. Mediation effects of DNA methylation and hydroxymethylation on birth outcomes after prenatal per- and polyfluoroalkyl substances (PFAS) exposure in the Michigan mother-infant Pairs cohort. Clin Epigenetics 2023; 15:49. [PMID: 36964604 PMCID: PMC10037903 DOI: 10.1186/s13148-023-01461-5] [Citation(s) in RCA: 13] [Impact Index Per Article: 13.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/13/2023] [Accepted: 03/05/2023] [Indexed: 03/26/2023] Open
Abstract
BACKGROUND Per- and polyfluoroalkyl substances (PFAS) are chemicals that are resistant to degradation and ubiquitous in our environments. PFAS may impact the developing epigenome, but current human evidence is limited to assessments of total DNA methylation. We assessed associations between first trimester PFAS exposures with newborn DNA methylation, including 5-methylcytosine (5-mC) and 5-hydroxymethylcytosine (5-hmC). DNA methylation mediation of associations between PFAS and birth outcomes were explored in the Michigan Mother Infant Pairs cohort. Nine PFAS were measured in maternal first trimester blood. Seven were highly detected and included for analysis: PFHxS, PFOA, PFOS, PFNA, PFDA, PFUnDA, and MeFOSAA. Bisulfite-converted cord blood DNA (n = 141) and oxidative-bisulfite-converted cord blood (n = 70) were assayed on Illumina MethylationEPIC BeadChips to measure total DNA methylation (5-mC + 5-hmC) and 5-mC/5-hmC. Correcting for multiple comparisons, beta regressions were used to assess associations between levels of PFAS and total methylation, 5-mC, or 5-hmC. Nonlinear mediation analyses were used to assess the epigenetic meditation effect between PFAS and birth outcomes. RESULTS PFAS was significantly associated with total methylation (q < 0.05: PFHxS-12 sites; PFOS-19 sites; PFOA-2 sites; PFNA-3 sites; PFDA-4 sites). In 72 female infants and 69 male infants, there were sex-specific associations between five PFAS and DNA methylation. 5-mC and 5-hmC were each significantly associated with thousands of sites for PFHxS, PFOS, PFNA, PFDA, PFUnDA, and MeFOSAA (q < 0.05). Clusters of 5-mC and 5-hmC sites were significant mediators between PFNA and PFUnDA and decreased gestational age (q < 0.05). CONCLUSIONS This study demonstrates the mediation role of specific types of DNA methylation on the relationship between PFAS exposure and birth outcomes. These results suggest that 5-mC and 5-hmC may be more sensitive to the developmental impacts of PFAS than total DNA methylation.
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Affiliation(s)
- Rebekah L Petroff
- Department of Environmental Health Sciences, School of Public Health, University of Michigan, 1415 Washington Heights, Ann Arbor, MI, 48109, USA
| | - Raymond G Cavalcante
- Epigenomics Core, Biomedical Research Core Facilities, University of Michigan Medical School, Ann Arbor, MI, USA
| | - Elizabeth S Langen
- Department of Obstetrics and Gynecology, University of Michigan Medical School, Ann Arbor, MI, USA
| | - Dana C Dolinoy
- Department of Environmental Health Sciences, School of Public Health, University of Michigan, 1415 Washington Heights, Ann Arbor, MI, 48109, USA
- Epigenomics Core, Biomedical Research Core Facilities, University of Michigan Medical School, Ann Arbor, MI, USA
- Department of Nutritional Sciences, School of Public Health, University of Michigan, Ann Arbor, MI, USA
| | - Vasantha Padmanabhan
- Department of Environmental Health Sciences, School of Public Health, University of Michigan, 1415 Washington Heights, Ann Arbor, MI, 48109, USA
- Department of Obstetrics and Gynecology, University of Michigan Medical School, Ann Arbor, MI, USA
- Department of Pediatrics Medical School, University of Michigan, Ann Arbor, MI, USA
| | - Jaclyn M Goodrich
- Department of Environmental Health Sciences, School of Public Health, University of Michigan, 1415 Washington Heights, Ann Arbor, MI, 48109, USA.
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Zhou H, Nie C, Tian W, Han X, Wang J, Du X, Wang Q, Zhu X, Xiang G, Zhao Y. Joint Effects Between CDKN2B/P15 Methylation and Environmental Factors on the Susceptibility to Gastric Cancer. Dig Dis Sci 2023:10.1007/s10620-023-07917-1. [PMID: 36961670 DOI: 10.1007/s10620-023-07917-1] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 10/10/2021] [Accepted: 11/14/2022] [Indexed: 03/25/2023]
Abstract
BACKGROUND The incidence of gastric cancer has long been at a high level in China, seriously affecting the health of Chinese people. AIMS This case‒control study was performed to identify gene methylation biomarkers of gastric cancer susceptibility. METHODS A total of 393 gastric cancer cases and 397 controls were included in this study. Gene methylation in peripheral blood leukocytes was detected by a methylation-sensitive high-resolution melting method, and the Helicobacter pylori antibody presence was semi-quantified in serum by ELISA. RESULTS Individuals with total methylation of CDKN2B/P15 had a 1.883-fold (95%CI: 1.166-3.040, P = 0.010) risk of gastric cancer compared with unmethylated individuals. Individuals with both CDKN2B/P15 and NEUROG1 methylation had a higher risk of gastric cancer (OR = 2.147, 95% CI: 1.137-4.073, P = 0.019). The interaction between CDKN2B/P15 and NEUROG1 total methylation on gastric cancer risk was affected by the pattern of adjustment. In addition, the joint effects between CDKN2B/P15 total methylation and environmental factors, such as freshwater fish intake (OR = 6.403, 95% CI = 2.970-13.802, P < 0.001), irregular diet (OR = 5.186, 95% CI = 2.559-10.510, P < 0.001), unsanitary water intake (OR = 2.238, 95% CI = 1.144-4.378, P = 0.019), smoking (OR = 2.421, 95% CI = 1.456-4.026, P = 0.001), alcohol consumption(OR = 2.163, 95% CI = 1.309-3.576, P = 0.003), and garlic intake(OR = 0.373, 95% CI = 0.196-0.709, P = 0.003) on GC risk were observed, respectively. However, CDKN2B/P15 and NEUROG1 total methylation were not associated with gastric cancer prognosis. CONCLUSION CDKN2B/P15 methylation in peripheral blood may be a potential biomarker for evaluating susceptibility to gastric cancer. The joint effects between CDKN2B/P15 methylation and environmental factors may also contribute to gastric cancer susceptibility.
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Affiliation(s)
- Haibo Zhou
- Department of Epidemiology, College of Public Health, Harbin Medical University, 197 Xuefu Road, Harbin, 150081, Heilongjiang Province, People's Republic of China
| | - Chuang Nie
- Department of Epidemiology, College of Public Health, Harbin Medical University, 197 Xuefu Road, Harbin, 150081, Heilongjiang Province, People's Republic of China
| | - Wenjing Tian
- Department of Epidemiology, College of Public Health, Harbin Medical University, 197 Xuefu Road, Harbin, 150081, Heilongjiang Province, People's Republic of China
| | - Xu Han
- Department of Epidemiology, College of Public Health, Harbin Medical University, 197 Xuefu Road, Harbin, 150081, Heilongjiang Province, People's Republic of China
| | - Jing Wang
- Department of Epidemiology, College of Public Health, Harbin Medical University, 197 Xuefu Road, Harbin, 150081, Heilongjiang Province, People's Republic of China
| | - Xinyu Du
- Department of Epidemiology, College of Public Health, Harbin Medical University, 197 Xuefu Road, Harbin, 150081, Heilongjiang Province, People's Republic of China
| | - Qi Wang
- Department of Epidemiology, College of Public Health, Harbin Medical University, 197 Xuefu Road, Harbin, 150081, Heilongjiang Province, People's Republic of China
| | - Xiaojie Zhu
- Department of Epidemiology, College of Public Health, Harbin Medical University, 197 Xuefu Road, Harbin, 150081, Heilongjiang Province, People's Republic of China
| | - Guanghui Xiang
- Department of Epidemiology, College of Public Health, Harbin Medical University, 197 Xuefu Road, Harbin, 150081, Heilongjiang Province, People's Republic of China
| | - Yashuang Zhao
- Department of Epidemiology, College of Public Health, Harbin Medical University, 197 Xuefu Road, Harbin, 150081, Heilongjiang Province, People's Republic of China.
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18
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Campagna MP, Xavier A, Stankovich J, Maltby VE, Slee M, Yeh WZ, Kilpatrick T, Scott RJ, Butzkueven H, Lechner-Scott J, Lea RA, Jokubaitis VG. Parity is associated with long-term differences in DNA methylation at genes related to neural plasticity in multiple sclerosis. Clin Epigenetics 2023; 15:20. [PMID: 36765422 PMCID: PMC9921068 DOI: 10.1186/s13148-023-01438-4] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/11/2022] [Accepted: 02/05/2023] [Indexed: 02/12/2023] Open
Abstract
BACKGROUND Pregnancy in women with multiple sclerosis (wwMS) is associated with a reduction of long-term disability progression. The mechanism that drives this effect is unknown, but converging evidence suggests a role for epigenetic mechanisms altering immune and/or central nervous system function. In this study, we aimed to identify whole blood and immune cell-specific DNA methylation patterns associated with parity in relapse-onset MS. RESULTS We investigated the association between whole blood and immune cell-type-specific genome-wide methylation patterns and parity in 192 women with relapse-onset MS, matched for age and disease severity. The median time from last pregnancy to blood collection was 16.7 years (range = 1.5-44.4 years). We identified 2965 differentially methylated positions in whole blood, 68.5% of which were hypermethylated in parous women; together with two differentially methylated regions on Chromosomes 17 and 19 which mapped to TMC8 and ZNF577, respectively. Our findings validated 22 DMPs and 366 differentially methylated genes from existing literature on epigenetic changes associated with parity in wwMS. Differentially methylated genes in whole blood were enriched in neuronal structure and growth-related pathways. Immune cell-type-specific analysis using cell-type proportion estimates from statistical deconvolution of whole blood revealed further differential methylation in T cells specifically (four in CD4+ and eight in CD8+ T cells). We further identified reduced methylation age acceleration in parous women, demonstrating slower biological aging compared to nulligravida women. CONCLUSION Differential methylation at genes related to neural plasticity offers a potential molecular mechanism driving the long-term effect of pregnancy on MS outcomes. Our results point to a potential 'CNS signature' of methylation in peripheral immune cells, as previously described in relation to MS progression, induced by parity. As the first epigenome-wide association study of parity in wwMS reported, validation studies are needed to confirm our findings.
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Affiliation(s)
- Maria Pia Campagna
- Department of Neuroscience, Monash University, Melbourne, VIC, Australia.
| | - Alexandre Xavier
- grid.266842.c0000 0000 8831 109XSchool of Biomedical Sciences and Pharmacy, University of Newcastle, Newcastle, Australia ,grid.266842.c0000 0000 8831 109XHunter Medical Research Institute, University of Newcastle, Newcastle, NSW Australia
| | - Jim Stankovich
- grid.1002.30000 0004 1936 7857Department of Neuroscience, Monash University, Melbourne, VIC Australia
| | - Vicki E. Maltby
- grid.266842.c0000 0000 8831 109XHunter Medical Research Institute, University of Newcastle, Newcastle, NSW Australia ,grid.266842.c0000 0000 8831 109XSchool of Medicine and Public Health, University of Newcastle, Newcastle, NSW Australia ,grid.414724.00000 0004 0577 6676Neurology Department, John Hunter Hospital, Hunter New England, Newcastle, NSW Australia
| | - Mark Slee
- grid.1014.40000 0004 0367 2697College of Medicine and Public Health, Flinders University, Adelaide, Australia
| | - Wei Z. Yeh
- grid.1002.30000 0004 1936 7857Department of Neuroscience, Monash University, Melbourne, VIC Australia ,grid.267362.40000 0004 0432 5259Neurology Department, Alfred Health, Melbourne, VIC Australia
| | - Trevor Kilpatrick
- grid.1008.90000 0001 2179 088XDepartment of Medicine, University of Melbourne, Melbourne, VIC Australia ,grid.416153.40000 0004 0624 1200Department of Neurology, Royal Melbourne Hospital, Melbourne, VIC Australia
| | - Rodney J. Scott
- grid.266842.c0000 0000 8831 109XSchool of Biomedical Sciences and Pharmacy, University of Newcastle, Newcastle, Australia ,grid.266842.c0000 0000 8831 109XHunter Medical Research Institute, University of Newcastle, Newcastle, NSW Australia
| | - Helmut Butzkueven
- grid.1002.30000 0004 1936 7857Department of Neuroscience, Monash University, Melbourne, VIC Australia ,grid.267362.40000 0004 0432 5259Neurology Department, Alfred Health, Melbourne, VIC Australia
| | - Jeannette Lechner-Scott
- grid.266842.c0000 0000 8831 109XHunter Medical Research Institute, University of Newcastle, Newcastle, NSW Australia ,grid.266842.c0000 0000 8831 109XSchool of Medicine and Public Health, University of Newcastle, Newcastle, NSW Australia ,grid.414724.00000 0004 0577 6676Neurology Department, John Hunter Hospital, Hunter New England, Newcastle, NSW Australia
| | - Rodney A. Lea
- grid.266842.c0000 0000 8831 109XHunter Medical Research Institute, University of Newcastle, Newcastle, NSW Australia ,grid.1024.70000000089150953Queensland University of Technology, Brisbane, QLD Australia
| | - Vilija G. Jokubaitis
- grid.1002.30000 0004 1936 7857Department of Neuroscience, Monash University, Melbourne, VIC Australia ,grid.267362.40000 0004 0432 5259Neurology Department, Alfred Health, Melbourne, VIC Australia ,grid.1008.90000 0001 2179 088XDepartment of Medicine, University of Melbourne, Melbourne, VIC Australia ,grid.416153.40000 0004 0624 1200Department of Neurology, Royal Melbourne Hospital, Melbourne, VIC Australia
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19
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Abraham Daniel A, Silzer T, Sun J, Zhou Z, Hall C, Phillips N, Barber R. Hypermethylation at CREBBP Is Associated with Cognitive Impairment in a Mexican American Cohort. J Alzheimers Dis 2023; 92:1229-1239. [PMID: 36872777 PMCID: PMC10200223 DOI: 10.3233/jad-221031] [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] [Accepted: 02/01/2023] [Indexed: 03/06/2023]
Abstract
BACKGROUND The aging Mexican American (MA) population is the fastest growing ethnic minority group in the US. MAs have a unique metabolic-related risk for Alzheimer's disease (AD) and mild cognitive impairment (MCI), compared to non-Hispanic whites (NHW). This risk for cognitive impairment (CI) is multifactorial involving genetics, environmental, and lifestyle factors. Changes in environment and lifestyle can alter patterns and even possibly reverse derangement of DNA methylation (a form of epigenetic regulation). OBJECTIVE We sought to identify ethnicity-specific DNA methylation profiles that may be associated with CI in MAs and NHWs. METHODS DNA obtained from peripheral blood of 551 participants from the Texas Alzheimer's Research and Care Consortium was typed on the Illumina Infinium® MethylationEPIC chip array, which assesses over 850K CpG genomic sites. Within each ethnic group (N = 299 MAs, N = 252 NHWs), participants were stratified by cognitive status (control versus CI). Beta values, representing relative degree of methylation, were normalized using the Beta MIxture Quantile dilation method and assessed for differential methylation using the Chip Analysis Methylation Pipeline (ChAMP), limma and cate packages in R. RESULTS Two differentially methylated sites were significant: cg13135255 (MAs) and cg27002303 (NHWs) based on an FDR p < 0.05. Three suggestive sites obtained were cg01887506 (MAs) and cg10607142 and cg13529380 (NHWs). Most methylation sites were hypermethylated in CI compared to controls, except cg13529380 which was hypomethylated. CONCLUSION The strongest association with CI was at cg13135255 (FDR-adjusted p = 0.029 in MAs), within the CREBBP gene. Moving forward, identifying additional ethnicity-specific methylation sites may be useful to discern CI risk in MAs.
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Affiliation(s)
- Ann Abraham Daniel
- Department of Microbiology, Immunology and Genetics, School of Biomedical Sciences, University of North Texas Health Science Center, Fort Worth, TX, USA
| | - Talisa Silzer
- Department of Microbiology, Immunology and Genetics, School of Biomedical Sciences, University of North Texas Health Science Center, Fort Worth, TX, USA
| | - Jie Sun
- Department of Microbiology, Immunology and Genetics, School of Biomedical Sciences, University of North Texas Health Science Center, Fort Worth, TX, USA
| | - Zhengyang Zhou
- Department of Biostatistics and Epidemiology, School of Public Health, University of North Texas Health Science Center, Fort Worth, TX, USA
| | - Courtney Hall
- Department of Microbiology, Immunology and Genetics, School of Biomedical Sciences, University of North Texas Health Science Center, Fort Worth, TX, USA
| | - Nicole Phillips
- Department of Microbiology, Immunology and Genetics, School of Biomedical Sciences, University of North Texas Health Science Center, Fort Worth, TX, USA
| | - Robert Barber
- Department of Family and Manipulative Medicine, Texas College of Osteopathic Medicine, University of North Texas Health Science Center, Fort Worth, TX, USA
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20
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Campagna MP, Xavier A, Lea RA, Stankovich J, Maltby VE, Butzkueven H, Lechner-Scott J, Scott RJ, Jokubaitis VG. Whole-blood methylation signatures are associated with and accurately classify multiple sclerosis disease severity. Clin Epigenetics 2022; 14:194. [PMID: 36585691 PMCID: PMC9805090 DOI: 10.1186/s13148-022-01397-2] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/08/2022] [Accepted: 12/02/2022] [Indexed: 12/31/2022] Open
Abstract
BACKGROUND The variation in multiple sclerosis (MS) disease severity is incompletely explained by genetics, suggesting genetic and environmental interactions are involved. Moreover, the lack of prognostic biomarkers makes it difficult for clinicians to optimise care. DNA methylation is one epigenetic mechanism by which gene-environment interactions can be assessed. Here, we aimed to identify DNA methylation patterns associated with mild and severe relapse-onset MS (RMS) and to test the utility of methylation as a predictive biomarker. METHODS We conducted an epigenome-wide association study between 235 females with mild (n = 119) or severe (n = 116) with RMS. Methylation was measured with the Illumina methylationEPIC array and analysed using logistic regression. To generate hypotheses about the functional consequence of differential methylation, we conducted gene set enrichment analysis using ToppGene. We compared the accuracy of three machine learning models in classifying disease severity: (1) clinical data available at baseline (age at onset and first symptoms) built using elastic net (EN) regression, (2) methylation data using EN regression and (3) a weighted methylation risk score of differentially methylated positions (DMPs) from the main analysis using logistic regression. We used a conservative 70:30 test:train split for classification modelling. A false discovery rate threshold of 0.05 was used to assess statistical significance. RESULTS Females with mild or severe RMS had 1472 DMPs in whole blood (839 hypermethylated, 633 hypomethylated in the severe group). Differential methylation was enriched in genes related to neuronal cellular compartments and processes, and B-cell receptor signalling. Whole-blood methylation levels at 1708 correlated CpG sites classified disease severity more accurately (machine learning model 2, AUC = 0.91) than clinical data (model 1, AUC = 0.74) or the wMRS (model 3, AUC = 0.77). Of the 1708 selected CpGs, 100 overlapped with DMPs from the main analysis at the gene level. These overlapping genes were enriched in neuron projection and dendrite extension, lending support to our finding that neuronal processes, rather than immune processes, are implicated in disease severity. CONCLUSION RMS disease severity is associated with whole-blood methylation at genes related to neuronal structure and function. Moreover, correlated whole-blood methylation patterns can assign disease severity in females with RMS more accurately than clinical data available at diagnosis.
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Affiliation(s)
- Maria Pia Campagna
- grid.1002.30000 0004 1936 7857Central Clinical School, Monash University, Melbourne, VIC Australia
| | - Alexandre Xavier
- grid.266842.c0000 0000 8831 109XHunter Medical Research Institute, University of Newcastle, Newcastle, NSW Australia
| | - Rodney A. Lea
- grid.1024.70000000089150953Queensland University of Technology, Brisbane, QLD Australia ,grid.1008.90000 0001 2179 088XUniversity of Melbourne, Melbourne, VIC Australia
| | - Jim Stankovich
- grid.1002.30000 0004 1936 7857Monash University, Melbourne, VIC Australia
| | - Vicki E. Maltby
- grid.266842.c0000 0000 8831 109XHunter Medical Research Institute, University of Newcastle, Newcastle, NSW Australia
| | - Helmut Butzkueven
- grid.1002.30000 0004 1936 7857Monash University, Melbourne, VIC Australia ,grid.1008.90000 0001 2179 088XUniversity of Melbourne, Melbourne, VIC Australia ,grid.416153.40000 0004 0624 1200Royal Melbourne Hospital, Melbourne, VIC Australia ,grid.414366.20000 0004 0379 3501Neurology Department, Eastern Health, Melbourne, VIC Australia ,grid.267362.40000 0004 0432 5259Neurology Department, Alfred Health, Melbourne, VIC Australia
| | - Jeannette Lechner-Scott
- grid.266842.c0000 0000 8831 109XHunter Medical Research Institute, University of Newcastle, Newcastle, NSW Australia ,grid.3006.50000 0004 0438 2042Neurology Department, John Hunter Hospital, Hunter New England Health, Newcastle, NSW Australia
| | - Rodney J. Scott
- grid.266842.c0000 0000 8831 109XSchool of Biomedical Sciences and Pharmacy, University of Newcastle, Newcastle, NSW Australia ,Division of Molecular Medicine, New South Wales Health Pathology North, Newcastle, NSW Australia
| | - Vilija G. Jokubaitis
- grid.1002.30000 0004 1936 7857Monash University, Melbourne, VIC Australia ,grid.1008.90000 0001 2179 088XUniversity of Melbourne, Melbourne, VIC Australia ,grid.416153.40000 0004 0624 1200Royal Melbourne Hospital, Melbourne, VIC Australia ,grid.267362.40000 0004 0432 5259Neurology Department, Alfred Health, Melbourne, VIC Australia
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21
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Armignacco R, Reel PS, Reel S, Jouinot A, Septier A, Gaspar C, Perlemoine K, Larsen CK, Bouys L, Braun L, Riester A, Kroiss M, Bonnet-Serrano F, Amar L, Blanchard A, Gimenez-Roqueplo AP, Prejbisz A, Januszewicz A, Dobrowolski P, Davies E, MacKenzie SM, Rossi GP, Lenzini L, Ceccato F, Scaroni C, Mulatero P, Williams TA, Pecori A, Monticone S, Beuschlein F, Reincke M, Zennaro MC, Bertherat J, Jefferson E, Assié G. Whole blood methylome-derived features to discriminate endocrine hypertension. Clin Epigenetics 2022; 14:142. [PMCID: PMC9635165 DOI: 10.1186/s13148-022-01347-y] [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: 05/11/2022] [Accepted: 09/18/2022] [Indexed: 11/06/2022] Open
Abstract
Background Arterial hypertension represents a worldwide health burden and a major risk factor for cardiovascular morbidity and mortality. Hypertension can be primary (primary hypertension, PHT), or secondary to endocrine disorders (endocrine hypertension, EHT), such as Cushing's syndrome (CS), primary aldosteronism (PA), and pheochromocytoma/paraganglioma (PPGL). Diagnosis of EHT is currently based on hormone assays. Efficient detection remains challenging, but is crucial to properly orientate patients for diagnostic confirmation and specific treatment. More accurate biomarkers would help in the diagnostic pathway. We hypothesized that each type of endocrine hypertension could be associated with a specific blood DNA methylation signature, which could be used for disease discrimination. To identify such markers, we aimed at exploring the methylome profiles in a cohort of 255 patients with hypertension, either PHT (n = 42) or EHT (n = 213), and at identifying specific discriminating signatures using machine learning approaches. Results Unsupervised classification of samples showed discrimination of PHT from EHT. CS patients clustered separately from all other patients, whereas PA and PPGL showed an overall overlap. Global methylation was decreased in the CS group compared to PHT. Supervised comparison with PHT identified differentially methylated CpG sites for each type of endocrine hypertension, showing a diffuse genomic location. Among the most differentially methylated genes, FKBP5 was identified in the CS group. Using four different machine learning methods—Lasso (Least Absolute Shrinkage and Selection Operator), Logistic Regression, Random Forest, and Support Vector Machine—predictive models for each type of endocrine hypertension were built on training cohorts (80% of samples for each hypertension type) and estimated on validation cohorts (20% of samples for each hypertension type). Balanced accuracies ranged from 0.55 to 0.74 for predicting EHT, 0.85 to 0.95 for predicting CS, 0.66 to 0.88 for predicting PA, and 0.70 to 0.83 for predicting PPGL. Conclusions The blood DNA methylome can discriminate endocrine hypertension, with methylation signatures for each type of endocrine disorder. Supplementary Information The online version contains supplementary material available at 10.1186/s13148-022-01347-y.
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Affiliation(s)
- Roberta Armignacco
- grid.462098.10000 0004 0643 431XUniversité Paris Cité, CNRS, INSERM, Institut Cochin, F-75014 Paris, France
| | - Parminder S. Reel
- grid.8241.f0000 0004 0397 2876Division of Population Health and Genomics, School of Medicine, University of Dundee, Dundee, DD2 4BF UK
| | - Smarti Reel
- grid.8241.f0000 0004 0397 2876Division of Population Health and Genomics, School of Medicine, University of Dundee, Dundee, DD2 4BF UK
| | - Anne Jouinot
- grid.462098.10000 0004 0643 431XUniversité Paris Cité, CNRS, INSERM, Institut Cochin, F-75014 Paris, France ,grid.440907.e0000 0004 1784 3645Institut Curie, INSERM U900, MINES ParisTech, PSL-Research University, CBIO-Centre for Computational Biology, Paris, France
| | - Amandine Septier
- grid.462098.10000 0004 0643 431XUniversité Paris Cité, CNRS, INSERM, Institut Cochin, F-75014 Paris, France
| | - Cassandra Gaspar
- Sorbonne Université, INSERM, UMS Production et Analyse de données en Sciences de la vie et en Santé, PASS, Plateforme Post-génomique de la Pitié-Salpêtrière, P3S, 75013 Paris, France
| | - Karine Perlemoine
- grid.462098.10000 0004 0643 431XUniversité Paris Cité, CNRS, INSERM, Institut Cochin, F-75014 Paris, France
| | - Casper K. Larsen
- grid.462416.30000 0004 0495 1460Université Paris Cité, Inserm, PARCC, F-75015 Paris, France
| | - Lucas Bouys
- grid.462098.10000 0004 0643 431XUniversité Paris Cité, CNRS, INSERM, Institut Cochin, F-75014 Paris, France
| | - Leah Braun
- grid.411095.80000 0004 0477 2585Medizinische Klinik und Poliklinik IV, Klinikum der Universität, Ludwig-Maximilians-Universität München, Munich, Germany
| | - Anna Riester
- grid.411095.80000 0004 0477 2585Medizinische Klinik und Poliklinik IV, Klinikum der Universität, Ludwig-Maximilians-Universität München, Munich, Germany
| | - Matthias Kroiss
- grid.411095.80000 0004 0477 2585Medizinische Klinik und Poliklinik IV, Klinikum der Universität, Ludwig-Maximilians-Universität München, Munich, Germany
| | - Fidéline Bonnet-Serrano
- grid.462098.10000 0004 0643 431XUniversité Paris Cité, CNRS, INSERM, Institut Cochin, F-75014 Paris, France ,grid.411784.f0000 0001 0274 3893Service d’Hormonologie, AP-HP, Hôpital Cochin, F-75014 Paris, France
| | - Laurence Amar
- grid.462416.30000 0004 0495 1460Université Paris Cité, Inserm, PARCC, F-75015 Paris, France ,grid.414093.b0000 0001 2183 5849Unité Hypertension Artérielle, AP-HP, Hôpital Européen Georges Pompidou, 75015 Paris, France
| | - Anne Blanchard
- grid.414093.b0000 0001 2183 5849Centre d’Investigations Cliniques 9201, AP-HP, Hôpital Européen Georges Pompidou, F-75015 Paris, France
| | - Anne-Paule Gimenez-Roqueplo
- grid.462416.30000 0004 0495 1460Université Paris Cité, Inserm, PARCC, F-75015 Paris, France ,grid.414093.b0000 0001 2183 5849Département de Médecine Génomique des Tumeurs et des Cancers, Hôpital Européen Georges Pompidou, F-75015 Paris, France
| | - Aleksander Prejbisz
- grid.418887.aDepartment of Hypertension, Institute of Cardiology, Warsaw, Poland
| | - Andrzej Januszewicz
- grid.418887.aDepartment of Hypertension, Institute of Cardiology, Warsaw, Poland
| | - Piotr Dobrowolski
- grid.418887.aDepartment of Hypertension, Institute of Cardiology, Warsaw, Poland
| | - Eleanor Davies
- grid.8756.c0000 0001 2193 314XBHF Glasgow Cardiovascular Research Centre, Institute of Cardiovascular and Medical Sciences, University of Glasgow, Glasgow, G12 8TA UK
| | - Scott M. MacKenzie
- grid.8756.c0000 0001 2193 314XBHF Glasgow Cardiovascular Research Centre, Institute of Cardiovascular and Medical Sciences, University of Glasgow, Glasgow, G12 8TA UK
| | - Gian Paolo Rossi
- Department of Medicine-DIMED, Emergency and Hypertension Unit, University of Padova, University Hospital, Padua, Italy
| | - Livia Lenzini
- Department of Medicine-DIMED, Emergency and Hypertension Unit, University of Padova, University Hospital, Padua, Italy
| | - Filippo Ceccato
- grid.411474.30000 0004 1760 2630UOC Endocrinologia, Dipartimento di Medicina DIMED, Azienda Ospedaliera-Università di Padova, Padua, Italy
| | - Carla Scaroni
- grid.411474.30000 0004 1760 2630UOC Endocrinologia, Dipartimento di Medicina DIMED, Azienda Ospedaliera-Università di Padova, Padua, Italy
| | - Paolo Mulatero
- grid.7605.40000 0001 2336 6580Division of Internal Medicine and Hypertension Unit, Department of Medical Sciences, University of Torino, Turin, Italy
| | - Tracy A. Williams
- grid.7605.40000 0001 2336 6580Division of Internal Medicine and Hypertension Unit, Department of Medical Sciences, University of Torino, Turin, Italy
| | - Alessio Pecori
- grid.7605.40000 0001 2336 6580Division of Internal Medicine and Hypertension Unit, Department of Medical Sciences, University of Torino, Turin, Italy
| | - Silvia Monticone
- grid.7605.40000 0001 2336 6580Division of Internal Medicine and Hypertension Unit, Department of Medical Sciences, University of Torino, Turin, Italy
| | - Felix Beuschlein
- grid.411095.80000 0004 0477 2585Medizinische Klinik und Poliklinik IV, Klinikum der Universität, Ludwig-Maximilians-Universität München, Munich, Germany ,grid.412004.30000 0004 0478 9977Klinikfür Endokrinologie, Diabetologie Und Klinische Ernährung, UniversitätsSpital Zürich (USZ) and Universität Zürich (UZH), Raemistrasse 100, 8091 Zurich, Switzerland
| | - Martin Reincke
- grid.411095.80000 0004 0477 2585Medizinische Klinik und Poliklinik IV, Klinikum der Universität, Ludwig-Maximilians-Universität München, Munich, Germany
| | - Maria-Christina Zennaro
- grid.462416.30000 0004 0495 1460Université Paris Cité, Inserm, PARCC, F-75015 Paris, France ,grid.414093.b0000 0001 2183 5849Service de Génétique, AP-HP, Hôpital Européen Georges Pompidou, F-75015 Paris, France
| | - Jérôme Bertherat
- grid.462098.10000 0004 0643 431XUniversité Paris Cité, CNRS, INSERM, Institut Cochin, F-75014 Paris, France ,grid.411784.f0000 0001 0274 3893Service d’Endocrinologie, Center for Rare Adrenal Diseases, AP-HP, Hôpital Cochin, F-75014 Paris, France
| | - Emily Jefferson
- grid.8241.f0000 0004 0397 2876Division of Population Health and Genomics, School of Medicine, University of Dundee, Dundee, DD2 4BF UK ,grid.8756.c0000 0001 2193 314XInstitute of Health and Wellbeing, University of Glasgow, Glasgow, G12 8RZ UK
| | - Guillaume Assié
- grid.462098.10000 0004 0643 431XUniversité Paris Cité, CNRS, INSERM, Institut Cochin, F-75014 Paris, France ,grid.411784.f0000 0001 0274 3893Service d’Endocrinologie, Center for Rare Adrenal Diseases, AP-HP, Hôpital Cochin, F-75014 Paris, France
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22
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Lønning PE, Nikolaienko O, Pan K, Kurian AW, Eikesdal HP, Pettinger M, Anderson GL, Prentice RL, Chlebowski RT, Knappskog S. Constitutional BRCA1 Methylation and Risk of Incident Triple-Negative Breast Cancer and High-grade Serous Ovarian Cancer. JAMA Oncol 2022; 8:1579-1587. [PMID: 36074460 PMCID: PMC9459895 DOI: 10.1001/jamaoncol.2022.3846] [Citation(s) in RCA: 14] [Impact Index Per Article: 7.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/28/2022] [Accepted: 07/08/2022] [Indexed: 11/14/2022]
Abstract
Importance About 25% of all triple-negative breast cancers (TNBCs) and 10% to 20% of high-grade serous ovarian cancers (HGSOCs) harbor BRCA1 promoter methylation. While constitutional BRCA1 promoter methylation has been observed in normal tissues of some individuals, the potential role of normal tissue methylation as a risk factor for incident TNBC or HGSOC is unknown. Objective To assess the potential association between white blood cell BRCA1 promoter methylation and subsequent risk of incident TNBC and HGSOC. Design, Setting, and Participants This case-control study included women who were participating in the Women's Health Initiative study who had not received a diagnosis of either breast or ovarian cancer before study entrance. A total of 637 women developing incident TNBC and 511 women developing incident HGSOC were matched with cancer-free controls (1841 and 2982, respectively) in a nested case-control design. Cancers were confirmed after central medical record review. Blood samples, which were collected at entry, were analyzed for BRCA1 promoter methylation by massive parallel sequencing. The study was performed in the Mohn Cancer Research Laboratory (Bergen, Norway) between 2019 and 2022. Main Outcomes and Measures Associations between BRCA1 methylation and incident TNBC and incident HGSOC were analyzed by Cox proportional hazards regression. Results Of 2478 cases and controls in the TNBC group and 3493 cases and controls in the HGSOC group, respectively, 7 (0.3%) and 3 (0.1%) were American Indian or Alaska Native, 46 (1.9%) and 30 (0.9%) were Asian, 1 (0.04%) and 1 (0.03%) was Native Hawaiian or Pacific Islander, 326 (13.2%) and 125 (3.6%) were Black or African, 56 (2.3%) and 116 (3.3%) were Hispanic, 2046 (82.6%) and 3257 (93.2%) were White, and 35 (1.4%) and 35 (1.0%) were multiracial. Median (range) age at entry was 62 (50-79) years, with a median interval to diagnosis of 9 (TNBC) and 10 (HGSOC) years. Methylated BRCA1 alleles were present in 194 controls (5.5%). Methylation was associated with risk of incident TNBC (12.4% methylated; HR, 2.35; 95% CI, 1.70-3.23; P < .001) and incident HGSOC (9.4% methylated; HR, 1.93; 95% CI, 1.36-2.73; P < .001). Restricting analyses to individuals with more than 5 years between sampling and cancer diagnosis yielded similar results (TNBC: HR, 2.52; 95% CI, 1.75-3.63; P < .001; HGSOC: HR, 1.82; 95% CI, 1.22-2.72; P = .003). Across individuals, methylation was not haplotype-specific, arguing against an underlying cis-acting factor. Within individuals, BRCA1 methylation was observed on the same allele, indicating clonal expansion from a single methylation event. There was no association found between BRCA1 methylation and germline pathogenic variant status. Conclusions and Relevance The results of this case-control suggest that constitutional normal tissue BRCA1 promoter methylation is significantly associated with risk of incident TNBC and HGSOC, with potential implications for prediction of these cancers. These findings warrant further research to determine if constitutional methylation of tumor suppressor genes are pancancer risk factors.
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Affiliation(s)
- Per E. Lønning
- K.G. Jebsen Centre for Genome-Directed Cancer Therapy, Department of Clinical Science, University of Bergen, Bergen, Norway
- Department of Oncology, Haukeland University Hospital, Bergen, Norway
| | - Oleksii Nikolaienko
- K.G. Jebsen Centre for Genome-Directed Cancer Therapy, Department of Clinical Science, University of Bergen, Bergen, Norway
- Department of Oncology, Haukeland University Hospital, Bergen, Norway
| | - Kathy Pan
- Lundquist Institute for Biomedical Innovation at Harbor-UCLA Medical Center, Torrance, California
| | - Allison W. Kurian
- Departments of Medicine and of Epidemiology and Population Health, Stanford University, Stanford, California
| | - Hans P. Eikesdal
- K.G. Jebsen Centre for Genome-Directed Cancer Therapy, Department of Clinical Science, University of Bergen, Bergen, Norway
- Department of Oncology, Haukeland University Hospital, Bergen, Norway
| | - Mary Pettinger
- Division of Public Health Sciences Division, Fred Hutchinson Cancer Center, Seattle, Washington
| | - Garnet L. Anderson
- Division of Public Health Sciences Division, Fred Hutchinson Cancer Center, Seattle, Washington
| | - Ross L. Prentice
- Division of Public Health Sciences Division, Fred Hutchinson Cancer Center, Seattle, Washington
| | - Rowan T. Chlebowski
- Lundquist Institute for Biomedical Innovation at Harbor-UCLA Medical Center, Torrance, California
| | - Stian Knappskog
- K.G. Jebsen Centre for Genome-Directed Cancer Therapy, Department of Clinical Science, University of Bergen, Bergen, Norway
- Department of Oncology, Haukeland University Hospital, Bergen, Norway
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23
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Sommerer Y, Ohlei O, Dobricic V, Oakley DH, Wesse T, Sedghpour Sabet S, Demuth I, Franke A, Hyman BT, Lill CM, Bertram L. A correlation map of genome-wide DNA methylation patterns between paired human brain and buccal samples. Clin Epigenetics 2022; 14:139. [PMID: 36320053 PMCID: PMC9628033 DOI: 10.1186/s13148-022-01357-w] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/09/2021] [Accepted: 10/17/2022] [Indexed: 11/06/2022] Open
Abstract
Epigenome-wide association studies (EWAS) assessing the link between DNA methylation (DNAm) and phenotypes related to structural brain measures, cognitive function, and neurodegenerative diseases are becoming increasingly more popular. Due to the inaccessibility of brain tissue in humans, several studies use peripheral tissues such as blood, buccal swabs, and saliva as surrogates. To aid the functional interpretation of EWAS findings in such settings, there is a need to assess the correlation of DNAm variability across tissues in the same individuals. In this study, we performed a correlation analysis between DNAm data of a total of n = 120 matched post-mortem buccal and prefrontal cortex samples. We identified nearly 25,000 (3% of approximately 730,000) cytosine-phosphate-guanine (CpG) sites showing significant (false discovery rate q < 0.05) correlations between buccal and PFC samples. Correlated CpG sites showed a preponderance to being located in promoter regions and showed a significant enrichment of being determined by genetic factors, i.e. methylation quantitative trait loci (mQTL), based on buccal and dorsolateral prefrontal cortex mQTL databases. Our novel buccal-brain DNAm correlation map will provide a valuable resource for future EWAS using buccal samples for studying DNAm effects on phenotypes relating to the brain. All correlation results are made freely available to the public online.
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Affiliation(s)
- Yasmine Sommerer
- Lübeck Interdisciplinary Platform for Genome Analytics (LIGA), University of Lübeck, Ratzeburger Allee 160, Haus V50, 1St Floor, Room 319, 23562, Lübeck, Germany
| | - Olena Ohlei
- Lübeck Interdisciplinary Platform for Genome Analytics (LIGA), University of Lübeck, Ratzeburger Allee 160, Haus V50, 1St Floor, Room 319, 23562, Lübeck, Germany
| | - Valerija Dobricic
- Lübeck Interdisciplinary Platform for Genome Analytics (LIGA), University of Lübeck, Ratzeburger Allee 160, Haus V50, 1St Floor, Room 319, 23562, Lübeck, Germany
| | - Derek H Oakley
- Department of Pathology, Massachusetts General Hospital, Harvard Medical School, Charlestown, MA, USA
| | - Tanja Wesse
- Institute of Clinical Molecular Biology, Christian-Albrechts-University of Kiel, Kiel, Germany
| | - Sanaz Sedghpour Sabet
- Institute of Clinical Molecular Biology, Christian-Albrechts-University of Kiel, Kiel, Germany
| | - Ilja Demuth
- Charité - Universitätsmedizin Berlin, Freie Universität Berlin, Humboldt-Universität zu Berlin, Berlin, Germany
- Division of Lipid Metabolism, Department of Endocrinology and Metabolic Diseases, Berlin Institute of Health, Berlin, Germany
- BCRT - Berlin Institute of Health Center for Regenerative Therapies, Charité - Universitätsmedizin Berlin, Berlin, Germany
| | - Andre Franke
- Institute of Clinical Molecular Biology, Christian-Albrechts-University of Kiel, Kiel, Germany
| | - Bradley T Hyman
- Department of Neurology, Massachusetts General Hospital, Harvard Medical School, Charlestown, MA, USA
- Massachusetts Alzheimer's Disease Research Center, Charlestown, MA, USA
- Harvard Medical School, Boston, MA, USA
| | - Christina M Lill
- Lübeck Interdisciplinary Platform for Genome Analytics (LIGA), University of Lübeck, Ratzeburger Allee 160, Haus V50, 1St Floor, Room 319, 23562, Lübeck, Germany
- Ageing Epidemiology Unit (AGE), School of Public Health, Imperial College London, London, UK
- Institute of Epidemiology and Social Medicine, University of Münster, Münster, Germany
| | - Lars Bertram
- Lübeck Interdisciplinary Platform for Genome Analytics (LIGA), University of Lübeck, Ratzeburger Allee 160, Haus V50, 1St Floor, Room 319, 23562, Lübeck, Germany.
- Department of Psychology, Center for Lifespan Changes in Brain and Cognition (LCBC), University of Oslo, Oslo, Norway.
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24
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Barrett JE, Sundström K, Jones A, Evans I, Wang J, Herzog C, Dillner J, Widschwendter M. The WID-CIN test identifies women with, and at risk of, cervical intraepithelial neoplasia grade 3 and invasive cervical cancer. Genome Med 2022; 14:116. [PMID: 36258199 PMCID: PMC9580141 DOI: 10.1186/s13073-022-01116-9] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/04/2021] [Accepted: 09/21/2022] [Indexed: 11/29/2022] Open
Abstract
BACKGROUND Cervical screening is transitioning from primary cytology to primary human papillomavirus (HPV) testing. HPV testing is highly sensitive but there is currently no high-specificity triage method for colposcopy referral to detect cervical intraepithelial neoplasia grade 3 or above (CIN3+) in women positive for high-risk (hr) HPV subtypes. An objective, automatable test that could accurately perform triage, independently of sample heterogeneity and age, is urgently required. METHODS We analyzed DNA methylation at ~850,000 CpG sites across the genome in a total of 1254 cervical liquid-based cytology (LBC) samples from cases of screen-detected histologically verified CIN1-3+ (98% hrHPV-positive) and population-based control women free from any cervical disease (100% hrHPV-positive). Samples were provided by a state-of-the-art population-based cohort biobank and consisted of (i) a discovery set of 170 CIN3+ cases and 202 hrHPV-positive/cytology-negative controls; (ii) a diagnostic validation set of 87 CIN3+, 90 CIN2, 166 CIN1, and 111 hrHPV-positive/cytology-negative controls; and (iii) a predictive validation set of 428 cytology-negative samples (418 hrHPV-positive) of which 210 were diagnosed with CIN3+ in the upcoming 1-4 years and 218 remained disease-free. RESULTS We developed the WID-CIN (Women's cancer risk IDentification-Cervical Intraepithelial Neoplasia) test, a DNA methylation signature consisting of 5000 CpG sites. The receiver operating characteristic area under the curve (AUC) in the independent diagnostic validation set was 0.92 (95% CI 0.88-0.96). At 75% specificity (≤CIN1), the overall sensitivity to detect CIN3+ is 89.7% (83.3-96.1) in all and 92.7% (85.9-99.6) and 65.6% (49.2-82.1) in women aged ≥30 and <30. In hrHPV-positive/cytology-negative samples in the predictive validation set, the WID-CIN detected 54.8% (48.0-61.5) cases developing 1-4 years after sample donation in all ages or 56.9% (47.6-66.2) and 53.5% (43.7-63.2) in ≥30 and <30-year-old women, at a specificity of 75%. CONCLUSIONS The WID-CIN test identifies the vast majority of hrHPV-positive women with current CIN3+ lesions. In the absence of cytologic abnormalities, a positive WID-CIN test result is likely to indicate a significantly increased risk of developing CIN3+ in the near future.
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Affiliation(s)
- James E Barrett
- European Translational Oncology Prevention and Screening (EUTOPS) Institute, Universität Innsbruck, Milser Straße 10, 6060, Hall in Tirol, Austria
- Research Institute for Biomedical Aging Research, Universität Innsbruck, 6020, Innsbruck, Austria
- Department of Women's Cancer, UCL EGA Institute for Women's Health, University College London, 74 Huntley Street, London, WC1E 6AU, UK
| | - Karin Sundström
- Department of Laboratory Medicine, Division of Pathology, Karolinska Institutet, Stockholm, Sweden
- Medical Diagnostics Karolinska, Karolinska University Hospital, Stockholm, Sweden
| | - Allison Jones
- Department of Women's Cancer, UCL EGA Institute for Women's Health, University College London, 74 Huntley Street, London, WC1E 6AU, UK
| | - Iona Evans
- Department of Women's Cancer, UCL EGA Institute for Women's Health, University College London, 74 Huntley Street, London, WC1E 6AU, UK
| | - Jiangrong Wang
- Department of Laboratory Medicine, Division of Pathology, Karolinska Institutet, Stockholm, Sweden
| | - Chiara Herzog
- European Translational Oncology Prevention and Screening (EUTOPS) Institute, Universität Innsbruck, Milser Straße 10, 6060, Hall in Tirol, Austria
| | - Joakim Dillner
- Department of Laboratory Medicine, Division of Pathology, Karolinska Institutet, Stockholm, Sweden
- Medical Diagnostics Karolinska, Karolinska University Hospital, Stockholm, Sweden
| | - Martin Widschwendter
- European Translational Oncology Prevention and Screening (EUTOPS) Institute, Universität Innsbruck, Milser Straße 10, 6060, Hall in Tirol, Austria.
- Research Institute for Biomedical Aging Research, Universität Innsbruck, 6020, Innsbruck, Austria.
- Department of Women's Cancer, UCL EGA Institute for Women's Health, University College London, 74 Huntley Street, London, WC1E 6AU, UK.
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25
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Goodrich JM, Jung AM, Furlong MA, Beitel S, Littau S, Gulotta J, Wallentine D, Burgess JL. Repeat measures of DNA methylation in an inception cohort of firefighters. Occup Environ Med 2022; 79:656-663. [PMID: 35332072 PMCID: PMC9484361 DOI: 10.1136/oemed-2021-108153] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/03/2021] [Accepted: 03/11/2022] [Indexed: 11/04/2022]
Abstract
OBJECTIVES Firefighters face exposures associated with adverse health outcomes including risk for multiple cancers. DNA methylation, one type of epigenetic regulation, provides a potential mechanism linking occupational hazards to adverse health outcomes. We hypothesised that DNA methylation profiles would change in firefighters after starting their service and that these patterns would be associated with occupational exposures (cumulative fire-hours and fire-runs). METHODS We profiled DNA methylation with the Infinium MethylationEPIC in blood leucocytes at two time points in non-smoking new recruits: prior to live fire training and 20-37 months later. Linear mixed effects models adjusted for potential confounders were used to identify differentially methylated CpG sites over time using data from 50 individuals passing all quality control. RESULTS We report 680 CpG sites with altered methylation (q value <0.05) including 60 with at least a 5% methylation difference at follow-up. Genes with differentially methylated CpG sites were enriched in biological pathways related to cancers, neurological function, cell signalling and transcription regulation. Next, linear mixed effects models were used to determine associations between occupational exposures with methylation at the 680 loci. Of these, more CpG sites were associated with fire-runs (108 for all and 78 for structure-fires only, q<0.05) than with fire-hours (27 for all fires and 1 for structure fires). These associations were independent of time since most recent fire, suggesting an impact of cumulative exposures. CONCLUSIONS Overall, this study provides evidence that DNA methylation may be altered by fireground exposures, and the impact of this change on disease development should be evaluated.
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Affiliation(s)
- Jaclyn M Goodrich
- Department of Environmental Health Sciences, University of Michigan School of Public Health, Ann Arbor, Michigan, USA
| | - Alesia M Jung
- Department of Community, Environment, and Policy, University of Arizona Mel and Enid Zuckerman College of Public Health, Tucson, Arizona, USA
| | - Melissa A Furlong
- Department of Community, Environment, and Policy, University of Arizona Mel and Enid Zuckerman College of Public Health, Tucson, Arizona, USA
| | - Shawn Beitel
- Department of Community, Environment, and Policy, University of Arizona Mel and Enid Zuckerman College of Public Health, Tucson, Arizona, USA
| | - Sally Littau
- Department of Community, Environment, and Policy, University of Arizona Mel and Enid Zuckerman College of Public Health, Tucson, Arizona, USA
| | | | | | - Jefferey L Burgess
- Department of Community, Environment, and Policy, University of Arizona Mel and Enid Zuckerman College of Public Health, Tucson, Arizona, USA
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26
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Gore S, Azad RK. CancerNet: a unified deep learning network for pan-cancer diagnostics. BMC Bioinformatics 2022; 23:229. [PMID: 35698059 PMCID: PMC9195411 DOI: 10.1186/s12859-022-04783-y] [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: 02/03/2022] [Accepted: 06/06/2022] [Indexed: 11/10/2022] Open
Abstract
Background Despite remarkable advances in cancer research, cancer remains one of the leading causes of death worldwide. Early detection of cancer and localization of the tissue of its origin are key to effective treatment. Here, we leverage technological advances in machine learning or artificial intelligence to design a novel framework for cancer diagnostics. Our proposed framework detects cancers and their tissues of origin using a unified model of cancers encompassing 33 cancers represented in The Cancer Genome Atlas (TCGA). Our model exploits the learned features of different cancers reflected in the respective dysregulated epigenomes, which arise early in carcinogenesis and differ remarkably between different cancer types or subtypes, thus holding a great promise in early cancer detection. Results Our comprehensive assessment of the proposed model on the 33 different tissues of origin demonstrates its ability to detect and classify cancers to a high accuracy (> 99% overall F-measure). Furthermore, our model distinguishes cancers from pre-cancerous lesions to metastatic tumors and discriminates between hypomethylation changes due to age related epigenetic drift and true cancer. Conclusions Beyond detection of primary cancers, our proposed computational model also robustly detects tissues of origin of secondary cancers, including metastatic cancers, second primary cancers, and cancers of unknown primaries. Our assessment revealed the ability of this model to characterize pre-cancer samples, a significant step forward in early cancer detection. Deployed broadly this model can deliver accurate diagnosis for a greatly expanded target patient population. Supplementary Information The online version contains supplementary material available at 10.1186/s12859-022-04783-y.
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Affiliation(s)
- Steven Gore
- Department of Biological Sciences and BioDiscovery Institute, University of North Texas, Denton, TX, 76203, USA
| | - Rajeev K Azad
- Department of Biological Sciences and BioDiscovery Institute, University of North Texas, Denton, TX, 76203, USA. .,Department of Mathematics, University of North Texas, Denton, TX, 76203, USA.
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27
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Liberto JM, Chen SY, Shih IM, Wang TH, Wang TL, Pisanic TR. Current and Emerging Methods for Ovarian Cancer Screening and Diagnostics: A Comprehensive Review. Cancers (Basel) 2022; 14:2885. [PMID: 35740550 PMCID: PMC9221480 DOI: 10.3390/cancers14122885] [Citation(s) in RCA: 29] [Impact Index Per Article: 14.5] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/10/2022] [Revised: 06/06/2022] [Accepted: 06/08/2022] [Indexed: 02/04/2023] Open
Abstract
With a 5-year survival rate of less than 50%, ovarian high-grade serous carcinoma (HGSC) is one of the most highly aggressive gynecological malignancies affecting women today. The high mortality rate of HGSC is largely attributable to delays in diagnosis, as most patients remain undiagnosed until the late stages of -disease. There are currently no recommended screening tests for ovarian cancer and there thus remains an urgent need for new diagnostic methods, particularly those that can detect the disease at early stages when clinical intervention remains effective. While diagnostics for ovarian cancer share many of the same technical hurdles as for other cancer types, the low prevalence of the disease in the general population, coupled with a notable lack of sensitive and specific biomarkers, have made the development of a clinically useful screening strategy particularly challenging. Here, we present a detailed review of the overall landscape of ovarian cancer diagnostics, with emphasis on emerging methods that employ novel protein, genetic, epigenetic and imaging-based biomarkers and/or advanced diagnostic technologies for the noninvasive detection of HGSC, particularly in women at high risk due to germline mutations such as BRCA1/2. Lastly, we discuss the translational potential of these approaches for achieving a clinically implementable solution for screening and diagnostics of early-stage ovarian cancer as a means of ultimately improving patient outcomes in both the general and high-risk populations.
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Affiliation(s)
- Juliane M. Liberto
- Department of Pathology, Johns Hopkins University School of Medicine, Baltimore, MD 21231, USA; (J.M.L.); (I.-M.S.); (T.-L.W.)
| | - Sheng-Yin Chen
- School of Medicine, Chang Gung University, 33302 Taoyuan, Taiwan;
| | - Ie-Ming Shih
- Department of Pathology, Johns Hopkins University School of Medicine, Baltimore, MD 21231, USA; (J.M.L.); (I.-M.S.); (T.-L.W.)
- Department of Gynecology and Obstetrics, Johns Hopkins University School of Medicine, Baltimore, MD 21231, USA
- Department of Oncology, Johns Hopkins University School of Medicine, Baltimore, MD 21231, USA;
| | - Tza-Huei Wang
- Department of Oncology, Johns Hopkins University School of Medicine, Baltimore, MD 21231, USA;
- Department of Mechanical Engineering, Johns Hopkins University, Baltimore, MD 21218, USA
- Johns Hopkins Institute for NanoBioTechnology, Johns Hopkins University, Baltimore, MD 21218, USA
| | - Tian-Li Wang
- Department of Pathology, Johns Hopkins University School of Medicine, Baltimore, MD 21231, USA; (J.M.L.); (I.-M.S.); (T.-L.W.)
- Department of Gynecology and Obstetrics, Johns Hopkins University School of Medicine, Baltimore, MD 21231, USA
- Department of Oncology, Johns Hopkins University School of Medicine, Baltimore, MD 21231, USA;
| | - Thomas R. Pisanic
- Johns Hopkins Institute for NanoBioTechnology, Johns Hopkins University, Baltimore, MD 21218, USA
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Wedemeyer MA, Muskens I, Strickland BA, Aurelio O, Martirosian V, Wiemels JL, Weisenberger DJ, Wang K, Mukerjee D, Rhie SK, Zada G. Epigenetic dysregulation in meningiomas. Neurooncol Adv 2022; 4:vdac084. [PMID: 35769412 PMCID: PMC9234763 DOI: 10.1093/noajnl/vdac084] [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] [Indexed: 01/28/2023] Open
Abstract
Background Meningiomas are the most common primary brain tumor. Though typically benign with a low mutational burden, tumors with benign histology may behave aggressively and there are no proven chemotherapies. Although DNA methylation patterns distinguish subgroups of meningiomas and have higher predictive value for tumor behavior than histologic classification, little is known about differences in DNA methylation between meningiomas and surrounding normal dura tissue. Methods Whole-exome sequencing and methylation array profiling were performed on 12 dura/meningioma pairs (11 WHO grade I and 1 WHO grade II). Single-nucleotide polymorphism (SNP) genotyping and methylation array profiling were performed on an additional 19 meningiomas (9 WHO grade I, 5 WHO grade II, 4 WHO grade III). Results Using multimodal studies of meningioma/dura pairs, we identified 4 distinct DNA methylation patterns. Diffuse DNA hypomethylation of malignant meningiomas readily facilitated their identification from lower-grade tumors by unsupervised clustering. All clusters and 12/12 meningioma-dura pairs exhibited hypomethylation of the gene promoters of a module associated with the craniofacial patterning transcription factor FOXC1 and its upstream lncRNA FOXCUT. Furthermore, we identified an epigenetic continuum of increasing hypermethylation of polycomb repressive complex target promoters with increasing histopathologic grade. Conclusion These findings support future investigations of the role of epigenetic dysregulation of FOXC1 and cranial patterning genes in meningioma formation as well as studies of the utility of polycomb inhibitors for the treatment of malignant meningiomas.
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Affiliation(s)
- Michelle A Wedemeyer
- Department of Neurosurgery, University of California San Francisco, Benioff Children’s Hospitals, San Francisco, California, USA
| | - Ivo Muskens
- Children’s Cancer Research Laboratory, Center of Genetic Epidemiology, Keck School of Medicine, University of Southern California, Los Angeles, California, USA
| | - Ben A Strickland
- Department of Neurosurgery, Keck School of Medicine, University of Southern California, Los Angeles, California, USA
| | - Oscar Aurelio
- Department of Neurosurgery, Keck School of Medicine, University of Southern California, Los Angeles, California, USA,Brain Tumor Center, University of Southern California, Los Angeles, California, USA
| | - Vahan Martirosian
- Brain Tumor Center, University of Southern California, Los Angeles, California, USA
| | - Joseph L Wiemels
- Children’s Cancer Research Laboratory, Center of Genetic Epidemiology, Keck School of Medicine, University of Southern California, Los Angeles, California, USA
| | - Daniel J Weisenberger
- Department of Biochemistry and Molecular Medicine, Norris Comprehensive Cancer Center, Keck School of Medicine, University of Southern California, Los Angeles, California, USA
| | - Kai Wang
- Department of Pathology and Laboratory Medicine, Children’s Hospital of Philadelphia Research Institute, Philadelphia, Pennsylvania, USA
| | - Debraj Mukerjee
- Department of Neurosurgery, Johns Hopkins University School of Medicine, Baltimore, Maryland, USA
| | - Suhn K Rhie
- Suhn K. Rhie, PhD, Department of Biochemistry and Molecular Medicine, Norris Comprehensive Cancer Center, Keck School of Medicine, University of Southern California, Los Angeles, California, USA ()
| | - Gabriel Zada
- Corresponding Authors: Gabriel Zada, MD, MS, Department of Neurosurgery, Keck School of Medicine, University of Southern California, 1200 N State Street, Los Angeles, CA 90033, USA ()
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29
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Guevara EE, Hopkins WD, Hof PR, Ely JJ, Bradley BJ, Sherwood CC. Epigenetic aging of the prefrontal cortex and cerebellum in humans and chimpanzees. Epigenetics 2022; 17:1774-1785. [PMID: 35603816 DOI: 10.1080/15592294.2022.2080993] [Citation(s) in RCA: 5] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/03/2022] Open
Abstract
Epigenetic age has emerged as an important biomarker of biological aging. It has revealed that some tissues age faster than others, which is vital to understanding the complex phenomenon of aging and developing effective interventions. Previous studies have demonstrated that humans exhibit heterogeneity in pace of epigenetic aging among brain structures that are consistent with differences in structural and microanatomical deterioration. Here, we add comparative data on epigenetic brain aging for chimpanzees, humans' closest relatives. Such comparisons can further our understanding of which aspects of human aging are evolutionarily conserved or specific to our species, especially given that humans are distinguished by a long lifespan, large brain, and, potentially, more severe neurodegeneration with age. Specifically, we investigated epigenetic aging of the dorsolateral prefrontal cortex and cerebellum, of humans and chimpanzees by generating genome-wide CpG methylation data and applying established epigenetic clock algorithms to produce estimates of biological age for these tissues. We found that both species exhibit relatively slow epigenetic aging in the brain relative to blood. Between brain structures, humans show a faster rate of epigenetic aging in the dorsolateral prefrontal cortex compared to the cerebellum, which is consistent with previous findings. Chimpanzees, in contrast, show comparable rates of epigenetic aging in the two brain structures. Greater epigenetic change in the human dorsolateral prefrontal cortex compared to the cerebellum may reflect both the protracted development of this structure in humans and its greater age-related vulnerability to neurodegenerative pathology.
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Affiliation(s)
- Elaine E Guevara
- Department of Anthropology, University of North Carolina Wilmington, Wilmington, NC 28403, USA.,Department of Anthropology and Center for the Advanced Study of Human Paleobiology, The George Washington University, Washington, DC 20052, USA.,Department of Evolutionary Anthropology, Duke University, Durham, NC, 27708, USA
| | - William D Hopkins
- Keeling Center for Comparative Medicine and Research, University of Texas MD Anderson Cancer Center, Bastrop, TX 78602, USA
| | - Patrick R Hof
- Nash Family Department of Neuroscience, Friedman Brain Institute, and Ronald M. Loeb Center for Alzheimer's Disease, Icahn School of Medicine at Mount Sinai, New York, NY 10029, USA.,New York Consortium in Evolutionary Primatology, New York, NY 10124, USA
| | - John J Ely
- Department of Anthropology and Center for the Advanced Study of Human Paleobiology, The George Washington University, Washington, DC 20052, USA.,MAEBIOS, Alamogordo, NM 88310, USA
| | - Brenda J Bradley
- Department of Anthropology and Center for the Advanced Study of Human Paleobiology, The George Washington University, Washington, DC 20052, USA
| | - Chet C Sherwood
- Department of Anthropology and Center for the Advanced Study of Human Paleobiology, The George Washington University, Washington, DC 20052, USA
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30
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Breeze CE. Cell Type-Specific Signal Analysis in Epigenome-Wide Association Studies. METHODS IN MOLECULAR BIOLOGY (CLIFTON, N.J.) 2022; 2432:57-71. [PMID: 35505207 DOI: 10.1007/978-1-0716-1994-0_5] [Citation(s) in RCA: 7] [Impact Index Per Article: 3.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Subscribe] [Scholar Register] [Indexed: 12/13/2022]
Abstract
Hundreds of epigenome-wide association studies (EWAS) have been performed, successfully identifying replicated epigenomic signals in processes such as aging and smoking. Despite this progress, it remains a major challenge in EWAS to detect both cell type-specific and cell type confounding effects impacting study results. One way to identify these effects is through eFORGE (experimentally derived Functional element Overlap analysis of ReGions from EWAS), a published tool that uses 815 datasets from large-scale mapping studies to detect enriched tissues, cell types, and genomic regions. Here, I show that eFORGE analysis can be extended to EWAS differentially variable positions (DVPs), identifying target cell types and tissues. In addition, I also show that eFORGE tissue-specific enrichment can be detected for sites below EWAS significance threshold. I develop on these and other analysis examples, extending our knowledge of eFORGE cell type- and tissue-specific enrichment results for different EWAS.
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Affiliation(s)
- Charles E Breeze
- Altius Institute for Biomedical Sciences, Seattle, WA, USA.
- UCL Cancer Institute, University College London, London, UK.
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31
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Fedotkina O, Jain R, Prasad RB, Luk A, García-Ramírez M, Özgümüs T, Cherviakova L, Khalimon N, Svietleisha T, Buldenko T, Kravchenko V, Jain D, Vaag A, Chan J, Khalangot MD, Hernández C, Nilsson PM, Simo R, Artner I, Lyssenko V. Neuronal Dysfunction Is Linked to the Famine-Associated Risk of Proliferative Retinopathy in Patients With Type 2 Diabetes. Front Neurosci 2022; 16:858049. [PMID: 35600617 PMCID: PMC9119187 DOI: 10.3389/fnins.2022.858049] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/19/2022] [Accepted: 03/28/2022] [Indexed: 11/13/2022] Open
Abstract
Persons with type 2 diabetes born in the regions of famine exposures have disproportionally elevated risk of vision-threatening proliferative diabetic retinopathy (PDR) in adulthood. However, the underlying mechanisms are not known. In the present study, we aimed to investigate the plausible molecular factors underlying progression to PDR. To study the association of genetic variants with PDR under the intrauterine famine exposure, we analyzed single nucleotide polymorphisms (SNPs) that were previously reported to be associated with type 2 diabetes, glucose, and pharmacogenetics. Analyses were performed in the population from northern Ukraine with a history of exposure to the Great Ukrainian Holodomor famine [the Diagnostic Optimization and Treatment of Diabetes and its Complications in the Chernihiv Region (DOLCE study), n = 3,583]. A validation of the top genetic findings was performed in the Hong Kong diabetes registry (HKDR, n = 730) with a history of famine as a consequence of the Japanese invasion during WWII. In DOLCE, the genetic risk for PDR was elevated for the variants in ADRA2A, PCSK9, and CYP2C19*2 loci, but reduced at PROX1 locus. The association of ADRA2A loci with the risk of advanced diabetic retinopathy in famine-exposed group was further replicated in HKDR. The exposure of embryonic retinal cells to starvation for glucose, mimicking the perinatal exposure to famine, resulted in sustained increased expression of Adra2a and Pcsk9, but decreased Prox1. The exposure to starvation exhibited a lasting inhibitory effects on neurite outgrowth, as determined by neurite length. In conclusion, a consistent genetic findings on the famine-linked risk of ADRA2A with PDR indicate that the nerves may likely to be responsible for communicating the effects of perinatal exposure to famine on the elevated risk of advanced stages of diabetic retinopathy in adults. These results suggest the possibility of utilizing neuroprotective drugs for the prevention and treatment of PDR.
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Affiliation(s)
- Olena Fedotkina
- Department of Clinical Science, Center for Diabetes Research, University of Bergen, Bergen, Norway
| | - Ruchi Jain
- Department of Clinical Sciences, Lund University Diabetes Center, Skane University Hospital, Malmö, Sweden
| | - Rashmi B. Prasad
- Department of Clinical Sciences, Lund University Diabetes Center, Skane University Hospital, Malmö, Sweden
| | - Andrea Luk
- Prince of Wales Hospital, Hong Kong Institute of Diabetes and Obesity, The Chinese University of Hong Kong, Hong Kong, Hong Kong SAR, China
| | | | - Türküler Özgümüs
- Department of Clinical Science, Center for Diabetes Research, University of Bergen, Bergen, Norway
| | | | | | | | - Tetiana Buldenko
- Department of Health Care of Chernihiv Regional State Administration, Chernihiv, Ukraine
| | - Victor Kravchenko
- Komisarenko Institute of Endocrinology and Metabolism, Kyiv, Ukraine
| | - Deepak Jain
- Department of Clinical Sciences, Lund University Diabetes Center, Skane University Hospital, Malmö, Sweden
| | - Allan Vaag
- Steno Diabetes Center Copenhagen, Copenhagen, Denmark
| | - Juliana Chan
- Prince of Wales Hospital, Hong Kong Institute of Diabetes and Obesity, The Chinese University of Hong Kong, Hong Kong, Hong Kong SAR, China
| | - Mykola D. Khalangot
- Komisarenko Institute of Endocrinology and Metabolism, Kyiv, Ukraine
- Shupyk National Healthcare University of Ukraine, Kyiv, Ukraine
| | | | - Peter M. Nilsson
- Department of Clinical Sciences, Lund University Diabetes Center, Skane University Hospital, Malmö, Sweden
| | - Rafael Simo
- Vall d’Hebron Research Institute and CIBERDEM, Barcelona, Spain
| | - Isabella Artner
- Department of Clinical Sciences, Lund University Diabetes Center, Skane University Hospital, Malmö, Sweden
| | - Valeriya Lyssenko
- Department of Clinical Science, Center for Diabetes Research, University of Bergen, Bergen, Norway
- Department of Clinical Sciences, Lund University Diabetes Center, Skane University Hospital, Malmö, Sweden
- *Correspondence: Valeriya Lyssenko,
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32
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England-Mason G, Merrill SM, Gladish N, Moore SR, Giesbrecht GF, Letourneau N, MacIsaac JL, MacDonald AM, Kinniburgh DW, Ponsonby AL, Saffery R, Martin JW, Kobor MS, Dewey D. Prenatal exposure to phthalates and peripheral blood and buccal epithelial DNA methylation in infants: An epigenome-wide association study. ENVIRONMENT INTERNATIONAL 2022; 163:107183. [PMID: 35325772 DOI: 10.1016/j.envint.2022.107183] [Citation(s) in RCA: 15] [Impact Index Per Article: 7.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 12/17/2021] [Revised: 02/16/2022] [Accepted: 03/09/2022] [Indexed: 06/14/2023]
Abstract
BACKGROUND Prenatal exposure to phthalates has been associated with adverse health and neurodevelopmental outcomes. DNA methylation (DNAm) alterations may be a mechanism underlying these effects, but prior investigations of prenatal exposure to phthalates and neonatal DNAm profiles are limited to placental tissue and umbilical cord blood. OBJECTIVE Conduct an epigenome-wide association study (EWAS) of the associations between prenatal exposure to phthalates and DNAm in two accessible infant tissues, venous buffy coat blood and buccal epithelial cells (BECs). METHODS Participants included 152 maternal-infant pairs from the Alberta Pregnancy Outcomes and Nutrition (APrON) study. Maternal second trimester urine samples were analyzed for nine phthalate metabolites. Blood (n = 74) or BECs (n = 78) were collected from 3-month-old infants and profiled for DNAm using the Infinium HumanMethylation450 (450K) BeadChip. Robust linear regressions were used to investigate the associations between high (HMWPs) and low molecular weight phthalates (LMWPs) and change in methylation levels at variable Cytosine-phosphate-Guanine (CpG) sites in infant tissues, as well as the sensitivity of associations to potential confounders. RESULTS One candidate CpG in gene RNF39 reported by a previous study examining prenatal exposure to phthalates and cord blood DNAm was replicated. The EWAS identified 12 high-confidence CpGs in blood and another 12 in BECs associated with HMWPs and/or LMWPs. Prenatal exposure to bisphenol A (BPA) associated with two of the CpGs associated with HMWPs in BECs. DISCUSSION Prenatal exposure to phthalates was associated with DNAm variation at CpGs annotated to genes associated with endocrine hormone activity (i.e., SLCO4A1, TPO), immune pathways and DNA damage (i.e., RASGEF1B, KAZN, HLA-A, MYO18A, DIP2C, C1or109), and neurodevelopment (i.e., AMPH, NOTCH3, DNAJC5). Future studies that characterize the stability of these associations in larger samples, multiple cohorts, across tissues, and investigate the potential associations between these biomarkers and relevant health and neurodevelopmental outcomes are needed.
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Affiliation(s)
- Gillian England-Mason
- Department of Paediatrics, Cumming School of Medicine, University of Calgary, Calgary, Alberta, Canada; Owerko Centre, Alberta Children's Hospital Research Institute, University of Calgary, Calgary, Alberta, Canada
| | - Sarah M Merrill
- Department of Medical Genetics, Faculty of Medicine, University of British Columbia, Vancouver, British Columbia, Canada; British Columbia Children's Hospital Research Institute, University of British Columbia, Vancouver, British Columbia, Canada; Centre for Molecular Medicine and Therapeutics, Vancouver, British Columbia, Canada
| | - Nicole Gladish
- Department of Medical Genetics, Faculty of Medicine, University of British Columbia, Vancouver, British Columbia, Canada; British Columbia Children's Hospital Research Institute, University of British Columbia, Vancouver, British Columbia, Canada; Centre for Molecular Medicine and Therapeutics, Vancouver, British Columbia, Canada
| | - Sarah R Moore
- Department of Medical Genetics, Faculty of Medicine, University of British Columbia, Vancouver, British Columbia, Canada; British Columbia Children's Hospital Research Institute, University of British Columbia, Vancouver, British Columbia, Canada; Centre for Molecular Medicine and Therapeutics, Vancouver, British Columbia, Canada
| | - Gerald F Giesbrecht
- Department of Paediatrics, Cumming School of Medicine, University of Calgary, Calgary, Alberta, Canada; Owerko Centre, Alberta Children's Hospital Research Institute, University of Calgary, Calgary, Alberta, Canada; Department of Psychology, Faculty of Arts, University of Calgary, Calgary, Alberta, Canada; Department of Community Health Sciences, Cumming School of Medicine, University of Calgary, Calgary, Alberta, Canada
| | - Nicole Letourneau
- Department of Paediatrics, Cumming School of Medicine, University of Calgary, Calgary, Alberta, Canada; Owerko Centre, Alberta Children's Hospital Research Institute, University of Calgary, Calgary, Alberta, Canada; Department of Community Health Sciences, Cumming School of Medicine, University of Calgary, Calgary, Alberta, Canada; Faculty of Nursing, University of Calgary, Calgary, Alberta, Canada; Department of Psychiatry, Cumming School of Medicine, University of Calgary, Calgary, Alberta, Canada; Hotchkiss Brain Institute, Calgary, Alberta, Canada
| | - Julia L MacIsaac
- Department of Medical Genetics, Faculty of Medicine, University of British Columbia, Vancouver, British Columbia, Canada; British Columbia Children's Hospital Research Institute, University of British Columbia, Vancouver, British Columbia, Canada; Centre for Molecular Medicine and Therapeutics, Vancouver, British Columbia, Canada
| | - Amy M MacDonald
- Alberta Centre for Toxicology, University of Calgary, Calgary, Alberta, Canada
| | - David W Kinniburgh
- Alberta Centre for Toxicology, University of Calgary, Calgary, Alberta, Canada; Department of Laboratory Medicine and Pathology, University of Alberta, Edmonton, Alberta, Canada
| | - Anne-Louise Ponsonby
- Murdoch Children's Research Institute, Royal Children's Hospital, University of Melbourne, Melbourne, Victoria, Australia
| | - Richard Saffery
- Murdoch Children's Research Institute, Royal Children's Hospital, University of Melbourne, Melbourne, Victoria, Australia
| | - Jonathan W Martin
- Science for Life Laboratory, Department of Environmental Science, Stockholm University, Stockholm, Södermanland, Sweden
| | - Michael S Kobor
- Department of Medical Genetics, Faculty of Medicine, University of British Columbia, Vancouver, British Columbia, Canada; British Columbia Children's Hospital Research Institute, University of British Columbia, Vancouver, British Columbia, Canada; Centre for Molecular Medicine and Therapeutics, Vancouver, British Columbia, Canada; Program in Child and Brain Development, CIFAR, Toronto, Ontario, Canada
| | - Deborah Dewey
- Department of Paediatrics, Cumming School of Medicine, University of Calgary, Calgary, Alberta, Canada; Owerko Centre, Alberta Children's Hospital Research Institute, University of Calgary, Calgary, Alberta, Canada; Department of Community Health Sciences, Cumming School of Medicine, University of Calgary, Calgary, Alberta, Canada; Hotchkiss Brain Institute, Calgary, Alberta, Canada.
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Hatem G, Hjort L, Asplund O, Minja DTR, Msemo OA, Møller SL, Lavstsen T, Groth-Grunnet L, Lusingu JPA, Hansson O, Christensen DL, Vaag AA, Artner I, Theander T, Groop L, Schmiegelow C, Bygbjerg IC, Prasad RB. Mapping the Cord Blood Transcriptome of Pregnancies Affected by Early Maternal Anemia to Identify Signatures of Fetal Programming. J Clin Endocrinol Metab 2022; 107:1303-1316. [PMID: 35021220 PMCID: PMC9016468 DOI: 10.1210/clinem/dgac010] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 08/23/2021] [Indexed: 11/19/2022]
Abstract
CONTEXT Anemia during early pregnancy (EP) is common in developing countries and is associated with adverse health consequences for both mothers and children. Offspring of women with EP anemia often have low birth weight, which increases risk for cardiometabolic diseases, including type 2 diabetes (T2D), later in life. OBJECTIVE We aimed to elucidate mechanisms underlying developmental programming of adult cardiometabolic disease, including epigenetic and transcriptional alterations potentially detectable in umbilical cord blood (UCB) at time of birth. METHODS We leveraged global transcriptome- and accompanying epigenome-wide changes in 48 UCB from newborns of EP anemic Tanzanian mothers and 50 controls to identify differentially expressed genes (DEGs) in UCB exposed to maternal EP anemia. DEGs were assessed for association with neonatal anthropometry and cord insulin levels. These genes were further studied in expression data from human fetal pancreas and adult islets to understand their role in beta-cell development and/or function. RESULTS The expression of 137 genes was altered in UCB of newborns exposed to maternal EP anemia. These putative signatures of fetal programming, which included the birth weight locus LCORL, were potentially mediated by epigenetic changes in 27 genes and associated with neonatal anthropometry. Among the DEGs were P2RX7, PIK3C2B, and NUMBL, which potentially influence beta-cell development. Insulin levels were lower in EP anemia-exposed UCB, supporting the notion of developmental programming of pancreatic beta-cell dysfunction and subsequently increased risk of T2D in offspring of mothers with EP anemia. CONCLUSIONS Our data provide proof-of-concept on distinct transcriptional and epigenetic changes detectable in UCB from newborns exposed to maternal EP anemia.
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Affiliation(s)
- Gad Hatem
- Genomics, Diabetes and Endocrinology, Department of Clinical Sciences, Clinical Research Centre, Lund University Diabetes Centre, 205 02, Malmö, Sweden
| | - Line Hjort
- Department of Obstetrics, Center for Pregnant Women with Diabetes, Rigshospitalet, 2100 Copenhagen, Denmark
- Department of Endocrinology (Diabetes and Bone-Metabolic Research Unit), 2100 Copenhagen, Denmark
| | - Olof Asplund
- Genomics, Diabetes and Endocrinology, Department of Clinical Sciences, Clinical Research Centre, Lund University Diabetes Centre, 205 02, Malmö, Sweden
| | - Daniel T R Minja
- National Institute for Medical Research, Tanga Center, 0255 Tanga, Tanzania
| | - Omari Abdul Msemo
- National Institute for Medical Research, Tanga Center, 0255 Tanga, Tanzania
| | - Sofie Lykke Møller
- Section of Global Health, Department of Public Health, University of Copenhagen, 1353 Copenhagen, Denmark
| | - Thomas Lavstsen
- Center for Medical Parasitology, Department of Immunology and Microbiology, University of Copenhagen, 2200 Copenhagen, Denmark
| | - Louise Groth-Grunnet
- Department of Endocrinology (Diabetes and Bone-Metabolic Research Unit), 2100 Copenhagen, Denmark
- Section of Global Health, Department of Public Health, University of Copenhagen, 1353 Copenhagen, Denmark
| | - John P A Lusingu
- National Institute for Medical Research, Tanga Center, 0255 Tanga, Tanzania
- Center for Medical Parasitology, Department of Immunology and Microbiology, University of Copenhagen, 2200 Copenhagen, Denmark
| | - Ola Hansson
- Genomics, Diabetes and Endocrinology, Department of Clinical Sciences, Clinical Research Centre, Lund University Diabetes Centre, 205 02, Malmö, Sweden
| | - Dirk Lund Christensen
- Section of Global Health, Department of Public Health, University of Copenhagen, 1353 Copenhagen, Denmark
| | - Allan A Vaag
- Steno Diabetes Center Copenhagen, 2730 Gentofte, Denmark
| | - Isabella Artner
- Genomics, Diabetes and Endocrinology, Department of Clinical Sciences, Clinical Research Centre, Lund University Diabetes Centre, 205 02, Malmö, Sweden
| | - Thor Theander
- Center for Medical Parasitology, Department of Immunology and Microbiology, University of Copenhagen, 2200 Copenhagen, Denmark
| | - Leif Groop
- Genomics, Diabetes and Endocrinology, Department of Clinical Sciences, Clinical Research Centre, Lund University Diabetes Centre, 205 02, Malmö, Sweden
- Finnish Institute of Molecular Medicine (FIMM), 00290 Helsinki, Finland
| | - Christentze Schmiegelow
- Center for Medical Parasitology, Department of Immunology and Microbiology, University of Copenhagen, 2200 Copenhagen, Denmark
| | - Ib Christian Bygbjerg
- Section of Global Health, Department of Public Health, University of Copenhagen, 1353 Copenhagen, Denmark
| | - Rashmi B Prasad
- Genomics, Diabetes and Endocrinology, Department of Clinical Sciences, Clinical Research Centre, Lund University Diabetes Centre, 205 02, Malmö, Sweden
- Finnish Institute of Molecular Medicine (FIMM), 00290 Helsinki, Finland
- Correspondence: Rashmi B Prasad, PhD, Genomics, Diabetes and Endocrinology, Department of Clinical Sciences, Clinical Research Centre, Lund University Diabetes Centre, Jan Waldenströms gata 35, 205 02 Malmö, Sweden.
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Bayley JC, Hadley CC, Harmanci AO, Harmanci AS, Klisch TJ, Patel AJ. Multiple approaches converge on three biological subtypes of meningioma and extract new insights from published studies. SCIENCE ADVANCES 2022; 8:eabm6247. [PMID: 35108039 PMCID: PMC11313601 DOI: 10.1126/sciadv.abm6247] [Citation(s) in RCA: 30] [Impact Index Per Article: 15.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 09/29/2021] [Accepted: 12/10/2021] [Indexed: 05/09/2023]
Abstract
One-fifth of meningiomas classified as benign by World Health Organization (WHO) histopathological grading will behave malignantly. To better diagnose these tumors, several groups turned to DNA methylation, whereas we combined RNA-sequencing (RNA-seq) and cytogenetics. Both approaches were more accurate than histopathology in identifying aggressive tumors, but whether they revealed similar tumor types was unclear. We therefore performed unbiased DNA methylation, RNA-seq, and cytogenetic profiling on 110 primary meningiomas WHO grade I and II). Each technique distinguished the same three groups (two benign and one malignant) as our previous molecular classification; integrating these methods into one classifier further improved accuracy. Computational modeling revealed strong correlations between transcription and cytogenetic changes, particularly loss of chromosome 1p, in malignant tumors. Applying our classifier to data from previous studies also resolved certain anomalies entailed by grouping tumors by WHO grade. Accurate classification will therefore elucidate meningioma biology as well as improve diagnosis and prognosis.
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Affiliation(s)
- James C. Bayley
- Department of Neurosurgery, Baylor College of Medicine, Houston , TX 77030, USA
| | - Caroline C. Hadley
- Department of Neurosurgery, Baylor College of Medicine, Houston , TX 77030, USA
| | - Arif O. Harmanci
- Center for Precision Health, School of Biomedical Informatics, University of Texas Health Science Center , Houston , TX 77030, USA
| | - Akdes S. Harmanci
- Department of Neurosurgery, Baylor College of Medicine, Houston , TX 77030, USA
| | - Tiemo J. Klisch
- Jan and Dan Duncan Neurological Research Institute, Texas Children’s Hospital, Houston , TX 77030, USA
- Department of Molecular and Human Genetics, Baylor College of Medicine, Houston, TX 77030, USA
| | - Akash J. Patel
- Department of Neurosurgery, Baylor College of Medicine, Houston , TX 77030, USA
- Jan and Dan Duncan Neurological Research Institute, Texas Children’s Hospital, Houston , TX 77030, USA
- Department of Otolaryngology–Head and Neck Surgery, Baylor College of Medicine, Houston , TX 77030, USA
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Xu Y, Lindh CH, Fletcher T, Jakobsson K, Engström K. Perfluoroalkyl substances influence DNA methylation in school-age children highly exposed through drinking water contaminated from firefighting foam: a cohort study in Ronneby, Sweden. ENVIRONMENTAL EPIGENETICS 2022; 8:dvac004. [PMID: 35308102 PMCID: PMC8931254 DOI: 10.1093/eep/dvac004] [Citation(s) in RCA: 9] [Impact Index Per Article: 4.5] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 12/03/2021] [Accepted: 02/04/2022] [Indexed: 05/31/2023]
Abstract
Perfluoroalkyl substances (PFASs) are widespread synthetic substances with various adverse health effects. A potential mechanism of toxicity for PFASs is via epigenetic changes, such as DNA methylation. Previous studies have evaluated associations between PFAS exposure and DNA methylation among newborns and adults. However, no study has evaluated how PFASs influence DNA methylation among children of school age. In this exploratory study with school-age children exposed to PFASs through drinking water highly contaminated from firefighting foams, we aimed to investigate whether exposure to PFASs was associated with alteration in DNA methylation and epigenetic age acceleration. Sixty-three children aged 7-11 years from the Ronneby Biomarker Cohort (Sweden) were included. The children were either controls with only background exposure (n = 32; perfluorooctane sulfonic acid: median 2.8 and range 1-5 ng/ml) or those exposed to very high levels of PFASs (n = 31; perfluorooctane sulfonic acid: median 295 and range 190-464 ng/ml). These two groups were matched on sex, age, and body mass index. Genome-wide methylation of whole-blood DNA was analyzed using the Infinium MethylationEPIC BeadChip kit. Epigenetic age acceleration was derived from the DNA methylation data. Twelve differentially methylated positions and seven differentially methylated regions were found when comparing the high-exposure group to the control group. There were no differences in epigenetic age acceleration between these two groups (P = 0.66). We found that PFAS exposure was associated with DNA methylation at specific genomic positions and regions in children at school age, which may indicate a possible mechanism for linking PFAS exposure to health effects.
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Affiliation(s)
- Yiyi Xu
- School of Public Health and Community Medicine, Institute of Medicine, University of Gothenburg, Medicinaregatan 18A, Gothenburg 413 90, Sweden
| | - Christian H Lindh
- Department of Laboratory Medicine, Division of Occupational and Environmental Medicine, Lund University, Scheelevägen 2, Lund 223 63, Sweden
| | - Tony Fletcher
- Department of Social and Environmental Health Research, London School of Hygiene & Tropical Medicine, Keppel St, London WC1E 7HT, UK
| | - Kristina Jakobsson
- School of Public Health and Community Medicine, Institute of Medicine, University of Gothenburg, Medicinaregatan 18A, Gothenburg 413 90, Sweden
- Occupational and Environmental Medicine, Sahlgrenska University Hospital, Medicinaregatan 16 A, Gothenburg 413 90, Sweden
| | - Karin Engström
- **Correspondence address. Department of Laboratory Medicine, EPI@LUND, Division of Occupational and Environmental Medicine, Lund University, Biskopsgatan 9, Lund 223 62, Sweden. Tel: +46 46 222 16 38; E-mail:
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Barrett JE, Jones A, Evans I, Reisel D, Herzog C, Chindera K, Kristiansen M, Leavy OC, Manchanda R, Bjørge L, Zikan M, Cibula D, Widschwendter M. The DNA methylome of cervical cells can predict the presence of ovarian cancer. Nat Commun 2022; 13:448. [PMID: 35105887 PMCID: PMC8807742 DOI: 10.1038/s41467-021-26615-y] [Citation(s) in RCA: 15] [Impact Index Per Article: 7.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/30/2020] [Accepted: 10/04/2021] [Indexed: 02/03/2023] Open
Abstract
The vast majority of epithelial ovarian cancer arises from tissues that are embryologically derived from the Müllerian Duct. Here, we demonstrate that a DNA methylation signature in easy-to-access Müllerian Duct-derived cervical cells from women with and without ovarian cancer (i.e. referred to as the Women's risk IDentification for Ovarian Cancer index or WID-OC-index) is capable of identifying women with an ovarian cancer in the absence of tumour DNA with an AUC of 0.76 and women with an endometrial cancer with an AUC of 0.81. This and the observation that the cervical cell WID-OC-index mimics the epigenetic program of those cells at risk of becoming cancerous in BRCA1/2 germline mutation carriers (i.e. mammary epithelium, fallopian tube fimbriae, prostate) further suggest that the epigenetic misprogramming of cervical cells is an indicator for cancer predisposition. This concept has the potential to advance the field of risk-stratified cancer screening and prevention.
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Affiliation(s)
- James E Barrett
- European Translational Oncology Prevention and Screening (EUTOPS) Institute, 6060, Hall in Tirol, Austria
- Research Institute for Biomedical Aging Research, Universität Innsbruck, 6020, Innsbruck, Austria
- Department of Women's Cancer, UCL EGA Institute for Women's Health, University College London, 74 Huntley Street, London, WC1E 6AU, UK
| | - Allison Jones
- Department of Women's Cancer, UCL EGA Institute for Women's Health, University College London, 74 Huntley Street, London, WC1E 6AU, UK
| | - Iona Evans
- Department of Women's Cancer, UCL EGA Institute for Women's Health, University College London, 74 Huntley Street, London, WC1E 6AU, UK
| | - Daniel Reisel
- Department of Women's Cancer, UCL EGA Institute for Women's Health, University College London, 74 Huntley Street, London, WC1E 6AU, UK
| | - Chiara Herzog
- European Translational Oncology Prevention and Screening (EUTOPS) Institute, 6060, Hall in Tirol, Austria
- Research Institute for Biomedical Aging Research, Universität Innsbruck, 6020, Innsbruck, Austria
| | - Kantaraja Chindera
- Department of Women's Cancer, UCL EGA Institute for Women's Health, University College London, 74 Huntley Street, London, WC1E 6AU, UK
| | - Mark Kristiansen
- UCL Genomics, Zayed Centre for Research into Rare Disease in Children, University College London, London, WC1N 1DZ, UK
| | - Olivia C Leavy
- Department of Health Sciences, University of Leicester, Leicester, LE1 7RH, UK
- Department of Non-communicable Disease Epidemiology, The London School of Hygiene and Tropical Medicine, London, WC1E 7HT, UK
| | - Ranjit Manchanda
- Department of Gynaecological Oncology, Barts Health NHS Trust, Royal London Hospital, London, E1 1BB, UK
- Centre for Prevention, Detection & Diagnosis, Wolfson Institute of Population Health, Queen Mary University of London, London, EC1M 6BQ, UK
- Department of Health Services Research, The London School of Hygiene and Tropical Medicine, London, WC1E 7HT, UK
| | - Line Bjørge
- Department of Obstetrics and Gynaecology, Haukeland University Hospital, Bergen, Norway
- Centre for Cancer Biomarkers CCBIO, Department of Clinical Science, University of Bergen, Bergen, Norway
| | - Michal Zikan
- Hospital Na Bulovce, Prague, Czech Republic
- Department of Obstetrics and Gynecology, General University Hospital in Prague, First Faculty of Medicine, Charles University, Prague, Czech Republic
| | - David Cibula
- Department of Obstetrics and Gynecology, General University Hospital in Prague, First Faculty of Medicine, Charles University, Prague, Czech Republic
| | - Martin Widschwendter
- European Translational Oncology Prevention and Screening (EUTOPS) Institute, 6060, Hall in Tirol, Austria.
- Research Institute for Biomedical Aging Research, Universität Innsbruck, 6020, Innsbruck, Austria.
- Department of Women's Cancer, UCL EGA Institute for Women's Health, University College London, 74 Huntley Street, London, WC1E 6AU, UK.
- Department of Women's and Children's Health, Karolinska Institutet, Stockholm, Sweden.
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Cheng YJ, Wang CH, Hsu KF, Lee GB. Isolation and Quantification of Methylated Cell-Free DNA in Plasma on an Integrated Microfluidic System. Anal Chem 2022; 94:2134-2141. [DOI: 10.1021/acs.analchem.1c04471] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/13/2023]
Affiliation(s)
- Yu-Jen Cheng
- Institute of Biomedical Engineering, National Tsing Hua University, Hsinchu 30013, Taiwan
| | - Chih-Hung Wang
- Department of Power Mechanical Engineering, National Tsing Hua University, Hsinchu 30013, Taiwan
| | - Keng-Fu Hsu
- Department of Obstetrics and Gynecology, National Cheng Kung University Hospital, College of Medicine, National Cheng Kung University, Tainan 70403, Taiwan
| | - Gwo-Bin Lee
- Institute of Biomedical Engineering, National Tsing Hua University, Hsinchu 30013, Taiwan
- Department of Power Mechanical Engineering, National Tsing Hua University, Hsinchu 30013, Taiwan
- Institute of NanoEngineering and MicroSystems, National Tsing Hua University, Hsinchu 30013, Taiwan
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Armignacco R, Jouinot A, Bouys L, Septier A, Lartigue T, Neou M, Gaspar C, Perlemoine K, Braun L, Riester A, Bonnet-Serrano F, Blanchard A, Amar L, Scaroni C, Ceccato F, Rossi GP, Williams TA, Larsen CK, Allassonnière S, Zennaro MC, Beuschlein F, Reincke M, Bertherat J, Assié G. Identification of glucocorticoid-related molecular signature by whole blood methylome analysis. Eur J Endocrinol 2022; 186:297-308. [PMID: 34914631 PMCID: PMC8789024 DOI: 10.1530/eje-21-0907] [Citation(s) in RCA: 6] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 09/01/2021] [Accepted: 12/16/2021] [Indexed: 11/08/2022]
Abstract
OBJECTIVE Cushing's syndrome represents a state of excessive glucocorticoids related to glucocorticoid treatments or to endogenous hypercortisolism. Cushing's syndrome is associated with high morbidity, with significant inter-individual variability. Likewise, adrenal insufficiency is a life-threatening condition of cortisol deprivation. Currently, hormone assays contribute to identify Cushing's syndrome or adrenal insufficiency. However, no biomarker directly quantifies the biological glucocorticoid action. The aim of this study was to identify such markers. DESIGN We evaluated whole blood DNA methylome in 94 samples obtained from patients with different glucocorticoid states (Cushing's syndrome, eucortisolism, adrenal insufficiency). We used an independent cohort of 91 samples for validation. METHODS Leukocyte DNA was obtained from whole blood samples. Methylome was determined using the Illumina methylation chip array (~850 000 CpG sites). Both unsupervised (principal component analysis) and supervised (Limma) methods were used to explore methylome profiles. A Lasso-penalized regression was used to select optimal discriminating features. RESULTS Whole blood methylation profile was able to discriminate samples by their glucocorticoid status: glucocorticoid excess was associated with DNA hypomethylation, recovering within months after Cushing's syndrome correction. In Cushing's syndrome, an enrichment in hypomethylated CpG sites was observed in the region of FKBP5 gene locus. A methylation predictor of glucocorticoid excess was built on a training cohort and validated on two independent cohorts. Potential CpG sites associated with the risk for specific complications, such as glucocorticoid-related hypertension or osteoporosis, were identified, needing now to be confirmed on independent cohorts. CONCLUSIONS Whole blood DNA methylome is dynamically impacted by glucocorticoids. This biomarker could contribute to better assessment of glucocorticoid action beyond hormone assays.
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Affiliation(s)
- Roberta Armignacco
- Université de Paris, Institut Cochin, INSERM U1016, CNRS UMR8104, Paris, France
- Correspondence should be addressed to R Armignacco or G Assié; or
| | - Anne Jouinot
- Université de Paris, Institut Cochin, INSERM U1016, CNRS UMR8104, Paris, France
| | - Lucas Bouys
- Université de Paris, Institut Cochin, INSERM U1016, CNRS UMR8104, Paris, France
| | - Amandine Septier
- Université de Paris, Institut Cochin, INSERM U1016, CNRS UMR8104, Paris, France
| | - Thomas Lartigue
- ARAMIS Project-Team, Inria Paris, France
- CMAP, UMR 7641, CNRS, École polytechnique, I.P. Paris, France
| | - Mario Neou
- Université de Paris, Institut Cochin, INSERM U1016, CNRS UMR8104, Paris, France
| | - Cassandra Gaspar
- Sorbonne Université, Inserm, UMS Pass, Plateforme Post-génomique de la Pitié-Salpêtrière, P3S, Paris, France
| | - Karine Perlemoine
- Université de Paris, Institut Cochin, INSERM U1016, CNRS UMR8104, Paris, France
| | - Leah Braun
- Medizinische Klinik und Poliklinik IV, Klinikum der Universität, Ludwig-Maximilians-Universität München, Munich, Germany
| | - Anna Riester
- Medizinische Klinik und Poliklinik IV, Klinikum der Universität, Ludwig-Maximilians-Universität München, Munich, Germany
| | - Fidéline Bonnet-Serrano
- Université de Paris, Institut Cochin, INSERM U1016, CNRS UMR8104, Paris, France
- Assistance Publique-Hôpitaux de Paris, Hôpital Cochin, Service d’Hormonologie, Paris, France
| | - Anne Blanchard
- Assistance Publique-Hôpitaux de Paris, Hôpital Européen Georges Pompidou, Centre d’Investigations Cliniques 9201, Paris, France
| | - Laurence Amar
- Université de Paris, PARCC, INSERM, Paris, France
- Assistance Publique-Hôpitaux de Paris, Hôpital Européen Georges Pompidou, Unité Hypertension Artérielle, Paris, France
| | - Carla Scaroni
- UOC Endocrinologia, Dipartimento di Medicina DIMED, Azienda Ospedaliera-Università di Padova, Padua, Italy
| | - Filippo Ceccato
- UOC Endocrinologia, Dipartimento di Medicina DIMED, Azienda Ospedaliera-Università di Padova, Padua, Italy
| | - Gian Paolo Rossi
- Clinica dell’Ipertensione Arteriosa, Department of Medicine-DIMED, University of Padua, Padua, Italy
| | - Tracy Ann Williams
- Division of Internal Medicine and Hypertension Unit, Department of Medical Sciences, University of Turin, Turin, Italy
| | | | | | - Maria-Christina Zennaro
- Université de Paris, PARCC, INSERM, Paris, France
- Assistance Publique-Hôpitaux de Paris, Hôpital Européen Georges Pompidou, Service de Génétique, Paris, France
| | - Felix Beuschlein
- Medizinische Klinik und Poliklinik IV, Klinikum der Universität, Ludwig-Maximilians-Universität München, Munich, Germany
- Klinik für Endokrinologie, Diabetologie und Klinische Ernährung, UniversitätsSpital Zürich, Zürich, Switzerland
| | - Martin Reincke
- Medizinische Klinik und Poliklinik IV, Klinikum der Universität, Ludwig-Maximilians-Universität München, Munich, Germany
| | - Jérôme Bertherat
- Université de Paris, Institut Cochin, INSERM U1016, CNRS UMR8104, Paris, France
- Assistance Publique-Hôpitaux de Paris, Hôpital Cochin, Service d’Endocrinologie, Center for Rare Adrenal Diseases, Paris, France
| | - Guillaume Assié
- Université de Paris, Institut Cochin, INSERM U1016, CNRS UMR8104, Paris, France
- Assistance Publique-Hôpitaux de Paris, Hôpital Cochin, Service d’Endocrinologie, Center for Rare Adrenal Diseases, Paris, France
- Correspondence should be addressed to R Armignacco or G Assié; or
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Xiao M, Zheng X, Li X, Wu X, Huang Y, Wei Q, Cao S, Gu J. Integrative blood-derived epigenetic and transcriptomic analysis reveals the potential regulatory role of DNA methylation in ankylosing spondylitis. Arthritis Res Ther 2022; 24:15. [PMID: 34986893 PMCID: PMC8728943 DOI: 10.1186/s13075-021-02697-3] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/10/2021] [Accepted: 12/08/2021] [Indexed: 01/12/2023] Open
Abstract
Background The currently known risk loci could explain a small proportion of the heritability of ankylosing spondylitis (AS). Epigenetics might account for the missing heritability. We aimed to seek more novel AS-associated DNA methylation alterations and delineate the regulatory effect of DNA methylation and gene expression with integrated analysis of methylome and transcriptome. Methods Epigenome-wide DNA methylation and mRNA expression were profiled in peripheral blood mononuclear cells (PBMCs) from 45 individuals (AS: health controls (HCs) = 30:15) with high-throughput array. The methylome was validated in an independent cohort (AS: HCs = 12:12). Pearson correlation analysis and causal inference tests (CIT) were conducted to determine potentially causative regulatory effects of methylation on mRNA expression. Results A total of 4794 differentially methylated positions (DMPs) were identified associated with AS, 2526 DMPs of which were validated in an independent cohort. Both cohorts highlighted T cell receptor (TCR) signaling and Th17 differentiation pathways. Besides, AS patients manifested increased DNA methylation variability. The methylation levels of 158 DMPs were correlated with the mRNA expression levels of 112 genes, which formed interconnected network concentrated on Th17 cell differentiation and TCR signaling pathway (LCK, FYN, CD3G, TCF7, ZAP70, CXCL12, and PLCG1). We also identified several cis-acting DNA methylation and gene expression changes associated with AS risk, which might regulate the cellular mechanisms underlying AS. Conclusions Our studies outlined the landscapes of epi-signatures of AS and several methylation-gene expression-AS regulatory axis and highlighted the Th17 cell differentiation and TCR signaling pathway, which might provide innovative molecular targets for therapeutic interventions for AS. Supplementary Information The online version contains supplementary material available at 10.1186/s13075-021-02697-3.
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Affiliation(s)
- Min Xiao
- Department of Rheumatology, The Third Affiliated Hospital of Sun Yat-sen University, 600 Tianhe Road, Tianhe District, Guangzhou, Guangdong Province, People's Republic of China
| | - Xuqi Zheng
- Department of Rheumatology, The Third Affiliated Hospital of Sun Yat-sen University, 600 Tianhe Road, Tianhe District, Guangzhou, Guangdong Province, People's Republic of China
| | - Xiaomin Li
- Department of Rheumatology, The Third Affiliated Hospital of Sun Yat-sen University, 600 Tianhe Road, Tianhe District, Guangzhou, Guangdong Province, People's Republic of China
| | - Xinyu Wu
- Department of Rheumatology, The Third Affiliated Hospital of Sun Yat-sen University, 600 Tianhe Road, Tianhe District, Guangzhou, Guangdong Province, People's Republic of China
| | - Yefei Huang
- Department of Rheumatology, The Third Affiliated Hospital of Sun Yat-sen University, 600 Tianhe Road, Tianhe District, Guangzhou, Guangdong Province, People's Republic of China
| | - Qiujing Wei
- Department of Rheumatology, The Third Affiliated Hospital of Sun Yat-sen University, 600 Tianhe Road, Tianhe District, Guangzhou, Guangdong Province, People's Republic of China
| | - Shuangyan Cao
- Department of Rheumatology, The Third Affiliated Hospital of Sun Yat-sen University, 600 Tianhe Road, Tianhe District, Guangzhou, Guangdong Province, People's Republic of China
| | - Jieruo Gu
- Department of Rheumatology, The Third Affiliated Hospital of Sun Yat-sen University, 600 Tianhe Road, Tianhe District, Guangzhou, Guangdong Province, People's Republic of China.
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Sassu CM, Palaia I, Boccia SM, Caruso G, Perniola G, Tomao F, Di Donato V, Musella A, Muzii L. Role of Circulating Biomarkers in Platinum-Resistant Ovarian Cancer. Int J Mol Sci 2021; 22:ijms222413650. [PMID: 34948446 PMCID: PMC8707281 DOI: 10.3390/ijms222413650] [Citation(s) in RCA: 9] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/30/2021] [Revised: 12/18/2021] [Accepted: 12/19/2021] [Indexed: 02/07/2023] Open
Abstract
Ovarian cancer (OC) is the second most common cause of death in women with gynecological cancer. Considering the poor prognosis, particularly in the case of platinum-resistant (PtR) disease, a huge effort was made to define new biomarkers able to help physicians in approaching and treating these challenging patients. Currently, most data can be obtained from tumor biopsy samples, but this is not always available and implies a surgical procedure. On the other hand, circulating biomarkers are detected with non-invasive methods, although this might require expensive techniques. Given the fervent hope in their value, here we focused on the most studied circulating biomarkers that could play a role in PtR OC.
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Subtypes of schizophrenia identified by multi-omic measures associated with dysregulated immune function. Mol Psychiatry 2021; 26:6926-6936. [PMID: 34588622 DOI: 10.1038/s41380-021-01308-6] [Citation(s) in RCA: 10] [Impact Index Per Article: 3.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 12/11/2020] [Revised: 08/08/2021] [Accepted: 09/14/2021] [Indexed: 02/05/2023]
Abstract
Epigenetic modifications are plausible molecular sources of phenotypic heterogeneity across schizophrenia patients. The current study investigated biological heterogeneity in schizophrenia using peripheral epigenetic profiles to delineate illness subtypes independent of their phenomenological manifestations. We applied epigenome-wide profiling with a DNA methylation array from blood samples of 63 schizophrenia patients and 59 healthy controls. Non-negative matrix factorization (NMF) and k-means clustering were performed to identify DNA methylation-related patient subtypes. The validity of the partition was tested by assessing the profile of the T cell receptor (TCR) repertoires. The uniqueness of the identified subtypes in relation to brain structural and clinical measures were evaluated. Two distinct patterns of DNA methylation profiles were identified in patients. One subtype (60.3% of patients) showed relatively limited changes in methylation levels and cell composition compared to controls, while a second subtype (39.7% of patients) exhibited widespread methylation level alterations among genes enriched in immune cell activity, as well as a higher proportion of neutrophils and lower proportion of lymphocytes. Differentiation of the two patient subtypes was validated by TCR repertoires, which paralleled the partition based on DNA methylation profiles. The subtype with widespread methylation modifications had higher symptom severity, performed worse on cognitive measures, and displayed greater reductions in fractional anisotropy of white matter tracts and evidence of gray matter thickening compared to the other subtype. Identification of a distinct subtype of schizophrenia with unique molecular, cerebral, and clinical features provide a novel parcellation of the schizophrenia syndrome with potential to guide development of individualized therapeutics.
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Childebayeva A, Goodrich JM, Chesterman N, Leon-Velarde F, Rivera-Ch M, Kiyamu M, Brutsaert TD, Bigham AW, Dolinoy DC. Blood lead levels in Peruvian adults are associated with proximity to mining and DNA methylation. ENVIRONMENT INTERNATIONAL 2021; 155:106587. [PMID: 33940396 PMCID: PMC9903334 DOI: 10.1016/j.envint.2021.106587] [Citation(s) in RCA: 7] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 12/15/2020] [Revised: 04/12/2021] [Accepted: 04/13/2021] [Indexed: 06/05/2023]
Abstract
BACKGROUND Inorganic lead (Pb) is common in the environment, and is toxic to neurological, renal, and cardiovascular systems. Pb exposure influences the epigenome with documented effects on DNA methylation (DNAm). We assessed the impact of low levels of Pb exposure on DNAm among non-miner individuals from two locations in Peru: Lima, the capital, and Cerro de Pasco, a highland mining town, to study the effects of Pb exposure on physiological outcomes and DNAm. METHODS Pb levels were measured in whole blood (n = 305). Blood leukocyte DNAm was determined for 90 DNA samples using the Illumina MethylationEPIC chip. An epigenome-wide association study was performed to assess the relationship between Pb and DNAm. RESULTS Individuals from Cerro de Pasco had higher Pb than individuals from Lima (p-value = 2.00E-16). Males had higher Pb than females (p-value = 2.36E-04). Pb was positively associated with hemoglobin (p-value = 8.60E-04). In Cerro de Pasco, blood Pb decreased with the distance from the mine (p-value = 0.04), and association with soil Pb was approaching significance (p-value = 0.08). We identified differentially methylated positions (DMPs) associated with genes SOX18, ZMIZ1, and KDM1A linked to neurological function. We also found 45 differentially methylated regions (DMRs), seven of which were associated with genes involved in metal ion binding and nine to neurological function and development. CONCLUSIONS Our results demonstrate that even low levels of Pb can have a significant impact on the body including changes to DNAm. We report associations between Pb and hemoglobin, Pb and distance from mining, and between blood and soil Pb. We also report associations between loci- and region-specific DNAm and Pb.
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Affiliation(s)
- Ainash Childebayeva
- Department of Anthropology, University of Michigan, Ann Arbor, MI 48109, USA; Department of Environmental Health Sciences, School of Public Health, University of Michigan, Ann Arbor, MI 48109, USA; Department of Archaeogenetics, Max Planck Institute for the Science of Human History, Jena 07745, Germany.
| | - Jaclyn M Goodrich
- Department of Environmental Health Sciences, School of Public Health, University of Michigan, Ann Arbor, MI 48109, USA
| | - Nathan Chesterman
- School for Environment and Sustainability, University of Michigan, Ann Arbor, MI 48109, USA
| | - Fabiola Leon-Velarde
- Departamento de Ciencias Biológicas y Fisiológicas, Facultad de Ciencias y Filosofía, Universidad Peruana Cayetano Heredia, Lima, Peru
| | - Maria Rivera-Ch
- Departamento de Ciencias Biológicas y Fisiológicas, Facultad de Ciencias y Filosofía, Universidad Peruana Cayetano Heredia, Lima, Peru
| | - Melisa Kiyamu
- Departamento de Ciencias Biológicas y Fisiológicas, Facultad de Ciencias y Filosofía, Universidad Peruana Cayetano Heredia, Lima, Peru
| | - Tom D Brutsaert
- Department of Exercise Science, Syracuse University, Syracuse, NY 13244, USA
| | - Abigail W Bigham
- Department of Anthropology, University of California, Los Angeles, CA 90095, USA
| | - Dana C Dolinoy
- Department of Environmental Health Sciences, School of Public Health, University of Michigan, Ann Arbor, MI 48109, USA; Department of Nutritional Sciences, School of Public Health, University of Michigan, Ann Arbor, MI 48109, USA
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Kim H, Bae JH, Park KS, Sung J, Kwak SH. DNA Methylation Changes Associated With Type 2 Diabetes and Diabetic Kidney Disease in an East Asian Population. J Clin Endocrinol Metab 2021; 106:e3837-e3851. [PMID: 34214161 DOI: 10.1210/clinem/dgab488] [Citation(s) in RCA: 14] [Impact Index Per Article: 4.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 01/09/2021] [Indexed: 01/13/2023]
Abstract
CONTEXT There is a growing body of evidence that epigenetic changes including DNA methylation influence the risk of type 2 diabetes (T2D) and its microvascular complications. OBJECTIVE We conducted a methylome-wide association study (MWAS) to identify differentially methylated sites (DMSs) of T2D and diabetic kidney disease (DKD) in a Korean population. METHODS We performed an MWAS in 232 participants with T2D and 197 nondiabetic controls with the Illumina EPIC bead chip using peripheral blood leukocytes. The T2D group was subdivided into 87 DKD patients and 80 non-DKD controls. An additional 819 individuals from 2 population-based cohorts were used to investigate the association of identified DMSs with quantitative metabolic phenotypes. A mendelian randomization (MR) approach was applied to evaluate the causal effect of metabolic phenotypes on identified DMSs. RESULTS We identified 8 DMSs (each at BMP8A, NBPF20, STX18, ZNF365, CPT1A, and TRIM37, and 2 at TXNIP) that were significantly associated with the risk of T2D (P < 9.0 × 10-8), including 3 that were previously known (DMSs in TXNIP and CPT1A). We also identified 3 DMSs (in COMMD1, TMOD1, and FHOD1) associated with DKD. With our limited sample size, we were not able to observe a significant overlap between DMSs of T2D and DKD. DMSs in TXNIP and CTP1A were associated with fasting glucose and glycated hemoglobin A1c. In MR analysis, fasting glucose was causally associated with DMS in CPT1A. CONCLUSION In an East Asian population, we identified 8 DMSs, including 5 novel CpG loci, associated with T2D and 3 DMSs associated with DKD at methylome-wide statistical significance.
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Affiliation(s)
- Hakyung Kim
- Genome & Health Big Data Branch, Department of Public Health Science, Graduate School of Public Health, Seoul National University, Seoul, Republic of Korea
| | - Jae Hyun Bae
- Department of Internal Medicine, Korea University Anam Hospital, Korea University College of Medicine, Seoul, Republic of Korea
| | - Kyong Soo Park
- Department of Internal Medicine, Seoul National University College of Medicine, Seoul, Republic of Korea
- Department of Molecular Medicine and Biopharmaceutical Sciences, Graduate School of Convergence Science and Technology, Seoul National University, Seoul, Republic of Korea
- Department of Internal Medicine, Seoul National University Hospital, Seoul, Republic of Korea
| | - Joohon Sung
- Genome & Health Big Data Branch, Department of Public Health Science, Graduate School of Public Health, Seoul National University, Seoul, Republic of Korea
- Institute of Health and Environment, Seoul National University, Seoul, Republic of Korea
| | - Soo Heon Kwak
- Department of Internal Medicine, Seoul National University Hospital, Seoul, Republic of Korea
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Jareid M, Snapkov I, Holden M, Busund LTR, Lund E, Nøst TH. The blood transcriptome prior to ovarian cancer diagnosis: A case-control study in the NOWAC postgenome cohort. PLoS One 2021; 16:e0256442. [PMID: 34449791 PMCID: PMC8396762 DOI: 10.1371/journal.pone.0256442] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/24/2021] [Accepted: 08/06/2021] [Indexed: 11/22/2022] Open
Abstract
Epithelial ovarian cancer (EOC) has a 5-year relative survival of 50%, partly because markers of early-stage disease are not available in current clinical diagnostics. The aim of the present study was to investigate whether EOC is associated with transcriptional profiles in blood collected up to 7 years before diagnosis. For this, we used RNA-stabilized whole blood, which contains circulating immune cells, from a sample of EOC cases from the population-based Norwegian Women and Cancer (NOWAC) postgenome cohort. We explored case-control differences in gene expression in all EOC (66 case-control pairs), as well as associations between gene expression and metastatic EOC (56 pairs), serous EOC (45 pairs, 44 of which were metastatic), and interval from blood sample collection to diagnosis (≤3 or >3 years; 34 and 31 pairs, respectively). Lastly, we assessed differential expression of genes associated with EOC in published functional genomics studies that used blood samples collected from newly diagnosed women. After adjustment for multiple testing, this nested case-control study revealed no significant case-control differences in gene expression in all EOC (false discovery rate q>0.96). With the exception of a few probes, the log2 fold change values obtained in gene-wise linear models were below ±0.2. P-values were lowest in analyses of metastatic EOC (80% of which were serous EOC). No common transcriptional profile was indicated by interval to diagnosis; when comparing the 100 genes with the lowest p-values in gene-wise tests in samples collected ≤3 and >3 years before EOC diagnosis, no overlap in these genes was observed. Among 86 genes linked to ovarian cancer in previous publications, our data contained expression values for 42, and of these, tests of LIME1, GPR162, STAB1, and SKAP1, resulted in unadjusted p<0.05. Although limited by sample size, our findings indicated less variation in blood gene expression between women with similar tumor characteristics.
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Affiliation(s)
- Mie Jareid
- Faculty of Health Sciences, Department of Community Medicine, UiT – The Arctic University of Norway, Tromsø, Norway
- * E-mail:
| | - Igor Snapkov
- Department of Immunology, Oslo University Hospital Rikshospitalet and University of Oslo, Oslo, Norway
| | | | - Lill-Tove Rasmussen Busund
- Faculty of Health Sciences, Department of Medical Biology, UiT – The Arctic University of Norway, Tromsø, Norway
| | - Eiliv Lund
- Faculty of Health Sciences, Department of Community Medicine, UiT – The Arctic University of Norway, Tromsø, Norway
- Cancer Registry of Norway, Oslo, Norway
| | - Therese Haugdahl Nøst
- Faculty of Health Sciences, Department of Community Medicine, UiT – The Arctic University of Norway, Tromsø, Norway
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Dai YH, Wang YF, Shen PC, Lo CH, Yang JF, Lin CS, Chao HL, Huang WY. Gene-associated methylation status of ST14 as a predictor of survival and hormone receptor positivity in breast Cancer. BMC Cancer 2021; 21:945. [PMID: 34418985 PMCID: PMC8380334 DOI: 10.1186/s12885-021-08645-3] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/04/2021] [Accepted: 07/20/2021] [Indexed: 12/14/2022] Open
Abstract
Background Genomic profiles of specific gene sets have been established to guide personalized treatment and prognosis for patients with breast cancer (BC). However, epigenomic information has not yet been applied in a clinical setting. ST14 encodes matriptase, a proteinase that is widely expressed in BC with reported prognostic value. Methods In this present study, we evaluated the effect of ST14 DNA methylation (DNAm) on overall survival (OS) of patients with BC as a representative example to promote the use of the epigenome in clinical decisions. We analyzed publicly available genomic and epigenomic data from 1361 BC patients. Methylation was characterized by the β-value from CpG probes based on sequencing with the Illumina Human 450 K platform. Results A high mean DNAm (β > 0.6779) across 34 CpG probes for ST14, as the gene-associated methylation (GAM) pattern, was associated with a longer OS after adjusting age, stage, histology and molecular features in Cox model (p value < 0.001). A high GAM status was also associated with a higher XBP1 expression level and higher proportion of hormone-positive BC (p value < 0.001). Pathway analysis revealed that altered GAM was related to matrisome-associated pathway. Conclusions Here we show the potential role of ST14 DNAm in BC prognosis and warrant further study. Supplementary Information The online version contains supplementary material available at 10.1186/s12885-021-08645-3.
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Affiliation(s)
- Yang-Hong Dai
- Department of Radiation Oncology, Tri-Service General Hospital, National Defense Medical Center, No. 325, Chengong Rd., Sec. 2, Neihu, Taipei, 114, Taiwan
| | - Ying-Fu Wang
- Department of Radiation Oncology, Tri-Service General Hospital, National Defense Medical Center, No. 325, Chengong Rd., Sec. 2, Neihu, Taipei, 114, Taiwan
| | - Po-Chien Shen
- Department of Radiation Oncology, Tri-Service General Hospital, National Defense Medical Center, No. 325, Chengong Rd., Sec. 2, Neihu, Taipei, 114, Taiwan
| | - Cheng-Hsiang Lo
- Department of Radiation Oncology, Tri-Service General Hospital, National Defense Medical Center, No. 325, Chengong Rd., Sec. 2, Neihu, Taipei, 114, Taiwan
| | - Jen-Fu Yang
- Department of Radiation Oncology, Tri-Service General Hospital, National Defense Medical Center, No. 325, Chengong Rd., Sec. 2, Neihu, Taipei, 114, Taiwan
| | - Chun-Shu Lin
- Department of Radiation Oncology, Tri-Service General Hospital, National Defense Medical Center, No. 325, Chengong Rd., Sec. 2, Neihu, Taipei, 114, Taiwan
| | - Hsing-Lung Chao
- Department of Radiation Oncology, Tri-Service General Hospital, National Defense Medical Center, No. 325, Chengong Rd., Sec. 2, Neihu, Taipei, 114, Taiwan.,Department of Radiation Oncology, Wan Fang Hospital, Taipei Medical University, Taipei, Taiwan
| | - Wen-Yen Huang
- Department of Radiation Oncology, Tri-Service General Hospital, National Defense Medical Center, No. 325, Chengong Rd., Sec. 2, Neihu, Taipei, 114, Taiwan. .,Institute of Clinical Medicine, National Yang Ming Chiao Tung University, Taipei, Taiwan.
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Tian T, Bi H, Zhang D, Liu Y, Sun H, Jia C, Zheng T, Huang H, Fu J, Zhu L, Zhao Y. Methylation of three genes encoded by X chromosome in blood leukocytes and colorectal cancer risk. Cancer Med 2021; 10:4964-4976. [PMID: 34145793 PMCID: PMC8290255 DOI: 10.1002/cam4.4056] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/17/2021] [Revised: 04/30/2021] [Accepted: 05/16/2021] [Indexed: 12/24/2022] Open
Abstract
X chromosome change has been proved to be associated with carcinogenesis and related to gender differences in cancer risk. If aberrant methylation of genes encoded by X chromosome involve in the risk and prognosis of cancers, including colorectal cancer (CRC), remain unclear. We conducted a case–control study consisted of 432 CRC cases and 434 controls, detecting the methylation levels of FAM156B, PIH1D3, and PPP1R3F in the X chromosome in blood leukocytes using methylation‐sensitive high‐resolution melting (MS‐HRM). We analyzed the relationship between the methylation levels and CRC susceptibility and then explored the interactions with environmental factors on CRC risk with logistics regression. Moreover, we conducted a follow‐up study containing 225 CRC patients to explore the associations between the methylation of FAM156B, PPP1R3F, and PIH1D3 and CRC prognosis. The hypermethylation of FAM156B, PPP1R3F, and PIH1D3 was related to increased CRC risk (ORPS‐adj = 2.932, 95% confidence interval [CI]: 2.029–4.237; ORPS‐adj = 1.602, 95% CI: 1.078–2.382; ORPS‐adj = 1.628, 95% CI: 1.065–2.490, respectively). In the multiple CpG site methylation (MCSM) analysis, compared with non‐MCSM, a significant relationship between MCSM and increased CRC risk was found (ORPS‐adj = 2.202, 95% CI: 1.512–3.208). We observed synergistic interaction between PPP1R3F hypermethylation and fried food consumption on CRC risk (ORi = 2.682, 95% CI: 1.321–5.446). However, there were no associations between the methylation of FAM156B, PPP1R3F, and PIH1D3 and CRC prognosis (p > 0.05). In conclusion, the methylation of FAM156B, PPP1R3F, and PIH1D3 genes in blood leukocytes is significantly related to CRC risk and may be potential biomarkers for CRC risk but not prognosis.
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Affiliation(s)
- Tian Tian
- Department of Epidemiology, Public Health College, Harbin Medical University, Harbin, Heilongjiang, The People's Republic of China
| | - Haoran Bi
- Department of Epidemiology, Public Health College, Harbin Medical University, Harbin, Heilongjiang, The People's Republic of China
| | - Ding Zhang
- Department of Epidemiology, Public Health College, Harbin Medical University, Harbin, Heilongjiang, The People's Republic of China
| | - Yupeng Liu
- Department of Epidemiology, Public Health College, Harbin Medical University, Harbin, Heilongjiang, The People's Republic of China
| | - Hongru Sun
- Department of Epidemiology, Public Health College, Harbin Medical University, Harbin, Heilongjiang, The People's Republic of China
| | - Chenyang Jia
- Department of Epidemiology, Public Health College, Harbin Medical University, Harbin, Heilongjiang, The People's Republic of China
| | - Ting Zheng
- Department of Epidemiology, Public Health College, Harbin Medical University, Harbin, Heilongjiang, The People's Republic of China
| | - Hao Huang
- Department of Epidemiology, Public Health College, Harbin Medical University, Harbin, Heilongjiang, The People's Republic of China
| | - Jinming Fu
- Department of Epidemiology, Public Health College, Harbin Medical University, Harbin, Heilongjiang, The People's Republic of China
| | - Lin Zhu
- Department of Epidemiology, Public Health College, Harbin Medical University, Harbin, Heilongjiang, The People's Republic of China
| | - Yashuang Zhao
- Department of Epidemiology, Public Health College, Harbin Medical University, Harbin, Heilongjiang, The People's Republic of China
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Nie C, Han X, Wei R, Leonteva A, Hong J, Du X, Wang J, Zhu L, Zhao Y, Xue Y, Zhou H, Tian W. Association of ZNF331 and WIF1 methylation in peripheral blood leukocytes with the risk and prognosis of gastric cancer. BMC Cancer 2021; 21:551. [PMID: 33992091 PMCID: PMC8126111 DOI: 10.1186/s12885-021-08199-4] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/11/2021] [Accepted: 04/14/2021] [Indexed: 12/19/2022] Open
Abstract
Background Peripheral blood leukocyte (PBL) DNA methylation may serve as a surrogate marker to evaluate the susceptibility to and prognosis of gastric cancer (GC). In this study, blood-derived DNA methylation levels of two tumour-related genes, namely, ZNF331 and WIF1, and their impacts on the risk and prognosis of GC were evaluated. Methods In total, 398 GC cases and 397 controls were recruited for the study. Then, all cases were followed up for 5 years. ZNF331 and WIF1 promoter methylation status in PBLs was measured using a methylation-sensitive high-resolution melting method. Logistic and Cox regression models were used to analyse the correlation between gene methylation and the risk and prognosis of GC. Confounders were balanced through propensity score (PS) matching. Results High ZNF331 methylation significantly decreased GC risk after PS adjustment (OR = 0.580, 95% CI: 0.375–0.898, P = 0.015), which also presented in males (OR = 0.577, 95% CI: 0.343–0.970, P = 0.038). However, WIF1 methylation was not associated with GC risk. Additionally, significant combined effects between ZNF331 methylation and the intake of green vegetables and garlic were observed (OR = 0.073, 95% CI: 0.027–0.196, P < 0.001 and OR = 0.138, 95% CI: 0.080–0.238, P < 0.001, respectively). Furthermore, ZNF331 and WIF1 methylation had no impact on the prognosis of GC. Conclusion ZNF331 methylation in PBLs may affect GC risk in combination with the consumption of green vegetables and garlic and may act as a potential biomarker of GC. Supplementary Information The online version contains supplementary material available at 10.1186/s12885-021-08199-4.
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Affiliation(s)
- Chuang Nie
- Department of Epidemiology, School of Public Health, Harbin Medical University, Harbin, 157 Baojian Road, Harbin, 150081, Heilongjiang Province, People's Republic of China
| | - Xu Han
- Department of Epidemiology, School of Public Health, Harbin Medical University, Harbin, 157 Baojian Road, Harbin, 150081, Heilongjiang Province, People's Republic of China
| | - Rongrong Wei
- Department of Epidemiology, School of Public Health, Harbin Medical University, Harbin, 157 Baojian Road, Harbin, 150081, Heilongjiang Province, People's Republic of China
| | - Anastasiia Leonteva
- Department of Epidemiology, School of Public Health, Harbin Medical University, Harbin, 157 Baojian Road, Harbin, 150081, Heilongjiang Province, People's Republic of China
| | - Jia Hong
- Department of Epidemiology, School of Public Health, Harbin Medical University, Harbin, 157 Baojian Road, Harbin, 150081, Heilongjiang Province, People's Republic of China
| | - Xinyu Du
- Department of Epidemiology, School of Public Health, Harbin Medical University, Harbin, 157 Baojian Road, Harbin, 150081, Heilongjiang Province, People's Republic of China
| | - Jing Wang
- Department of Epidemiology, School of Public Health, Harbin Medical University, Harbin, 157 Baojian Road, Harbin, 150081, Heilongjiang Province, People's Republic of China
| | - Lin Zhu
- Department of Epidemiology, School of Public Health, Harbin Medical University, Harbin, 157 Baojian Road, Harbin, 150081, Heilongjiang Province, People's Republic of China
| | - Yashuang Zhao
- Department of Epidemiology, School of Public Health, Harbin Medical University, Harbin, 157 Baojian Road, Harbin, 150081, Heilongjiang Province, People's Republic of China
| | - Yingwei Xue
- Department of Gastroenterological Surgery, Third Affiliated Hospital of Harbin Medical University, 150 Haping Road, Harbin, 150081, Heilongjiang Province, People's Republic of China
| | - Haibo Zhou
- Department of Epidemiology, School of Public Health, Harbin Medical University, Harbin, 157 Baojian Road, Harbin, 150081, Heilongjiang Province, People's Republic of China.
| | - Wenjing Tian
- Department of Epidemiology, School of Public Health, Harbin Medical University, Harbin, 157 Baojian Road, Harbin, 150081, Heilongjiang Province, People's Republic of China.
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Guevara EE, Hopkins WD, Hof PR, Ely JJ, Bradley BJ, Sherwood CC. Comparative analysis reveals distinctive epigenetic features of the human cerebellum. PLoS Genet 2021; 17:e1009506. [PMID: 33956822 PMCID: PMC8101944 DOI: 10.1371/journal.pgen.1009506] [Citation(s) in RCA: 12] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/19/2020] [Accepted: 03/24/2021] [Indexed: 12/13/2022] Open
Abstract
Identifying the molecular underpinnings of the neural specializations that underlie human cognitive and behavioral traits has long been of considerable interest. Much research on human-specific changes in gene expression and epigenetic marks has focused on the prefrontal cortex, a brain structure distinguished by its role in executive functions. The cerebellum shows expansion in great apes and is gaining increasing attention for its role in motor skills and cognitive processing, including language. However, relatively few molecular studies of the cerebellum in a comparative evolutionary context have been conducted. Here, we identify human-specific methylation in the lateral cerebellum relative to the dorsolateral prefrontal cortex, in a comparative study with chimpanzees (Pan troglodytes) and rhesus macaques (Macaca mulatta). Specifically, we profiled genome-wide methylation levels in the three species for each of the two brain structures and identified human-specific differentially methylated genomic regions unique to each structure. We further identified which differentially methylated regions (DMRs) overlap likely regulatory elements and determined whether associated genes show corresponding species differences in gene expression. We found greater human-specific methylation in the cerebellum than the dorsolateral prefrontal cortex, with differentially methylated regions overlapping genes involved in several conditions or processes relevant to human neurobiology, including synaptic plasticity, lipid metabolism, neuroinflammation and neurodegeneration, and neurodevelopment, including developmental disorders. Moreover, our results show some overlap with those of previous studies focused on the neocortex, indicating that such results may be common to multiple brain structures. These findings further our understanding of the cerebellum in human brain evolution. Humans are distinguished from other species by several aspects of cognition. While much comparative evolutionary neuroscience has focused on the neocortex, increasing recognition of the cerebellum’s role in cognition and motor processing has inspired considerable new research. Comparative molecular studies, however, generally continue to focus on the neocortex. We sought to characterize potential genetic regulatory traits distinguishing the human cerebellum by undertaking genome-wide epigenetic profiling of the lateral cerebellum, and compared this to the prefrontal cortex of humans, chimpanzees, and rhesus macaque monkeys. We found that humans showed greater differential CpG methylation–an epigenetic modification of DNA that can reflect past or present gene expression–in the cerebellum than the prefrontal cortex, highlighting the importance of this structure in human brain evolution. Humans also specifically show methylation differences at genes involved in neurodevelopment, neuroinflammation, synaptic plasticity, and lipid metabolism. These differences are relevant for understanding processes specific to humans, such as extensive plasticity, as well as pronounced and prevalent neurodegenerative conditions associated with aging.
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Affiliation(s)
- Elaine E. Guevara
- Department of Evolutionary Anthropology, Duke University, Durham, North Carolina, United States of America
- Department of Anthropology and Center for the Advanced Study of Human Paleobiology, The George Washington University, Washington, District of Columbia, United States of America
- * E-mail:
| | - William D. Hopkins
- Keeling Center for Comparative Medicine and Research, University of Texas MD Anderson Cancer Center, Bastrop, Texas, United States of America
| | - Patrick R. Hof
- Nash Family Department of Neuroscience, Icahn School of Medicine at Mount Sinai, New York, New York, United States of America
- Friedman Brain Institute, Icahn School of Medicine at Mount Sinai, New York, New York, United States of America
- New York Consortium in Evolutionary Primatology, New York, New York, United States of America
| | - John J. Ely
- MAEBIOS, Alamogordo, New Mexico, United States of America
| | - Brenda J. Bradley
- Department of Anthropology and Center for the Advanced Study of Human Paleobiology, The George Washington University, Washington, District of Columbia, United States of America
| | - Chet C. Sherwood
- Department of Anthropology and Center for the Advanced Study of Human Paleobiology, The George Washington University, Washington, District of Columbia, United States of America
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Oliveira DVNP, Hentze J, O'Rourke CJ, Andersen JB, Høgdall C, Høgdall EV. DNA Methylation in Ovarian Tumors-a Comparison Between Fresh Tissue and FFPE Samples. Reprod Sci 2021; 28:3212-3218. [PMID: 33891290 PMCID: PMC8526488 DOI: 10.1007/s43032-021-00589-0] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/14/2020] [Accepted: 04/15/2021] [Indexed: 01/14/2023]
Abstract
Among women, ovarian cancer (OC) is one of the most severe forms of malignancy, accounting for a low 5-year survival rate, of approximately 52%. Early symptoms are unspecific and hence hard to detect. The origin of OC and its subtypes are still unclear, underlying the need for efficient diagnostic biomarkers. In that regard, epigenetics studies are emerging in cancer diagnostics, with encouraging outcomes. Among them, DNA methylation profiling has shown that the origins of the cancer epigenome are associated with molecular factors that are crucial to carcinogenesis, such as regulation of oncogenes and tumor suppressors. Furthermore, those events have been detected in abnormal cell morphology before neoplastic formation, indicating its potential crucial use in the OC diagnostics in the future. Nonetheless, studies are limited, and whether methylation analysis can be performed optimally in formalin-fixed paraffin-embedded (FFPE) preparations of OC cases is still elusive. In the present report, we investigated the performance of DNA methylation analysis in FFPE samples, compared to their matched fresh frozen tissue in a small cohort of OC samples. We found that the overall DNA methylation profile in FFPE tissue showed high concordance to that found in fresh frozen tissue, and accounting for the small cohort size, the differentially methylated sites found primarily in frozen tissue, compared to benign samples, were also reproducible in FFPE. Overall, by using samples from our current clinical setting of tissue preservation, these preliminary observations might provide insights into the clinical use of FFPE tissues in methylation studies without critically compromising the outcome.
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Affiliation(s)
| | - Julie Hentze
- Department of Pathology, Herlev Hospital, University of Copenhagen, Herlev, Denmark
| | - Colm J O'Rourke
- Biotech Research & Innovation Centre, University of Copenhagen, Copenhagen, Denmark
| | - Jesper B Andersen
- Biotech Research & Innovation Centre, University of Copenhagen, Copenhagen, Denmark
| | - Claus Høgdall
- Department of Gynecology, Juliane Marie Centre, Rigshospitalet, University of Copenhagen, Copenhagen, Denmark
| | - Estrid V Høgdall
- Department of Pathology, Herlev Hospital, University of Copenhagen, Herlev, Denmark.
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Epigenetic Silencing of DAPK1and p16 INK4a Genes by CpG Island Hypermethylation in Epithelial Ovarian Cancer Patients. Indian J Clin Biochem 2021; 36:200-207. [PMID: 33867711 DOI: 10.1007/s12291-020-00888-4] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/07/2020] [Accepted: 05/01/2020] [Indexed: 02/06/2023]
Abstract
Transcriptional silencing induced by hypermethylation of CpG islands in the promoter regions of genes is believed to be an important mechanism of carcinogenesis in human cancers including epithelial ovarian cancer (EOC). Previously published data on gene methylation of EOC focused mainly on single gene or on cancer tissues. Objectives of the study were to estimate the promoter hypermethylation status of DAPK1 and p16 INK4a genes in circulating blood of EOC patients and to determine their association with clinicopathological features of EOC. This case-control study included 50 EOC patients and 20 apparently healthy and age matched female controls. Isolation of genomic DNA was carried out from peripheral venous blood. Methylation in promoter region of DAPK1 and p16 INK4a genes was determined by methylation-specific PCR. Methylation of DAPK1 was occurred in 42 out of 50 cases (84.0%) and methylation of p16 INK4a gene was occurred in 34 out of 50 cases (68.0%). Methylation of both genes was occurred in 25 cases (50.0%). Occurrence of methylation in DAPK1 and p16 INK4a genes was statistically significant (p < 0.0001) in cases compared to controls. Methylation of both genes was not statistically associated with age at diagnosis, menopausal status, histopathological types and FIGO staging of EOC. Identification of the peculiar promoter hypermethylation of DAPK1 and p16 INK4a genes might be a successful approach for ancillary diagnosis of EOC at early stage in blood sample.
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