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Sun J, Wang H, Zhan Y, Zhao T, Li C, Cheng C, Wang Z, Zou A, Chang Y. Identification of Key Genes Correlated with Economic Trait Superiorities and Their SNP Screening Through Transcriptome Comparisons, WGCNA and Pearson Correlation Coefficient in the Sea Cucumber Apostichopus Japonicus. MARINE BIOTECHNOLOGY (NEW YORK, N.Y.) 2024; 27:12. [PMID: 39601948 DOI: 10.1007/s10126-024-10384-y] [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: 09/05/2024] [Accepted: 10/16/2024] [Indexed: 11/29/2024]
Abstract
Variation in morphology-driven economic traits is a common issue hindering the development of the sea cucumber aquaculture industry. In this study, transcriptome comparisons, weighted gene correlation network analysis (WGCNA) and Pearson correlation coefficient (PCC) were first employed to identify key genes correlated with morphological variation in the sea cucumber Apostichopus japonicus, after which the relationship between identified key genes (relative expression and genotype) and economic trait phenotypes was investigated to screen potential biomarker targets for molecular-assisted breeding. The results showed that three genes (putative ficolin-2, fibrinogen c domain-containing protein 1, and angiopoietin-4) were closely associated with economic trait superiorities. Two single nucleotide polymorphisms (SNPs) were identified in the putative ficolin-2 gene as having a strong correlation with body weight and papilla number. The findings from this study will enrich breeding biomarker resources and benefit the development of molecular-assisted breeding techniques in sea cucumber aquaculture.
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Affiliation(s)
- Jingxian Sun
- Key Laboratory of Mariculture & Stock Enhancement in North China's Sea, Ministry of Agriculture and Rural Affairs, Dalian Ocean University, Dalian, 116023, Liaoning, P. R. China
- College of Life Science, Liaoning Normal University, Dalian, 116029, Liaoning, P. R. China
| | - Haolin Wang
- Key Laboratory of Mariculture & Stock Enhancement in North China's Sea, Ministry of Agriculture and Rural Affairs, Dalian Ocean University, Dalian, 116023, Liaoning, P. R. China
| | - Yaoyao Zhan
- Key Laboratory of Mariculture & Stock Enhancement in North China's Sea, Ministry of Agriculture and Rural Affairs, Dalian Ocean University, Dalian, 116023, Liaoning, P. R. China.
- Key Laboratory of Mariculture & Stock Enhancement in North China's Sea, Ministry of Agriculture, Dalian Ocean University, Dalian, 116023, Liaoning, P. R. China.
| | - Tanjun Zhao
- Key Laboratory of Mariculture & Stock Enhancement in North China's Sea, Ministry of Agriculture and Rural Affairs, Dalian Ocean University, Dalian, 116023, Liaoning, P. R. China
- College of Life Science, Liaoning Normal University, Dalian, 116029, Liaoning, P. R. China
| | - Chengda Li
- Key Laboratory of Mariculture & Stock Enhancement in North China's Sea, Ministry of Agriculture and Rural Affairs, Dalian Ocean University, Dalian, 116023, Liaoning, P. R. China
| | - Cao Cheng
- Shandong Anyuan Seed Industry Technology Co., Ltd, Yantai, 265617, Shandong, P. R. China
| | - Zengdong Wang
- Shandong Anyuan Seed Industry Technology Co., Ltd, Yantai, 265617, Shandong, P. R. China
| | - Ange Zou
- Shandong Anyuan Seed Industry Technology Co., Ltd, Yantai, 265617, Shandong, P. R. China
| | - Yaqing Chang
- Key Laboratory of Mariculture & Stock Enhancement in North China's Sea, Ministry of Agriculture and Rural Affairs, Dalian Ocean University, Dalian, 116023, Liaoning, P. R. China.
- College of Life Science, Liaoning Normal University, Dalian, 116029, Liaoning, P. R. China.
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Danielewski M, Walkowiak J, Wielgus K, Nowak JK. Stability of Blood DNA Methylation Across Two Timepoints in Three Cohorts. Biomedicines 2024; 12:2557. [PMID: 39595122 PMCID: PMC11592101 DOI: 10.3390/biomedicines12112557] [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: 09/20/2024] [Revised: 10/31/2024] [Accepted: 11/03/2024] [Indexed: 11/28/2024] Open
Abstract
Background: DNA methylation mediates the gene-environment interactions, with implications for health and disease. Studies with sampling at more than one timepoint revealed the considerable variability of the blood methylome, but comprehensive resources on genome-wide methylation stability are still lacking. We aimed to identify methylation sites that remain the most stable across two timepoints in human whole blood. Methods: Publicly available blood DNA methylation data from three cohorts were analysed, which included methylation profiles at two timepoints >1 year apart. The cohorts included pre-/post-pubertal children (Illumina 450k array), the elderly (Illumina 450k array), and middle-aged adults with obesity (Illumina EPIC array). Two metrics were used for the stability assessment: the mean absolute difference (MAD) of beta values between two measurements and the intraclass correlation coefficient (ICC). We searched for probes demonstrating high stability (low MAD and high ICC) across the three cohorts. Data from 51 children, 86 elderly adults, and 120 middle-aged participants were re-analysed. Results: The median interquartile range (IQR) of the maximum (from three datasets) MAD was 2.1% (1.5-2.9%), and the median of the minimum ICC agreement coefficient was 0.053 (-0.077-0.304). The Pearson's correlation coefficient for the ICC vs. maximum MAD was low (r = 0.34, p < 2.2 × 10-16). We found only 239 probes that were highly stable based on both the maximum MAD (<5th percentile, <0.01) and ICC criterion (>95th percentile, >0.74). Conclusions: The whole-blood DNA methylation profile, as measured using microarrays, is dynamic over >1 year, but contains a fraction of stable probes, most of which are related to genomic variation. A resource describing probe stability is made publicly available, with the intention to support biomarker studies and the investigation of early epigenetic programming. The absolute error and correlation are two complementary facets of probe stability that may be considered in further research, especially to determine the stability of probes in health and disease across different tissues and populations.
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Affiliation(s)
| | | | | | - Jan Krzysztof Nowak
- Department of Pediatric Gastroenterology and Metabolic Diseases, Poznan University of Medical Sciences, ul. Szpitalna 27/33, 60-572 Poznan, Poland; (M.D.); (J.W.); (K.W.)
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3
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Wang Z, Wallace DA, Spitzer BW, Huang T, Taylor K, Rotter JI, Rich SS, Liu PY, Daviglus ML, Hou L, Ramos AR, Kaur S, Durda JP, González HM, Fornage M, Redline S, Isasi CR, Sofer T. Analysis of C-reactive protein omics-measures associates methylation risk score with sleep health and related health outcomes. MEDRXIV : THE PREPRINT SERVER FOR HEALTH SCIENCES 2024:2024.09.04.24313008. [PMID: 39281736 PMCID: PMC11398435 DOI: 10.1101/2024.09.04.24313008] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Download PDF] [Subscribe] [Scholar Register] [Indexed: 09/18/2024]
Abstract
Introduction DNA methylation (DNAm) predictors of high sensitivity C-reactive protein (CRP) offer a stable and accurate means of assessing chronic inflammation, bypassing the CRP protein fluctuations secondary to acute illness. Poor sleep health is associated with elevated inflammation (including elevated blood CRP levels) which may explain associations of sleep insufficiency with metabolic, cardiovascular and neurological diseases. Our study aims to characterize the relationships among sleep health phenotypes and CRP markers -blood, genetic, and epigenetic indicators-within the Hispanic Community Health Study/Study of Latinos (HCHS/SOL). Methods In HCHS/SOL, methylation risk scores (MRS)-CRP and polygenetic risk score (PRS)-CRP were constructed separately as weighted sums of methylation beta values or allele counts, respectively, for each individual. Sleep health phenotypes were measured using self-reported questionnaires and objective measurements. Survey-weighted linear regression established the association between the multiple sleep phenotypes (obstructive sleep apnea (OSA), sleep duration, insomnia and excessive sleepiness symptom), cognitive assessments, diabetes and hypertension with CRP markers while adjusting for age, sex, BMI, study center, and the first five principal components of genetic ancestry in HCHS/SOL. Results We included 2221 HCHS/SOL participants (age range 37-76 yrs, 65.7% female) in the analysis. Both the MRS-CRP (95% confidence interval (CI): 0.32-0.42, p = 3.3 × 10-38) and the PRS-CRP (95% CI: 0.15-0.25, p = 1 × 10-14) were associated with blood CRP level. Moreover, MRS-CRP was associated with sleep health phenotypes (OSA, long sleep duration) and related conditions (diabetes and hypertension), while PRS-CRP markers were not associated with these traits. Circulating CRP level was associated with sleep duration and diabetes. Associations between OSA traits and metabolic comorbidities weakened after adjusting for MRS-CRP, most strongly for diabetes, and least for hypertension. Conclusions MRS-CRP is a promising estimate for systemic and chronic inflammation as reflected by circulating CRP levels, which either mediates or serves as a common cause of the association between sleep phenotypes and related comorbidities, especially in the presence of diabetes.
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Affiliation(s)
- Ziqing Wang
- Cardiovascular Institute, Beth Israel Deaconess Medical Center, Boston, MA, USA
- Department of Medicine, Harvard Medical School, Boston, MA, USA
| | - Danielle A Wallace
- Cardiovascular Institute, Beth Israel Deaconess Medical Center, Boston, MA, USA
- Department of Medicine, Harvard Medical School, Boston, MA, USA
- Division of Sleep Medicine and Circadian Disorders, Department of Medicine, Brigham and Women's Hospital, Boston, MA, USA
| | - Brian W Spitzer
- Cardiovascular Institute, Beth Israel Deaconess Medical Center, Boston, MA, USA
| | - Tianyi Huang
- Laboratory of Epidemiology and Population Sciences, Intramural Research Program, National Institute on Aging, Baltimore, MD, USA
| | - Kent Taylor
- The Institute for Translational Genomics and Population Sciences, Department of Pediatrics, The Lundquist Institute for Biomedical Innovation at Harbor-UCLA Medical Center, Torrance, CA, USA
| | - Jerome I Rotter
- The Institute for Translational Genomics and Population Sciences, Department of Pediatrics, The Lundquist Institute for Biomedical Innovation at Harbor-UCLA Medical Center, Torrance, CA, USA
| | - Stephen S Rich
- Center for Public Health Genomics, University of Virginia School of Medicine, Charlottesville, VA, USA
| | - Peter Y Liu
- Division of Genetics, Lundquist Institute at Harbor-UCLA Medical Center, Torrance, CA, USA
| | - Martha L Daviglus
- Department of Preventive Medicine, Northwestern University Feinberg School of Medicine, Chicago, IL, USA
| | - Lifang Hou
- Department of Preventive Medicine, Northwestern University Feinberg School of Medicine, Chicago, IL, USA
| | - Alberto R Ramos
- Department of Neurology, University of Miami Miller School of Medicine, Miami, FL, USA
| | - Sonya Kaur
- Department of Neurology, University of Miami Miller School of Medicine, Miami, FL, USA
| | - J Peter Durda
- Department of Pathology and Laboratory Medicine, University of Vermont, Burlington, Vermont, USA
| | - Hector M González
- Department of Neurosciences and Shiley-Marcos Alzheimer's Disease Center, University of California, San Diego, La Jolla, CA, USA
| | - Myriam Fornage
- Human Genetics Center, Department of Epidemiology, Human Genetics, and Environmental Sciences, School of Public Health, The University of Texas Health Science Center at Houston, Houston, TX, USA
- Brown Foundation Institute of Molecular Medicine, McGovern Medical School, University of Texas Health Science Center at Houston, Houston, TX, USA
| | - Susan Redline
- Department of Medicine, Harvard Medical School, Boston, MA, USA
- Division of Sleep Medicine and Circadian Disorders, Department of Medicine, Brigham and Women's Hospital, Boston, MA, USA
| | - Carmen R Isasi
- Department of Epidemiology & Population Health, Department of Pediatrics, Albert Einstein College of Medicine, Bronx, NY, USA
| | - Tamar Sofer
- Cardiovascular Institute, Beth Israel Deaconess Medical Center, Boston, MA, USA
- Department of Medicine, Harvard Medical School, Boston, MA, USA
- Division of Sleep Medicine and Circadian Disorders, Department of Medicine, Brigham and Women's Hospital, Boston, MA, USA
- Department of Biostatistics, Harvard T.H Chan School of Public Health, Boston, MA, USA
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Stoldt M, Ammous F, Lin L, Ratliff SM, Ware EB, Faul JD, Zhao W, Kardia SLR, Smith JA. DNA Methylation at C-Reactive Protein-Associated CpG Sites May Mediate the Pathway Between Educational Attainment and Cognition. J Gerontol A Biol Sci Med Sci 2024; 79:glae159. [PMID: 38896024 PMCID: PMC11250242 DOI: 10.1093/gerona/glae159] [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: 12/02/2023] [Indexed: 06/21/2024] Open
Abstract
Growing evidence has linked inflammatory processes to cognitive decline and dementia. This work examines whether an epigenetic marker of C-reactive protein (CRP), a common clinical inflammatory biomarker, may mediate the relationship between educational attainment and cognition. We first evaluated whether 53 previously reported CRP-associated DNA methylation sites (CpGs) are associated with CRP, both individually and aggregated into a methylation risk score (MRSCRP), in 3 298 participants from the Health and Retirement Study (HRS, mean age = 69.7 years). Forty-nine CpGs (92%) were associated with the natural logarithm of CRP in HRS after adjusting for age, sex, smoking, BMI, genetic ancestry, and white blood cell counts (p < .05), and each standard deviation increase in MRSCRP was associated with a 0.38 unit increase in lnCRP (p = 4.02E-99). In cross-sectional analysis, for each standard deviation increase in MRSCRP, total memory score and total cognitive score decreased, on average, by 0.28 words and 0.43 items, respectively (p < .001). Further, MRSCRP mediated 6.9% of the relationship between high school education and total memory score in a model adjusting for age, sex, and genetic ancestry (p < .05); this was attenuated to 2.4% with additional adjustment for marital status, APOE ε4 status, health behaviors, and comorbidities (p < .05). Thus, CRP-associated methylation may partially mediate the relationship between education and cognition at older ages. Further research is warranted to determine whether DNA methylation at these sites may improve current prediction models for cognitive impairment in older adults.
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Affiliation(s)
- Meike Stoldt
- Department of Epidemiology, School of Public Health, University of Michigan, Ann Arbor, Michigan, USA
| | - Farah Ammous
- Department of Epidemiology, School of Public Health, University of Michigan, Ann Arbor, Michigan, USA
- Survey Research Center, Institute for Social Research, University of Michigan, Ann Arbor, Michigan, USA
| | - Lisha Lin
- Department of Epidemiology, School of Public Health, University of Michigan, Ann Arbor, Michigan, USA
| | - Scott M Ratliff
- Department of Epidemiology, School of Public Health, University of Michigan, Ann Arbor, Michigan, USA
| | - Erin B Ware
- Survey Research Center, Institute for Social Research, University of Michigan, Ann Arbor, Michigan, USA
| | - Jessica D Faul
- Survey Research Center, Institute for Social Research, University of Michigan, Ann Arbor, Michigan, USA
| | - Wei Zhao
- Department of Epidemiology, School of Public Health, University of Michigan, Ann Arbor, Michigan, USA
- Survey Research Center, Institute for Social Research, University of Michigan, Ann Arbor, Michigan, USA
| | - Sharon L R Kardia
- Department of Epidemiology, School of Public Health, University of Michigan, Ann Arbor, Michigan, USA
| | - Jennifer A Smith
- Department of Epidemiology, School of Public Health, University of Michigan, Ann Arbor, Michigan, USA
- Survey Research Center, Institute for Social Research, University of Michigan, Ann Arbor, Michigan, USA
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5
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Aronica R, Enrico P, Squarcina L, Brambilla P, Delvecchio G. Association between Diffusion Tensor Imaging, inflammation and immunological alterations in unipolar and bipolar depression: A review. Neurosci Biobehav Rev 2022; 143:104922. [PMID: 36272579 DOI: 10.1016/j.neubiorev.2022.104922] [Citation(s) in RCA: 15] [Impact Index Per Article: 5.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/26/2022] [Revised: 09/23/2022] [Accepted: 10/17/2022] [Indexed: 11/06/2022]
Abstract
Major Depressive Disorder (MDD) and Bipolar Disorder Depression (BDD) are common psychiatric illnesses characterized by structural and functional brain alterations and signs of neuroinflammation. In line with the neuroinflammatory pathogenesis of depressive syndromes, recent studies have demonstrated how white matter (WM) microstructural impairments detected by Diffusion Tensor Imaging, are correlated to peripheral immunomarkers in depressed patients. In this context, we performed a comprehensive systematic search on PubMed, Medline and Scopus of the original studies published till June 2022, exploring the association between immunomarkers and WM alteration patterns in patients affected by MDD or BDD. Overall, the studies included in this review showed a consistent association between blood proinflammatory and counter-regulatory immunomarkers, including regulatory T cells and natural killer cells markers, as well as measures of demyelination and dysmyelination in both MDD and BDD patients. These pathogenetic insights could outline an integrated clinical perspective to affective disorders, helping psychiatrists to develop novel biotype-to-phenotype models of depression and opening the way to tailored approaches in treatments.
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Affiliation(s)
- Rosario Aronica
- Department of Pathophysiology and Transplantation, University of Milan, 20122 Milan, Italy; Fondazione IRCCS Ca' Granda-Ospedale Maggiore Policlinico, Department of Neurosciences and Mental Health, 20122 Milan, Italy
| | - Paolo Enrico
- Department of Pathophysiology and Transplantation, University of Milan, 20122 Milan, Italy; Fondazione IRCCS Ca' Granda-Ospedale Maggiore Policlinico, Department of Neurosciences and Mental Health, 20122 Milan, Italy
| | - Letizia Squarcina
- Department of Pathophysiology and Transplantation, University of Milan, 20122 Milan, Italy
| | - Paolo Brambilla
- Department of Pathophysiology and Transplantation, University of Milan, 20122 Milan, Italy; Fondazione IRCCS Ca' Granda-Ospedale Maggiore Policlinico, Department of Neurosciences and Mental Health, 20122 Milan, Italy
| | - Giuseppe Delvecchio
- Fondazione IRCCS Ca' Granda-Ospedale Maggiore Policlinico, Department of Neurosciences and Mental Health, 20122 Milan, Italy.
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Lee JY, Lee WK, Kim DS. Particulate matter-induced hypomethylation of Alu and LINE1 in normal human bronchial epithelial cells and epidermal keratinocytes. Genes Environ 2022; 44:8. [PMID: 35172897 PMCID: PMC8848652 DOI: 10.1186/s41021-022-00235-4] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/29/2021] [Accepted: 01/20/2022] [Indexed: 11/25/2022] Open
Abstract
BACKGROUND Airborne particulate matter (PM), a complex mixture of organic and inorganic compounds, is a major public health concern due to its adverse health effects. Understanding the biological action of PM is of particular importance in the improvement of public health. Differential methylation of repetitive elements (RE) by PM might have severe consequences for the structural integrity of the genome and on transcriptional activity, thereby affecting human health. This study aimed to evaluate the effect of inhaled and non-inhaled PM (PM2.5, PM10, and PM10-PAH) exposure on DNA methylation. We quantitatively measured the methylation content of Alu and LINE1 in PM-treated normal human bronchial epithelial cells (NHBE) and normal human epidermal keratinocytes (NHEK) by using whole-genome bisulfite sequencing and pyrosequencing. RESULTS All PMs exposure significantly lowered Alu and LINE1 methylation in both cells than in mock-treated controls. Hypomethylation was more prominent in PM10-PAH exposed-NHBE and PM10 exposed-NHEK. Alu and LINE1 methylation change exhibited different sensitivity according to the subfamily evolutionary ages, with stronger effects on the oldest L1-M and Alu J in NHBE, and oldest L1-M and youngest Alu S in NHEK. CONCLUSIONS These results demonstrate that the differential susceptibility of PM-induced hypomethylation of Alu and LINE1 depends upon RE evolutionary age and PM type.
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Affiliation(s)
- Ji Yun Lee
- Department of Anatomy and BK21 Plus KNU Biomedical Convergence Program, Daegu, Republic of Korea
| | - Won Kee Lee
- Preventive Medicine, School of Medicine, Kyungpook National University, Daegu, Republic of Korea
| | - Dong Sun Kim
- Department of Anatomy and BK21 Plus KNU Biomedical Convergence Program, Daegu, Republic of Korea.
- Department of Anatomy, School of Medicine, Kyungpook National University, 2-101 Dongin-dong, Jung-gu, 702-422, Daegu, Republic of Korea.
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7
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Brown AP, Cai L, Laufer BI, Miller LA, LaSalle JM, Ji H. Long-term effects of wildfire smoke exposure during early life on the nasal epigenome in rhesus macaques. ENVIRONMENT INTERNATIONAL 2022; 158:106993. [PMID: 34991254 PMCID: PMC8852822 DOI: 10.1016/j.envint.2021.106993] [Citation(s) in RCA: 11] [Impact Index Per Article: 3.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 09/14/2021] [Revised: 11/16/2021] [Accepted: 11/17/2021] [Indexed: 05/17/2023]
Abstract
BACKGROUND Wildfire smoke is responsible for around 20% of all particulate emissions in the U.S. and affects millions of people worldwide. Children are especially vulnerable, as ambient air pollution exposure during early childhood is associated with reduced lung function. Most studies, however, have focused on the short-term impacts of wildfire smoke exposures. We aimed to identify long-term baseline epigenetic changes associated with early-life exposure to wildfire smoke. We collected nasal epithelium samples for whole genome bisulfite sequencing (WGBS) from two groups of adult female rhesus macaques: one group born just before the 2008 California wildfire season and exposed to wildfire smoke during early-life (n = 8), and the other group born in 2009 with no wildfire smoke exposure during early-life (n = 14). RNA-sequencing was also performed on a subset of these samples. RESULTS We identified 3370 differentially methylated regions (DMRs) (difference in methylation ≥ 5%, empirical p < 0.05) and 1 differentially expressed gene (FLOT2) (FDR < 0.05, fold of change ≥ 1.2). The DMRs were annotated to genes significantly enriched for synaptogenesis signaling, protein kinase A signaling, and a variety of immune processes, and some DMRs significantly correlated with gene expression differences. DMRs were also significantly enriched within regions of bivalent chromatin (top odds ratio = 1.46, q-value < 3 × 10-6) that often silence key developmental genes while keeping them poised for activation in pluripotent cells. CONCLUSIONS These data suggest that early-life exposure to wildfire smoke leads to long-term changes in the methylome over genes impacting the nervous and immune systems. Follow-up studies will be required to test whether these changes influence transcription following an immune/respiratory challenge.
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Affiliation(s)
- Anthony P Brown
- California National Primate Research Center, Davis, CA 95616, USA
| | - Lucy Cai
- California National Primate Research Center, Davis, CA 95616, USA
| | - Benjamin I Laufer
- Department of Medical Microbiology and Immunology, MIND Institute, Genome Center, University of California, Davis, CA 95616, USA
| | - Lisa A Miller
- California National Primate Research Center, Davis, CA 95616, USA; Department of Anatomy, Physiology and Cell biology, School of Veterinary Medicine, University of California, Davis, CA 95616, USA
| | - Janine M LaSalle
- Department of Medical Microbiology and Immunology, MIND Institute, Genome Center, University of California, Davis, CA 95616, USA
| | - Hong Ji
- California National Primate Research Center, Davis, CA 95616, USA; Department of Anatomy, Physiology and Cell biology, School of Veterinary Medicine, University of California, Davis, CA 95616, USA.
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8
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Komaki S, Ohmomo H, Hachiya T, Sutoh Y, Ono K, Furukawa R, Umekage S, Otsuka-Yamasaki Y, Tanno K, Sasaki M, Shimizu A. Longitudinal DNA methylation dynamics as a practical indicator in clinical epigenetics. Clin Epigenetics 2021; 13:219. [PMID: 34903243 PMCID: PMC8670275 DOI: 10.1186/s13148-021-01202-6] [Citation(s) in RCA: 8] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/13/2021] [Accepted: 11/24/2021] [Indexed: 12/29/2022] Open
Abstract
BACKGROUND One of the fundamental assumptions of DNA methylation in clinical epigenetics is that DNA methylation status can change over time with or without interplay with environmental and clinical conditions. However, little is known about how DNA methylation status changes over time under ordinary environmental and clinical conditions. In this study, we revisited the high frequency longitudinal DNA methylation data of two Japanese males (24 time-points within three months) and characterized the longitudinal dynamics. RESULTS The results showed that the majority of CpGs on Illumina HumanMethylation450 BeadChip probe set were longitudinally stable over the time period of three months. Focusing on dynamic and stable CpGs extracted from datasets, dynamic CpGs were more likely to be reported as epigenome-wide association study (EWAS) markers of various traits, especially those of immune- and inflammatory-related traits; meanwhile, the stable CpGs were enriched in metabolism-related genes and were less likely to be EWAS markers, indicating that the stable CpGs are stable both in the short-term within individuals and under various environmental and clinical conditions. CONCLUSIONS This study indicates that CpGs with different stabilities are involved in different functions and traits, and thus, they are potential indicators that can be applied for clinical epigenetic studies to outline underlying mechanisms.
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Affiliation(s)
- Shohei Komaki
- Division of Biomedical Information Analysis, Iwate Tohoku Medical Megabank Organization, Disaster Reconstruction Center, Iwate Medical University, 1-1-1, Idaidori, Yahaba, Iwate, 028-3694, Japan
| | - Hideki Ohmomo
- Division of Biomedical Information Analysis, Iwate Tohoku Medical Megabank Organization, Disaster Reconstruction Center, Iwate Medical University, 1-1-1, Idaidori, Yahaba, Iwate, 028-3694, Japan
| | - Tsuyoshi Hachiya
- Division of Biomedical Information Analysis, Iwate Tohoku Medical Megabank Organization, Disaster Reconstruction Center, Iwate Medical University, 1-1-1, Idaidori, Yahaba, Iwate, 028-3694, Japan
| | - Yoichi Sutoh
- Division of Biomedical Information Analysis, Iwate Tohoku Medical Megabank Organization, Disaster Reconstruction Center, Iwate Medical University, 1-1-1, Idaidori, Yahaba, Iwate, 028-3694, Japan
| | - Kanako Ono
- Division of Biomedical Information Analysis, Iwate Tohoku Medical Megabank Organization, Disaster Reconstruction Center, Iwate Medical University, 1-1-1, Idaidori, Yahaba, Iwate, 028-3694, Japan
| | - Ryohei Furukawa
- Division of Biomedical Information Analysis, Iwate Tohoku Medical Megabank Organization, Disaster Reconstruction Center, Iwate Medical University, 1-1-1, Idaidori, Yahaba, Iwate, 028-3694, Japan.,Department of Biology, Research and Education Center for Natural Sciences, Keio University, 4-1-1 Hiyoshi, Kohoku-ku, Yokohama, Kanagawa, 223-8521, Japan
| | - So Umekage
- Division of Biomedical Information Analysis, Iwate Tohoku Medical Megabank Organization, Disaster Reconstruction Center, Iwate Medical University, 1-1-1, Idaidori, Yahaba, Iwate, 028-3694, Japan
| | - Yayoi Otsuka-Yamasaki
- Division of Biomedical Information Analysis, Iwate Tohoku Medical Megabank Organization, Disaster Reconstruction Center, Iwate Medical University, 1-1-1, Idaidori, Yahaba, Iwate, 028-3694, Japan
| | - Kozo Tanno
- Division of Clinical Research and Epidemiology, Iwate Tohoku Medical Megabank Organization, Iwate Medical University, Iwate, Japan.,Department of Hygiene and Preventive Medicine, Iwate Medical University, 1-1-1 Idaidori, Yahaba, Shiwa, Iwate, 028-3694, Japan
| | - Makoto Sasaki
- Iwate Tohoku Medical Megabank Organization, Iwate Medical University, Iwate, Japan.,Division of Ultrahigh Field MRI, Institute for Biomedical Sciences, Iwate Medical University, 1-1-1 Idaidori, Yahaba, Shiwa, Iwate, 028-3694, Japan
| | - Atsushi Shimizu
- Division of Biomedical Information Analysis, Iwate Tohoku Medical Megabank Organization, Disaster Reconstruction Center, Iwate Medical University, 1-1-1, Idaidori, Yahaba, Iwate, 028-3694, Japan. .,Division of Biomedical Information Analysis, Institute for Biomedical Sciences, Iwate Medical University, 1-1-1 Idaidori, Yahaba, Shiwa, Iwate, 028-3694, Japan.
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9
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Conole ELS, Stevenson AJ, Muñoz Maniega S, Harris SE, Green C, Valdés Hernández MDC, Harris MA, Bastin ME, Wardlaw JM, Deary IJ, Miron VE, Whalley HC, Marioni RE, Cox SR. DNA Methylation and Protein Markers of Chronic Inflammation and Their Associations With Brain and Cognitive Aging. Neurology 2021; 97:e2340-e2352. [PMID: 34789543 PMCID: PMC8665430 DOI: 10.1212/wnl.0000000000012997] [Citation(s) in RCA: 46] [Impact Index Per Article: 11.5] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/11/2021] [Accepted: 10/15/2021] [Indexed: 12/18/2022] Open
Abstract
BACKGROUND AND OBJECTIVES To investigate chronic inflammation in relation to cognitive aging by comparison of an epigenetic and serum biomarker of C-reactive protein and their associations with neuroimaging and cognitive outcomes. METHODS At baseline, participants (n = 521) were cognitively normal, around 73 years of age (mean 72.4, SD 0.716), and had inflammation, vascular risk (cardiovascular disease history, hypertension, diabetes, smoking, alcohol consumption, body mass index), and neuroimaging (structural and diffusion MRI) data available. Baseline inflammatory status was quantified by a traditional measure of peripheral inflammation-serum C-reactive protein (CRP)-and an epigenetic measure (DNA methylation [DNAm] signature of CRP). Linear models were used to examine the inflammation-brain health associations; mediation analyses were performed to interrogate the relationship between chronic inflammation, brain structure, and cognitive functioning. RESULTS We demonstrate that DNAm CRP shows significantly (on average 6.4-fold) stronger associations with brain health outcomes than serum CRP. DNAm CRP is associated with total brain volume (β = -0.197, 95% confidence interval [CI] -0.28 to -0.12, p FDR = 8.42 × 10-6), gray matter volume (β = -0.200, 95% CI -0.28 to -0.12, p FDR = 1.66 × 10-5), and white matter volume (β = -0.150, 95% CI -0.23 to -0.07, p FDR = 0.001) and regional brain atrophy. We also find that DNAm CRP has an inverse association with global and domain-specific (speed, visuospatial, and memory) cognitive functioning and that brain structure partially mediates this CRP-cognitive association (up to 29.7%), dependent on lifestyle and health factors. DISCUSSION These results support the hypothesis that chronic inflammation may contribute to neurodegenerative brain changes that underlie differences in cognitive ability in later life and highlight the potential of DNAm proxies for indexing chronic inflammatory status. CLASSIFICATION OF EVIDENCE This study provides Class II evidence that a DNAm signature of CRP levels is more strongly associated with brain health outcomes than serum CRP levels.
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Affiliation(s)
- Eleanor L S Conole
- From the Lothian Birth Cohorts Group, Department of Psychology (E.L.S.C., S.M.M., S.E.H., M.d.C.V.H., M.A.H., J.M.W., I.J.D., R.E.M., S.R.C.), Centre for Genomic and Experimental Medicine, Institute of Genetics and Cancer (E.L.S.C., A.J.S., R.E.M.), Centre for Clinical Brain Sciences (E.L.S.C., S.M.M., M.d.C.V.H., M.E.B., J.M.W., H.C.W.), UK Dementia Research Institute, Edinburgh Medical School (A.J.S., V.E.M.), Division of Psychiatry, Royal Edinburgh Hospital (C.G., M.A.H., H.C.W.), and The Queen's Medical Research Institute, Edinburgh BioQuarter (V.E.M.), University of Edinburgh, UK.
| | - Anna J Stevenson
- From the Lothian Birth Cohorts Group, Department of Psychology (E.L.S.C., S.M.M., S.E.H., M.d.C.V.H., M.A.H., J.M.W., I.J.D., R.E.M., S.R.C.), Centre for Genomic and Experimental Medicine, Institute of Genetics and Cancer (E.L.S.C., A.J.S., R.E.M.), Centre for Clinical Brain Sciences (E.L.S.C., S.M.M., M.d.C.V.H., M.E.B., J.M.W., H.C.W.), UK Dementia Research Institute, Edinburgh Medical School (A.J.S., V.E.M.), Division of Psychiatry, Royal Edinburgh Hospital (C.G., M.A.H., H.C.W.), and The Queen's Medical Research Institute, Edinburgh BioQuarter (V.E.M.), University of Edinburgh, UK
| | - Susana Muñoz Maniega
- From the Lothian Birth Cohorts Group, Department of Psychology (E.L.S.C., S.M.M., S.E.H., M.d.C.V.H., M.A.H., J.M.W., I.J.D., R.E.M., S.R.C.), Centre for Genomic and Experimental Medicine, Institute of Genetics and Cancer (E.L.S.C., A.J.S., R.E.M.), Centre for Clinical Brain Sciences (E.L.S.C., S.M.M., M.d.C.V.H., M.E.B., J.M.W., H.C.W.), UK Dementia Research Institute, Edinburgh Medical School (A.J.S., V.E.M.), Division of Psychiatry, Royal Edinburgh Hospital (C.G., M.A.H., H.C.W.), and The Queen's Medical Research Institute, Edinburgh BioQuarter (V.E.M.), University of Edinburgh, UK
| | - Sarah E Harris
- From the Lothian Birth Cohorts Group, Department of Psychology (E.L.S.C., S.M.M., S.E.H., M.d.C.V.H., M.A.H., J.M.W., I.J.D., R.E.M., S.R.C.), Centre for Genomic and Experimental Medicine, Institute of Genetics and Cancer (E.L.S.C., A.J.S., R.E.M.), Centre for Clinical Brain Sciences (E.L.S.C., S.M.M., M.d.C.V.H., M.E.B., J.M.W., H.C.W.), UK Dementia Research Institute, Edinburgh Medical School (A.J.S., V.E.M.), Division of Psychiatry, Royal Edinburgh Hospital (C.G., M.A.H., H.C.W.), and The Queen's Medical Research Institute, Edinburgh BioQuarter (V.E.M.), University of Edinburgh, UK
| | - Claire Green
- From the Lothian Birth Cohorts Group, Department of Psychology (E.L.S.C., S.M.M., S.E.H., M.d.C.V.H., M.A.H., J.M.W., I.J.D., R.E.M., S.R.C.), Centre for Genomic and Experimental Medicine, Institute of Genetics and Cancer (E.L.S.C., A.J.S., R.E.M.), Centre for Clinical Brain Sciences (E.L.S.C., S.M.M., M.d.C.V.H., M.E.B., J.M.W., H.C.W.), UK Dementia Research Institute, Edinburgh Medical School (A.J.S., V.E.M.), Division of Psychiatry, Royal Edinburgh Hospital (C.G., M.A.H., H.C.W.), and The Queen's Medical Research Institute, Edinburgh BioQuarter (V.E.M.), University of Edinburgh, UK
| | - Maria Del C Valdés Hernández
- From the Lothian Birth Cohorts Group, Department of Psychology (E.L.S.C., S.M.M., S.E.H., M.d.C.V.H., M.A.H., J.M.W., I.J.D., R.E.M., S.R.C.), Centre for Genomic and Experimental Medicine, Institute of Genetics and Cancer (E.L.S.C., A.J.S., R.E.M.), Centre for Clinical Brain Sciences (E.L.S.C., S.M.M., M.d.C.V.H., M.E.B., J.M.W., H.C.W.), UK Dementia Research Institute, Edinburgh Medical School (A.J.S., V.E.M.), Division of Psychiatry, Royal Edinburgh Hospital (C.G., M.A.H., H.C.W.), and The Queen's Medical Research Institute, Edinburgh BioQuarter (V.E.M.), University of Edinburgh, UK
| | - Mathew A Harris
- From the Lothian Birth Cohorts Group, Department of Psychology (E.L.S.C., S.M.M., S.E.H., M.d.C.V.H., M.A.H., J.M.W., I.J.D., R.E.M., S.R.C.), Centre for Genomic and Experimental Medicine, Institute of Genetics and Cancer (E.L.S.C., A.J.S., R.E.M.), Centre for Clinical Brain Sciences (E.L.S.C., S.M.M., M.d.C.V.H., M.E.B., J.M.W., H.C.W.), UK Dementia Research Institute, Edinburgh Medical School (A.J.S., V.E.M.), Division of Psychiatry, Royal Edinburgh Hospital (C.G., M.A.H., H.C.W.), and The Queen's Medical Research Institute, Edinburgh BioQuarter (V.E.M.), University of Edinburgh, UK
| | - Mark E Bastin
- From the Lothian Birth Cohorts Group, Department of Psychology (E.L.S.C., S.M.M., S.E.H., M.d.C.V.H., M.A.H., J.M.W., I.J.D., R.E.M., S.R.C.), Centre for Genomic and Experimental Medicine, Institute of Genetics and Cancer (E.L.S.C., A.J.S., R.E.M.), Centre for Clinical Brain Sciences (E.L.S.C., S.M.M., M.d.C.V.H., M.E.B., J.M.W., H.C.W.), UK Dementia Research Institute, Edinburgh Medical School (A.J.S., V.E.M.), Division of Psychiatry, Royal Edinburgh Hospital (C.G., M.A.H., H.C.W.), and The Queen's Medical Research Institute, Edinburgh BioQuarter (V.E.M.), University of Edinburgh, UK
| | - Joanna M Wardlaw
- From the Lothian Birth Cohorts Group, Department of Psychology (E.L.S.C., S.M.M., S.E.H., M.d.C.V.H., M.A.H., J.M.W., I.J.D., R.E.M., S.R.C.), Centre for Genomic and Experimental Medicine, Institute of Genetics and Cancer (E.L.S.C., A.J.S., R.E.M.), Centre for Clinical Brain Sciences (E.L.S.C., S.M.M., M.d.C.V.H., M.E.B., J.M.W., H.C.W.), UK Dementia Research Institute, Edinburgh Medical School (A.J.S., V.E.M.), Division of Psychiatry, Royal Edinburgh Hospital (C.G., M.A.H., H.C.W.), and The Queen's Medical Research Institute, Edinburgh BioQuarter (V.E.M.), University of Edinburgh, UK
| | - Ian J Deary
- From the Lothian Birth Cohorts Group, Department of Psychology (E.L.S.C., S.M.M., S.E.H., M.d.C.V.H., M.A.H., J.M.W., I.J.D., R.E.M., S.R.C.), Centre for Genomic and Experimental Medicine, Institute of Genetics and Cancer (E.L.S.C., A.J.S., R.E.M.), Centre for Clinical Brain Sciences (E.L.S.C., S.M.M., M.d.C.V.H., M.E.B., J.M.W., H.C.W.), UK Dementia Research Institute, Edinburgh Medical School (A.J.S., V.E.M.), Division of Psychiatry, Royal Edinburgh Hospital (C.G., M.A.H., H.C.W.), and The Queen's Medical Research Institute, Edinburgh BioQuarter (V.E.M.), University of Edinburgh, UK
| | - Veronique E Miron
- From the Lothian Birth Cohorts Group, Department of Psychology (E.L.S.C., S.M.M., S.E.H., M.d.C.V.H., M.A.H., J.M.W., I.J.D., R.E.M., S.R.C.), Centre for Genomic and Experimental Medicine, Institute of Genetics and Cancer (E.L.S.C., A.J.S., R.E.M.), Centre for Clinical Brain Sciences (E.L.S.C., S.M.M., M.d.C.V.H., M.E.B., J.M.W., H.C.W.), UK Dementia Research Institute, Edinburgh Medical School (A.J.S., V.E.M.), Division of Psychiatry, Royal Edinburgh Hospital (C.G., M.A.H., H.C.W.), and The Queen's Medical Research Institute, Edinburgh BioQuarter (V.E.M.), University of Edinburgh, UK
| | - Heather C Whalley
- From the Lothian Birth Cohorts Group, Department of Psychology (E.L.S.C., S.M.M., S.E.H., M.d.C.V.H., M.A.H., J.M.W., I.J.D., R.E.M., S.R.C.), Centre for Genomic and Experimental Medicine, Institute of Genetics and Cancer (E.L.S.C., A.J.S., R.E.M.), Centre for Clinical Brain Sciences (E.L.S.C., S.M.M., M.d.C.V.H., M.E.B., J.M.W., H.C.W.), UK Dementia Research Institute, Edinburgh Medical School (A.J.S., V.E.M.), Division of Psychiatry, Royal Edinburgh Hospital (C.G., M.A.H., H.C.W.), and The Queen's Medical Research Institute, Edinburgh BioQuarter (V.E.M.), University of Edinburgh, UK
| | - Riccardo E Marioni
- From the Lothian Birth Cohorts Group, Department of Psychology (E.L.S.C., S.M.M., S.E.H., M.d.C.V.H., M.A.H., J.M.W., I.J.D., R.E.M., S.R.C.), Centre for Genomic and Experimental Medicine, Institute of Genetics and Cancer (E.L.S.C., A.J.S., R.E.M.), Centre for Clinical Brain Sciences (E.L.S.C., S.M.M., M.d.C.V.H., M.E.B., J.M.W., H.C.W.), UK Dementia Research Institute, Edinburgh Medical School (A.J.S., V.E.M.), Division of Psychiatry, Royal Edinburgh Hospital (C.G., M.A.H., H.C.W.), and The Queen's Medical Research Institute, Edinburgh BioQuarter (V.E.M.), University of Edinburgh, UK
| | - Simon R Cox
- From the Lothian Birth Cohorts Group, Department of Psychology (E.L.S.C., S.M.M., S.E.H., M.d.C.V.H., M.A.H., J.M.W., I.J.D., R.E.M., S.R.C.), Centre for Genomic and Experimental Medicine, Institute of Genetics and Cancer (E.L.S.C., A.J.S., R.E.M.), Centre for Clinical Brain Sciences (E.L.S.C., S.M.M., M.d.C.V.H., M.E.B., J.M.W., H.C.W.), UK Dementia Research Institute, Edinburgh Medical School (A.J.S., V.E.M.), Division of Psychiatry, Royal Edinburgh Hospital (C.G., M.A.H., H.C.W.), and The Queen's Medical Research Institute, Edinburgh BioQuarter (V.E.M.), University of Edinburgh, UK
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10
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Wei S, Tao J, Xu J, Chen X, Wang Z, Zhang N, Zuo L, Jia Z, Chen H, Sun H, Yan Y, Zhang M, Lv H, Kong F, Duan L, Ma Y, Liao M, Xu L, Feng R, Liu G, Project TEWAS, Jiang Y. Ten Years of EWAS. ADVANCED SCIENCE (WEINHEIM, BADEN-WURTTEMBERG, GERMANY) 2021; 8:e2100727. [PMID: 34382344 PMCID: PMC8529436 DOI: 10.1002/advs.202100727] [Citation(s) in RCA: 10] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 02/22/2021] [Revised: 05/11/2021] [Indexed: 06/13/2023]
Abstract
Epigenome-wide association study (EWAS) has been applied to analyze DNA methylation variation in complex diseases for a decade, and epigenome as a research target has gradually become a hot topic of current studies. The DNA methylation microarrays, next-generation, and third-generation sequencing technologies have prepared a high-quality platform for EWAS. Here, the progress of EWAS research is reviewed, its contributions to clinical applications, and mainly describe the achievements of four typical diseases. Finally, the challenges encountered by EWAS and make bold predictions for its future development are presented.
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Affiliation(s)
- Siyu Wei
- College of Bioinformatics Science and TechnologyHarbin Medical UniversityHarbin150081China
- The EWAS ProjectHarbinChina
| | - Junxian Tao
- College of Bioinformatics Science and TechnologyHarbin Medical UniversityHarbin150081China
- The EWAS ProjectHarbinChina
| | - Jing Xu
- College of Bioinformatics Science and TechnologyHarbin Medical UniversityHarbin150081China
- The EWAS ProjectHarbinChina
| | - Xingyu Chen
- College of Bioinformatics Science and TechnologyHarbin Medical UniversityHarbin150081China
| | - Zhaoyang Wang
- College of Bioinformatics Science and TechnologyHarbin Medical UniversityHarbin150081China
| | - Nan Zhang
- College of Bioinformatics Science and TechnologyHarbin Medical UniversityHarbin150081China
| | - Lijiao Zuo
- College of Bioinformatics Science and TechnologyHarbin Medical UniversityHarbin150081China
| | - Zhe Jia
- College of Bioinformatics Science and TechnologyHarbin Medical UniversityHarbin150081China
| | - Haiyan Chen
- College of Bioinformatics Science and TechnologyHarbin Medical UniversityHarbin150081China
| | - Hongmei Sun
- College of Bioinformatics Science and TechnologyHarbin Medical UniversityHarbin150081China
| | - Yubo Yan
- College of Bioinformatics Science and TechnologyHarbin Medical UniversityHarbin150081China
| | - Mingming Zhang
- College of Bioinformatics Science and TechnologyHarbin Medical UniversityHarbin150081China
| | - Hongchao Lv
- College of Bioinformatics Science and TechnologyHarbin Medical UniversityHarbin150081China
| | - Fanwu Kong
- The EWAS ProjectHarbinChina
- Department of NephrologyThe Second Affiliated HospitalHarbin Medical UniversityHarbin150001China
| | - Lian Duan
- The EWAS ProjectHarbinChina
- The First Affiliated Hospital of Wenzhou Medical UniversityWenzhou325000China
| | - Ye Ma
- College of Bioinformatics Science and TechnologyHarbin Medical UniversityHarbin150081China
- The EWAS ProjectHarbinChina
| | - Mingzhi Liao
- The EWAS ProjectHarbinChina
- College of Life SciencesNorthwest A&F UniversityYanglingShanxi712100China
| | - Liangde Xu
- The EWAS ProjectHarbinChina
- School of Biomedical EngineeringWenzhou Medical UniversityWenzhou325035China
| | - Rennan Feng
- The EWAS ProjectHarbinChina
- Department of Nutrition and Food HygienePublic Health CollegeHarbin Medical UniversityHarbin150081China
| | - Guiyou Liu
- The EWAS ProjectHarbinChina
- Beijing Institute for Brain DisordersCapital Medical UniversityBeijing100069China
| | | | - Yongshuai Jiang
- College of Bioinformatics Science and TechnologyHarbin Medical UniversityHarbin150081China
- The EWAS ProjectHarbinChina
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11
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Silva R, Moran B, Baird AM, O'Rourke CJ, Finn SP, McDermott R, Watson W, Gallagher WM, Brennan DJ, Perry AS. Longitudinal analysis of individual cfDNA methylome patterns in metastatic prostate cancer. Clin Epigenetics 2021; 13:168. [PMID: 34454584 PMCID: PMC8403420 DOI: 10.1186/s13148-021-01155-w] [Citation(s) in RCA: 15] [Impact Index Per Article: 3.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/16/2021] [Accepted: 08/17/2021] [Indexed: 01/27/2023] Open
Abstract
Background Disease progression and therapeutic resistance are hallmarks of advanced stage prostate cancer (PCa), which remains a major cause of cancer-related mortality around the world. Longitudinal studies, coupled with the use of liquid biopsies, offer a potentially new and minimally invasive platform to study the dynamics of tumour progression. Our aim was to investigate the dynamics of personal DNA methylomic profiles of metastatic PCa (mPCa) patients, during disease progression and therapy administration. Results Forty-eight plasma samples from 9 mPCa patients were collected, longitudinally, over 13–21 months. After circulating cell-free DNA (cfDNA) isolation, DNA methylation was profiled using the Infinium MethylationEPIC BeadChip. The top 5% most variable probes across time, within each individual, were utilised to study dynamic methylation patterns during disease progression and therapeutic response. Statistical testing was carried out to identify differentially methylated genes (DMGs) in cfDNA, which were subsequently validated in two independent mPCa (cfDNA and FFPE tissue) cohorts. Individual cfDNA global methylation patterns were temporally stable throughout the disease course. However, a proportion of CpG sites presented a dynamic temporal pattern that was consistent with clinical events, including different therapies, and were prominently associated with genes linked to immune response pathways. Additionally, study of the tumour fraction of cfDNA identified > 2000 DMGs with dynamic methylation patterns. Conclusions Longitudinal assessment of cfDNA methylation in mPCa patients unveiled dynamic patterns associated with disease progression and therapy administration, thus highlighting the potential of using liquid biopsies to study PCa evolution at a methylomic level. ![]()
Supplementary Information The online version contains supplementary material available at 10.1186/s13148-021-01155-w.
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Affiliation(s)
- Romina Silva
- Cancer Biology and Therapeutics Laboratory, UCD Conway Institute of Biomolecular and Biomedical Research, University College Dublin, Dublin, Ireland.,School of Medicine, University College Dublin, Dublin, Ireland.,School of Biology and Environmental Science, Science West, O'Brien Science Centre, University College Dublin, Dublin, Ireland
| | - Bruce Moran
- Department of Pathology, St. Vincent's University Hospital, Dublin, Ireland
| | - Anne-Marie Baird
- Department of Clinical Medicine, Trinity College, Dublin, Ireland
| | - Colm J O'Rourke
- Biotech Research and Innovation Centre, Department of Health and Medical Sciences, University of Copenhagen, Copenhagen, Denmark
| | - Stephen P Finn
- Department of Clinical Medicine, Trinity College, Dublin, Ireland.,Department of Histopathology, St James's Hospital, Dublin, Ireland
| | - Ray McDermott
- Cancer Trials Ireland, Dublin, Ireland.,Department of Medical Oncology, St. Vincent's University Hospital, Dublin, Ireland
| | - William Watson
- School of Medicine, University College Dublin, Dublin, Ireland
| | - William M Gallagher
- Cancer Biology and Therapeutics Laboratory, UCD Conway Institute of Biomolecular and Biomedical Research, University College Dublin, Dublin, Ireland.,School of Biomolecular and Biomedical Science, University College Dublin, Dublin, Ireland
| | - Donal J Brennan
- Cancer Biology and Therapeutics Laboratory, UCD Conway Institute of Biomolecular and Biomedical Research, University College Dublin, Dublin, Ireland.,School of Medicine, University College Dublin, Dublin, Ireland
| | - Antoinette S Perry
- Cancer Biology and Therapeutics Laboratory, UCD Conway Institute of Biomolecular and Biomedical Research, University College Dublin, Dublin, Ireland. .,School of Biology and Environmental Science, Science West, O'Brien Science Centre, University College Dublin, Dublin, Ireland.
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12
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Green C, Shen X, Stevenson AJ, Conole ELS, Harris MA, Barbu MC, Hawkins EL, Adams MJ, Hillary RF, Lawrie SM, Evans KL, Walker RM, Morris SW, Porteous DJ, Wardlaw JM, Steele JD, Waiter GD, Sandu AL, Campbell A, Marioni RE, Cox SR, Cavanagh J, McIntosh AM, Whalley HC. Structural brain correlates of serum and epigenetic markers of inflammation in major depressive disorder. Brain Behav Immun 2021; 92:39-48. [PMID: 33221487 PMCID: PMC7910280 DOI: 10.1016/j.bbi.2020.11.024] [Citation(s) in RCA: 45] [Impact Index Per Article: 11.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 09/04/2020] [Revised: 11/09/2020] [Accepted: 11/17/2020] [Indexed: 02/06/2023] Open
Abstract
Inflammatory processes are implicated in the aetiology of Major Depressive Disorder (MDD); however, the relationship between peripheral inflammation, brain structure and depression remains unclear, partly due to complexities around the use of acute/phasic inflammatory biomarkers. Here, we report the first large-scale study of both serological and methylomic signatures of CRP (considered to represent acute and chronic measures of inflammation respectively) and their associations with depression status/symptoms, and structural neuroimaging phenotypes (T1 and diffusion MRI) in a large community-based sample (Generation Scotland; NMDD cases = 271, Ncontrols = 609). Serum CRP was associated with overall MDD severity, and specifically with current somatic symptoms- general interest (β = 0.145, PFDR = 6 × 10-4) and energy levels (β = 0.101, PFDR = 0.027), along with reduced entorhinal cortex thickness (β = -0.095, PFDR = 0.037). DNAm CRP was significantly associated with reduced global grey matter/cortical volume and widespread reductions in integrity of 16/24 white matter tracts (with greatest regional effects in the external and internal capsules, βFA= -0.12 to -0.14). In general, the methylation-based measures showed stronger associations with imaging metrics than serum-based CRP measures (βaverage = -0.15 versus βaverage = 0.01 respectively). These findings provide evidence for central effects of peripheral inflammation from both serological and epigenetic markers of inflammation, including in brain regions previously implicated in depression. This suggests that these imaging measures may be involved in the relationship between peripheral inflammation and somatic/depressive symptoms. Notably, greater effects on brain morphology were seen for methylation-based rather than serum-based measures of inflammation, indicating the importance of such measures for future studies.
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Affiliation(s)
- Claire Green
- Division of Psychiatry, University of Edinburgh, Edinburgh, UK.
| | - Xueyi Shen
- Division of Psychiatry, University of Edinburgh, Edinburgh, UK
| | - Anna J Stevenson
- Centre for Genomic and Experimental Medicine, Institute of Genetics and Molecular Medicine, University of Edinburgh, Edinburgh, UK; UK Dementia Research Institute, Edinburgh Medical School, University of Edinburgh, Edinburgh, UK
| | - Eleanor L S Conole
- Centre for Genomic and Experimental Medicine, Institute of Genetics and Molecular Medicine, University of Edinburgh, Edinburgh, UK; Lothian Birth Cohorts Group, University of Edinburgh, Edinburgh, UK
| | - Mathew A Harris
- Division of Psychiatry, University of Edinburgh, Edinburgh, UK
| | - Miruna C Barbu
- Division of Psychiatry, University of Edinburgh, Edinburgh, UK
| | - Emma L Hawkins
- Division of Psychiatry, University of Edinburgh, Edinburgh, UK
| | - Mark J Adams
- Division of Psychiatry, University of Edinburgh, Edinburgh, UK
| | - Robert F Hillary
- Centre for Genomic and Experimental Medicine, Institute of Genetics and Molecular Medicine, University of Edinburgh, Edinburgh, UK
| | | | - Kathryn L Evans
- Centre for Genomic and Experimental Medicine, Institute of Genetics and Molecular Medicine, University of Edinburgh, Edinburgh, UK
| | - Rosie M Walker
- Centre for Genomic and Experimental Medicine, Institute of Genetics and Molecular Medicine, University of Edinburgh, Edinburgh, UK; Centre for Clinical Brain Sciences, University of Edinburgh, Edinburgh, UK
| | - Stewart W Morris
- Centre for Genomic and Experimental Medicine, Institute of Genetics and Molecular Medicine, University of Edinburgh, Edinburgh, UK
| | - David J Porteous
- Centre for Genomic and Experimental Medicine, Institute of Genetics and Molecular Medicine, University of Edinburgh, Edinburgh, UK; Centre for Cognitive Ageing and Cognitive Epidemiology, Department of Psychology, University of Edinburgh, Edinburgh, UK
| | - Joanna M Wardlaw
- UK Dementia Research Institute, Edinburgh Medical School, University of Edinburgh, Edinburgh, UK; Centre for Cognitive Ageing and Cognitive Epidemiology, Department of Psychology, University of Edinburgh, Edinburgh, UK; Centre for Clinical Brain Sciences, University of Edinburgh, Edinburgh, UK
| | - J Douglas Steele
- Division of Imaging Science and Technology, School of Medicine, University of Dundee, Dundee, UK
| | - Gordon D Waiter
- Aberdeen Biomedical Imaging Centre, Institute of Medical Sciences, University of Aberdeen, Aberdeen, UK
| | - Anca-Larisa Sandu
- Aberdeen Biomedical Imaging Centre, Institute of Medical Sciences, University of Aberdeen, Aberdeen, UK
| | - Archie Campbell
- Centre for Genomic and Experimental Medicine, Institute of Genetics and Molecular Medicine, University of Edinburgh, Edinburgh, UK
| | - Riccardo E Marioni
- Centre for Genomic and Experimental Medicine, Institute of Genetics and Molecular Medicine, University of Edinburgh, Edinburgh, UK
| | - Simon R Cox
- Lothian Birth Cohorts Group, University of Edinburgh, Edinburgh, UK
| | - Jonathan Cavanagh
- Institute of Infection, Immunity & Inflammation, College of Medical and Veterinary Life Sciences, University of Glasgow, Glasgow, UK; Institute of Health and Wellbeing, College of Medical and Veterinary Life Sciences, University of Glasgow, Glasgow, UK
| | - Andrew M McIntosh
- Division of Psychiatry, University of Edinburgh, Edinburgh, UK; Centre for Genomic and Experimental Medicine, Institute of Genetics and Molecular Medicine, University of Edinburgh, Edinburgh, UK
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13
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Emi T, Rivera LM, Tripathi VC, Yano N, Ragavendran A, Wallace J, Fedulov AV. Transcriptomic and epigenomic effects of insoluble particles on J774 macrophages. Epigenetics 2020; 16:1053-1070. [PMID: 33054565 DOI: 10.1080/15592294.2020.1834925] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [Abstract] [Key Words] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/14/2022] Open
Abstract
Here we report epigenomic and transcriptomic changes in a prototypical J774 macrophage after engulfing talc or titanium dioxide particles in presence of estrogen. Macrophages are the first immune cells to engage and clear particles of various nature. A novel paradigm is emerging, that exposure to so-called 'inert' particulates that are considered innocuous is not really free of consequences. We hypothesized that especially the insoluble, non-digestible particles that do not release a known hazardous chemical can be underappreciated agents acting to affect the regulation inside macrophages upon phagocytosis. We performed gene chip microarray profiling and found that talc alone, and especially with oestrogen, has induced a substantially more prominent gene expression change than titanium dioxide; the affected genes were involved in pathways of cell proliferation, immune response and regulation, and, unexpectedly, enzymes and proteins of epigenetic regulation. We therefore tested the DNA methylation profiles of these cells via epigenome-wide bisulphite sequencing and found vast epigenetic changes in hundreds of loci, remarkably after a very short exposure to particles; ELISA assay for methylcytosine levels determined the particles induced an overall decrease in DNA methylation. We found a few loci where both the transcriptional changes and epigenetic changes occurred in the pathways involving immune and inflammatory signalling. Some transcriptomic and epigenomic changes were shared between talc and titanium dioxide, however, it is especially interesting that each of the two particles of similar size and insoluble nature has also induced a specific pattern of gene expression and DNA methylation changes which we report here.
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Affiliation(s)
- T Emi
- Alpert Medical School of Brown University. Department of Surgery, Division of Surgical Research, Rhode Island Hospital. Providence, RI, USA
| | - L M Rivera
- Alpert Medical School of Brown University. Department of Surgery, Division of Surgical Research, Rhode Island Hospital. Providence, RI, USA.,Department of Biology, University of Puerto Rico, San Juan, Puerto Rico
| | - V C Tripathi
- Alpert Medical School of Brown University. Department of Surgery, Division of Surgical Research, Rhode Island Hospital. Providence, RI, USA
| | - N Yano
- Alpert Medical School of Brown University. Department of Surgery, Division of Surgical Research, Rhode Island Hospital. Providence, RI, USA
| | - A Ragavendran
- Computational Biology Core, COBRE Center for Computational Biology of Human Disease, Brown University, Providence, RI, USA
| | - J Wallace
- Computational Biology Core, COBRE Center for Computational Biology of Human Disease, Brown University, Providence, RI, USA
| | - Alexey V Fedulov
- Alpert Medical School of Brown University. Department of Surgery, Division of Surgical Research, Rhode Island Hospital. Providence, RI, USA
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14
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Silva IR, Francisco LFV, Bernardo C, Oliveira MA, Barbosa F, Silveira HCS. DNA methylation changes in promoter region of CDKN2A gene in workers exposed in construction environment. Biomarkers 2020; 25:594-602. [PMID: 32875942 DOI: 10.1080/1354750x.2020.1817981] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/03/2023]
Abstract
PURPOSE Construction workers are exposed to a mixture of substances in the workplace considered carcinogenic. This study aimed to characterise gene-specific changes in DNA methylation over the workweek in this population as this type of environmental exposure has not been studied extensively. MATERIALS AND METHODS We evaluated their DNA methylation in 4 gene-promoter regions (CDKN2A, RASSF1A, MLH1 and APC) and 2 repeat elements (ALU and LINE-1) in blood samples obtained on the first and fifth day of the same workweek of a group of 39 male construction workers. DNA methylation was measured by bisulphite-PCR-Pyrosequencing. We also measured the levels of trace elements in the whole blood by ICP-MS. RESULTS Only the CDKN2A gene had significant differences in the average methylation level between the first and fifth day of the workweek. We also observed that the levels of Cu, Pb, Se, Mn, and Ti decreased during the fifth day of exposure, and only lead, titanium and copper showed a low significant correlation with the methylation level mean for three specific CpG sites of the CDKN2A. CONCLUSIONS In summary, the data suggest that altered levels of CDKN2A methylation in construction workers may be a potential biomarker of recent exposure in this environment.
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Affiliation(s)
| | | | - Cassia Bernardo
- Molecular Oncology Research Center, Barretos Cancer Hospital, São Paulo, Brazil
| | | | - Fernando Barbosa
- School of Pharmaceutical Sciences of Ribeirão Preto, University of São Paulo, São Paulo, Brazil
| | - Henrique César Santejo Silveira
- Molecular Oncology Research Center, Barretos Cancer Hospital, São Paulo, Brazil.,University of Cuiabá, Mato Grosso, Cuiabá, 78008-000, Brazil Cuiabá
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15
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Stevenson AJ, McCartney DL, Hillary RF, Campbell A, Morris SW, Bermingham ML, Walker RM, Evans KL, Boutin TS, Hayward C, McRae AF, McColl BW, Spires-Jones TL, McIntosh AM, Deary IJ, Marioni RE. Characterisation of an inflammation-related epigenetic score and its association with cognitive ability. Clin Epigenetics 2020; 12:113. [PMID: 32718350 PMCID: PMC7385981 DOI: 10.1186/s13148-020-00903-8] [Citation(s) in RCA: 40] [Impact Index Per Article: 8.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/25/2020] [Accepted: 07/09/2020] [Indexed: 01/08/2023] Open
Abstract
BACKGROUND Chronic systemic inflammation has been associated with incident dementia, but its association with age-related cognitive decline is less clear. The acute responses of many inflammatory biomarkers mean they may provide an unreliable picture of the chronicity of inflammation. Recently, a large-scale epigenome-wide association study identified DNA methylation correlates of C-reactive protein (CRP)-a widely used acute-phase inflammatory biomarker. DNA methylation is thought to be relatively stable in the short term, marking it as a potentially useful signature of exposure. METHODS We utilise a DNA methylation-based score for CRP and investigate its trajectories with age, and associations with cognitive ability in comparison with serum CRP and a genetic CRP score in a longitudinal study of older adults (n = 889) and a large, cross-sectional cohort (n = 7028). RESULTS We identified no homogeneous trajectories of serum CRP with age across the cohorts, whereas the epigenetic CRP score was consistently found to increase with age (standardised β = 0.07 and 0.01) and to do so more rapidly in males compared to females. Additionally, the epigenetic CRP score had higher test-retest reliability compared to serum CRP, indicating its enhanced temporal stability. Higher serum CRP was not found to be associated with poorer cognitive ability (standardised β = - 0.08 and - 0.05); however, a consistent negative association was identified between cognitive ability and the epigenetic CRP score in both cohorts (standardised β = - 0.15 and - 0.08). CONCLUSIONS An epigenetic proxy of CRP may provide a more reliable signature of chronic inflammation, allowing for more accurate stratification of individuals, and thus clearer inference of associations with incident health outcomes.
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Affiliation(s)
- Anna J Stevenson
- Centre for Genomic and Experimental Medicine, Institute of Genetics and Molecular Medicine, University of Edinburgh, Edinburgh, EH4 2XU, UK.,UK Dementia Research Institute, Edinburgh Medical School, University of Edinburgh, Edinburgh, UK.,Centre for Discovery Brain Sciences, University of Edinburgh, Edinburgh, UK
| | - Daniel L McCartney
- Centre for Genomic and Experimental Medicine, Institute of Genetics and Molecular Medicine, University of Edinburgh, Edinburgh, EH4 2XU, UK
| | - Robert F Hillary
- Centre for Genomic and Experimental Medicine, Institute of Genetics and Molecular Medicine, University of Edinburgh, Edinburgh, EH4 2XU, UK
| | - Archie Campbell
- Centre for Genomic and Experimental Medicine, Institute of Genetics and Molecular Medicine, University of Edinburgh, Edinburgh, EH4 2XU, UK
| | - Stewart W Morris
- Centre for Genomic and Experimental Medicine, Institute of Genetics and Molecular Medicine, University of Edinburgh, Edinburgh, EH4 2XU, UK
| | - Mairead L Bermingham
- Centre for Genomic and Experimental Medicine, Institute of Genetics and Molecular Medicine, University of Edinburgh, Edinburgh, EH4 2XU, UK
| | - Rosie M Walker
- Centre for Genomic and Experimental Medicine, Institute of Genetics and Molecular Medicine, University of Edinburgh, Edinburgh, EH4 2XU, UK.,Lothian Birth Cohorts, University of Edinburgh, Edinburgh, EH8 9JZ, UK
| | - Kathryn L Evans
- Centre for Genomic and Experimental Medicine, Institute of Genetics and Molecular Medicine, University of Edinburgh, Edinburgh, EH4 2XU, UK.,Lothian Birth Cohorts, University of Edinburgh, Edinburgh, EH8 9JZ, UK
| | - Thibaud S Boutin
- Medical Research Council Human Genetics Unit, Institute of Genetics and Molecular Medicine, Western General Hospital, University of Edinburgh, Edinburgh, EH4 2XU, UK
| | - Caroline Hayward
- Medical Research Council Human Genetics Unit, Institute of Genetics and Molecular Medicine, Western General Hospital, University of Edinburgh, Edinburgh, EH4 2XU, UK
| | - Allan F McRae
- Institute for Molecular Bioscience, University of Queensland, Brisbane, QLD, Australia
| | - Barry W McColl
- UK Dementia Research Institute, Edinburgh Medical School, University of Edinburgh, Edinburgh, UK.,Centre for Discovery Brain Sciences, University of Edinburgh, Edinburgh, UK
| | - Tara L Spires-Jones
- UK Dementia Research Institute, Edinburgh Medical School, University of Edinburgh, Edinburgh, UK.,Centre for Discovery Brain Sciences, University of Edinburgh, Edinburgh, UK
| | - Andrew M McIntosh
- Centre for Genomic and Experimental Medicine, Institute of Genetics and Molecular Medicine, University of Edinburgh, Edinburgh, EH4 2XU, UK.,Division of Psychiatry, Royal Edinburgh Hospital, University of Edinburgh, Edinburgh, EH10 5HF, UK
| | - Ian J Deary
- Lothian Birth Cohorts, University of Edinburgh, Edinburgh, EH8 9JZ, UK.,Department of Psychology, University of Edinburgh, Edinburgh, EH8 9JZ, UK
| | - Riccardo E Marioni
- Centre for Genomic and Experimental Medicine, Institute of Genetics and Molecular Medicine, University of Edinburgh, Edinburgh, EH4 2XU, UK. .,Lothian Birth Cohorts, University of Edinburgh, Edinburgh, EH8 9JZ, UK.
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16
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Inter-laboratory adaption of age estimation models by DNA methylation analysis—problems and solutions. Int J Legal Med 2020; 134:953-961. [DOI: 10.1007/s00414-020-02263-7] [Citation(s) in RCA: 11] [Impact Index Per Article: 2.2] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/16/2019] [Accepted: 01/31/2020] [Indexed: 12/24/2022]
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17
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Comes AL, Czamara D, Adorjan K, Anderson-Schmidt H, Andlauer TFM, Budde M, Gade K, Hake M, Kalman JL, Papiol S, Reich-Erkelenz D, Klöhn-Saghatolislam F, Schaupp SK, Schulte EC, Senner F, Juckel G, Schmauß M, Zimmermann J, Reimer J, Reininghaus E, Anghelescu IG, Konrad C, Thiel A, Figge C, von Hagen M, Koller M, Dietrich DE, Stierl S, Scherk H, Witt SH, Sivalingam S, Degenhardt F, Forstner AJ, Rietschel M, Nöthen MM, Wiltfang J, Falkai P, Schulze TG, Heilbronner U. The role of environmental stress and DNA methylation in the longitudinal course of bipolar disorder. Int J Bipolar Disord 2020; 8:9. [PMID: 32048126 PMCID: PMC7013010 DOI: 10.1186/s40345-019-0176-6] [Citation(s) in RCA: 9] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 09/25/2019] [Accepted: 12/18/2019] [Indexed: 02/06/2023] Open
Abstract
BACKGROUND Stressful life events influence the course of affective disorders, however, the mechanisms by which they bring about phenotypic change are not entirely known. METHODS We explored the role of DNA methylation in response to recent stressful life events in a cohort of bipolar patients from the longitudinal PsyCourse study (n = 96). Peripheral blood DNA methylomes were profiled at two time points for over 850,000 methylation sites. The association between impact ratings of stressful life events and DNA methylation was assessed, first by interrogating methylation sites in the vicinity of candidate genes previously implicated in the stress response and, second, by conducting an exploratory epigenome-wide association analysis. Third, the association between epigenetic aging and change in stress and symptom measures over time was investigated. RESULTS Investigation of methylation signatures over time revealed just over half of the CpG sites tested had an absolute difference in methylation of at least 1% over a 1-year period. Although not a single CpG site withstood correction for multiple testing, methylation at one site (cg15212455) was suggestively associated with stressful life events (p < 1.0 × 10-5). Epigenetic aging over a 1-year period was not associated with changes in stress or symptom measures. CONCLUSIONS To the best of our knowledge, our study is the first to investigate epigenome-wide methylation across time in bipolar patients and in relation to recent, non-traumatic stressful life events. Limited and inconclusive evidence warrants future longitudinal investigations in larger samples of well-characterized bipolar patients to give a complete picture regarding the role of DNA methylation in the course of bipolar disorder.
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Affiliation(s)
- Ashley L Comes
- Institute of Psychiatric Phenomics and Genomics, University Hospital, LMU Munich, Nussbaumstrasse 7, 80336, Munich, Germany. .,International Max Planck Research School for Translational Psychiatry (IMPRS-TP), 80804, Munich, Germany.
| | - Darina Czamara
- Department of Translational Research in Psychiatry, Max Planck Institute of Psychiatry, 80804, Munich, Germany
| | - Kristina Adorjan
- Institute of Psychiatric Phenomics and Genomics, University Hospital, LMU Munich, Nussbaumstrasse 7, 80336, Munich, Germany.,Department of Psychiatry and Psychotherapy, University Hospital, LMU Munich, 80336, Munich, Germany
| | - Heike Anderson-Schmidt
- Institute of Psychiatric Phenomics and Genomics, University Hospital, LMU Munich, Nussbaumstrasse 7, 80336, Munich, Germany.,Department of Psychiatry and Psychotherapy, University Medical Center Göttingen, 37075, Göttingen, Germany
| | - Till F M Andlauer
- Department of Translational Research in Psychiatry, Max Planck Institute of Psychiatry, 80804, Munich, Germany.,Department of Neurology, Klinikum rechts der Isar, School of Medicine, Technical University of Munich, 81675, Munich, Germany
| | - Monika Budde
- Institute of Psychiatric Phenomics and Genomics, University Hospital, LMU Munich, Nussbaumstrasse 7, 80336, Munich, Germany
| | - Katrin Gade
- Department of Psychiatry and Psychotherapy, University Medical Center Göttingen, 37075, Göttingen, Germany
| | - Maria Hake
- Institute of Psychiatric Phenomics and Genomics, University Hospital, LMU Munich, Nussbaumstrasse 7, 80336, Munich, Germany
| | - Janos L Kalman
- Institute of Psychiatric Phenomics and Genomics, University Hospital, LMU Munich, Nussbaumstrasse 7, 80336, Munich, Germany.,International Max Planck Research School for Translational Psychiatry (IMPRS-TP), 80804, Munich, Germany.,Department of Psychiatry and Psychotherapy, University Hospital, LMU Munich, 80336, Munich, Germany
| | - Sergi Papiol
- Institute of Psychiatric Phenomics and Genomics, University Hospital, LMU Munich, Nussbaumstrasse 7, 80336, Munich, Germany.,Department of Psychiatry and Psychotherapy, University Hospital, LMU Munich, 80336, Munich, Germany
| | - Daniela Reich-Erkelenz
- Institute of Psychiatric Phenomics and Genomics, University Hospital, LMU Munich, Nussbaumstrasse 7, 80336, Munich, Germany
| | - Farah Klöhn-Saghatolislam
- Institute of Psychiatric Phenomics and Genomics, University Hospital, LMU Munich, Nussbaumstrasse 7, 80336, Munich, Germany.,Department of Psychiatry and Psychotherapy, University Hospital, LMU Munich, 80336, Munich, Germany
| | - Sabrina K Schaupp
- Institute of Psychiatric Phenomics and Genomics, University Hospital, LMU Munich, Nussbaumstrasse 7, 80336, Munich, Germany
| | - Eva C Schulte
- Institute of Psychiatric Phenomics and Genomics, University Hospital, LMU Munich, Nussbaumstrasse 7, 80336, Munich, Germany.,Department of Psychiatry and Psychotherapy, University Hospital, LMU Munich, 80336, Munich, Germany
| | - Fanny Senner
- Institute of Psychiatric Phenomics and Genomics, University Hospital, LMU Munich, Nussbaumstrasse 7, 80336, Munich, Germany.,Department of Psychiatry and Psychotherapy, University Hospital, LMU Munich, 80336, Munich, Germany
| | - Georg Juckel
- Department of Psychiatry, Ruhr University Bochum, LWL University Hospital, 44791, Bochum, Germany
| | - Max Schmauß
- Department of Psychiatry and Psychotherapy, Bezirkskrankenhaus Augsburg, University of Augsburg, 86156, Augsburg, Germany
| | - Jörg Zimmermann
- Psychiatrieverbund Oldenburger Land gGmbH, Karl-Jaspers-Klinik, 26160, Bad Zwischenahn, Germany
| | - Jens Reimer
- Department of Psychiatry and Psychotherapy, University Medical Center Hamburg-Eppendorf, 20246, Hamburg, Germany
| | - Eva Reininghaus
- Department of Psychiatry and Psychotherapeutic Medicine, Research Unit for Bipolar Affective Disorder, Medical University of Graz, 8036, Graz, Austria
| | | | - Carsten Konrad
- Department of Psychiatry and Psychotherapy, Agaplesion Diakonieklinikum, 27356, Rotenburg, Germany
| | - Andreas Thiel
- Department of Psychiatry and Psychotherapy, Agaplesion Diakonieklinikum, 27356, Rotenburg, Germany
| | - Christian Figge
- Karl-Jaspers Clinic, European Medical School Oldenburg-Groningen, 26160, Oldenburg, Germany
| | - Martin von Hagen
- Clinic for Psychiatry and Psychotherapy, Clinical Center Werra-Meißner, 37269, Eschwege, Germany
| | - Manfred Koller
- Asklepios Specialized Hospital, 37081, Göttingen, Germany
| | - Detlef E Dietrich
- AMEOS Clinical Center Hildesheim, 31135, Hildesheim, Germany.,Center für Systems Neuroscience (ZSN) Hannover, 30559, Hannover, Germany.,Department of Psychiatry, Medical School of Hannover, 30625, Hannover, Germany
| | | | - Harald Scherk
- AMEOS Clinical Center Osnabrück, 49088, Osnabrück, Germany
| | - Stephanie H Witt
- Department of Genetic Epidemiology in Psychiatry, Central Institute of Mental Health, Medical Faculty Mannheim, University of Heidelberg, 68159, Mannheim, Germany
| | - Sugirthan Sivalingam
- Institute of Human Genetics, University of Bonn, School of Medicine & University Hospital Bonn, 53127, Bonn, Germany
| | - Franziska Degenhardt
- Institute of Human Genetics, University of Bonn, School of Medicine & University Hospital Bonn, 53127, Bonn, Germany
| | - Andreas J Forstner
- Institute of Human Genetics, University of Bonn, School of Medicine & University Hospital Bonn, 53127, Bonn, Germany.,Center for Human Genetics, University of Marburg, 35033, Marburg, Germany.,Department of Biomedicine, University of Basel, 4031, Basel, Switzerland.,Department of Psychiatry (UPK), University of Basel, 4002, Basel, Switzerland
| | - Marcella Rietschel
- Department of Genetic Epidemiology in Psychiatry, Central Institute of Mental Health, Medical Faculty Mannheim, University of Heidelberg, 68159, Mannheim, Germany
| | - Markus M Nöthen
- Institute of Human Genetics, University of Bonn, School of Medicine & University Hospital Bonn, 53127, Bonn, Germany
| | - Jens Wiltfang
- Department of Psychiatry and Psychotherapy, University Medical Center Göttingen, 37075, Göttingen, Germany.,German Center for Neurodegenerative Diseases (DZNE), 37075, Göttingen, Germany.,iBiMED, Medical Sciences Department, University of Aveiro, 3810-193, Aveiro, Portugal
| | - Peter Falkai
- Department of Psychiatry and Psychotherapy, University Hospital, LMU Munich, 80336, Munich, Germany
| | - Thomas G Schulze
- Institute of Psychiatric Phenomics and Genomics, University Hospital, LMU Munich, Nussbaumstrasse 7, 80336, Munich, Germany.,Department of Psychiatry and Psychotherapy, University Hospital, LMU Munich, 80336, Munich, Germany
| | - Urs Heilbronner
- Institute of Psychiatric Phenomics and Genomics, University Hospital, LMU Munich, Nussbaumstrasse 7, 80336, Munich, Germany
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18
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Polli A, Ickmans K, Godderis L, Nijs J. When Environment Meets Genetics: A Clinical Review of the Epigenetics of Pain, Psychological Factors, and Physical Activity. Arch Phys Med Rehabil 2019; 100:1153-1161. [DOI: 10.1016/j.apmr.2018.09.118] [Citation(s) in RCA: 18] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/17/2018] [Revised: 09/14/2018] [Accepted: 09/18/2018] [Indexed: 02/06/2023]
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19
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Zaimi I, Pei D, Koestler DC, Marsit CJ, De Vivo I, Tworoger SS, Shields AE, Kelsey KT, Michaud DS. Variation in DNA methylation of human blood over a 1-year period using the Illumina MethylationEPIC array. Epigenetics 2018; 13:1056-1071. [PMID: 30270718 PMCID: PMC6342169 DOI: 10.1080/15592294.2018.1530008] [Citation(s) in RCA: 34] [Impact Index Per Article: 4.9] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/13/2018] [Revised: 08/02/2018] [Accepted: 09/22/2018] [Indexed: 12/29/2022] Open
Abstract
Assessing DNA methylation profiles in human blood has become a major focus of epidemiologic inquiry. Understanding variability in CpG-specific DNA methylation over moderate periods of time is a critical first step in identifying CpG sites that are candidates for DNA methylation-based etiologic, diagnostic and prognostic predictors of pathogenesis. Using the Illumina MethylationEPIC [850K] BeadArray, DNA methylation was profiled in paired whole blood samples collected approximately 1 year apart from 35 healthy women enrolled in the Nurses Study II cohort. The median intraclass correlation coefficient (ICC) across all CpG loci was 0.19 [Interquartile Range (IQR) 0.00-0.50]; 74.8% of ICCs were in the low range (0-0.5), 16.9% in the mid-range of ICCs (0.5-0.8), and 8.3% in the high-range of ICCs (0.8-1). ICCs were similar for CpG probes on the 450K Illumina array (median 0.17) and the new probes added to the 850K array (median 0.21). ICCs for CpG loci on the sex chromosomes and known metastable epialleles were high (median 0.71, 0.97, respectively), and ICCs among methylation quantitative trait loci (mQTL) CpGs were significantly higher as compared to non-mQTL CpGs (median 0.73, 0.16, respectively, P < 2 × 10-16). We observed wide variation in DNA methylation stability over a 1-year period. Probes considered non-stable, due to substantial variation over a moderate period of time and with minimal variability across individuals could be removed in large epidemiological studies. Moreover, adjusting for technical variation that arises from using high-dimensional arrays is critical.
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Affiliation(s)
- Ina Zaimi
- a Department of Public Health & Community Medicine, Tufts University School of Medicine , Tufts University , Boston , USA
| | - Dong Pei
- b Department of Biostatistics , University of Kansas Medical Center , Kansas City , USA
- c University of Kansas Cancer Center , The University of Kansas Medical Center , Kansas City , USA
| | - Devin C Koestler
- b Department of Biostatistics , University of Kansas Medical Center , Kansas City , USA
- c University of Kansas Cancer Center , The University of Kansas Medical Center , Kansas City , USA
| | - Carmen J Marsit
- d Department of Environmental Health and Department of Epidemiology, Rollins School of Public Health , Emory University , Atlanta , USA
| | - Immaculata De Vivo
- e Channing Division of Network Medicine, Department of Medicine , Brigham and Women's Hospital and Harvard Medical School , Boston , USA
| | - Shelley S Tworoger
- f Department of Cancer Epidemiology , Moffitt Cancer Center , Tampa , USA
- g Department of Epidemiology , Harvard T.H. Chan School of Public Health , Boston , USA
| | - Alexandra E Shields
- h Department of Medicine , Harvard Medical School , Boston , MA , USA
- k Harvard/MGH Center on Genomics, Vulnerable Populations, and Health Disparities , Massachusetts General Hospital , Boston , MA , USA
| | - Karl T Kelsey
- i Department of Epidemiology , Brown University , Providence , USA
- j Department of Pathology and Laboratory Medicine , Brown University , Providence , USA
| | - Dominique S Michaud
- a Department of Public Health & Community Medicine, Tufts University School of Medicine , Tufts University , Boston , USA
- i Department of Epidemiology , Brown University , Providence , USA
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20
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Heo HJ, Tozour JN, Delahaye F, Zhao Y, Cui L, Barzilai N, Einstein FH. Advanced aging phenotype is revealed by epigenetic modifications in rat liver after in utero malnutrition. Aging Cell 2016; 15:964-72. [PMID: 27470058 PMCID: PMC5013021 DOI: 10.1111/acel.12505] [Citation(s) in RCA: 17] [Impact Index Per Article: 1.9] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 06/21/2016] [Indexed: 02/06/2023] Open
Abstract
Adverse environmental exposures of mothers during fetal period predispose offspring to a range of age-related diseases earlier in life. Here, we set to determine whether a deregulated epigenetic pattern is similar in young animals whose mothers' nutrition was modulated during fetal growth to that acquired during normal aging in animals. Using a rodent model of maternal undernutrition (UN) or overnutrition (ON), we examined cytosine methylation profiles of liver from young female offspring and compared them to age-matched young controls and aged (20-month-old) animals. HELP-tagging, a genomewide restriction enzyme and sequencing assay demonstrates that fetal exposure to two different maternal diets is associated with nonrandom dysregulation of methylation levels with profiles similar to those seen in normal aging animals and occur in regions mapped to genes relevant to metabolic diseases and aging. Functional consequences were assessed by gene expression at 9 weeks old with more significant changes at 6 months of age. Early developmental exposures to unfavorable maternal diets result in altered methylation profiles and transcriptional dysregulation in Prkcb, Pc, Ncor2, and Smad3 that is also seen with normal aging. These Notch pathway and lipogenesis genes may be useful for prediction of later susceptibility to chronic disease.
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Affiliation(s)
- Hye J. Heo
- Department of Obstetrics & Gynecology and Women's Health Albert Einstein College of Medicine 1300 Morris Park Ave Bronx NY 10461 USA
| | - Jessica N. Tozour
- Department of Genetics Albert Einstein College of Medicine 1300 Morris Park Ave Bronx NY 10461 USA
| | - Fabien Delahaye
- Department of Obstetrics & Gynecology and Women's Health Albert Einstein College of Medicine 1300 Morris Park Ave Bronx NY 10461 USA
- Department of Genetics Albert Einstein College of Medicine 1300 Morris Park Ave Bronx NY 10461 USA
| | - Yongmei Zhao
- Department of Obstetrics & Gynecology and Women's Health Albert Einstein College of Medicine 1300 Morris Park Ave Bronx NY 10461 USA
| | - Lingguang Cui
- Department of Obstetrics & Gynecology and Women's Health Albert Einstein College of Medicine 1300 Morris Park Ave Bronx NY 10461 USA
| | - Nir Barzilai
- Department of Genetics Albert Einstein College of Medicine 1300 Morris Park Ave Bronx NY 10461 USA
- Department of Medicine Albert Einstein College of Medicine 1300 Morris Park Ave Bronx NY 10461 USA
| | - Francine Hughes Einstein
- Department of Obstetrics & Gynecology and Women's Health Albert Einstein College of Medicine 1300 Morris Park Ave Bronx NY 10461 USA
- Department of Medicine Albert Einstein College of Medicine 1300 Morris Park Ave Bronx NY 10461 USA
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21
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Tyrka AR, Parade SH, Welch ES, Ridout KK, Price LH, Marsit C, Philip NS, Carpenter LL. Methylation of the leukocyte glucocorticoid receptor gene promoter in adults: associations with early adversity and depressive, anxiety and substance-use disorders. Transl Psychiatry 2016; 6:e848. [PMID: 27378548 PMCID: PMC4969762 DOI: 10.1038/tp.2016.112] [Citation(s) in RCA: 89] [Impact Index Per Article: 9.9] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 10/25/2015] [Revised: 04/21/2016] [Accepted: 04/24/2016] [Indexed: 12/24/2022] Open
Abstract
Early adversity increases risk for developing psychopathology. Epigenetic modification of stress reactivity genes is a likely mechanism contributing to this risk. The glucocorticoid receptor (GR) gene is of particular interest because of the regulatory role of the GR in hypothalamic-pituitary-adrenal (HPA) axis function. Mounting evidence suggests that early adversity is associated with GR promoter methylation and gene expression. Few studies have examined links between GR promoter methylation and psychopathology, and findings to date have been mixed. Healthy adult participants (N=340) who were free of psychotropic medications reported on their childhood experiences of maltreatment and parental death and desertion. Lifetime depressive and anxiety disorders and past substance-use disorders were assessed using the Structured Clinical Interview for the Diagnostic and Statistical Manual of Mental Disorders, Fourth Edition. Methylation of exon 1F of the GR gene (NR3C1) was examined in leukocyte DNA via pyrosequencing. On a separate day, a subset of the participants (n=231) completed the dexamethasone/corticotropin-releasing hormone (Dex/CRH) test. Childhood adversity and a history of past substance-use disorder and current or past depressive or anxiety disorders were associated with lower levels of NR3C1 promoter methylation across the region as a whole and at individual CpG sites (P<0.05). The number of adversities was negatively associated with NR3C1 methylation in participants with no lifetime disorder (P=0.018), but not in those with a lifetime disorder. GR promoter methylation was linked to altered cortisol responses to the Dex/CRH test (P<0.05). This study presents evidence of reduced methylation of NR3C1 in association with childhood maltreatment and depressive, anxiety and substance-use disorders in adults. This finding stands in contrast to our prior work, but is consistent with emerging findings, suggesting complexity in the regulation of this gene.
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Affiliation(s)
- A R Tyrka
- Mood Disorders Research Program and Laboratory for Clinical and Translational Neuroscience, Butler Hospital, Providence, RI, USA
- Department of Psychiatry and Human Behavior, Alpert Medical School of Brown University, Providence, RI, USA
| | - S H Parade
- Department of Psychiatry and Human Behavior, Alpert Medical School of Brown University, Providence, RI, USA
- Bradley/Hasbro Children's Research Center, E. P. Bradley Hospital, East Providence, RI, USA
| | - E S Welch
- Mood Disorders Research Program and Laboratory for Clinical and Translational Neuroscience, Butler Hospital, Providence, RI, USA
| | - K K Ridout
- Mood Disorders Research Program and Laboratory for Clinical and Translational Neuroscience, Butler Hospital, Providence, RI, USA
- Department of Psychiatry and Human Behavior, Alpert Medical School of Brown University, Providence, RI, USA
| | - L H Price
- Mood Disorders Research Program and Laboratory for Clinical and Translational Neuroscience, Butler Hospital, Providence, RI, USA
- Department of Psychiatry and Human Behavior, Alpert Medical School of Brown University, Providence, RI, USA
| | - C Marsit
- Department of Pharmacology and Toxicology, Geisel School of Medicine at Dartmouth, Hanover, NH, USA
- Department of Epidemiology, Geisel School of Medicine at Dartmouth, Hanover, NH, USA
| | - N S Philip
- Mood Disorders Research Program and Laboratory for Clinical and Translational Neuroscience, Butler Hospital, Providence, RI, USA
- Department of Psychiatry and Human Behavior, Alpert Medical School of Brown University, Providence, RI, USA
- Center for Neurorestoration and Neurotechnology, Providence VA Medical Center, Providence, RI, USA
| | - L L Carpenter
- Mood Disorders Research Program and Laboratory for Clinical and Translational Neuroscience, Butler Hospital, Providence, RI, USA
- Department of Psychiatry and Human Behavior, Alpert Medical School of Brown University, Providence, RI, USA
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Furukawa R, Hachiya T, Ohmomo H, Shiwa Y, Ono K, Suzuki S, Satoh M, Hitomi J, Sobue K, Shimizu A. Intraindividual dynamics of transcriptome and genome-wide stability of DNA methylation. Sci Rep 2016; 6:26424. [PMID: 27192970 PMCID: PMC4872231 DOI: 10.1038/srep26424] [Citation(s) in RCA: 20] [Impact Index Per Article: 2.2] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/27/2015] [Accepted: 04/29/2016] [Indexed: 12/23/2022] Open
Abstract
Cytosine methylation at CpG dinucleotides is an epigenetic mechanism that affects the gene expression profiles responsible for the functional differences in various cells and tissues. Although gene expression patterns are dynamically altered in response to various stimuli, the intraindividual dynamics of DNA methylation in human cells are yet to be fully understood. Here, we investigated the extent to which DNA methylation contributes to the dynamics of gene expression by collecting 24 blood samples from two individuals over a period of 3 months. Transcriptome and methylome association analyses revealed that only ~2% of dynamic changes in gene expression could be explained by the intraindividual variation of DNA methylation levels in peripheral blood mononuclear cells and purified monocytes. These results showed that DNA methylation levels remain stable for at least several months, suggesting that disease-associated DNA methylation markers are useful for estimating the risk of disease manifestation.
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Affiliation(s)
- Ryohei Furukawa
- Division of Biomedical Information Analysis, Iwate Tohoku Medical Megabank Organization, Iwate Medical University, 2-1-1 Nishitokuta, Yahaba-cho, Shiwa-gun, Iwate 028-3694, Japan
| | - Tsuyoshi Hachiya
- Division of Biomedical Information Analysis, Iwate Tohoku Medical Megabank Organization, Iwate Medical University, 2-1-1 Nishitokuta, Yahaba-cho, Shiwa-gun, Iwate 028-3694, Japan.,Division of Biobank and Data Management, Iwate Tohoku Medical Megabank Organization, Iwate Medical University, 2-1-1 Nishitokuta, Yahaba-cho, Shiwa-gun, Iwate 028-3694, Japan
| | - Hideki Ohmomo
- Division of Biomedical Information Analysis, Iwate Tohoku Medical Megabank Organization, Iwate Medical University, 2-1-1 Nishitokuta, Yahaba-cho, Shiwa-gun, Iwate 028-3694, Japan
| | - Yuh Shiwa
- Division of Biomedical Information Analysis, Iwate Tohoku Medical Megabank Organization, Iwate Medical University, 2-1-1 Nishitokuta, Yahaba-cho, Shiwa-gun, Iwate 028-3694, Japan.,Division of Biobank and Data Management, Iwate Tohoku Medical Megabank Organization, Iwate Medical University, 2-1-1 Nishitokuta, Yahaba-cho, Shiwa-gun, Iwate 028-3694, Japan
| | - Kanako Ono
- Division of Biomedical Information Analysis, Iwate Tohoku Medical Megabank Organization, Iwate Medical University, 2-1-1 Nishitokuta, Yahaba-cho, Shiwa-gun, Iwate 028-3694, Japan
| | - Sadafumi Suzuki
- Department of Physiology, Keio University School of Medicine, 35 Shinanomachi, Shinjuku-ku, Tokyo 160-8582, Japan
| | - Mamoru Satoh
- Division of Biomedical Information Analysis, Iwate Tohoku Medical Megabank Organization, Iwate Medical University, 2-1-1 Nishitokuta, Yahaba-cho, Shiwa-gun, Iwate 028-3694, Japan.,Division of Biobank and Data Management, Iwate Tohoku Medical Megabank Organization, Iwate Medical University, 2-1-1 Nishitokuta, Yahaba-cho, Shiwa-gun, Iwate 028-3694, Japan.,Community Medical Supports and Health Record Informatics, Iwate Tohoku Medical Megabank Organization, Iwate Medical University Disaster Reconstruction Center, 2-1-1 Nishitokuta, Yahaba-cho, Shiwa-gun, Iwate 028-3694, Japan.,Division of Biomedical Information Analysis, Institute for Biomedical Science, Iwate Medical University, 2-1-1 Nishitokuta, Yahaba-cho, Shiwa-gun, Iwate 028-3694, Japan
| | - Jiro Hitomi
- Deputy Executive Director, Iwate Tohoku Medical Megabank Organization, Disaster Reconstruction Center, Iwate Medical University, 2-1-1 Nishitokuta, Yahaba-cho, Shiwa-gun, Iwate 028-3694, Japan.,Department of Anatomy, School of Medicine, Iwate Medical University, 2-1-1 Nishitokuta, Yahaba-cho, Shiwa-gun, Iwate 028-3694, Japan
| | - Kenji Sobue
- Executive Director, Iwate Tohoku Medical Megabank Organization, Disaster Reconstruction Center, Iwate Medical University, 2-1-1 Nishitokuta, Yahaba-cho, Shiwa-gun, Iwate 028-3694, Japan.,Department of Neuroscience, Institute for Biomedical Science, Iwate Medical University, 2-1-1 Nishitokuta, Yahaba-cho, Shiwa-gun, Iwate 028-3694, Japan
| | - Atsushi Shimizu
- Division of Biomedical Information Analysis, Iwate Tohoku Medical Megabank Organization, Iwate Medical University, 2-1-1 Nishitokuta, Yahaba-cho, Shiwa-gun, Iwate 028-3694, Japan
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Zarzour P, Hesson LB, Ward RL. Establishing the clinical utility of epigenetic markers in cancer: many challenges ahead. Epigenomics 2016; 5:513-23. [PMID: 24059798 DOI: 10.2217/epi.13.53] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/31/2022] Open
Abstract
The use of epigenetic biomarkers in cancer management relies on the availability of robust assays and evidence that these markers are able to segregate clinically significant groups of patients. While many cancers are characterized by genetic and epigenetic modifications, it is far simpler to develop molecular tests that detect genetic rather than epigenetic changes. In this special report, we will describe the challenges associated with developing epigenetic assays and the practical issues that must be overcome before they can be used in the clinic.
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Affiliation(s)
- Peter Zarzour
- Adult Cancer Program, Lowy Cancer Research Centre & Prince of Wales Clinical School, University of New South Wales, Sydney, New South Wales 2052, Australia
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24
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Maddocks ODK, Labuschagne CF, Adams PD, Vousden KH. Serine Metabolism Supports the Methionine Cycle and DNA/RNA Methylation through De Novo ATP Synthesis in Cancer Cells. Mol Cell 2016; 61:210-21. [PMID: 26774282 PMCID: PMC4728077 DOI: 10.1016/j.molcel.2015.12.014] [Citation(s) in RCA: 305] [Impact Index Per Article: 33.9] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/08/2015] [Revised: 11/02/2015] [Accepted: 12/03/2015] [Indexed: 12/22/2022]
Abstract
Crosstalk between cellular metabolism and the epigenome regulates epigenetic and metabolic homeostasis and normal cell behavior. Changes in cancer cell metabolism can directly impact epigenetic regulation and promote transformation. Here we analyzed the contribution of methionine and serine metabolism to methylation of DNA and RNA. Serine can contribute to this pathway by providing one-carbon units to regenerate methionine from homocysteine. While we observed this contribution under methionine-depleted conditions, unexpectedly, we found that serine supported the methionine cycle in the presence and absence of methionine through de novo ATP synthesis. Serine starvation increased the methionine/S-adenosyl methionine ratio, decreasing the transfer of methyl groups to DNA and RNA. While serine starvation dramatically decreased ATP levels, this was accompanied by lower AMP and did not activate AMPK. This work highlights the difference between ATP turnover and new ATP synthesis and defines a vital function of nucleotide synthesis beyond making nucleic acids.
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Affiliation(s)
| | | | - Peter D Adams
- Cancer Research UK Beatson Institute, Switchback Road, Glasgow, G61 1BD, UK; University of Glasgow Institute of Cancer Sciences, Switchback Road, Glasgow, G61 1QH, UK
| | - Karen H Vousden
- Cancer Research UK Beatson Institute, Switchback Road, Glasgow, G61 1BD, UK.
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25
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Legendre C, Gooden GC, Johnson K, Martinez RA, Liang WS, Salhia B. Whole-genome bisulfite sequencing of cell-free DNA identifies signature associated with metastatic breast cancer. Clin Epigenetics 2015; 7:100. [PMID: 26380585 PMCID: PMC4573288 DOI: 10.1186/s13148-015-0135-8] [Citation(s) in RCA: 60] [Impact Index Per Article: 6.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/03/2015] [Accepted: 09/08/2015] [Indexed: 01/28/2023] Open
Abstract
Background A number of clinico-pathological criteria and molecular profiles have been used to stratify patients into high- and low-risk groups. Currently, there are still no effective methods to determine which patients harbor micrometastatic disease after standard breast cancer therapy and who will eventually develop local or distant recurrence. The purpose of our study was to identify circulating DNA methylation changes that can be used for prediction of metastatic breast cancer (MBC). Results Differential methylation analysis revealed ~5.0 × 106 differentially methylated CpG loci in MBC compared with healthy individuals (H) or disease-free survivors (DFS). In contrast, there was a strong degree of similarity between H and DFS. Overall, MBC demonstrated global hypomethylation and focal CpG island (CPGI) hypermethylation. Data analysis identified 21 novel hotspots, within CpG islands, that differed most dramatically in MBC compared with H or DFS. Conclusions This unbiased analysis of cell-free (cf) DNA identified 21 DNA hypermethylation hotspots associated with MBC and demonstrated the ability to distinguish tumor-specific changes from normal-derived signals at the whole-genome level. This signature is a potential blood-based biomarker that could be advantageous at the time of surgery and/or after the completion of chemotherapy to indicate patients with micrometastatic disease who are at a high risk of recurrence and who could benefit from additional therapy. Electronic supplementary material The online version of this article (doi:10.1186/s13148-015-0135-8) contains supplementary material, which is available to authorized users.
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Affiliation(s)
- Christophe Legendre
- Integrated Cancer Genomics Division, Translational Genomics Research Institute, 445 N Fifth Street, Phoenix, AZ USA
| | - Gerald C Gooden
- Integrated Cancer Genomics Division, Translational Genomics Research Institute, 445 N Fifth Street, Phoenix, AZ USA
| | - Kyle Johnson
- Integrated Cancer Genomics Division, Translational Genomics Research Institute, 445 N Fifth Street, Phoenix, AZ USA
| | - Rae Anne Martinez
- Integrated Cancer Genomics Division, Translational Genomics Research Institute, 445 N Fifth Street, Phoenix, AZ USA
| | - Winnie S Liang
- Integrated Cancer Genomics Division, Translational Genomics Research Institute, 445 N Fifth Street, Phoenix, AZ USA
| | - Bodour Salhia
- Integrated Cancer Genomics Division, Translational Genomics Research Institute, 445 N Fifth Street, Phoenix, AZ USA
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Abstract
BACKGROUND Previous studies have found relationships between DNA methylation and various environmental contaminant exposures. Associations with weather have not been examined. Because temperature and humidity are related to mortality even on non-extreme days, we hypothesized that temperature and relative humidity may affect methylation. METHODS We repeatedly measured methylation on long interspersed nuclear elements (LINE-1), Alu, and 9 candidate genes in blood samples from 777 elderly men participating in the Normative Aging Study (1999-2009). We assessed whether ambient temperature and relative humidity are related to methylation on LINE-1 and Alu, as well as on genes controlling coagulation, inflammation, cortisol, DNA repair, and metabolic pathway. We examined intermediate-term associations of temperature, relative humidity, and their interaction with methylation, using distributed lag models. RESULTS Temperature or relative humidity levels were associated with methylation on tissue factor (F3), intercellular adhesion molecule 1 (ICAM-1), toll-like receptor 2 (TRL-2), carnitine O-acetyltransferase (CRAT), interferon gamma (IFN-γ), inducible nitric oxide synthase (iNOS), and glucocorticoid receptor, LINE-1, and Alu. For instance, a 5°C increase in 3-week average temperature in ICAM-1 methylation was associated with a 9% increase (95% confidence interval: 3% to 15%), whereas a 10% increase in 3-week average relative humidity was associated with a 5% decrease (-8% to -1%). The relative humidity association with ICAM-1 methylation was stronger on hot days than mild days. CONCLUSIONS DNA methylation in blood cells may reflect biological effects of temperature and relative humidity. Temperature and relative humidity may also interact to produce stronger effects.
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27
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Inducible nitric oxide synthase gene methylation and parkinsonism in manganese-exposed welders. Parkinsonism Relat Disord 2015; 21:355-60. [PMID: 25634431 DOI: 10.1016/j.parkreldis.2015.01.007] [Citation(s) in RCA: 25] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 10/07/2014] [Revised: 01/01/2015] [Accepted: 01/11/2015] [Indexed: 12/15/2022]
Abstract
INTRODUCTION Neurologist-assessed parkinsonism signs are prevalent among workers exposed to manganese (Mn)-containing welding fume. Neuroinflammation may possibly play a role. Inducible nitric oxide synthase, coded by NOS2, is involved in inflammation, and particulate exposure increases the gene's expression through methylation of CpG sites in the 5' region. METHODS We assessed DNA methylation at three CpG sites in the NOS2 exon 1 from blood from 201 welders. All were non-Hispanic Caucasian men 25-65 years old who were examined by a neurologist specializing in movement disorders. We categorized the workers according to their Unified Parkinson Disease Rating Scale motor subsection 3 (UPDRS3) scores as parkinsonism cases (UPDRS3 ≥ 15; n = 49), controls (UPDRS3 < 6; n = 103), or intermediate (UPDRS3 ≥ 6 to < 15; n = 49). RESULTS While accounting for age, examiner and experimental plate, parkinsonism cases had lower mean NOS2 methylation than controls (p-value for trend = 0.04), specifically at CpG site 8329 located in an exonic splicing enhancer of NOS2 (p-value for trend = 0.07). These associations were not observed for the intermediate UPDRS3 group (both p-value for trend ≥ 0.59). CONCLUSIONS Inflammation mediated by inducible nitric oxide synthase may possibly contribute to the association between welding fume and parkinsonism, but requires verification in a longitudinal study.
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28
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Jiang R, Jones MJ, Sava F, Kobor MS, Carlsten C. Short-term diesel exhaust inhalation in a controlled human crossover study is associated with changes in DNA methylation of circulating mononuclear cells in asthmatics. Part Fibre Toxicol 2014; 11:71. [PMID: 25487561 PMCID: PMC4268899 DOI: 10.1186/s12989-014-0071-3] [Citation(s) in RCA: 77] [Impact Index Per Article: 7.0] [Reference Citation Analysis] [Abstract] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/18/2014] [Accepted: 11/24/2014] [Indexed: 11/10/2022] Open
Abstract
Background Changes in DNA methylation have been associated with traffic-related air pollution in observational studies, but the specific mechanisms and temporal dynamics therein have not been explored in a controlled study of asthmatics. In this study, we investigate short-term effects of diesel exhaust inhalation on DNA methylation levels at CpG sites across the genome in circulating blood in asthmatics. Methods A double-blind crossover study of filtered air and diesel exhaust exposures was performed on sixteen non-smoking asthmatic subjects. Blood samples were collected pre-exposure, and then 6 and 30 hours post-exposure. Peripheral blood mononuclear cell DNA methylation was interrogated using the Illumina Infinium HumanMethylation450 Array. Exposure-related changes in DNA methylation were identified. In addition, CpG sites overlapping with Alu or LINE1 repetitive elements and candidate microRNA loci were also analyzed. Results DNA methylation at 2827 CpG sites were affected by exposure to diesel exhaust but not filtered air; these sites enriched for genes involved in protein kinase and NFkB pathways. CpG sites with significant changes in response to diesel exhaust exposure primarily became less methylated, with a site residing within GSTP1 being among the significant hits. Diesel exhaust-associated change was also found for CpG sites overlapping with Alu and LINE1 elements as well as for a site within miR-21. Conclusion Short-term exposure to diesel exhaust resulted in DNA methylation changes at CpG sites residing in genes involved in inflammation and oxidative stress response, repetitive elements, and microRNA. This provides plausibility for the role of DNA methylation in pathways by which airborne particulate matter impacts gene expression and offers support for including DNA methylation analysis in future efforts to understand the interactions between environmental exposures and biological systems. Electronic supplementary material The online version of this article (doi:10.1186/s12989-014-0071-3) contains supplementary material, which is available to authorized users.
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Affiliation(s)
- Ruiwei Jiang
- Centre for Molecular Medicine and Therapeutics, University of British Columbia, 950 west 28th Avenue, Vancouver, V5Z4H4, Canada.
| | - Meaghan J Jones
- Centre for Molecular Medicine and Therapeutics, University of British Columbia, 950 west 28th Avenue, Vancouver, V5Z4H4, Canada.
| | - Francesco Sava
- Air Pollution Exposure Laboratory, Chan-Yeung Centre for Occupational and Environmental Lung Disease, Department of Medicine, Division of Respiratory Medicine, University of British Columbia, 2775 Laurel Street, Vancouver, British Columbia, V5Z1L9, Canada.
| | - Michael S Kobor
- Centre for Molecular Medicine and Therapeutics, University of British Columbia, 950 west 28th Avenue, Vancouver, V5Z4H4, Canada. .,Human Early Learning Partnership, School of Population and Public Health, University of British Columbia, 2206 East Mall, Vancouver, British Columbia, V6T1Z3, Canada.
| | - Christopher Carlsten
- Air Pollution Exposure Laboratory, Chan-Yeung Centre for Occupational and Environmental Lung Disease, Department of Medicine, Division of Respiratory Medicine, University of British Columbia, 2775 Laurel Street, Vancouver, British Columbia, V5Z1L9, Canada.
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29
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Booker CS, Grattan DR. Identification of a truncated splice variant of IL-18 receptor alpha in the human and rat, with evidence of wider evolutionary conservation. PeerJ 2014; 2:e560. [PMID: 25250214 PMCID: PMC4168765 DOI: 10.7717/peerj.560] [Citation(s) in RCA: 5] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/31/2014] [Accepted: 08/15/2014] [Indexed: 01/14/2023] Open
Abstract
Interleukin-18 (IL-18) is a pro-inflammatory cytokine which stimulates activation of the nuclear factor kappa beta (NF-κB) pathway via interaction with the IL-18 receptor. The receptor itself is formed from a dimer of two subunits, with the ligand-binding IL-18Rα subunit being encoded by the IL18R1 gene. A splice variant of murine IL18r1, which has been previously described, is formed by transcription of an unspliced intron (forming a ‘type II’ IL18r1 transcript) and is predicted to encode a receptor with a truncated intracellular domain lacking the capacity to generate downstream signalling. In order to examine the relevance of this finding to human IL-18 function, we assessed the presence of a homologous transcript by reverse transcription-polymerase chain reaction (RT-PCR) in the human and rat as another common laboratory animal. We present evidence for type II IL18R1 transcripts in both species. While the mouse and rat transcripts are predicted to encode a truncated receptor with a novel 5 amino acid C-terminal domain, the human sequence is predicted to encode a truncated protein with a novel 22 amino acid sequence bearing resemblance to the ‘Box 1’ motif of the Toll/interleukin-1 receptor (TIR) domain, in a similar fashion to the inhibitory interleukin-1 receptor 2. Given that transcripts from these three species are all formed by inclusion of homologous unspliced intronic regions, an analysis of homologous introns across a wider array of 33 species with available IL18R1 gene records was performed, which suggests similar transcripts may encode truncated type II IL-18Rα subunits in other species. This splice variant may represent a conserved evolutionary mechanism for regulating IL-18 activity.
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Affiliation(s)
- Chris S Booker
- Centre for Neuroendocrinology, Department of Anatomy, University of Otago , Dunedin , New Zealand
| | - David R Grattan
- Centre for Neuroendocrinology, Department of Anatomy, University of Otago , Dunedin , New Zealand
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30
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Romano ME, Savitz DA, Braun JM. Challenges and future directions to evaluating the association between prenatal exposure to endocrine disrupting chemicals and childhood obesity. CURR EPIDEMIOL REP 2014; 1:57-66. [PMID: 25328860 PMCID: PMC4199333 DOI: 10.1007/s40471-014-0007-3] [Citation(s) in RCA: 28] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/25/2022]
Abstract
Obesity is an increasing public health threat worldwide. However, there has been insufficient research addressing the obesogenic potential of prenatal exposure to environmental endocrine disrupting chemicals, largely due to complexities in the design, analysis, and interpretation of such studies. This review describes relevant biological mechanisms, addresses current challenges for investigators, presents potential strategies for overcoming them, and identifies areas where further development is required to improve future research. Special considerations for exposure assessment, outcome heterogeneity, and complex confounding structures are described.
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Affiliation(s)
- Megan E. Romano
- Department of Epidemiology, Brown University, Providence, Rhode Island
| | - David A. Savitz
- Department of Epidemiology, Brown University, Providence, Rhode Island
| | - Joseph M. Braun
- Department of Epidemiology, Brown University, Providence, Rhode Island
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31
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Parrott BB, Bowden JA, Kohno S, Cloy-McCoy JA, Hale MD, Bangma JT, Rainwater TR, Wilkinson PM, Kucklick JR, Guillette LJ. Influence of tissue, age, and environmental quality on DNA methylation in Alligator mississippiensis. Reproduction 2014; 147:503-13. [DOI: 10.1530/rep-13-0498] [Citation(s) in RCA: 20] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/06/2023]
Abstract
Epigenetic modifications are key mediators of the interactions between the environment and an organism's genome. DNA methylation represents the best-studied epigenetic modification to date and is known to play key roles in regulating transcriptional activity and promoting chromosome stability. Our laboratory has previously demonstrated the utility of the American alligator (Alligator mississippiensis) as a sentinel species to investigate the persistent effects of environmental contaminant exposure on reproductive health. Here, we incorporate a liquid chromatography–tandem mass spectrometry method to directly measure the total (global) proportion of 5-methyl-2′-deoxycytidine (5mdC) in ovarian and whole blood DNA from alligators. Global DNA methylation in ovaries was significantly elevated in comparison with that of whole blood. However, DNA methylation appeared similar in juvenile alligators reared under controlled laboratory conditions but originating from three sites with dissimilar environmental qualities, indicating an absence of detectable site-of-origin effects on persistent levels of global 5mdC content. Analyses of tissues across individuals revealed a surprising lack of correlation between global methylation levels in blood and ovary. In addition, global DNA methylation in blood samples from juvenile alligators was elevated compared with those from adults, suggesting that age, as observed in mammals, may negatively influence global DNA methylation levels in alligators. To our knowledge, this is the first study examining global levels of DNA methylation in the American alligator and provides a reference point for future studies examining the interplay of epigenetics and environmental factors in a long-lived sentinel species.
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32
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Kläver R, Tüttelmann F, Bleiziffer A, Haaf T, Kliesch S, Gromoll J. DNA methylation in spermatozoa as a prospective marker in andrology. Andrology 2014; 1:731-40. [PMID: 23970452 DOI: 10.1111/j.2047-2927.2013.00118.x] [Citation(s) in RCA: 56] [Impact Index Per Article: 5.1] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/15/2013] [Revised: 06/12/2013] [Accepted: 07/02/2013] [Indexed: 11/29/2022]
Abstract
Recent studies have shown associations of aberrant DNA methylation in spermatozoa with idiopathic infertility. The analysis of DNA methylation of specific genes could therefore serve as a valuable diagnostic marker in clinical andrology. For this purpose, rapid and reliable detection methods, reference values and the temporal stability of spermatozoal DNA methylation need to be established and demonstrated. In this prospective study, swim-up purified semen samples from 212 consecutive patients (single samples), 31 normozoospermic volunteers (single samples) and 10 normozoospermic volunteers (four samples at days 1, 3, 42 and 45 plus a fifth sample after 180-951 days) were collected. Spermatozoal DNA was isolated, bisulphite converted and DNA methylation was analysed by pyrosequencing. DNA methylation of the maternally imprinted gene MEST was measured in samples of 212 patients and 31 normozoospermic volunteers and the temporal stability of eight different genes and two repetitive elements was examined in consecutive samples of 10 normozoospermic volunteers. MEST DNA methylation was significantly associated with oligozoospermia, decreased bi-testicular volume and increased FSH levels. A reference range for spermatozoal MEST DNA methylation (0-15%) was established using the 95th percentile of DNA methylation in normozoospermic volunteers. Using this reference range, around 23% of our patient cohort displayed an aberrant MEST DNA methylation. This epigenetic aberration was found to be significantly associated with bi-testicular volume, sperm concentration and total sperm count. DNA methylation in normozoospermic volunteers was stable over a time period of up to 951 days in contrast to classical semen parameters. Our data show that MEST DNA methylation fulfils the prerequisites to be used as routine parameter and support its use during andrological workup if a prognostic value can be shown in future.
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Affiliation(s)
- R Kläver
- Institute of Reproductive and Regenerative Biology, Centre of Reproductive Medicine and Andrology, University Clinics of Münster, Germany
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Labruijere S, Stolk L, Verbiest M, de Vries R, Garrelds IM, Eilers PHC, Danser AHJ, Uitterlinden AG, MaassenVanDenBrink A. Methylation of migraine-related genes in different tissues of the rat. PLoS One 2014; 9:e87616. [PMID: 24609082 PMCID: PMC3946422 DOI: 10.1371/journal.pone.0087616] [Citation(s) in RCA: 18] [Impact Index Per Article: 1.6] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/12/2013] [Accepted: 12/20/2013] [Indexed: 11/26/2022] Open
Abstract
17ß-Estradiol, an epigenetic modulator, is involved in the increased prevalence of migraine in women. Together with the prophylactic efficacy of valproate, which influences DNA methylation and histone modification, this points to the involvement of epigenetic mechanisms. Epigenetic studies are often performed on leukocytes, but it is unclear to what extent methylation is similar in other tissues. Therefore, we investigated methylation of migraine-related genes that might be epigenetically regulated (CGRP-ergic pathway, estrogen receptors, endothelial NOS, as well as MTHFR) in different migraine-related tissues and compared this to methylation in rat as well as human leukocytes. Further, we studied whether 17ß-estradiol has a prominent role in methylation of these genes. Female rats (n = 35) were ovariectomized or sham-operated and treated with 17β-estradiol or placebo. DNA was isolated and methylation was assessed through bisulphite treatment and mass spectrometry. Human methylation data were obtained using the Illumina 450k genome-wide methylation array in 395 female subjects from a population-based cohort study. We showed that methylation of the Crcp, Calcrl, Esr1 and Nos3 genes is tissue-specific and that methylation in leukocytes was not correlated to that in other tissues. Interestingly, the interindividual variation in methylation differed considerably between genes and tissues. Furthermore we showed that methylation in human leukocytes was similar to that in rat leukocytes in our genes of interest, suggesting that rat may be a good model to study human DNA methylation in tissues that are difficult to obtain. In none of the genes a significant effect of estradiol treatment was observed.
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Affiliation(s)
- Sieneke Labruijere
- Dept. of Internal Medicine, Div. of Pharmacology, Erasmus Medical Center, Rotterdam, The Netherlands
| | - Lisette Stolk
- Dept. of Internal Medicine, Genetics Laboratory, Erasmus Medical Center, Rotterdam, The Netherlands
| | - Michael Verbiest
- Dept. of Internal Medicine, Genetics Laboratory, Erasmus Medical Center, Rotterdam, The Netherlands
| | - René de Vries
- Dept. of Internal Medicine, Div. of Pharmacology, Erasmus Medical Center, Rotterdam, The Netherlands
| | - Ingrid M. Garrelds
- Dept. of Internal Medicine, Div. of Pharmacology, Erasmus Medical Center, Rotterdam, The Netherlands
| | - Paul H. C. Eilers
- Dept. of Biostatistics, Erasmus Medical Center, Rotterdam, The Netherlands
| | - A. H. Jan Danser
- Dept. of Internal Medicine, Div. of Pharmacology, Erasmus Medical Center, Rotterdam, The Netherlands
| | - André G. Uitterlinden
- Dept. of Internal Medicine, Genetics Laboratory, Erasmus Medical Center, Rotterdam, The Netherlands
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Izzi B, Binder AM, Michels KB. Pyrosequencing Evaluation of Widely Available Bisulfite Conversion Methods: Considerations for Application. ACTA ACUST UNITED AC 2014; 2:28-36. [PMID: 24944560 PMCID: PMC4058339 DOI: 10.1159/000358882] [Citation(s) in RCA: 25] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/19/2022]
Abstract
Introduction Bisulfite treatment of DNA introduces methylation-dependent sequence changes through selective chemical conversion of nonmethylated cytosine to uracil and serves as pretreatment step for the majority of DNA methylation analysis methods. Methods We have evaluated the conversion performance of five of the most commonly used bisulfite treatment kits [MethylDetector (Active Motif), Epitect+ (Qiagen), Zymo Methylation, Zymo Gold and Zymo Lightning (all from Zymo Research)] by pyrosequencing four different regions with variable methylation levels, including: a repetitive element (ALUSX), a gene with low levels of methylation (IL6ST), an imprinted gene expected to be approximately 50% methylated (IGF2), and a fully methylated gene (ST3GAL2). In addition, we have studied the influence of duration (3 vs. 16 h) and type (fixed temperature vs. cycling program) of incubation protocol on the conversion efficiency of each evaluated kit. Results All kits produced similar conversion rates of ALUSX, IGF2 and ST3GAL2, while the conversion of the low methylated IL6ST gene was variable between kits. The Zymo kits were highly consistent in their performance even when different protocols of incubation were applied, generating full conversion at the low methylated gene IL6; this was not true for the MethylDetector and Epitect+ kits. However, long-cycling incubation could produce similar conversion rates for the same locus in combination with Active Motif and Qiagen kits. Conclusions The selection of a long-cycling protocol during conversion permits standardization of protocols, improving the reproducibility of methylation estimates across laboratories for gene-specific, genome-wide and bisulfite-based sequencing analyses.
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Affiliation(s)
- Benedetta Izzi
- Institute for Prevention and Cancer Epidemiology, Freiburg Medical Center, University of Freiburg, Freiburg, Germany ; Obstetrics and Gynecology Epidemiology Center, Department of Obstetrics, Gynecology and Reproductive Biology, Brigham and Women's Hospital, Harvard Medical School, Boston, Mass., USA
| | - Alexandra M Binder
- Harvard School of Public Health, Department of Epidemiology, Boston, Mass., USA
| | - Karin B Michels
- Institute for Prevention and Cancer Epidemiology, Freiburg Medical Center, University of Freiburg, Freiburg, Germany ; Obstetrics and Gynecology Epidemiology Center, Department of Obstetrics, Gynecology and Reproductive Biology, Brigham and Women's Hospital, Harvard Medical School, Boston, Mass., USA ; Harvard School of Public Health, Department of Epidemiology, Boston, Mass., USA
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Koestler DC, Chalise P, Cicek MS, Cunningham JM, Armasu S, Larson MC, Chien J, Block M, Kalli KR, Sellers TA, Fridley BL, Goode EL. Integrative genomic analysis identifies epigenetic marks that mediate genetic risk for epithelial ovarian cancer. BMC Med Genomics 2014; 7:8. [PMID: 24479488 PMCID: PMC3916313 DOI: 10.1186/1755-8794-7-8] [Citation(s) in RCA: 30] [Impact Index Per Article: 2.7] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/10/2013] [Accepted: 01/22/2014] [Indexed: 12/28/2022] Open
Abstract
BACKGROUND Both genetic and epigenetic factors influence the development and progression of epithelial ovarian cancer (EOC). However, there is an incomplete understanding of the interrelationship between these factors and the extent to which they interact to impact disease risk. In the present study, we aimed to gain insight into this relationship by identifying DNA methylation marks that are candidate mediators of ovarian cancer genetic risk. METHODS We used 214 cases and 214 age-matched controls from the Mayo Clinic Ovarian Cancer Study. Pretreatment, blood-derived DNA was profiled for genome-wide methylation (Illumina Infinium HumanMethylation27 BeadArray) and single nucleotide polymorphisms (SNPs, Illumina Infinium HD Human610-Quad BeadArray). The Causal Inference Test (CIT) was implemented to distinguish CpG sites that mediate genetic risk, from those that are consequential or independently acted on by genotype. RESULTS Controlling for the estimated distribution of immune cells and other key covariates, our initial epigenome-wide association analysis revealed 1,993 significantly differentially methylated CpGs that between cases and controls (FDR, q < 0.05). The relationship between methylation and case-control status for these 1,993 CpGs was found to be highly consistent with the results of previously published, independent study that consisted of peripheral blood DNA methylation signatures in 131 pretreatment cases and 274 controls. Implementation of the CIT test revealed 17 CpG/SNP pairs, comprising 13 unique CpGs and 17 unique SNPs, which represent potential methylation-mediated relationships between genotype and EOC risk. Of these 13 CpGs, several are associated with immune related genes and genes that have been previously shown to exhibit altered expression in the context of cancer. CONCLUSIONS These findings provide additional insight into EOC etiology and may serve as novel biomarkers for EOC susceptibility.
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Affiliation(s)
| | | | | | | | | | | | | | | | | | | | - Brooke L Fridley
- Department of Biostatistics, University of Kansas Medical Center, 3901 Rainbow Blvd, Kansas City, KS 66160, USA.
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Stankiewicz AM, Swiergiel AH, Lisowski P. Epigenetics of stress adaptations in the brain. Brain Res Bull 2013; 98:76-92. [DOI: 10.1016/j.brainresbull.2013.07.003] [Citation(s) in RCA: 114] [Impact Index Per Article: 9.5] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/17/2013] [Revised: 07/04/2013] [Accepted: 07/06/2013] [Indexed: 02/07/2023]
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Byun HM, Motta V, Panni T, Bertazzi PA, Apostoli P, Hou L, Baccarelli AA. Evolutionary age of repetitive element subfamilies and sensitivity of DNA methylation to airborne pollutants. Part Fibre Toxicol 2013; 10:28. [PMID: 23855992 PMCID: PMC3717285 DOI: 10.1186/1743-8977-10-28] [Citation(s) in RCA: 44] [Impact Index Per Article: 3.7] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/03/2013] [Accepted: 07/05/2013] [Indexed: 02/07/2023] Open
Abstract
Background Repetitive elements take up >40% of the human genome and can change distribution through transposition, thus generating subfamilies. Repetitive element DNA methylation has associated with several diseases and environmental exposures, including exposure to airborne pollutants. No systematic analysis has yet been conducted to examine the effects of exposures across different repetitive element subfamilies. The purpose of the study is to evaluate sensitivity of DNA methylation in differentially‒evolved LINE, Alu, and HERV subfamilies to different types of airborne pollutants. Methods We sampled a total of 120 male participants from three studies (20 high-, 20 low-exposure in each study) of steel workers exposed to metal-rich particulate matter (measured as PM10) (Study 1); gas-station attendants exposed to air benzene (Study 2); and truck drivers exposed to traffic-derived elemental carbon (Study 3). We measured methylation by bisulfite-PCR-pyrosequencing in 10 differentially‒evolved repetitive element subfamilies. Results High-exposure groups exhibited subfamily-specific methylation differences compared to low-exposure groups: L1PA2 showed lower DNA methylation in steel workers (P=0.04) and gas station attendants (P=0.03); L1Ta showed lower DNA methylation in steel workers (P=0.02); AluYb8 showed higher DNA methylation in truck drivers (P=0.05). Within each study, dose–response analyses showed subfamily-specific correlations of methylation with exposure levels. Interaction models showed that the effects of the exposures on DNA methylation were dependent on the subfamily evolutionary age, with stronger effects on older LINEs from PM10 (p‒interaction=0.003) and benzene (p‒interaction=0.04), and on younger Alus from PM10 (p-interaction=0.02). Conclusions The evolutionary age of repetitive element subfamilies determines differential susceptibility of DNA methylation to airborne pollutants.
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Affiliation(s)
- Hyang-Min Byun
- Laboratory of Environmental Epigenetics, Exposure Epidemiology and Risk Program, Harvard School of Public Health, Boston, MA, USA.
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Koestler DC, Christensen B, Karagas MR, Marsit CJ, Langevin SM, Kelsey KT, Wiencke JK, Houseman EA. Blood-based profiles of DNA methylation predict the underlying distribution of cell types: a validation analysis. Epigenetics 2013; 8:816-26. [PMID: 23903776 DOI: 10.4161/epi.25430] [Citation(s) in RCA: 180] [Impact Index Per Article: 15.0] [Reference Citation Analysis] [Abstract] [Key Words] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/06/2023] Open
Abstract
The potential influence of underlying differences in relative leukocyte distributions in studies involving blood-based profiling of DNA methylation is well recognized and has prompted development of a set of statistical methods for inferring changes in the distribution of white blood cells using DNA methylation signatures. However, the extent to which this methodology can accurately predict cell-type proportions based on blood-derived DNA methylation data in a large-scale epigenome-wide association study (EWAS) has yet to be examined. We used publicly available data deposited in the Gene Expression Omnibus (GEO) database (accession number GSE37008), which consisted of both blood-derived epigenome-wide DNA methylation data assayed using the Illumina Infinium HumanMethylation27 BeadArray and complete blood cell (CBC) counts among a community cohort of 94 non-diseased individuals. Constrained projection (CP) was used to obtain predictions of the proportions of lymphocytes, monocytes and granulocytes for each of the study samples based on their DNA methylation signatures. Our findings demonstrated high consistency between the average CBC-derived and predicted percentage of monocytes and lymphocytes (17.9% and 17.6% for monocytes and 82.1% and 81.4% for lymphocytes), with root mean squared error (rMSE) of 5% and 6%, for monocytes and lymphocytes, respectively. Similarly, there was moderate-high correlation between the CP-predicted and CBC-derived percentages of monocytes and lymphocytes (0.60 and 0.61, respectively), and these results were robust to the number of leukocyte differentially methylated regions (L-DMRs) used for CP prediction. These results serve as further validation of the CP approach and highlight the promise of this technique for EWAS where DNA methylation is profiled using whole-blood genomic DNA.
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Affiliation(s)
- Devin C Koestler
- Department of Community and Family Medicine; Geisel School of Medicine at Dartmouth College; Lebanon, NH USA
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