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Taylor JY, Jones-Patten A, Prescott L, Potts-Thompson S, Joyce C, Tayo B, Saban K. The race-based stress reduction intervention (RiSE) study on African American women in NYC and Chicago: Design and methods for complex genomic analysis. PLoS One 2024; 19:e0295293. [PMID: 38598554 PMCID: PMC11006145 DOI: 10.1371/journal.pone.0295293] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/24/2023] [Accepted: 11/19/2023] [Indexed: 04/12/2024] Open
Abstract
RiSE study aims to evaluate a race-based stress-reduction intervention as an effective strategy to improve coping and decrease stress-related symptoms, inflammatory burden, and modify DNA methylation of stress response-related genes in older AA women. This article will describe genomic analytic methods to be utilized in this longitudinal, randomized clinical trial of older adult AA women in Chicago and NYC that examines the effect of the RiSE intervention on DNAm pre- and post-intervention, and its overall influence on inflammatory burden. Salivary DNAm will be measured at baseline and 6 months following the intervention, using the Oragene-DNA kit. Measures of perceived stress, depressive symptoms, fatigue, sleep, inflammatory burden, and coping strategies will be assessed at 4 time points including at baseline, 4 weeks, 8 weeks, and 6 months. Genomic data analysis will include the use of pre-processed and quality-controlled methylation data expressed as beta (β) values. Association analyses will be performed to detect differentially methylated sites on the targeted candidate genes between the intervention and non-intervention groups using the Δβ (changes in methylation) with adjustment for age, health behaviors, early life adversity, hybridization batch, and top principal components of the probes as covariates. To account for multiple testing, we will use FDR adjustment with a corrected p-value of <0.05 regarded as statistically significant. To assess the relationship between inflammatory burden and Δβ among the study samples, we will repeat association analyses with the inclusion of individual inflammation protein measures. ANCOVA will be used because it is more statistically powerful to detect differences.
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Affiliation(s)
- Jacquelyn Y. Taylor
- Center for Research on People of Color, Columbia University School of Nursing, New York, New York, United States of America
| | - Alexandria Jones-Patten
- Center for Research on People of Color, Columbia University School of Nursing, New York, New York, United States of America
| | - Laura Prescott
- Center for Research on People of Color, Columbia University School of Nursing, New York, New York, United States of America
| | - Stephanie Potts-Thompson
- Center for Research on People of Color, Columbia University School of Nursing, New York, New York, United States of America
| | - Cara Joyce
- Parkinson School of Health Sciences and Public Health, Loyola University Chicago, Maywood, Illinois, United States of America
| | - Bamidele Tayo
- Parkinson School of Health Sciences and Public Health, Loyola University Chicago, Maywood, Illinois, United States of America
| | - Karen Saban
- Marcella Niehoff School of Nursing, Center for Translational Research and Education, Loyola University Chicago, Maywood, Illinois, United States of America
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Ochoa‐Avilés C, Ochoa‐Avilés A, Rivas‐Párraga R, Escandón S, Santos‐Jesus TD, Silva MDJ, Leão V, Salinas M, Vicuña Y, Baldeón L, Molina‐Cando MJ, Morillo D, Machuca M, Rodas C, Figueiredo C, Neira VA. Mother's smoking habits affects IL10 methylation but not asthma in Ecuadorian children. Mol Genet Genomic Med 2024; 12:e2438. [PMID: 38666495 PMCID: PMC11046467 DOI: 10.1002/mgg3.2438] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/25/2023] [Revised: 03/22/2024] [Accepted: 03/28/2024] [Indexed: 04/29/2024] Open
Abstract
There is no evidence evaluating the IL10 epigenetic upregulation among mestizo children in a high-altitude Andean city in Latin America. OBJECTIVE To identify polymorphisms and methylation profiles in the IL10 gene associated with asthma in children aged 5 to 11. METHODS A case-control study was conducted with asthmatic and non-asthmatic children aged 5 to 11 years in Cuenca-Ecuador. Data on allergic diseases and risk factors were collected through a questionnaire for parents. Atopy was measured by skin prick test (SPT) to relevant aeroallergens. Three IL10 single nucleotide polymorphisms were evaluated in all participants, and methylation analysis was performed in 54 participants. Association between risk factors, allergic diseases and genetic factors were estimated using multivariate logistic regression. RESULTS The results of polymorphisms showed no differences between cases and controls when comparing the SNPs rs3024495, rs3024496, rs1800896 allelic and genotypic frequencies. In the methylation analysis, no differences in the IL10 methylation profile were found between cases and controls; however, the multivariate analysis showed an association between the mother's smoking habits and the IL10 methylation profile. CONCLUSION Smoking habit could be essential as an environmental exposure factor in regulating gene expression in children with asthma.
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Affiliation(s)
- Cristina Ochoa‐Avilés
- Departamento de BiocienciasUniversidad de CuencaCuencaAzuayEcuador
- Departamento de Biorregulação, Instituto de Ciências da SaúdeUniversidade Federal da BahiaSalvadorBahiaBrazil
| | | | - Roque Rivas‐Párraga
- Departamento de BiocienciasUniversidad de CuencaCuencaAzuayEcuador
- Biomass to Resources GroupUniversidad Regional Amazónica IkiamTenaNapoEcuador
| | - Samuel Escandón
- Departamento de BiocienciasUniversidad de CuencaCuencaAzuayEcuador
| | - Talita Dos Santos‐Jesus
- Departamento de Biorregulação, Instituto de Ciências da SaúdeUniversidade Federal da BahiaSalvadorBahiaBrazil
| | - Milca de J. Silva
- Departamento de Biorregulação, Instituto de Ciências da SaúdeUniversidade Federal da BahiaSalvadorBahiaBrazil
| | - Valderiene Leão
- Departamento de Biorregulação, Instituto de Ciências da SaúdeUniversidade Federal da BahiaSalvadorBahiaBrazil
| | - Marco Salinas
- Biomass to Resources GroupUniversidad Regional Amazónica IkiamTenaNapoEcuador
| | - Yosselin Vicuña
- Instituto de Investigación en Biomedicina Facultad de Ciencias MédicasUniversidad Central del EcuadorQuitoPichinchaEcuador
| | - Lucy Baldeón
- Instituto de Investigación en Biomedicina Facultad de Ciencias MédicasUniversidad Central del EcuadorQuitoPichinchaEcuador
| | - María José Molina‐Cando
- Departamento de BiocienciasUniversidad de CuencaCuencaAzuayEcuador
- Facultad de MedicinaUniversidad Internacional del EcuadorQuitoPichinchaEcuador
| | - Diana Morillo
- Departamento de BiocienciasUniversidad de CuencaCuencaAzuayEcuador
- Facultad de MedicinaUniversidad Internacional del EcuadorQuitoPichinchaEcuador
| | - Marcos Machuca
- Facultad de MedicinaUniversidad del AzuayCuencaAzuayEcuador
| | - Claudia Rodas
- Facultad de MedicinaUniversidad del AzuayCuencaAzuayEcuador
| | - Camila Figueiredo
- Departamento de Biorregulação, Instituto de Ciências da SaúdeUniversidade Federal da BahiaSalvadorBahiaBrazil
| | - Vivian Alejandra Neira
- Departamento de BiocienciasUniversidad de CuencaCuencaAzuayEcuador
- Facultad de MedicinaUniversidad del AzuayCuencaAzuayEcuador
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Collins AR, Azqueta A, Schoeters G, Slingers G, Dusinska M, Langie SAS. In memory of Dr. Ir. Gudrun Koppen (1969-2024). MUTATION RESEARCH. GENETIC TOXICOLOGY AND ENVIRONMENTAL MUTAGENESIS 2024; 895:503751. [PMID: 38575250 DOI: 10.1016/j.mrgentox.2024.503751] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 04/06/2024]
Affiliation(s)
- Andrew R Collins
- Norgenotech AS, Oslo Cancer Cluster Incubator, Oslo, Norway; & Department of Nutrition, University of Oslo, Oslo, Norway
| | - Amaya Azqueta
- Department of Pharmaceutical Science, School of Pharmacy and Nutrition, University of Navarra, Pamplona, Spain
| | - Greet Schoeters
- Prof. Em., Department of Biomedical Sciences & Toxicological Centre, University of Antwerp, Wilrijk, Belgium
| | - Gitte Slingers
- Environmental Intelligence, Flemish Institute for Technological Research (VITO), Mol, Belgium
| | - Maria Dusinska
- Department of Environmental Chemistry and Health Effects, The Climate and Environmental Research Institute NILU, Kjeller, Norway
| | - Sabine A S Langie
- Department of Pharmacology and Toxicology, School for Nutrition and Translational Research in Metabolism (NUTRIM), Maastricht University, Maastricht, the Netherlands
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Hsu PC, Daughters SB, Bauer MA, Su LJ, Addicott MA. Association of DNA methylation signatures with cognitive performance among smokers and ex-smokers. Tob Induc Dis 2023; 21:106. [PMID: 37605769 PMCID: PMC10405227 DOI: 10.18332/tid/168568] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/09/2022] [Revised: 06/19/2023] [Accepted: 06/22/2023] [Indexed: 08/23/2023] Open
Abstract
INTRODUCTION Alterations in DNA methylation profiles have been associated with cancer, and can be influenced by environmental factors such as smoking. A small but growing literature indicates there are reproducible and robust differences in methylation levels among smokers, never smokers, and ex-smokers. Here, we compared differences in salivary DNA methylation levels among current and ex-smokers (at least 2 years abstinent). METHODS Smokers (n=26) and ex-smokers (n=30) provided detailed smoking histories, completed the Paced Auditory Serial Addition Test (PASAT), and submitted a saliva sample. Whole-genome DNA methylation from saliva was performed, and ANCOVA models and a receiver operating characteristic (ROC) curve were used for the differences between groups and the performance of significant CpG sites. RESULTS After controlling for race, age, and gender, smokers had significantly lower methylation levels than ex-smokers in two CpG sites: cg05575921 (AHRR) and cg21566642 (ALPPL2). Based on the ROC analyses, both CpGs had strong classification potentials (cg05575921 AUC=0.97 and cg21566642 AUC=0.93) in differentiating smoking status. Across all subjects, the percent methylation of cg05575921 (AHRR) and cg21566642 (ALPPL2) positively correlated with the length of the last quit attempt (r=0.65 and 0.64, respectively, p<0.001) and PASAT accuracy (r=0.29 and 0.30, respectively, p<0.05). CONCLUSIONS In spite of the small sample size and preliminary research, our results replicate previously reported differences in AHRR hypomethylation among smokers. Furthermore, we show that the duration of smoking abstinence is associated with a recovery of methylation in ex-smokers, which may be linked to a reduced risk of smoking-associated diseases. The association with cognitive performance suggests that the hypomethylation of AHRR in saliva may reflect systemic exposure to cigarette-related toxicants that negatively affect cognitive performance, and should be validated in larger studies.
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Affiliation(s)
- Ping-Ching Hsu
- Department of Environmental Health Sciences, Fay W. Boozman College of Public Health, University of Arkansas for Medical Sciences, Little Rock, United States
| | - Stacey B. Daughters
- Department of Psychology and Neuroscience, University of North Carolina at Chapel Hill, Chapel Hill, United States
| | - Michael A. Bauer
- Department of Biomedical Informatics, University of Arkansas for Medical Sciences, Little Rock, United States
| | - L. Joseph Su
- Peter O'Donnell Jr. School of Public Health, UT Southwestern Medical Center, Dallas, United States
| | - Merideth A. Addicott
- Department of Physiology and Pharmacology, Wake Forest University School of Medicine, Winston-Salem, United States
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Kumar A, Skrahina V, Atta J, Boettcher V, Hanig N, Rolfs A, Oprea G, Ameziane N. Microbial contamination and composition of oral samples subjected to clinical whole genome sequencing. Front Genet 2023; 14:1081424. [PMID: 36824435 PMCID: PMC9941560 DOI: 10.3389/fgene.2023.1081424] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/27/2022] [Accepted: 01/24/2023] [Indexed: 02/10/2023] Open
Abstract
Biological material from the oral cavity is an excellent source of samples for genetic diagnostics. This is because collection is quick, easy-to-access, and non-invasive. We have set-up clinical whole genome sequence testing for patients with suspected hereditary disease. Beside the excellent quality of human DNA that can be isolated from such samples, we observed the presence of non-human DNA sequences at varying percentages. We investigated the proportion of non-human mapped reads (NHMR) sequenced from buccal swabs and saliva, the type of microbial genomes from which they were derived, and impact on molecular classification. Read sequences that did not map to the human reference genome were aligned to complete reference microbial reference sequences from the National Center for Biotechnology Information's (NCBI) RefSeq database using Kraken2. Out of 765 analyzed samples over 80% demonstrated more than 5% NHMRs. The majority of NHMRs were from bacterial genomes (average 69%, buccal swabs and 54% saliva), while the proportion of viruses was low, averaging 0.32% (buccal swabs) and 0.07% (saliva). We identified more than 30 different bacterial families of which Streptococcus mitis and Rothia mucilaginosa were the most common species. Importantly, the level of contamination did not impact the diagnostic yield.
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Affiliation(s)
| | | | | | | | | | - Arndt Rolfs
- Arcensus Diagnostics, Rostock, Germany,Medical Faculty University of Rostock, Rostock, Germany
| | | | - Najim Ameziane
- Arcensus Diagnostics, Rostock, Germany,*Correspondence: Najim Ameziane,
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Blostein FA, Fisher J, Dou J, Schneper L, Ware EB, Notterman DA, Mitchell C, Bakulski KM. Polymethylation scores for prenatal maternal smoke exposure persist until age 15 and are detected in saliva in the Fragile Families and Child Wellbeing cohort. Epigenetics 2022; 17:2223-2240. [PMID: 35980258 PMCID: PMC9665138 DOI: 10.1080/15592294.2022.2112815] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/05/2022] [Accepted: 08/05/2022] [Indexed: 01/18/2023] Open
Abstract
Prenatal maternal smoking is associated with low birthweight, neurological disorders, and asthma in exposed children. DNA methylation signatures can function as biomarkers of prenatal smoke exposure. However, the robustness of DNA methylation signatures across child ages, genetic ancestry groups, or tissues is not clear. Using coefficients from a meta-analysis of prenatal smoke exposure and DNA methylation in newborn cord blood, we created polymethylation scores of saliva DNA methylation from children at ages 9 and 15 in the Fragile Families and Child Wellbeing study. In the full sample at age 9 (n = 753), prenatal smoke exposure was associated with a 0.51 (95%CI: 0.35, 0.66) standard deviation higher polymethylation score. The direction and magnitude of the association was consistent in European and African genetic ancestry samples. In the full sample at age 15 (n = 747), prenatal smoke exposure was associated with a 0.48 (95%CI: 0.32, 0.63) standard deviation higher polymethylation score, and the association was attenuated among the European and Admixed-Latin genetic ancestry samples. The polymethylation score classified prenatal smoke exposure accurately (AUC age 9 = 0.77, age 15 = 0.76). Including the polymethylation score increased the AUC of base model covariates by 5 (95% CI: (2.1, 7.2)) percentage points, while including a single candidate site in the AHRR gene did not (P-value = 0.19). Polymethylation scores for prenatal smoking were portable across genetic ancestries and more accurate than an individual DNA methylation site. Polymethylation scores from saliva samples could serve as robust and practical biomarkers of prenatal smoke exposure.
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Affiliation(s)
- Freida A. Blostein
- Department of Epidemiology, University of Michigan School of Public Health, Ann Arbor, Michigan, USA
| | - Jonah Fisher
- Institute for Social Research, University of Michigan, Ann Arbor, Michigan, USA
| | - John Dou
- Department of Epidemiology, University of Michigan School of Public Health, Ann Arbor, Michigan, USA
| | - Lisa Schneper
- Department of Molecular Biology, Princeton University, Princeton, New Jersey, USA
| | - Erin B. Ware
- Department of Molecular Biology, Princeton University, Princeton, New Jersey, USA
| | - Daniel A. Notterman
- Department of Molecular Biology, Princeton University, Princeton, New Jersey, USA
| | - Colter Mitchell
- Institute for Social Research, University of Michigan, Ann Arbor, Michigan, USA
| | - Kelly M. Bakulski
- Department of Epidemiology, University of Michigan School of Public Health, Ann Arbor, Michigan, USA
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Dolinko AV, Schultz BM, Ghosh J, Kalliora C, Mainigi M, Coutifaris C, Sapienza C, Senapati S. Disrupted methylation patterns at birth persist in early childhood: a prospective cohort analysis. Clin Epigenetics 2022; 14:129. [PMID: 36243864 PMCID: PMC9568969 DOI: 10.1186/s13148-022-01348-x] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/08/2022] [Accepted: 09/29/2022] [Indexed: 11/10/2022] Open
Abstract
BACKGROUND Alterations in the epigenome are a risk factor in multiple disease states. We have demonstrated in the past that disruption of the epigenome during early pregnancy or periconception, as demonstrated by altered methylation, may be associated with both assisted reproductive technology and undesirable clinical outcomes at birth, such as low birth weight. We have previously defined this altered methylation, calculated based on statistical upper and lower limits of outlier CpGs compared to the population, as an 'outlier methylation phenotype' (OMP). Our aim in this study was to determine whether children thus identified as possessing an OMP at birth by DNA methylation in cord blood persist as outliers in early childhood based on salivary DNA methylation. RESULTS A total of 31 children were included in the analysis. Among 24 children for whom both cord blood DNA and salivary DNA were available, DNA methylation patterns, analyzed using the Illumina Infinium MethylationEPIC BeadChip (850 K), between cord blood at birth and saliva in childhood at age 6-12 years remain stable (R2 range 0.89-0.97). At birth, three out of 28 children demonstrated an OMP in multiple cord blood datasets and hierarchical clustering. Overall DNA methylation among all three OMP children identified as outliers at birth was remarkably stable (individual R2 0.908, 0.92, 0.915), even when only outlier CpG sites were considered (R2 0.694, 0.738, 0.828). CONCLUSIONS DNA methylation signatures in cord blood remain stable over time as demonstrated by a strong correlation with epigenetic salivary signatures in childhood. Future work is planned to identify whether a clinical phenotype is associated with OMP and, if so, could undesirable clinical outcomes in childhood and adulthood be predicted at birth.
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Affiliation(s)
- Andrey V Dolinko
- Department of Obstetrics and Gynecology, University of Pennsylvania, Philadelphia, PA, USA
| | - Bryant M Schultz
- Fels Cancer Institute for Personalized Medicine, Temple University, Philadelphia, PA, USA
| | - Jayashri Ghosh
- Fels Cancer Institute for Personalized Medicine, Temple University, Philadelphia, PA, USA
| | - Charikleia Kalliora
- Department of Obstetrics and Gynecology, University of Pennsylvania, Philadelphia, PA, USA
| | - Monica Mainigi
- Department of Obstetrics and Gynecology, University of Pennsylvania, Philadelphia, PA, USA
| | - Christos Coutifaris
- Department of Obstetrics and Gynecology, University of Pennsylvania, Philadelphia, PA, USA
| | - Carmen Sapienza
- Fels Cancer Institute for Personalized Medicine, Temple University, Philadelphia, PA, USA
| | - Suneeta Senapati
- Department of Obstetrics and Gynecology, University of Pennsylvania, Philadelphia, PA, USA.
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Emerging Biosensors for Oral Cancer Detection and Diagnosis—A Review Unravelling Their Role in Past and Present Advancements in the Field of Early Diagnosis. BIOSENSORS 2022; 12:bios12070498. [PMID: 35884301 PMCID: PMC9312890 DOI: 10.3390/bios12070498] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 05/25/2022] [Revised: 06/21/2022] [Accepted: 07/03/2022] [Indexed: 11/17/2022]
Abstract
Oral cancer is a serious concern to people all over the world because of its high mortality rate and metastatic spread to other areas of the body. Despite recent advancements in biomedical research, OC detection at an early stage remains a challenge and is complex and inaccurate with conventional diagnostics procedures. It is critical to study innovative approaches that can enable a faster, easier, non-invasive, and more precise diagnosis of OC in order to increase the survival rate of patients. In this paper, we conducted a review on how biosensors might be an excellent tool for detecting OC. This review covers the strategies that use different biosensors to target various types of biomarkers and focuses on biosensors that function at the molecular level viz. DNA biosensors, RNA biosensors, and protein biosensors. In addition, we reviewed non-invasive electrochemical methods, optical methods, and nano biosensors to analyze the OC biomarkers present in body fluids such as saliva and serum. As a result, this review sheds light on the development of ground-breaking biosensors for the early detection and diagnosis of OC.
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England-Mason G, Merrill SM, Gladish N, Moore SR, Giesbrecht GF, Letourneau N, MacIsaac JL, MacDonald AM, Kinniburgh DW, Ponsonby AL, Saffery R, Martin JW, Kobor MS, Dewey D. Prenatal exposure to phthalates and peripheral blood and buccal epithelial DNA methylation in infants: An epigenome-wide association study. ENVIRONMENT INTERNATIONAL 2022; 163:107183. [PMID: 35325772 DOI: 10.1016/j.envint.2022.107183] [Citation(s) in RCA: 5] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 12/17/2021] [Revised: 02/16/2022] [Accepted: 03/09/2022] [Indexed: 06/14/2023]
Abstract
BACKGROUND Prenatal exposure to phthalates has been associated with adverse health and neurodevelopmental outcomes. DNA methylation (DNAm) alterations may be a mechanism underlying these effects, but prior investigations of prenatal exposure to phthalates and neonatal DNAm profiles are limited to placental tissue and umbilical cord blood. OBJECTIVE Conduct an epigenome-wide association study (EWAS) of the associations between prenatal exposure to phthalates and DNAm in two accessible infant tissues, venous buffy coat blood and buccal epithelial cells (BECs). METHODS Participants included 152 maternal-infant pairs from the Alberta Pregnancy Outcomes and Nutrition (APrON) study. Maternal second trimester urine samples were analyzed for nine phthalate metabolites. Blood (n = 74) or BECs (n = 78) were collected from 3-month-old infants and profiled for DNAm using the Infinium HumanMethylation450 (450K) BeadChip. Robust linear regressions were used to investigate the associations between high (HMWPs) and low molecular weight phthalates (LMWPs) and change in methylation levels at variable Cytosine-phosphate-Guanine (CpG) sites in infant tissues, as well as the sensitivity of associations to potential confounders. RESULTS One candidate CpG in gene RNF39 reported by a previous study examining prenatal exposure to phthalates and cord blood DNAm was replicated. The EWAS identified 12 high-confidence CpGs in blood and another 12 in BECs associated with HMWPs and/or LMWPs. Prenatal exposure to bisphenol A (BPA) associated with two of the CpGs associated with HMWPs in BECs. DISCUSSION Prenatal exposure to phthalates was associated with DNAm variation at CpGs annotated to genes associated with endocrine hormone activity (i.e., SLCO4A1, TPO), immune pathways and DNA damage (i.e., RASGEF1B, KAZN, HLA-A, MYO18A, DIP2C, C1or109), and neurodevelopment (i.e., AMPH, NOTCH3, DNAJC5). Future studies that characterize the stability of these associations in larger samples, multiple cohorts, across tissues, and investigate the potential associations between these biomarkers and relevant health and neurodevelopmental outcomes are needed.
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Affiliation(s)
- Gillian England-Mason
- Department of Paediatrics, Cumming School of Medicine, University of Calgary, Calgary, Alberta, Canada; Owerko Centre, Alberta Children's Hospital Research Institute, University of Calgary, Calgary, Alberta, Canada
| | - Sarah M Merrill
- Department of Medical Genetics, Faculty of Medicine, University of British Columbia, Vancouver, British Columbia, Canada; British Columbia Children's Hospital Research Institute, University of British Columbia, Vancouver, British Columbia, Canada; Centre for Molecular Medicine and Therapeutics, Vancouver, British Columbia, Canada
| | - Nicole Gladish
- Department of Medical Genetics, Faculty of Medicine, University of British Columbia, Vancouver, British Columbia, Canada; British Columbia Children's Hospital Research Institute, University of British Columbia, Vancouver, British Columbia, Canada; Centre for Molecular Medicine and Therapeutics, Vancouver, British Columbia, Canada
| | - Sarah R Moore
- Department of Medical Genetics, Faculty of Medicine, University of British Columbia, Vancouver, British Columbia, Canada; British Columbia Children's Hospital Research Institute, University of British Columbia, Vancouver, British Columbia, Canada; Centre for Molecular Medicine and Therapeutics, Vancouver, British Columbia, Canada
| | - Gerald F Giesbrecht
- Department of Paediatrics, Cumming School of Medicine, University of Calgary, Calgary, Alberta, Canada; Owerko Centre, Alberta Children's Hospital Research Institute, University of Calgary, Calgary, Alberta, Canada; Department of Psychology, Faculty of Arts, University of Calgary, Calgary, Alberta, Canada; Department of Community Health Sciences, Cumming School of Medicine, University of Calgary, Calgary, Alberta, Canada
| | - Nicole Letourneau
- Department of Paediatrics, Cumming School of Medicine, University of Calgary, Calgary, Alberta, Canada; Owerko Centre, Alberta Children's Hospital Research Institute, University of Calgary, Calgary, Alberta, Canada; Department of Community Health Sciences, Cumming School of Medicine, University of Calgary, Calgary, Alberta, Canada; Faculty of Nursing, University of Calgary, Calgary, Alberta, Canada; Department of Psychiatry, Cumming School of Medicine, University of Calgary, Calgary, Alberta, Canada; Hotchkiss Brain Institute, Calgary, Alberta, Canada
| | - Julia L MacIsaac
- Department of Medical Genetics, Faculty of Medicine, University of British Columbia, Vancouver, British Columbia, Canada; British Columbia Children's Hospital Research Institute, University of British Columbia, Vancouver, British Columbia, Canada; Centre for Molecular Medicine and Therapeutics, Vancouver, British Columbia, Canada
| | - Amy M MacDonald
- Alberta Centre for Toxicology, University of Calgary, Calgary, Alberta, Canada
| | - David W Kinniburgh
- Alberta Centre for Toxicology, University of Calgary, Calgary, Alberta, Canada; Department of Laboratory Medicine and Pathology, University of Alberta, Edmonton, Alberta, Canada
| | - Anne-Louise Ponsonby
- Murdoch Children's Research Institute, Royal Children's Hospital, University of Melbourne, Melbourne, Victoria, Australia
| | - Richard Saffery
- Murdoch Children's Research Institute, Royal Children's Hospital, University of Melbourne, Melbourne, Victoria, Australia
| | - Jonathan W Martin
- Science for Life Laboratory, Department of Environmental Science, Stockholm University, Stockholm, Södermanland, Sweden
| | - Michael S Kobor
- Department of Medical Genetics, Faculty of Medicine, University of British Columbia, Vancouver, British Columbia, Canada; British Columbia Children's Hospital Research Institute, University of British Columbia, Vancouver, British Columbia, Canada; Centre for Molecular Medicine and Therapeutics, Vancouver, British Columbia, Canada; Program in Child and Brain Development, CIFAR, Toronto, Ontario, Canada
| | - Deborah Dewey
- Department of Paediatrics, Cumming School of Medicine, University of Calgary, Calgary, Alberta, Canada; Owerko Centre, Alberta Children's Hospital Research Institute, University of Calgary, Calgary, Alberta, Canada; Department of Community Health Sciences, Cumming School of Medicine, University of Calgary, Calgary, Alberta, Canada; Hotchkiss Brain Institute, Calgary, Alberta, Canada.
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The Vista of Application of Specific Anaphylaxis Accurate Diagnosis Based on DNA Single-Nucleotide Methylation Sites. CONTRAST MEDIA & MOLECULAR IMAGING 2021; 2021:8202068. [PMID: 34908915 PMCID: PMC8635942 DOI: 10.1155/2021/8202068] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 09/22/2021] [Revised: 10/21/2021] [Accepted: 10/29/2021] [Indexed: 11/29/2022]
Abstract
Anaphylaxis has rapidly spread around the world in the last several decades. Environmental factors seem to play a major role, and epigenetic marks, especially DNA methylation, get more attention. We discussed several GEO opening data classifications with TOP 100 specific methylation region values (normalized M-values on line) by machine learning, which are remarkable to classify specific anaphylaxis after monoallergen exposure. Then, we sequenced the whole-genome DNA methylation of six people (3 wormwood monoallergen atopic rhinitis patients and 3 normal-immune people) during the pollen season and analyzed the difference of the single nucleotide and DNA region. The results' divergences were obvious (the differential single nucleotides were mostly distributed in nongene regions but the differential DNA regions of GWAS, on the other hand), which may have caused most single nucleotides to be concealed in the regions' sequences. Therefore, we suggest that we should conduct more “pragmatic” and directly find special single-nucleotide changes after exposure to atopic allergens instead of complex correlativity. It is possible to try to use DNA methylation marks to accurately diagnose anaphylaxis and form a machine learning classification based on the single methylated CpGs.
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Methylmercury and Polycyclic Aromatic Hydrocarbons in Mediterranean Seafood: A Molecular Anthropological Perspective. APPLIED SCIENCES-BASEL 2021. [DOI: 10.3390/app112311179] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 12/27/2022]
Abstract
Eating seafood has numerous health benefits; however, it constitutes one of the main sources of exposure to several harmful environmental pollutants, both of anthropogenic and natural origin. Among these, methylmercury and polycyclic aromatic hydrocarbons give rise to concerns related to their possible effects on human biology. In the present review, we summarize the results of epidemiological investigations on the genetic component of individual susceptibility to methylmercury and polycyclic aromatic hydrocarbons exposure in humans, and on the effects that these two pollutants have on human epigenetic profiles (DNA methylation). Then, we provide evidence that Mediterranean coastal communities represent an informative case study to investigate the potential impact of methylmercury and polycyclic aromatic hydrocarbons on the human genome and epigenome, since they are characterized by a traditionally high local seafood consumption, and given the characteristics that render the Mediterranean Sea particularly polluted. Finally, we discuss the challenges of a molecular anthropological approach to this topic.
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12
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Goldoni R, Scolaro A, Boccalari E, Dolci C, Scarano A, Inchingolo F, Ravazzani P, Muti P, Tartaglia G. Malignancies and Biosensors: A Focus on Oral Cancer Detection through Salivary Biomarkers. BIOSENSORS-BASEL 2021; 11:bios11100396. [PMID: 34677352 PMCID: PMC8533918 DOI: 10.3390/bios11100396] [Citation(s) in RCA: 25] [Impact Index Per Article: 8.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 09/22/2021] [Revised: 10/11/2021] [Accepted: 10/14/2021] [Indexed: 12/15/2022]
Abstract
Oral cancer is among the deadliest types of malignancy due to the late stage at which it is usually diagnosed, leaving the patient with an average five-year survival rate of less than 50%. The booming field of biosensing and point of care diagnostics can, in this regard, play a major role in the early detection of oral cancer. Saliva is gaining interest as an alternative biofluid for non-invasive diagnostics, and many salivary biomarkers of oral cancer have been proposed. While these findings are promising for the application of salivaomics tools in routine practice, studies on larger cohorts are still needed for clinical validation. This review aims to summarize the most recent development in the field of biosensing related to the detection of salivary biomarkers commonly associated with oral cancer. An introduction to oral cancer diagnosis, prognosis and treatment is given to define the clinical problem clearly, then saliva as an alternative biofluid is presented, along with its advantages, disadvantages, and collection procedures. Finally, a brief paragraph on the most promising salivary biomarkers introduces the sensing technologies commonly exploited to detect oral cancer markers in saliva. Hence this review provides a comprehensive overview of both the clinical and technological advantages and challenges associated with oral cancer detection through salivary biomarkers.
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Affiliation(s)
- Riccardo Goldoni
- Department of Biomedical, Surgical and Dental Sciences, School of Dentistry, University of Milan, 20122 Milano, Italy; (R.G.); (A.S.); (E.B.); (C.D.); (P.M.)
| | - Alessandra Scolaro
- Department of Biomedical, Surgical and Dental Sciences, School of Dentistry, University of Milan, 20122 Milano, Italy; (R.G.); (A.S.); (E.B.); (C.D.); (P.M.)
| | - Elisa Boccalari
- Department of Biomedical, Surgical and Dental Sciences, School of Dentistry, University of Milan, 20122 Milano, Italy; (R.G.); (A.S.); (E.B.); (C.D.); (P.M.)
| | - Carolina Dolci
- Department of Biomedical, Surgical and Dental Sciences, School of Dentistry, University of Milan, 20122 Milano, Italy; (R.G.); (A.S.); (E.B.); (C.D.); (P.M.)
| | - Antonio Scarano
- Department of Innovative Technologies in Medicine & Dentistry, University of Chieti-Pescara, 66100 Chieti, Italy;
| | - Francesco Inchingolo
- Department of Interdisciplinary Medicine, University of Medicine Aldo Moro, 70124 Bari, Italy;
| | - Paolo Ravazzani
- National Research Council, Institute of Electronics, Computer and Telecommunication Engineering (CNR IEIIT), 20133 Milano, Italy;
| | - Paola Muti
- Department of Biomedical, Surgical and Dental Sciences, School of Dentistry, University of Milan, 20122 Milano, Italy; (R.G.); (A.S.); (E.B.); (C.D.); (P.M.)
| | - Gianluca Tartaglia
- Department of Biomedical, Surgical and Dental Sciences, School of Dentistry, University of Milan, 20122 Milano, Italy; (R.G.); (A.S.); (E.B.); (C.D.); (P.M.)
- UOC Maxillo-Facial Surgery and Dentistry, Fondazione IRCCS Ca Granda, Ospedale Maggiore Policlinico, 20100 Milano, Italy
- Correspondence:
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13
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Imran S, Neeland MR, Koplin J, Dharmage S, Tang MLK, Sawyer S, Dang T, McWilliam V, Peters R, Perrett KP, Novakovic B, Saffery R. Epigenetic programming underpins B-cell dysfunction in peanut and multi-food allergy. Clin Transl Immunology 2021; 10:e1324. [PMID: 34466226 PMCID: PMC8384135 DOI: 10.1002/cti2.1324] [Citation(s) in RCA: 11] [Impact Index Per Article: 3.7] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/06/2021] [Revised: 06/07/2021] [Accepted: 07/16/2021] [Indexed: 12/12/2022] Open
Abstract
OBJECTIVE Rates of IgE-mediated food allergy (FA) have increased over the last few decades, and mounting evidence implicates disruption of epigenetic profiles in various immune cell types in FA development. Recent data implicate B-cell dysfunction in FA; however, few studies have examined epigenetic changes within these cells. METHODS We assessed epigenetic and transcriptomic profiles in purified B cells from adolescents with FA, comparing single-food-allergic (peanut only), multi-food-allergic (peanut and ≥1 other food) and non-allergic (control) individuals. Adolescents represent a phenotype of persistent and severe FA indicative of a common immune deviation. RESULTS We identified 144 differentially methylated probes (DMPs) and 116 differentially expressed genes (DEGs) that distinguish B cells of individuals with FA from controls, including differential methylation of the PM20D1 promoter previously associated with allergic disorders. Subgroup comparisons found 729 DMPs specific to either single-food- or multi-food-allergic individuals, suggesting epigenetic distinctions between allergy groups. This included two regions with increased methylation near three S100 genes in multi-food-allergic individuals. Ontology results of DEGs specific to multi-food-allergic individuals revealed enrichment of terms associated with myeloid cell activation. Motif enrichment analysis of promoters associated with DMPs and DEGs showed differential enrichment for motifs recognised by transcription factors regulating B- and T-cell development, B-cell lineage determination and TGF-β signalling pathway between the multi-food-allergic and single-food-allergic groups. CONCLUSION Our data highlight epigenetic changes in B cells associated with peanut allergy, distinguishing features of the epigenome between single-food- and multi-food-allergic individuals and revealing differential developmental pathways potentially underpinning these distinct phenotypes.
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Affiliation(s)
- Samira Imran
- Murdoch Children’s Research Institute, and Department of PaediatricsUniversity of MelbourneRoyal Children's HospitalParkvilleVICAustralia
| | - Melanie R Neeland
- Murdoch Children’s Research Institute, and Department of PaediatricsUniversity of MelbourneRoyal Children's HospitalParkvilleVICAustralia
| | - Jennifer Koplin
- Murdoch Children’s Research Institute, and Department of PaediatricsUniversity of MelbourneRoyal Children's HospitalParkvilleVICAustralia
| | - Shyamali Dharmage
- Murdoch Children’s Research Institute, and Department of PaediatricsUniversity of MelbourneRoyal Children's HospitalParkvilleVICAustralia
- Allergy and Lung Health UnitMelbourne School of Population and Global HealthUniversity of MelbourneCarltonVICAustralia
| | - Mimi LK Tang
- Murdoch Children’s Research Institute, and Department of PaediatricsUniversity of MelbourneRoyal Children's HospitalParkvilleVICAustralia
- Department of Allergy and ImmunologyRoyal Children's HospitalMelbourneVICAustralia
| | - Susan Sawyer
- Murdoch Children’s Research Institute, and Department of PaediatricsUniversity of MelbourneRoyal Children's HospitalParkvilleVICAustralia
- Centre for Adolescent HealthRoyal Children's HospitalMelbourneVICAustralia
| | - Thanh Dang
- Murdoch Children’s Research Institute, and Department of PaediatricsUniversity of MelbourneRoyal Children's HospitalParkvilleVICAustralia
| | - Vicki McWilliam
- Murdoch Children’s Research Institute, and Department of PaediatricsUniversity of MelbourneRoyal Children's HospitalParkvilleVICAustralia
- Department of Allergy and ImmunologyRoyal Children's HospitalMelbourneVICAustralia
| | - Rachel Peters
- Murdoch Children’s Research Institute, and Department of PaediatricsUniversity of MelbourneRoyal Children's HospitalParkvilleVICAustralia
| | - Kirsten P Perrett
- Murdoch Children’s Research Institute, and Department of PaediatricsUniversity of MelbourneRoyal Children's HospitalParkvilleVICAustralia
- Department of Allergy and ImmunologyRoyal Children's HospitalMelbourneVICAustralia
| | - Boris Novakovic
- Murdoch Children’s Research Institute, and Department of PaediatricsUniversity of MelbourneRoyal Children's HospitalParkvilleVICAustralia
| | - Richard Saffery
- Murdoch Children’s Research Institute, and Department of PaediatricsUniversity of MelbourneRoyal Children's HospitalParkvilleVICAustralia
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14
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Childebayeva A, Harman T, Weinstein J, Day T, Brutsaert TD, Bigham AW. Genome-Wide DNA Methylation Changes Associated With High-Altitude Acclimatization During an Everest Base Camp Trek. Front Physiol 2021; 12:660906. [PMID: 34262470 PMCID: PMC8273439 DOI: 10.3389/fphys.2021.660906] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/29/2021] [Accepted: 05/04/2021] [Indexed: 12/30/2022] Open
Abstract
The individual physiological response to high-altitude hypoxia involves both genetic and non-genetic factors, including epigenetic modifications. Epigenetic changes in hypoxia factor pathway (HIF) genes are associated with high-altitude acclimatization. However, genome-wide epigenetic changes that are associated with short-term hypoxia exposure remain largely unknown. We collected a series of DNA samples from 15 participants of European ancestry trekking to Everest Base Camp to identify DNA methylation changes associated with incremental altitude ascent. We determined genome-wide DNA methylation levels using the Illumina MethylationEPIC chip comparing two altitudes: baseline 1,400 m (day 0) and elevation 4,240 m (day 7). The results of our epigenome-wide association study revealed 2,873 significant differentially methylated positions (DMPs) and 361 significant differentially methylated regions (DMRs), including significant positions and regions in hypoxia inducible factor (HIF) and the renin–angiotensin system (RAS) pathways. Our pathway enrichment analysis identified 95 significant pathways including regulation of glycolytic process (GO:0006110), regulation of hematopoietic stem cell differentiation (GO:1902036), and regulation of angiogenesis (GO:0045765). Lastly, we identified an association between the ACE gene insertion/deletion (I/D) polymorphism and oxygen saturation, as well as average ACE methylation. These findings shed light on the genes and pathways experiencing the most epigenetic change associated with short-term exposure to hypoxia.
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Affiliation(s)
- Ainash Childebayeva
- Department of Anthropology, University of Michigan, Ann Arbor, MI, United States.,Department of Environmental Sciences, School of Public Health, Ann Arbor, MI, United States.,Department of Archaeogenetics, Max Planck Institute for the Study of Human History, Jena, Germany
| | - Taylor Harman
- Department of Anthropology, Syracuse University, Syracuse, NY, United States
| | - Julien Weinstein
- Department of Anthropology, University of Michigan, Ann Arbor, MI, United States
| | - Trevor Day
- Department of Biology, Mount Royal University, Calgary, AB, Canada
| | - Tom D Brutsaert
- Department of Exercise Science, Syracuse University, Syracuse, NY, United States
| | - Abigail W Bigham
- Department of Anthropology, University of California, Los Angeles, Los Angeles, CA, United States
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15
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Salivary DNA Methylation as an Epigenetic Biomarker for Head and Neck Cancer. Part I: A Diagnostic Accuracy Meta-Analysis. J Pers Med 2021; 11:jpm11060568. [PMID: 34204396 PMCID: PMC8233749 DOI: 10.3390/jpm11060568] [Citation(s) in RCA: 11] [Impact Index Per Article: 3.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/03/2021] [Revised: 06/09/2021] [Accepted: 06/15/2021] [Indexed: 12/31/2022] Open
Abstract
DNA hypermethylation is an important epigenetic mechanism for gene expression inactivation in head and neck cancer (HNC). Saliva has emerged as a novel liquid biopsy representing a potential source of biomarkers. We performed a comprehensive meta-analysis to evaluate the overall diagnostic accuracy of salivary DNA methylation for detecting HNC. PubMed EMBASE, Web of Science, LILACS, and the Cochrane Library were searched. Study quality was assessed by the Quality Assessment for Studies of Diagnostic Accuracy-2, and sensitivity, specificity, positive likelihood ratio (PLR), negative likelihood ratio (NLR), diagnostic odds ratio (dOR), and their corresponding 95% confidence intervals (CIs) were calculated using a bivariate random-effect meta-analysis model. Meta-regression and subgroup analyses were performed to assess heterogeneity. Eighty-four study units from 18 articles with 8368 subjects were included. The pooled sensitivity and specificity of salivary DNA methylation were 0.39 and 0.87, respectively, while PLR and NLR were 3.68 and 0.63, respectively. The overall area under the curve (AUC) was 0.81 and the dOR was 8.34. The combination of methylated genes showed higher diagnostic accuracy (AUC, 0.92 and dOR, 36.97) than individual gene analysis (AUC, 0.77 and dOR, 6.02). These findings provide evidence regarding the potential clinical application of salivary DNA methylation for HNC diagnosis.
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16
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Danielewicz H, Gurgul A, Dębińska A, Myszczyszyn G, Szmatoła T, Myszkal A, Jasielczuk I, Drabik-Chamerska A, Hirnle L, Boznański A. Maternal atopy and offspring epigenome-wide methylation signature. Epigenetics 2021; 16:629-641. [PMID: 32902349 PMCID: PMC8143219 DOI: 10.1080/15592294.2020.1814504] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/21/2020] [Revised: 07/18/2020] [Accepted: 08/10/2020] [Indexed: 12/18/2022] Open
Abstract
The increase in the prevalence of allergic diseases is believed to partially depend on environmental changes. DNA methylation is a major epigenetic mechanism, which is known to respond to environmental factors. A number of studies have revealed that patterns of DNA methylation may potentially predict allergic diseases.Here, we examined how maternal atopy is associated with methylation patterns in the cord blood of neonates.We conducted an epigenome-wide association study in a cohort of 96 mother-child pairs. Pregnant women aged not more than 35 years old, not currently smoking or exposed to environmental tobacco smoke, who did not report obesity before conception were considered eligible. They were further tested for atopy. Converted DNA from cord blood was analysed using Infinium MethylationEPIC; for statistical analysis, RnBeads software was applied. Gestational age and sex were included as covariates in the final analysis.83 DM sites were associated with maternal atopy. Within the top DM sites, there were CpG sites which mapped to genes SCD, ITM2C, NT5C3A and NPEPL1. Regional analysis revealed 25 tiling regions, 4 genes, 3 CpG islands and 5 gene promoters, (including PIGCP1, ADAM3A, ZSCAN12P1) associated with maternal atopy. Gene content analysis revealed pointwise enrichments in pathways related to purine-containing compound metabolism, the G1/S transition of the mitotic cell cycle, stem cell division and cellular glucose homoeostasis.These findings suggest that maternal atopy provides a unique intrauterine environment that may constitute the first environment in which exposure is associated with methylation patterns in newborn.
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Affiliation(s)
- Hanna Danielewicz
- 1st Department of Pediatrics, Allergy and Cardiology, Wroclaw Medical University, Wroclaw, Poland
| | - Artur Gurgul
- Center for Experimental and Innovative Medicine, University of Agriculture in Krakow, Kraków, Poland
| | - Anna Dębińska
- 1st Department of Pediatrics, Allergy and Cardiology, Wroclaw Medical University, Wroclaw, Poland
| | - Grzegorz Myszczyszyn
- 1st Department of Gynecology and Obstetrics, Wroclaw Medical University, Wroclaw, Poland
| | - Tomasz Szmatoła
- Center for Experimental and Innovative Medicine, University of Agriculture in Krakow, Kraków, Poland
| | - Anna Myszkal
- 1st Department of Gynecology and Obstetrics, University Hospital of Jan Mikulicz-Radecki in Wroclaw, Wroclaw, Poland
| | - Igor Jasielczuk
- Center for Experimental and Innovative Medicine, University of Agriculture in Krakow, Kraków, Poland
| | - Anna Drabik-Chamerska
- 1st Department of Pediatrics, Allergy and Cardiology, Wroclaw Medical University, Wroclaw, Poland
| | - Lidia Hirnle
- 1st Department of Gynecology and Obstetrics, Wroclaw Medical University, Wroclaw, Poland
| | - Andrzej Boznański
- 1st Department of Pediatrics, Allergy and Cardiology, Wroclaw Medical University, Wroclaw, Poland
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17
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Castro de Moura M, Davalos V, Planas-Serra L, Alvarez-Errico D, Arribas C, Ruiz M, Aguilera-Albesa S, Troya J, Valencia-Ramos J, Vélez-Santamaria V, Rodríguez-Palmero A, Villar-Garcia J, Horcajada JP, Albu S, Casasnovas C, Rull A, Reverte L, Dietl B, Dalmau D, Arranz MJ, Llucià-Carol L, Planas AM, Pérez-Tur J, Fernandez-Cadenas I, Villares P, Tenorio J, Colobran R, Martin-Nalda A, Soler-Palacin P, Vidal F, Pujol A, Esteller M. Epigenome-wide association study of COVID-19 severity with respiratory failure. EBioMedicine 2021; 66:103339. [PMID: 33867313 PMCID: PMC8047083 DOI: 10.1016/j.ebiom.2021.103339] [Citation(s) in RCA: 72] [Impact Index Per Article: 24.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/05/2021] [Revised: 03/16/2021] [Accepted: 03/26/2021] [Indexed: 12/20/2022] Open
Abstract
Background Patients infected with the severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2), responsible for the coronavirus disease 2019 (COVID-19), exhibit a wide spectrum of disease behaviour. Since DNA methylation has been implicated in the regulation of viral infections and the immune system, we performed an epigenome-wide association study (EWAS) to identify candidate loci regulated by this epigenetic mark that could be involved in the onset of COVID-19 in patients without comorbidities. Methods Peripheral blood samples were obtained from 407 confirmed COVID-19 patients ≤ 61 years of age and without comorbidities, 194 (47.7%) of whom had mild symptomatology that did not involve hospitalization and 213 (52.3%) had a severe clinical course that required respiratory support. The set of cases was divided into discovery (n = 207) and validation (n = 200) cohorts, balanced for age and sex of individuals. We analysed the DNA methylation status of 850,000 CpG sites in these patients. Findings The DNA methylation status of 44 CpG sites was associated with the clinical severity of COVID-19. Of these loci, 23 (52.3%) were located in 20 annotated coding genes. These genes, such as the inflammasome component Absent in Melanoma 2 (AIM2) and the Major Histocompatibility Complex, class I C (HLA-C) candidates, were mainly involved in the response of interferon to viral infection. We used the EWAS-identified sites to establish a DNA methylation signature (EPICOVID) that is associated with the severity of the disease. Interpretation We identified DNA methylation sites as epigenetic susceptibility loci for respiratory failure in COVID-19 patients. These candidate biomarkers, combined with other clinical, cellular and genetic factors, could be useful in the clinical stratification and management of patients infected with the SARS-CoV-2. Funding The Unstoppable campaign of the Josep Carreras Leukaemia Foundation, the Cellex Foundation and the CERCA Programme/Generalitat de Catalunya.
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Affiliation(s)
- Manuel Castro de Moura
- Josep Carreras Leukaemia Research Institute (IJC), 08916 Badalona, Barcelona, Catalonia, Spain
| | - Veronica Davalos
- Josep Carreras Leukaemia Research Institute (IJC), 08916 Badalona, Barcelona, Catalonia, Spain
| | - Laura Planas-Serra
- Neurometabolic Diseases Laboratory, Bellvitge Biomedical Research Institute (IDIBELL), 08908 L'Hospitalet de Llobregat, Barcelona, Catalonia, Spain
| | - Damiana Alvarez-Errico
- Josep Carreras Leukaemia Research Institute (IJC), 08916 Badalona, Barcelona, Catalonia, Spain
| | - Carles Arribas
- Josep Carreras Leukaemia Research Institute (IJC), 08916 Badalona, Barcelona, Catalonia, Spain
| | - Montserrat Ruiz
- Neurometabolic Diseases Laboratory, Bellvitge Biomedical Research Institute (IDIBELL), 08908 L'Hospitalet de Llobregat, Barcelona, Catalonia, Spain
| | | | - Jesús Troya
- Infanta Leonor University Hospital, Madrid, Spain
| | | | - Valentina Vélez-Santamaria
- Neurometabolic Diseases Laboratory, Bellvitge Biomedical Research Institute (IDIBELL), 08908 L'Hospitalet de Llobregat, Barcelona, Catalonia, Spain; Bellvitge University Hospital, L'Hospitalet de Llobregat, Barcelona, Catalonia, Spain
| | - Agustí Rodríguez-Palmero
- Neurometabolic Diseases Laboratory, Bellvitge Biomedical Research Institute (IDIBELL), 08908 L'Hospitalet de Llobregat, Barcelona, Catalonia, Spain; University Hospital Germans Trias i Pujol, Badalona, Barcelona, Catalonia, Spain
| | - Judit Villar-Garcia
- Hospital del Mar - IMIM Biomedical Research Institute, Barcelona, Catalonia, Spain
| | - Juan P Horcajada
- Hospital del Mar - IMIM Biomedical Research Institute, Barcelona, Catalonia, Spain
| | - Sergiu Albu
- Institut Guttmann Foundation, Badalona, Barcelona, Catalonia, Spain
| | - Carlos Casasnovas
- Neurometabolic Diseases Laboratory, Bellvitge Biomedical Research Institute (IDIBELL), 08908 L'Hospitalet de Llobregat, Barcelona, Catalonia, Spain; Bellvitge University Hospital, L'Hospitalet de Llobregat, Barcelona, Catalonia, Spain
| | - Anna Rull
- Hospital Universitari de Tarragona Joan XXIII, IISPV, Universitat Rovira i Virgili, Tarragona, Catalonia, Spain
| | - Laia Reverte
- Hospital Universitari de Tarragona Joan XXIII, IISPV, Universitat Rovira i Virgili, Tarragona, Catalonia, Spain
| | - Beatriz Dietl
- Servei de malalties infeccioses Hospital Universitari MutuaTerrassa, Universitat de Barcelona, Barcelona, Catalonia, Spain
| | - David Dalmau
- MutuaTerrassa Research and Innovation Foundation, HIV/AIDS Unit Hospital Universitari MutuaTerrassa, University of Barcelona, Barcelona, Catalonia, Spain
| | - Maria J Arranz
- Fundaciò Docència i Recerca Mutua Terrassa i Hospital Universitari Mutua Terrassa, Barcelona, Catalonia, Spain
| | - Laia Llucià-Carol
- Stroke Pharmacogenomics and Genetics Group, Sant Pau Institute of Research, Sant Pau Hospital, Barcelona, Catalonia, Spain
| | - Anna M Planas
- Department of Brain Ischemia and Neurodegeneration, Institut d'Investigacions Biomèdiques de Barcelona (IIBB), Consejo Superior de Investigaciones Científicas (CSIC), Area of Neurosciences, Institut d'Investigacions Biomèdiques August Pi i Sunyer (IDIBAPS), Barcelona, Catalonia, Spain
| | - Jordi Pérez-Tur
- Institut de Biomedicina de València-CSIC, CIBERNED, Unitat Mixta de Neurologia i Genètica, IIS La Fe, Vallencia, Spain
| | - Israel Fernandez-Cadenas
- Stroke Pharmacogenomics and Genetics Group, Sant Pau Institute of Research, Sant Pau Hospital, Barcelona, Catalonia, Spain
| | - Paula Villares
- Internal Medicine Department, Hospital HM Sanchinarro, HM Hospitales, Madrid, Spain
| | - Jair Tenorio
- INGEMM-Instituto de Genética Médica y Molecular, Hospital Universitario La Paz, Madrid, Spain; Center for Biomedical Research on Rare Diseases (CIBERER), ISCIII, Madrid, Spain
| | - Roger Colobran
- Immunology Division, Genetics Department, Hospital Universitari Vall d'Hebron, Vall d'Hebron Research Institute, Vall d'Hebron Barcelona Hospital Campus, UAB, Barcelona, Catalonia, Spain
| | - Andrea Martin-Nalda
- Pediatric Infectious Diseases and Immunodeficiencies Unit, Hospital Universitari Vall d'Hebron, Vall d'Hebron Barcelona Hospital Campus, Barcelona, Catalonia, Spain
| | - Pere Soler-Palacin
- Pediatric Infectious Diseases and Immunodeficiencies Unit, Hospital Universitari Vall d'Hebron, Vall d'Hebron Barcelona Hospital Campus, Barcelona, Catalonia, Spain
| | - Francesc Vidal
- Hospital Universitari de Tarragona Joan XXIII, IISPV, Universitat Rovira i Virgili, Tarragona, Catalonia, Spain
| | - Aurora Pujol
- Neurometabolic Diseases Laboratory, Bellvitge Biomedical Research Institute (IDIBELL), 08908 L'Hospitalet de Llobregat, Barcelona, Catalonia, Spain; Center for Biomedical Research on Rare Diseases (CIBERER), ISCIII, Madrid, Spain; Institucio Catalana de Recerca i Estudis Avançats (ICREA), Barcelona, Catalonia, Spain.
| | - Manel Esteller
- Josep Carreras Leukaemia Research Institute (IJC), 08916 Badalona, Barcelona, Catalonia, Spain; Centro de Investigación Biomédica en Red de Cancer (CIBERONC), Spain; Institucio Catalana de Recerca i Estudis Avançats (ICREA), Barcelona, Catalonia, Spain; Physiological Sciences Department, School of Medicine and Health Sciences, University of Barcelona (UB), Catalonia, Spain.
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18
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Middleton LYM, Dou J, Fisher J, Heiss JA, Nguyen VK, Just AC, Faul J, Ware EB, Mitchell C, Colacino JA, M Bakulski K. Saliva cell type DNA methylation reference panel for epidemiological studies in children. Epigenetics 2021; 17:161-177. [PMID: 33588693 DOI: 10.1080/15592294.2021.1890874] [Citation(s) in RCA: 29] [Impact Index Per Article: 9.7] [Reference Citation Analysis] [Abstract] [Key Words] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/12/2022] Open
Abstract
Saliva is a widely used biological sample, especially in pediatric research, containing a heterogenous mixture of immune and epithelial cells. Associations of exposure or disease with saliva DNA methylation can be influenced by cell-type proportions. Here, we developed a saliva cell-type DNA methylation reference panel to estimate interindividual cell-type heterogeneity in whole saliva studies. Saliva was collected from 22 children (7-16 years) and sorted into immune and epithelial cells, using size exclusion filtration and magnetic bead sorting. DNA methylation was measured using the Illumina MethylationEPIC BeadChip. We assessed cell-type differences in DNA methylation profiles and tested for enriched biological pathways. Immune and epithelial cells differed at 181,577 (22.8%) DNA methylation sites (t-test p < 6.28 × 10-8). Immune cell hypomethylated sites are mapped to genes enriched for immune pathways (p < 3.2 × 10-5). Epithelial cell hypomethylated sites were enriched for cornification (p = 5.2 × 10-4), a key process for hard palette formation. Saliva immune and epithelial cells have distinct DNA methylation profiles which can drive whole-saliva DNA methylation measures. A primary saliva DNA methylation reference panel, easily implemented with an R package, will allow estimates of cell proportions from whole saliva samples and improve epigenetic epidemiology studies by accounting for measurement heterogeneity by cell-type proportions.
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Affiliation(s)
- Lauren Y M Middleton
- Department of Epidemiology, School of Public Health, University of Michigan, Ann Arbor, MI, USA.,Department of Environmental Health Sciences, School of Public Health, University of Michigan, Ann Arbor, MI, USA
| | - John Dou
- Department of Epidemiology, School of Public Health, University of Michigan, Ann Arbor, MI, USA
| | - Jonah Fisher
- Survey Research Center, Institute for Social Research, University of Michigan, Ann Arbor, MI, USA
| | - Jonathan A Heiss
- Department of Environmental Medicine and Public Health, Icahn School of Medicine at Mount Sinai, New York, NY, USA
| | - Vy K Nguyen
- Department of Environmental Health Sciences, School of Public Health, University of Michigan, Ann Arbor, MI, USA.,Department of Computational Medicine and Bioinformatics, Medical School, University of Michigan, Ann Arbor, MI, USA
| | - Allan C Just
- Department of Environmental Medicine and Public Health, Icahn School of Medicine at Mount Sinai, New York, NY, USA
| | - Jessica Faul
- Survey Research Center, Institute for Social Research, University of Michigan, Ann Arbor, MI, USA
| | - Erin B Ware
- Survey Research Center, Institute for Social Research, University of Michigan, Ann Arbor, MI, USA.,Population Studies Center, Institute for Social Research, University of Michigan
| | - Colter Mitchell
- Survey Research Center, Institute for Social Research, University of Michigan, Ann Arbor, MI, USA.,Population Studies Center, Institute for Social Research, University of Michigan
| | - Justin A Colacino
- Department of Environmental Health Sciences, School of Public Health, University of Michigan, Ann Arbor, MI, USA.,Department of Nutritional Sciences, School of Public Health, University of Michigan.,Center for Computational Medicine and Bioinformatics, University of Michigan.,Program in the Environment, College of Literature, Sciences, and the Arts, University of Michigan
| | - Kelly M Bakulski
- Department of Epidemiology, School of Public Health, University of Michigan, Ann Arbor, MI, USA
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19
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Pet ownership in pregnancy and methylation pattern in cord blood. Genes Immun 2021; 22:305-312. [PMID: 34642452 PMCID: PMC8506094 DOI: 10.1038/s41435-021-00151-7] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/01/2021] [Revised: 09/13/2021] [Accepted: 09/28/2021] [Indexed: 11/09/2022]
Abstract
Having pets in the house during the first years of life has been shown to protect against allergies. However, the result of different studies is heterogeneous. The aim of this study was to evaluate the methylation pattern in cord blood in relation to pet ownership during pregnancy.We investigated the methylation patterns of 96 cord blood samples, participants of the Epigenetic Hallmark of Maternal Atopy and Diet-ELMA project, born to mothers who either owned pets (n = 32) or did not own pets (n = 64) during their pregnancy. DNA from cord blood was analysed using the Infinium methylation EPIC. For statistical analysis, RnBeads software was applied.We found 113 differentially methylated sites (DMs) in the covariate-adjusted analysis (FDR p < 0.05), with small methylation differences. The top DMs were associated with genes: UBA7, THRAP3, GTDC1, PDE8A and SBK2. In the regional analysis, two promoter regions presented with significance: RN7SL621P and RNU6-211P. Cis-regulatory element analysis revealed significant associations with several immune-related pathways, such as regulation of IL18, Toll signalling, IL6 and complement.We conclude that pet exposure during pregnancy causes subtle but significant changes in methylation patterns in cord blood, which are reflected in the biological processes governing both innate and adaptive immune responses.
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20
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Straight B, Fisher G, Needham BL, Naugle A, Olungah C, Wanitjirattikal P, Root C, Farman J, Barkman T, Lalancette C. Lifetime stress and war exposure timing may predict methylation changes at NR3C1 based on a pilot study in a warrior cohort in a small-scale society in Kenya. Am J Hum Biol 2020; 33:e23515. [PMID: 33058324 DOI: 10.1002/ajhb.23515] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/04/2020] [Revised: 09/23/2020] [Accepted: 09/24/2020] [Indexed: 11/12/2022] Open
Abstract
OBJECTIVES Candidate gene methylation studies of NR3C1 have identified associations with psychosocial adversity, including war trauma. This pilot study (sample sizes from 22 to 45 for primary analyses) examined NR3C1 methylation in a group of Kenyan pastoralist young men in relation to culturally relevant traumatic experiences, including participation in coalitional lethal gun violence. METHODS Adolescent and young adult Samburu men ("warriors") were recruited for participation. DNA was obtained from whole saliva and methylation analyses performed using mass spectrometry. We performed a data reduction of variables from a standardized instrument of lifetime stress using a factor analysis and we assessed the association between the extracted factors with culturally relevant and cross-culturally comparative experiences. RESULTS Cumulative lifetime trauma exposure and forms of violence to which warriors are particularly susceptible were associated with DNA methylation changes in the NR3C1 1F promoter region but not in the NR3C1 1D promoter region. However, sensitivity analyses revealed significant associations between individual CpG sites in both regions and cumulative stress exposures, war exposure timing, and war fatalities. CONCLUSIONS This study supports the importance of NR3C1 methylation changes in response to challenging life circumstances, including in a global south cultural context that contrasts in notable ways from global north contexts and from the starkly tragic examples of the Rwandan genocide and war-associated rape explored in recent studies. Timing of traumatic exposure and culturally salient means to measure enduring symptoms of trauma remain important considerations for DNA methylation studies.
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Affiliation(s)
- Bilinda Straight
- Department of Anthropology, Western Michigan University, Kalamazoo, Michigan, USA
| | - Georgiana Fisher
- Department of Statistics, Western Michigan University, Kalamazoo, Michigan, USA
| | - Belinda L Needham
- Department of Epidemiology, University of Michigan, Ann Arbor, Michigan, USA
| | - Amy Naugle
- Department of Psychology, Western Michigan University, Kalamazoo, Michigan, USA
| | - Charles Olungah
- University of Nairobi Institute of Anthropology, Gender & African Studies, Nairobi, Nairobi, Kenya
| | | | - Cecilia Root
- Unaffiliated (Western Michigan University Department of Anthropology Alum), Kalamazoo, Michigan, USA
| | - Jen Farman
- Unaffiliated (Western Michigan University Department of Anthropology Alum), Kalamazoo, Michigan, USA
| | - Todd Barkman
- Department of Biological Sciences, Western Michigan University, Kalamazoo, Michigan, USA
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21
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Rossnerova A, Honkova K, Pelclova D, Zdimal V, Hubacek JA, Chvojkova I, Vrbova K, Rossner P, Topinka J, Vlckova S, Fenclova Z, Lischkova L, Klusackova P, Schwarz J, Ondracek J, Ondrackova L, Kostejn M, Klema J, Dvorackova S. DNA Methylation Profiles in a Group of Workers Occupationally Exposed to Nanoparticles. Int J Mol Sci 2020; 21:E2420. [PMID: 32244494 PMCID: PMC7177382 DOI: 10.3390/ijms21072420] [Citation(s) in RCA: 23] [Impact Index Per Article: 5.8] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/17/2020] [Revised: 03/27/2020] [Accepted: 03/30/2020] [Indexed: 02/07/2023] Open
Abstract
The risk of exposure to nanoparticles (NPs) has rapidly increased during the last decade due to the vast use of nanomaterials (NMs) in many areas of human life. Despite this fact, human biomonitoring studies focused on the effect of NP exposure on DNA alterations are still rare. Furthermore, there are virtually no epigenetic data available. In this study, we investigated global and gene-specific DNA methylation profiles in a group of 20 long-term (mean 14.5 years) exposed, nanocomposite, research workers and in 20 controls. Both groups were sampled twice/day (pre-shift and post-shift) in September 2018. We applied Infinium Methylation Assay, using the Infinium MethylationEPIC BeadChips with more than 850,000 CpG loci, for identification of the DNA methylation pattern in the studied groups. Aerosol exposure monitoring, including two nanosized fractions, was also performed as proof of acute NP exposure. The obtained array data showed significant differences in methylation between the exposed and control groups related to long-term exposure, specifically 341 CpG loci were hypomethylated and 364 hypermethylated. The most significant CpG differences were mainly detected in genes involved in lipid metabolism, the immune system, lung functions, signaling pathways, cancer development and xenobiotic detoxification. In contrast, short-term acute NP exposure was not accompanied by DNA methylation changes. In summary, long-term (years) exposure to NP is associated with DNA epigenetic alterations.
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Affiliation(s)
- Andrea Rossnerova
- Department of Genetic Toxicology and Epigenetics, Institute of Experimental Medicine CAS, Videnska 1083, 142 20 Prague 4, Czech Republic; (K.H.); (I.C.); (J.T.)
| | - Katerina Honkova
- Department of Genetic Toxicology and Epigenetics, Institute of Experimental Medicine CAS, Videnska 1083, 142 20 Prague 4, Czech Republic; (K.H.); (I.C.); (J.T.)
| | - Daniela Pelclova
- Department of Occupational Medicine, First Faculty of Medicine, Charles University in Prague and General University Hospital in Prague, Na Bojisti 1, 120 00 Prague 2, Czech Republic; (D.P.); (S.V.); (Z.F.); (L.L.); (P.K.)
| | - Vladimir Zdimal
- Laboratory of Aerosol Chemistry and Physics, Institute of Chemical Process Fundamentals CAS, Rozvojova 1, 165 02 Prague 6, Czech Republic; (V.Z.); (J.S.); (J.O.); (L.O.); (M.K.)
| | - Jaroslav A. Hubacek
- Center for Experimental Medicine, Institute for Clinical and Experimental Medicine, Videnska 1958/9, 140 21 Prague 4, Czech Republic;
| | - Irena Chvojkova
- Department of Genetic Toxicology and Epigenetics, Institute of Experimental Medicine CAS, Videnska 1083, 142 20 Prague 4, Czech Republic; (K.H.); (I.C.); (J.T.)
| | - Kristyna Vrbova
- Department of Nanotoxicology and Molecular Epidemiology, Institute of Experimental Medicine CAS, Videnska 1083, 142 20 Prague 4, Czech Republic; (K.V.); (P.R.)
| | - Pavel Rossner
- Department of Nanotoxicology and Molecular Epidemiology, Institute of Experimental Medicine CAS, Videnska 1083, 142 20 Prague 4, Czech Republic; (K.V.); (P.R.)
| | - Jan Topinka
- Department of Genetic Toxicology and Epigenetics, Institute of Experimental Medicine CAS, Videnska 1083, 142 20 Prague 4, Czech Republic; (K.H.); (I.C.); (J.T.)
| | - Stepanka Vlckova
- Department of Occupational Medicine, First Faculty of Medicine, Charles University in Prague and General University Hospital in Prague, Na Bojisti 1, 120 00 Prague 2, Czech Republic; (D.P.); (S.V.); (Z.F.); (L.L.); (P.K.)
| | - Zdenka Fenclova
- Department of Occupational Medicine, First Faculty of Medicine, Charles University in Prague and General University Hospital in Prague, Na Bojisti 1, 120 00 Prague 2, Czech Republic; (D.P.); (S.V.); (Z.F.); (L.L.); (P.K.)
| | - Lucie Lischkova
- Department of Occupational Medicine, First Faculty of Medicine, Charles University in Prague and General University Hospital in Prague, Na Bojisti 1, 120 00 Prague 2, Czech Republic; (D.P.); (S.V.); (Z.F.); (L.L.); (P.K.)
| | - Pavlina Klusackova
- Department of Occupational Medicine, First Faculty of Medicine, Charles University in Prague and General University Hospital in Prague, Na Bojisti 1, 120 00 Prague 2, Czech Republic; (D.P.); (S.V.); (Z.F.); (L.L.); (P.K.)
| | - Jaroslav Schwarz
- Laboratory of Aerosol Chemistry and Physics, Institute of Chemical Process Fundamentals CAS, Rozvojova 1, 165 02 Prague 6, Czech Republic; (V.Z.); (J.S.); (J.O.); (L.O.); (M.K.)
| | - Jakub Ondracek
- Laboratory of Aerosol Chemistry and Physics, Institute of Chemical Process Fundamentals CAS, Rozvojova 1, 165 02 Prague 6, Czech Republic; (V.Z.); (J.S.); (J.O.); (L.O.); (M.K.)
| | - Lucie Ondrackova
- Laboratory of Aerosol Chemistry and Physics, Institute of Chemical Process Fundamentals CAS, Rozvojova 1, 165 02 Prague 6, Czech Republic; (V.Z.); (J.S.); (J.O.); (L.O.); (M.K.)
| | - Martin Kostejn
- Laboratory of Aerosol Chemistry and Physics, Institute of Chemical Process Fundamentals CAS, Rozvojova 1, 165 02 Prague 6, Czech Republic; (V.Z.); (J.S.); (J.O.); (L.O.); (M.K.)
| | - Jiri Klema
- Department of Computer Science, Czech Technical University in Prague, Karlovo namesti 13, 121 35 Prague 2, Czech Republic;
| | - Stepanka Dvorackova
- Department of Machining and Assembly, Department of Engineering Technology, Department of Material Science, Faculty of Mechanical Engineering, Technical University in Liberec, Studentska 1402/2 Liberec, Czech Republic;
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22
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Langie SA, Timms JA, De Boever P, McKay JA. DNA methylation and the hygiene hypothesis: connecting respiratory allergy and childhood acute lymphoblastic leukemia. Epigenomics 2019; 11:1519-1537. [PMID: 31536380 DOI: 10.2217/epi-2019-0052] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Abstract] [Key Words] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/07/2023] Open
Abstract
Aim: The hygiene hypothesis states that a lack of infection in early-life suppresses immune system development, and is linked to respiratory allergy (RA) and childhood acute lymphoblastic leukemia (ALL) risk. Little is known about underlying mechanisms, but DNA methylation is altered in RA and ALL, and in response to infection. We investigated if aberrant methylation may be in common between these diseases and associated with infection. Materials & methods: RA and ALL disease-associated methylation signatures were compared and related to exposure-to-infection signatures. Results: A significant number of genes overlapped between RA and ALL signatures (p = 0.0019). Significant overlaps were observed between exposure-to-infection signatures and disease-associated signatures. Conclusion: DNA methylation may be a mediating mechanism through which the hygiene hypothesis is associated with RA and ALL risk.
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Affiliation(s)
- Sabine As Langie
- VITO-Health, 2400 Mol, Belgium.,Centre for Environmental Sciences, Hasselt University, Diepenbeek, 3590, Belgium
| | - Jessica A Timms
- Institute for Health & Society, Human Nutrition Research Centre, Newcastle University, NE2 4HH, UK.,Systems Cancer Immunology Lab, Comprehensive Cancer Centre, School of Cancer and Pharmaceutical Sciences, Research Oncology, King's College London, Guy's Hospital, SE1 9RT, UK
| | - Patrick De Boever
- VITO-Health, 2400 Mol, Belgium.,Centre for Environmental Sciences, Hasselt University, Diepenbeek, 3590, Belgium
| | - Jill A McKay
- Institute for Health & Society, Human Nutrition Research Centre, Newcastle University, NE2 4HH, UK.,Faculty of Health & Life Sciences, Department of Applied Sciences, Northumbria University, NE1 8ST, UK
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23
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Popovic M, Fiano V, Fasanelli F, Trevisan M, Grasso C, Assumma MB, Gillio-Tos A, Polidoro S, De Marco L, Rusconi F, Merletti F, Zugna D, Richiardi L. Differentially methylated DNA regions in early childhood wheezing: An epigenome-wide study using saliva. Pediatr Allergy Immunol 2019; 30:305-314. [PMID: 30681197 DOI: 10.1111/pai.13023] [Citation(s) in RCA: 18] [Impact Index Per Article: 3.6] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 07/24/2018] [Revised: 01/13/2019] [Accepted: 01/14/2019] [Indexed: 12/28/2022]
Abstract
BACKGROUND Epigenetics may play a role in wheezing and asthma development. We aimed to examine infant saliva DNA methylation in association with early childhood wheezing. METHODS A case-control study was nested within the NINFEA birth cohort with 68 cases matched to 68 controls by sex, age (between 6 and 18 months, median: 10.3 months) and season at saliva sampling. Using a bumphunting region-based approach, we examined associations between saliva methylome measured using Illumina Infinium HumanMethylation450k array and wheezing between 6 and 18 months of age. We tested our main findings in independent publicly available data sets of childhood respiratory allergy and atopic asthma, with DNA methylation measured in different tissues and at different ages. RESULTS We identified one wheezing-associated differentially methylated region (DMR) spanning ten sequential CpG sites in the promoter-regulatory region of PM20D1 gene (family-wise error rate < 0.05). The observed associations were enhanced in children born to atopic mothers. In the publicly available data sets, hypermethylation in the same region of PM20D1 was consistently found at different ages and in all analysed tissues (cord blood, blood, saliva and nasal epithelia) of children with respiratory allergy/atopic asthma compared with controls. CONCLUSION This study suggests that PM20D1 hypermethylation is associated with early childhood wheezing. Directionally consistent epigenetic alteration observed in cord blood and other tissues at older ages in children with respiratory allergy and atopic asthma provides suggestive evidence that a long-term epigenetic modification, likely operating from birth, may be involved in childhood atopic phenotypes.
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Affiliation(s)
- Maja Popovic
- Cancer Epidemiology Unit, Department of Medical Sciences, University of Turin, Turin, Italy.,Centro di Ricerca in Medicina Sperimentale (CeRMS) and CPO Piemonte, Turin, Italy
| | - Valentina Fiano
- Cancer Epidemiology Unit, Department of Medical Sciences, University of Turin, Turin, Italy.,Centro di Ricerca in Medicina Sperimentale (CeRMS) and CPO Piemonte, Turin, Italy
| | - Francesca Fasanelli
- Cancer Epidemiology Unit, Department of Medical Sciences, University of Turin, Turin, Italy.,Centro di Ricerca in Medicina Sperimentale (CeRMS) and CPO Piemonte, Turin, Italy
| | - Morena Trevisan
- Cancer Epidemiology Unit, Department of Medical Sciences, University of Turin, Turin, Italy.,Centro di Ricerca in Medicina Sperimentale (CeRMS) and CPO Piemonte, Turin, Italy
| | - Chiara Grasso
- Cancer Epidemiology Unit, Department of Medical Sciences, University of Turin, Turin, Italy.,Centro di Ricerca in Medicina Sperimentale (CeRMS) and CPO Piemonte, Turin, Italy
| | | | - Anna Gillio-Tos
- Cancer Epidemiology Unit, Department of Medical Sciences, University of Turin, Turin, Italy.,Centro di Ricerca in Medicina Sperimentale (CeRMS) and CPO Piemonte, Turin, Italy
| | | | - Laura De Marco
- Cancer Epidemiology Unit, Department of Medical Sciences, University of Turin, Turin, Italy.,Centro di Ricerca in Medicina Sperimentale (CeRMS) and CPO Piemonte, Turin, Italy
| | - Franca Rusconi
- Unit of Epidemiology, "Anna Meyer" Children's University Hospital, Florence, Italy
| | - Franco Merletti
- Cancer Epidemiology Unit, Department of Medical Sciences, University of Turin, Turin, Italy.,Centro di Ricerca in Medicina Sperimentale (CeRMS) and CPO Piemonte, Turin, Italy
| | - Daniela Zugna
- Cancer Epidemiology Unit, Department of Medical Sciences, University of Turin, Turin, Italy.,Centro di Ricerca in Medicina Sperimentale (CeRMS) and CPO Piemonte, Turin, Italy
| | - Lorenzo Richiardi
- Cancer Epidemiology Unit, Department of Medical Sciences, University of Turin, Turin, Italy.,Centro di Ricerca in Medicina Sperimentale (CeRMS) and CPO Piemonte, Turin, Italy
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24
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Turinsky AL, Butcher DT, Choufani S, Weksberg R, Brudno M. Don't brush off buccal data heterogeneity. Epigenetics 2019; 14:109-117. [PMID: 30821575 DOI: 10.1080/15592294.2019.1581592] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/28/2022] Open
Abstract
Buccal epithelial cells are among the most clinically accessible tissues and are increasingly being used to identify epigenetic disease patterns. However, substantial variation in buccal DNA methylation patterns indicates heterogeneity of cell types within and between samples, raising questions of data quality. We systematically estimated cell-type composition for a large collection of buccal and saliva samples from 11 published studies of DNA methylation. In these we identified numerous cases of buccal samples with questionable purity, which may be affected by sampling from individuals with neurodevelopmental disorders, and by the brushes used for sample collection. Further challenges are involved in comparisons with tissues such as saliva, in which buccal component varies widely. We propose a reference-based method of correcting for buccal purity that reduces unwanted variation while preserving cross-tissue differences. Our work demonstrates the wide variation of buccal quality in epigenetic studies and suggests a possible approach to overcome this issue.
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Affiliation(s)
- Andrei L Turinsky
- a Program in Genetics and Genome Biology , The Hospital for Sick Children , Toronto , Ontario , Canada.,b Centre for Computational Medicine , The Hospital for Sick Children , Toronto , Ontario , Canada
| | - Darci T Butcher
- c Department of Pathology and Molecular Medicine , McMaster University , Hamilton , Ontario , Canada
| | - Sanaa Choufani
- a Program in Genetics and Genome Biology , The Hospital for Sick Children , Toronto , Ontario , Canada
| | - Rosanna Weksberg
- a Program in Genetics and Genome Biology , The Hospital for Sick Children , Toronto , Ontario , Canada.,d Division of Clinical and Metabolic Genetics , The Hospital for Sick Children , Toronto , Ontario , Canada.,e Department of Molecular Genetics , University of Toronto , Toronto , Ontario , Canada.,f Department of Pediatrics , University of Toronto , Toronto , Ontario , Canada.,g Institute of Medical Sciences, School of Graduate Studies , University of Toronto , Toronto , Ontario , Canada
| | - Michael Brudno
- a Program in Genetics and Genome Biology , The Hospital for Sick Children , Toronto , Ontario , Canada.,b Centre for Computational Medicine , The Hospital for Sick Children , Toronto , Ontario , Canada.,h Department of Computer Science , University of Toronto , Toronto , Ontario , Canada
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25
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Hearn NL, Coleman AS, Ho V, Chiu CL, Lind JM. Comparing DNA methylation profiles in saliva and intestinal mucosa. BMC Genomics 2019; 20:163. [PMID: 30819108 PMCID: PMC6394071 DOI: 10.1186/s12864-019-5553-0] [Citation(s) in RCA: 10] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/13/2018] [Accepted: 02/21/2019] [Indexed: 12/17/2022] Open
Abstract
BACKGROUND Altered epigenetic profiles are a feature of intestinal diseases, including ulcerative colitis and Crohn's disease. DNA methylation studies in these diseases have utilised intestinal mucosal tissue or blood which can be difficult to collect, particularly for large-scale research studies. Saliva is an attractive alternative for epigenetic studies as it is easy to collect and provides high quality methylation profiles. The aim of the study was to determine the utility of saliva as an alternative for DNA methylation studies of intestinal disorders. RESULTS DNA methylation in saliva and intestinal mucosa samples were compared in individuals (n = 10) undergoing endoscopies using the Illumina Infinium Methylation 450 K Beadchip array. We found that DNA methylation was correlated between tissue types within an individual (Pearson correlation co-efficient r = 0.92 to 0.95, p < 0.001). Of the 48,541 probes (approximately 11% of CpG sites) that were differentially methylated between saliva and intestinal mucosa (adjusted p < 0.001, |Δβ| ≥ 20%), these mapped to genes involved in tissue-specific pathways, including the apelin signalling and oxytocin pathways which are important in gastrointestinal cytoprotection and motility. CONCLUSIONS This study suggests that saliva has the potential to be used as an alternate DNA source to invasive intestinal mucosa for DNA methylation research into intestinal conditions.
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Affiliation(s)
- Nerissa L. Hearn
- School of Medicine, Western Sydney University, Sydney, Australia
| | - Aaron S. Coleman
- School of Medicine, Western Sydney University, Sydney, Australia
| | - Vincent Ho
- School of Medicine, Western Sydney University, Sydney, Australia
| | - Christine L. Chiu
- Faculty of Medicine and Health Sciences, Macquarie University, Sydney, Australia
| | - Joanne M. Lind
- School of Medicine, Western Sydney University, Sydney, Australia
- Faculty of Medicine and Health Sciences, Macquarie University, Sydney, Australia
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26
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Alfano R, Herceg Z, Nawrot TS, Chadeau-Hyam M, Ghantous A, Plusquin M. The Impact of Air Pollution on Our Epigenome: How Far Is the Evidence? (A Systematic Review). Curr Environ Health Rep 2018; 5:544-578. [PMID: 30361985 DOI: 10.1007/s40572-018-0218-8] [Citation(s) in RCA: 44] [Impact Index Per Article: 7.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/11/2023]
Abstract
PURPOSE OF REVIEW This systematic review evaluated existing evidence linking air pollution exposure in humans to major epigenetic mechanisms: DNA methylation, microRNAs, long noncoding RNAs, and chromatin regulation. RECENT FINDINGS Eighty-two manuscripts were eligible, most of which were observational (85%), conducted in adults (66%) and based on DNA methylation (79%). Most observational studies, except panel, demonstrated modest effects of air pollution on the methylome. Panel and experimental studies revealed a relatively large number of significant methylome alterations, though based on smaller sample sizes. Particulate matter levels were positively associated in several studies with global or LINE-1 hypomethylation, a hallmark of several diseases, and with decondensed chromatin structure. Several air pollution species altered the DNA methylation clock, inducing accelerated biological aging. The causal nature of identified associations is not clear, however, especially that most originate from countries with low air pollution levels. Existing evidence, gaps, and perspectives are highlighted herein.
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Affiliation(s)
- Rossella Alfano
- Centre for Environmental Sciences, Hasselt University, Hasselt, Belgium
| | - Zdenko Herceg
- Epigenetics Group, International Agency for Research on Cancer (IARC), 150 Cours Albert-Thomas, 69008, Lyon, France
| | - Tim S Nawrot
- Centre for Environmental Sciences, Hasselt University, Hasselt, Belgium
- Environment & Health Unit, Leuven University, Leuven, Belgium
| | - Marc Chadeau-Hyam
- Department of Epidemiology and Biostatistics, The School of Public Health, Imperial College London, London, UK
| | - Akram Ghantous
- Epigenetics Group, International Agency for Research on Cancer (IARC), 150 Cours Albert-Thomas, 69008, Lyon, France.
| | - Michelle Plusquin
- Centre for Environmental Sciences, Hasselt University, Hasselt, Belgium.
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27
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Fitzgerald E, Boardman JP, Drake AJ. Preterm Birth and the Risk of Neurodevelopmental Disorders - Is There a Role for Epigenetic Dysregulation? Curr Genomics 2018; 19:507-521. [PMID: 30386170 PMCID: PMC6158617 DOI: 10.2174/1389202919666171229144807] [Citation(s) in RCA: 21] [Impact Index Per Article: 3.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/31/2017] [Revised: 04/06/2017] [Accepted: 12/17/2017] [Indexed: 12/29/2022] Open
Abstract
Preterm Birth (PTB) accounts for approximately 11% of all births worldwide each year and is a profound physiological stressor in early life. The burden of neuropsychiatric and developmental impairment is high, with severity and prevalence correlated with gestational age at delivery. PTB is a major risk factor for the development of cerebral palsy, lower educational attainment and deficits in cognitive functioning, and individuals born preterm have higher rates of schizophrenia, autistic spectrum disorder and attention deficit/hyperactivity disorder. Factors such as gestational age at birth, systemic inflammation, respiratory morbidity, sub-optimal nutrition, and genetic vulnerability are associated with poor outcome after preterm birth, but the mechanisms linking these factors to adverse long term outcome are poorly understood. One potential mechanism linking PTB with neurodevelopmental effects is changes in the epigenome. Epigenetic processes can be defined as those leading to altered gene expression in the absence of a change in the underlying DNA sequence and include DNA methylation/hydroxymethylation and histone modifications. Such epigenetic modifications may be susceptible to environmental stimuli, and changes may persist long after the stimulus has ceased, providing a mechanism to explain the long-term consequences of acute exposures in early life. Many factors such as inflammation, fluctuating oxygenation and excitotoxicity which are known factors in PTB related brain injury, have also been implicated in epigenetic dysfunction. In this review, we will discuss the potential role of epigenetic dysregulation in mediating the effects of PTB on neurodevelopmental outcome, with specific emphasis on DNA methylation and the α-ketoglutarate dependent dioxygenase family of enzymes.
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Affiliation(s)
| | | | - Amanda J. Drake
- Address correspondence to this author at the University/BHF Centre for Cardiovascular Science, University of Edinburgh, The Queen’s Medical Research Institute, Edinburgh EH16 4TJ, UK; Tel: 44 131 2426748; Fax: 44 131 2426779; E-mail:
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28
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Yamaguchi T, Hosomichi K, Takahashi M, Haga S, Nakawaki T, Hikita Y, Maki K, Tajima A. Orthognathic surgery induces genomewide changes longitudinally in DNA methylation in saliva. Oral Dis 2018; 25:508-514. [PMID: 30362655 DOI: 10.1111/odi.12998] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/27/2018] [Revised: 07/27/2018] [Accepted: 10/05/2018] [Indexed: 11/26/2022]
Abstract
OBJECTIVE Orthognathic surgery dramatically changes morphology of the maxillofacial deformity and improves the malocclusion morphologically and functionally. We investigated the influence of orthognathic surgery on genomewide DNA methylation in saliva. METHODS Saliva was obtained from nine patients undergoing orthognathic surgery and two healthy reference individuals before and 3 months after orthognathic surgery. Genomewide DNA methylation profiling of saliva (341,482 CpG dinucleotides) was conducted using Infinium HumanMethylation450 BeadChips. RESULTS Comparison between pre- and postsurgery saliva samples revealed significant changes in DNA methylation patterns at 2,381 CpG sites (p < 0.01) with suggestive significance. The differentially methylated probe sets were significantly associated with the cancer pathway (p = 2.8 × 10-7 ; a false discovery rate q-value = 3.7 × 10-4 ) and PI3K-Akt signalling pathway (p = 2.4 × 10-5 ; a false discovery rate q-value = 3.1 × 10-2 ). CONCLUSION Pathway enrichment analysis of genes with suggestive significance demonstrated that altered DNA methylation in saliva of patients undergoing orthognathic surgery, possibly as a response to surgical stress or bone injury. Further studies with a large sample size and long-term observation are needed to validate the phenomena identified in this study.
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Affiliation(s)
| | - Kazuyoshi Hosomichi
- Department of Bioinformatics and Genomics, Graduate School of Advanced Preventive Medical Sciences, Kanazawa University, Ishikawa, Japan
| | | | - Shugo Haga
- Department of Orthodontics, Showa University, Tokyo, Japan
| | | | - Yu Hikita
- Department of Orthodontics, Showa University, Tokyo, Japan
| | - Koutaro Maki
- Department of Orthodontics, Showa University, Tokyo, Japan
| | - Atsushi Tajima
- Department of Bioinformatics and Genomics, Graduate School of Advanced Preventive Medical Sciences, Kanazawa University, Ishikawa, Japan
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29
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Ridout KK, Khan M, Ridout SJ. Adverse Childhood Experiences Run Deep: Toxic Early Life Stress, Telomeres, and Mitochondrial DNA Copy Number, the Biological Markers of Cumulative Stress. Bioessays 2018; 40:e1800077. [DOI: 10.1002/bies.201800077] [Citation(s) in RCA: 62] [Impact Index Per Article: 10.3] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/21/2018] [Revised: 06/20/2018] [Indexed: 01/01/2023]
Affiliation(s)
- Kathryn K. Ridout
- Department of Psychiatry; Kaiser Permanente; San Jose CA 95123 USA
- Department of Psychiatry and Human Behavior; Alpert Medical School of Brown University; Providence RI 02906 USA
| | - Mariam Khan
- Oncology Clinical Trials Department; Kaiser Permanente; San Jose CA 95123 USA
| | - Samuel J. Ridout
- Department of Psychiatry; Kaiser Permanente; San Jose CA 95123 USA
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Alavian-Ghavanini A, Lin PI, Lind PM, Risén Rimfors S, Halin Lejonklou M, Dunder L, Tang M, Lindh C, Bornehag CG, Rüegg J. Prenatal Bisphenol A Exposure is Linked to Epigenetic Changes in Glutamate Receptor Subunit Gene Grin2b in Female Rats and Humans. Sci Rep 2018; 8:11315. [PMID: 30054528 PMCID: PMC6063959 DOI: 10.1038/s41598-018-29732-9] [Citation(s) in RCA: 35] [Impact Index Per Article: 5.8] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/14/2017] [Accepted: 07/17/2018] [Indexed: 12/15/2022] Open
Abstract
Bisphenol A (BPA) exposure has been linked to neurodevelopmental disorders and to effects on epigenetic regulation, such as DNA methylation, at genes involved in brain function. High doses of BPA have been shown to change expression and regulation of one such gene, Grin2b, in mice. Yet, if such changes occur at relevant doses in animals and humans has not been addressed. We investigated if low-dose developmental BPA exposure affects DNA methylation and expression of Grin2b in brains of adult rats. Furthermore, we assessed associations between prenatal BPA exposure and Grin2b methylation in 7-year old children. We found that Grin2b mRNA expression was increased and DNA methylation decreased in female, but not in male rats. In humans, prenatal BPA exposure was associated with increased methylation levels in girls. Additionally, low APGAR scores, a predictor for increased risk for neurodevelopmental diseases, were associated with higher Grin2b methylation levels in girls. Thus, we could link developmental BPA exposure and low APGAR scores to changes in the epigenetic regulation of Grin2b, a gene important for neuronal function, in a sexual dimorphic fashion. Discrepancies in exact locations and directions of the DNA methylation change might reflect differences between species, analysed tissues, exposure level and/or timing.
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Affiliation(s)
- Ali Alavian-Ghavanini
- Swetox, Karolinska Institutet, Unit of Toxicology Sciences, Forskargatan 20, 151 36, Södertälje, Sweden
- Karolinska Institutet, Department of Clinical Neuroscience, Centre for Molecular Medicine (CMM), 171 64, Solna, Sweden
| | - Ping-I Lin
- Karlstad University, Department of Health Sciences, 651 88, Karlstad, Sweden
| | - P Monica Lind
- Uppsala University, Department of Medical Sciences, Occupational and Environmental Medicine, 751 85, Uppsala, Sweden
| | - Sabina Risén Rimfors
- Swetox, Karolinska Institutet, Unit of Toxicology Sciences, Forskargatan 20, 151 36, Södertälje, Sweden
| | - Margareta Halin Lejonklou
- Uppsala University, Department of Medical Sciences, Occupational and Environmental Medicine, 751 85, Uppsala, Sweden
| | - Linda Dunder
- Uppsala University, Department of Medical Sciences, Occupational and Environmental Medicine, 751 85, Uppsala, Sweden
| | - Mandy Tang
- Swetox, Karolinska Institutet, Unit of Toxicology Sciences, Forskargatan 20, 151 36, Södertälje, Sweden
| | - Christian Lindh
- Lund University, Division of Occupational and Environmental Medicine, Lund University, 221 85, Lund, Sweden
| | - Carl-Gustaf Bornehag
- Karlstad University, Department of Health Sciences, 651 88, Karlstad, Sweden
- Icahn School of Medicine at Mount Sinai, New York, NY, USA
| | - Joëlle Rüegg
- Swetox, Karolinska Institutet, Unit of Toxicology Sciences, Forskargatan 20, 151 36, Södertälje, Sweden.
- Karolinska Institutet, Department of Clinical Neuroscience, Centre for Molecular Medicine (CMM), 171 64, Solna, Sweden.
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31
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Theda C, Hwang SH, Czajko A, Loke YJ, Leong P, Craig JM. Quantitation of the cellular content of saliva and buccal swab samples. Sci Rep 2018; 8:6944. [PMID: 29720614 PMCID: PMC5932057 DOI: 10.1038/s41598-018-25311-0] [Citation(s) in RCA: 152] [Impact Index Per Article: 25.3] [Reference Citation Analysis] [Abstract] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/11/2017] [Accepted: 04/17/2018] [Indexed: 01/04/2023] Open
Abstract
Buccal swabs and saliva are the two most common oral sampling methods used for medical research. Often, these samples are used interchangeably, despite previous evidence that both contain buccal cells and blood leukocytes in different proportions. For some research, such as epigenetic studies, the cell types contributing to the analysis are highly relevant. We collected such samples from twelve children and twenty adults and, using Papanicolaou staining, measured the proportions of epithelial cells and leukocytes through microscopy. To our knowledge, no studies have compared cellular heterogeneity in buccal swab and saliva samples from adults and children. We confirmed that buccal swabs contained a higher proportion of epithelial cells than saliva and that children have a greater proportion of such cells in saliva compared to adults. At this level of resolution, buccal swabs and saliva contained similar epithelial cell subtypes. Gingivitis in children was associated with a higher proportion of leukocytes in saliva samples but not in buccal swabs. Compared to more detailed and costly methods such as flow cytometry or deconvolution methods used in epigenomic analysis, the procedure described here can serve as a simple and low-cost method to characterize buccal and saliva samples. Microscopy provides a low-cost tool to alert researchers to the presence of oral inflammation which may affect a subset of their samples. This knowledge might be highly relevant to their specific research questions, may assist with sample selection and thus might be crucial information despite the ability of data deconvolution methods to correct for cellular heterogeneity.
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Affiliation(s)
- Christiane Theda
- The Royal Women's Hospital, Parkville, Victoria, Australia.,Murdoch Children's Research Institute, Parkville, Victoria, Australia.,Department of Obstetrics and Gynaecology, University of Melbourne, Parkville, Victoria, Australia
| | - Seo Hye Hwang
- Murdoch Children's Research Institute, Parkville, Victoria, Australia.,Department of Pathology, University of Melbourne, Parkville, Victoria, Australia
| | - Anna Czajko
- Murdoch Children's Research Institute, Parkville, Victoria, Australia
| | - Yuk Jing Loke
- Murdoch Children's Research Institute, Parkville, Victoria, Australia
| | - Pamela Leong
- Murdoch Children's Research Institute, Parkville, Victoria, Australia.,Department of Paediatrics, University of Melbourne, Royal Children's Hospital, Victoria, Australia
| | - Jeffrey M Craig
- Murdoch Children's Research Institute, Parkville, Victoria, Australia. .,Department of Paediatrics, University of Melbourne, Royal Children's Hospital, Victoria, Australia. .,Centre for Molecular and Medical Research, School of Medicine, Deakin University, Geelong, Victoria, Australia.
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32
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Wan M, Bennett BD, Pittman GS, Campbell MR, Reynolds LM, Porter DK, Crowl CL, Wang X, Su D, Englert NA, Thompson IJ, Liu Y, Bell DA. Identification of Smoking-Associated Differentially Methylated Regions Using Reduced Representation Bisulfite Sequencing and Cell type-Specific Enhancer Activation and Gene Expression. ENVIRONMENTAL HEALTH PERSPECTIVES 2018; 126:047015. [PMID: 29706059 PMCID: PMC6071796 DOI: 10.1289/ehp2395] [Citation(s) in RCA: 22] [Impact Index Per Article: 3.7] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 06/27/2017] [Revised: 03/22/2018] [Accepted: 03/22/2018] [Indexed: 05/23/2023]
Abstract
BACKGROUND Cigarette smoke is a causal factor in cancers and cardiovascular disease. Smoking-associated differentially methylated regions (SM-DMRs) have been observed in disease studies, but the causal link between altered DNA methylation and transcriptional change is obscure. OBJECTIVE Our objectives were to finely resolve SM-DMRs and to interrogate the mechanistic link between SM-DMRs and altered transcription of enhancer noncoding RNA (eRNA) and mRNA in human circulating monocytes. METHOD We integrated SM-DMRs identified by reduced representation bisulfite sequencing (RRBS) of circulating CD14+ monocyte DNA collected from two independent human studies [n=38 from Clinical Research Unit (CRU) and n=55 from the Multi-Ethnic Study of Atherosclerosis (MESA), about half of whom were active smokers] with gene expression for protein-coding genes and noncoding RNAs measured by RT-PCR or RNA sequencing. Candidate SM-DMRs were compared with RRBS of purified CD4+ T cells, CD8+ T cells, CD15+ granulocytes, CD19+ B cells, and CD56+ NK cells (n=19 females, CRU). DMRs were validated using pyrosequencing or bisulfite amplicon sequencing in up to 85 CRU volunteers, who also provided saliva DNA. RESULTS RRBS identified monocyte SM-DMRs frequently located in putative gene regulatory regions. The most significant monocyte DMR occurred at a poised enhancer in the aryl-hydrocarbon receptor repressor gene (AHRR) and it was also detected in both granulocytes and saliva DNA. To our knowledge, we identify for the first time that SM-DMRs in or near AHRR, C5orf55-EXOC-AS, and SASH1 were associated with increased noncoding eRNA as well as mRNA in monocytes. Functionally, the AHRR SM-DMR appeared to up-regulate AHRR mRNA through activating the AHRR enhancer, as suggested by increased eRNA in the monocytes, but not granulocytes, from smokers compared with nonsmokers. CONCLUSIONS Our findings suggest that AHRR SM-DMR up-regulates AHRR mRNA in a monocyte-specific manner by activating the AHRR enhancer. Cell type-specific activation of enhancers at SM-DMRs may represent a mechanism driving smoking-related disease. https://doi.org/10.1289/EHP2395.
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Affiliation(s)
- Ma Wan
- Environmental Epigenomics and Disease Group, Immunity, Inflammation, and Disease Laboratory, National Institute of Environmental Health Sciences (NIEHS), National Institutes of Health (NIH), Department of Health and Human Services (DHHS), Research Triangle Park, North Carolina, USA
| | - Brian D Bennett
- Integrative Bioinformatics Support Group, NIEHS, NIH, DHHS, Research Triangle Park, North Carolina, USA
| | - Gary S Pittman
- Environmental Epigenomics and Disease Group, Immunity, Inflammation, and Disease Laboratory, National Institute of Environmental Health Sciences (NIEHS), National Institutes of Health (NIH), Department of Health and Human Services (DHHS), Research Triangle Park, North Carolina, USA
| | - Michelle R Campbell
- Environmental Epigenomics and Disease Group, Immunity, Inflammation, and Disease Laboratory, National Institute of Environmental Health Sciences (NIEHS), National Institutes of Health (NIH), Department of Health and Human Services (DHHS), Research Triangle Park, North Carolina, USA
| | - Lindsay M Reynolds
- Department of Epidemiology and Prevention, Division of Public Health Sciences, Wake Forest School of Medicine, Winston-Salem, North Carolina, USA
| | - Devin K Porter
- Environmental Epigenomics and Disease Group, Immunity, Inflammation, and Disease Laboratory, National Institute of Environmental Health Sciences (NIEHS), National Institutes of Health (NIH), Department of Health and Human Services (DHHS), Research Triangle Park, North Carolina, USA
| | - Christopher L Crowl
- Environmental Epigenomics and Disease Group, Immunity, Inflammation, and Disease Laboratory, National Institute of Environmental Health Sciences (NIEHS), National Institutes of Health (NIH), Department of Health and Human Services (DHHS), Research Triangle Park, North Carolina, USA
| | - Xuting Wang
- Environmental Epigenomics and Disease Group, Immunity, Inflammation, and Disease Laboratory, National Institute of Environmental Health Sciences (NIEHS), National Institutes of Health (NIH), Department of Health and Human Services (DHHS), Research Triangle Park, North Carolina, USA
| | - Dan Su
- Environmental Epigenomics and Disease Group, Immunity, Inflammation, and Disease Laboratory, National Institute of Environmental Health Sciences (NIEHS), National Institutes of Health (NIH), Department of Health and Human Services (DHHS), Research Triangle Park, North Carolina, USA
| | - Neal A Englert
- Environmental Epigenomics and Disease Group, Immunity, Inflammation, and Disease Laboratory, National Institute of Environmental Health Sciences (NIEHS), National Institutes of Health (NIH), Department of Health and Human Services (DHHS), Research Triangle Park, North Carolina, USA
| | - Isabel J Thompson
- Environmental Epigenomics and Disease Group, Immunity, Inflammation, and Disease Laboratory, National Institute of Environmental Health Sciences (NIEHS), National Institutes of Health (NIH), Department of Health and Human Services (DHHS), Research Triangle Park, North Carolina, USA
| | - Yongmei Liu
- Department of Epidemiology and Prevention, Division of Public Health Sciences, Wake Forest School of Medicine, Winston-Salem, North Carolina, USA
| | - Douglas A Bell
- Environmental Epigenomics and Disease Group, Immunity, Inflammation, and Disease Laboratory, National Institute of Environmental Health Sciences (NIEHS), National Institutes of Health (NIH), Department of Health and Human Services (DHHS), Research Triangle Park, North Carolina, USA
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Langie SAS, Moisse M, Szarc Vel Szic K, Van Der Plas E, Koppen G, De Prins S, Louwies T, Nelen V, Van Camp G, Lambrechts D, Schoeters G, Vanden Berghe W, De Boever P. GLI2 promoter hypermethylation in saliva of children with a respiratory allergy. Clin Epigenetics 2018; 10:50. [PMID: 29682088 PMCID: PMC5896137 DOI: 10.1186/s13148-018-0484-1] [Citation(s) in RCA: 14] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Abstract] [Key Words] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/05/2017] [Accepted: 03/27/2018] [Indexed: 12/13/2022] Open
Abstract
Background The prevalence of respiratory allergy in children is increasing. Epigenetic DNA methylation changes are plausible underlying molecular mechanisms. Results Saliva samples collected in substudies of two longitudinal birth cohorts in Belgium (FLEHS1 & FLEHS2) were used to discover and confirm DNA methylation signatures that can differentiate individuals with respiratory allergy from healthy subjects. Genome-wide analysis with Illumina Methylation 450K BeadChips revealed 23 differentially methylated gene regions (DMRs) in saliva from 11y old allergic children (N=26) vs. controls (N=20) in FLEHS1. A subset of 7 DMRs was selected for confirmation by iPLEX MassArray analysis. First, iPLEX analysis was performed in the same 46 FLEHS1 samples for analytical confirmation of the findings obtained during the discovery phase. iPLEX results correlated significantly with the 450K array data (P <0.0001) and confirmed 4 out of the 7 DMRs. Aiming for additional biological confirmation, the 7 DMRs were analyzed using iPLEX in a substudy of an independent birth cohort (FLEHS2; N=19 cases vs. 20 controls, aged 5 years). One DMR in the GLI2 promoter region showed a consistent statistically significant hypermethylation in individuals with respiratory allergy across the two birth cohorts and technologies. In addition to its involvement in TGF-β signaling and T-helper differentiation, GLI2 has a regulating role in lung development. Conclusion GLI2 is considered an interesting candidate DNA methylation marker for respiratory allergy. Electronic supplementary material The online version of this article (10.1186/s13148-018-0484-1) contains supplementary material, which is available to authorized users.
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Affiliation(s)
- Sabine A S Langie
- 1VITO- Sustainable Health, Boeretang 200, 2400 Mol, Belgium.,2Centre for Environmental Sciences, Hasselt University, Diepenbeek, Belgium
| | - Matthieu Moisse
- 3Laboratory for Translational Genetics, Center for Cancer Biology, VIB and KU Leuven, Campus Gasthuisberg, Leuven, Belgium
| | - Katarzyna Szarc Vel Szic
- 1VITO- Sustainable Health, Boeretang 200, 2400 Mol, Belgium.,4Proteinchemistry, Proteomics & Epigenetic Signaling (PPES), Department of Biomedical Sciences, University of Antwerp, Wilrijk, Belgium
| | - Ellen Van Der Plas
- 1VITO- Sustainable Health, Boeretang 200, 2400 Mol, Belgium.,7Department of Biomedical Sciences, University of Antwerp, Wilrijk, Belgium
| | - Gudrun Koppen
- 1VITO- Sustainable Health, Boeretang 200, 2400 Mol, Belgium
| | - Sofie De Prins
- 1VITO- Sustainable Health, Boeretang 200, 2400 Mol, Belgium
| | - Tijs Louwies
- 1VITO- Sustainable Health, Boeretang 200, 2400 Mol, Belgium
| | - Vera Nelen
- Environment and Health unit, Provincial Institute of Hygiene, Antwerp, Belgium
| | - Guy Van Camp
- 6Center for Medical Genetics, University of Antwerp and Antwerp University hospital, Antwerp, Belgium
| | - Diether Lambrechts
- 3Laboratory for Translational Genetics, Center for Cancer Biology, VIB and KU Leuven, Campus Gasthuisberg, Leuven, Belgium
| | - Greet Schoeters
- 1VITO- Sustainable Health, Boeretang 200, 2400 Mol, Belgium.,7Department of Biomedical Sciences, University of Antwerp, Wilrijk, Belgium.,8Department of Environmental Medicine, Institute of Public Health, University of Southern Denmark, Odense, Denmark
| | - Wim Vanden Berghe
- 4Proteinchemistry, Proteomics & Epigenetic Signaling (PPES), Department of Biomedical Sciences, University of Antwerp, Wilrijk, Belgium
| | - Patrick De Boever
- 1VITO- Sustainable Health, Boeretang 200, 2400 Mol, Belgium.,2Centre for Environmental Sciences, Hasselt University, Diepenbeek, Belgium
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North ML, Jones MJ, MacIsaac JL, Morin AM, Steacy LM, Gregor A, Kobor MS, Ellis AK. Blood and nasal epigenetics correlate with allergic rhinitis symptom development in the environmental exposure unit. Allergy 2018; 73:196-205. [PMID: 28755526 DOI: 10.1111/all.13263] [Citation(s) in RCA: 30] [Impact Index Per Article: 5.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 07/25/2017] [Indexed: 12/11/2022]
Abstract
BACKGROUND Epigenetic alterations may represent new therapeutic targets and/or biomarkers of allergic rhinitis (AR). Our aim was to examine genome-wide epigenetic changes induced by controlled pollen exposure in the environmental exposure unit (EEU). METHODS 38 AR sufferers and eight nonallergic controls were exposed to grass pollen for 3 hours on two consecutive days. We interrogated DNA methylation at baseline and 3 hours in peripheral blood mononuclear cells (PBMCs) using the Infinium Methylation 450K array. We corrected for demographics, cell composition, and multiple testing (Benjamini-Hochberg) and verified hits using bisulfite PCR pyrosequencing and qPCR. To extend these findings to a clinically relevant tissue, we investigated DNA methylation and gene expression of mucin 4 (MUC4), in nasal brushings from a separate validation cohort exposed to birch pollen. RESULTS In PBMCs of allergic rhinitis participants, 42 sites showed significant DNA methylation changes of 2% or greater. DNA methylation changes in tryptase gamma 1 (TPSG1), schlafen 12 (SLFN12), and MUC4 in response to exposure were validated by pyrosequencing. SLFN12 DNA methylation significantly correlated with symptoms (P < 0.05), and baseline DNA methylation pattern was found to be predictive of symptom severity upon grass allergen exposure (P = 0.029). Changes in MUC4 DNA methylation in nasal brushings in the validation cohort correlated with drop in peak nasal inspiratory flow (Spearman's r = 0.314, P = 0.034), and MUC4 gene expression was significantly increased (P < 0.0001). CONCLUSION This study revealed novel and rapid epigenetic changes upon exposure in a controlled allergen challenge facility, and identified baseline epigenetic status as a predictor of symptom severity.
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Affiliation(s)
- M. L. North
- Department of Biomedical & Molecular Sciences and Division of Allergy & Immunology Department of Medicine Queen's University Kingston ON Canada
- Allergy Research Unit Kingston General Hospital Kingston ON Canada
| | - M. J. Jones
- BC Children's Hospital Research Institute and Centre for Molecular Medicine & Therapeutics University of British Columbia Vancouver BC Canada
- Department of Medical Genetics University of British Columbia Vancouver BC Canada
| | - J. L. MacIsaac
- BC Children's Hospital Research Institute and Centre for Molecular Medicine & Therapeutics University of British Columbia Vancouver BC Canada
- Department of Medical Genetics University of British Columbia Vancouver BC Canada
| | - A. M. Morin
- BC Children's Hospital Research Institute and Centre for Molecular Medicine & Therapeutics University of British Columbia Vancouver BC Canada
- Department of Medical Genetics University of British Columbia Vancouver BC Canada
| | - L. M. Steacy
- Allergy Research Unit Kingston General Hospital Kingston ON Canada
| | - A. Gregor
- Department of Biomedical & Molecular Sciences and Division of Allergy & Immunology Department of Medicine Queen's University Kingston ON Canada
| | - M. S. Kobor
- BC Children's Hospital Research Institute and Centre for Molecular Medicine & Therapeutics University of British Columbia Vancouver BC Canada
- Department of Medical Genetics University of British Columbia Vancouver BC Canada
| | - A. K. Ellis
- Department of Biomedical & Molecular Sciences and Division of Allergy & Immunology Department of Medicine Queen's University Kingston ON Canada
- Allergy Research Unit Kingston General Hospital Kingston ON Canada
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35
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Saliva as a Blood Alternative for Genome-Wide DNA Methylation Profiling by Methylated DNA Immunoprecipitation (MeDIP) Sequencing. EPIGENOMES 2017. [DOI: 10.3390/epigenomes1030014] [Citation(s) in RCA: 6] [Impact Index Per Article: 0.9] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/27/2022] Open
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36
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Langie SAS, Moisse M, Declerck K, Koppen G, Godderis L, Vanden Berghe W, Drury S, De Boever P. Salivary DNA Methylation Profiling: Aspects to Consider for Biomarker Identification. Basic Clin Pharmacol Toxicol 2017; 121 Suppl 3:93-101. [PMID: 27901320 PMCID: PMC5644718 DOI: 10.1111/bcpt.12721] [Citation(s) in RCA: 47] [Impact Index Per Article: 6.7] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/01/2016] [Accepted: 11/22/2016] [Indexed: 12/13/2022]
Abstract
Is it not more comfortable to spit saliva in a tube than to be pricked with a needle to draw blood to analyse your health and disease risk? Many patients, study participants and (parents of) young children undoubtedly prefer non-invasive and convenient procedures. Such procedures increase compliance rates especially for longitudinal prospective studies. Saliva is an attractive biofluid providing good quality DNA to study epigenetic mechanisms underlying disease across development. In this MiniReview, we will describe the different applications of saliva in the field of epigenetics, focusing on genomewide methylation analysis. Advantages of the use of saliva and its comparability with blood will be discussed, as will the challenges in data processing and interpretation. Knowledge gaps will be identified and suggestions given on how to improve the analysis, making saliva 'the' biofluid of choice for future biomarker initiatives in many different epidemiological and public health studies.
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Affiliation(s)
- Sabine A. S. Langie
- Environmental Risk and Health UnitFlemish Institute for Technological Research (VITO)MolBelgium
- Faculty of SciencesHasselt UniversityDiepenbeekBelgium
| | | | - Ken Declerck
- Laboratory of Protein Chemistry, Proteomics and Epigenetic SignalingDepartment of Biomedical SciencesUniversity of AntwerpWilrijkBelgium
| | - Gudrun Koppen
- Environmental Risk and Health UnitFlemish Institute for Technological Research (VITO)MolBelgium
| | - Lode Godderis
- Centre Environment & HealthDepartment of Public Health and Primary CareKU LeuvenLeuvenBelgium
- IDEWEExternal Service for Prevention and Protection at WorkHeverleeBelgium
| | - Wim Vanden Berghe
- Laboratory of Protein Chemistry, Proteomics and Epigenetic SignalingDepartment of Biomedical SciencesUniversity of AntwerpWilrijkBelgium
| | - Stacy Drury
- The Brain InstituteTulane UniversityNew OrleansLAUSA
- Department of Psychiatry and Behavioral ScienceTulane University School of MedicineNew OrleansLAUSA
| | - Patrick De Boever
- Environmental Risk and Health UnitFlemish Institute for Technological Research (VITO)MolBelgium
- Faculty of SciencesHasselt UniversityDiepenbeekBelgium
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37
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Langie SAS, Szarc Vel Szic K, Declerck K, Traen S, Koppen G, Van Camp G, Schoeters G, Berghe WV, De Boever P. Correction: Whole-Genome Saliva and Blood DNA Methylation Profiling in Individuals with a Respiratory Allergy. PLoS One 2017; 12:e0183088. [PMID: 28787008 PMCID: PMC5546635 DOI: 10.1371/journal.pone.0183088] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/19/2022] Open
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38
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Khan RS, Khurshid Z, Yahya Ibrahim Asiri F. Advancing Point-of-Care (PoC) Testing Using Human Saliva as Liquid Biopsy. Diagnostics (Basel) 2017; 7:E39. [PMID: 28677648 PMCID: PMC5617939 DOI: 10.3390/diagnostics7030039] [Citation(s) in RCA: 59] [Impact Index Per Article: 8.4] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/30/2017] [Revised: 06/24/2017] [Accepted: 06/30/2017] [Indexed: 12/22/2022] Open
Abstract
Salivary diagnostics is an emerging field for the encroachment of point of care technology (PoCT). The necessity of the development of point-of-care (PoC) technology, the potential of saliva, identification and validation of biomarkers through salivary diagnostic toolboxes, and a broad overview of emerging technologies is discussed in this review. Furthermore, novel advanced techniques incorporated in devices for the early detection and diagnosis of several oral and systemic diseases in a non-invasive, easily-monitored, less time consuming, and in a personalised way is explicated. The latest technology detection systems and clinical utilities of saliva as a liquid biopsy, electric field-induced release and measurement (EFIRM), biosensors, smartphone technology, microfluidics, paper-based technology, and how their futuristic perspectives can improve salivary diagnostics and reduce hospital stays by replacing it with chairside screening is also highlighted.
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Affiliation(s)
- Rabia Sannam Khan
- Department of Oral Pathology, College of Dentistry, Baqai University, Super Highway, P.O.Box: 2407, Karachi 74600, Pakistan.
| | - Zohaib Khurshid
- Prosthodontics and Implantology, College of Dentistry, King Faisal University, Al-Ahsa 31982, Saudi Arabia.
| | - Faris Yahya Ibrahim Asiri
- Department of Preventive Dentistry, College of Dentistry, King Faisal University, Al-Ahsa 31982, Saudi Arabia.
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39
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Potaczek DP, Harb H, Michel S, Alhamwe BA, Renz H, Tost J. Epigenetics and allergy: from basic mechanisms to clinical applications. Epigenomics 2017; 9:539-571. [PMID: 28322581 DOI: 10.2217/epi-2016-0162] [Citation(s) in RCA: 175] [Impact Index Per Article: 25.0] [Reference Citation Analysis] [Abstract] [Key Words] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/07/2023] Open
Abstract
Allergic diseases are on the rise in the Western world and well-known allergy-protecting and -driving factors such as microbial and dietary exposure, pollution and smoking mediate their influence through alterations of the epigenetic landscape. Here, we review key facts on the involvement of epigenetic modifications in allergic diseases and summarize and critically evaluate the lessons learned from epigenome-wide association studies. We show the potential of epigenetic changes for various clinical applications: as diagnostic tools, to assess tolerance following immunotherapy or possibly predict the success of therapy at an early time point. Furthermore, new technological advances such as epigenome editing and DNAzymes will allow targeted alterations of the epigenome in the future and provide novel therapeutic tools.
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Affiliation(s)
- Daniel P Potaczek
- Institute of Laboratory Medicine and Pathobiochemistry, Molecular Diagnostics, Philipps-Universität Marburg, Marburg, Germany.,International Inflammation (in-FLAME) Network, Worldwide Universities Network (WUN).,German Centre for Lung Research (DZL).,John Paul II Hospital, Krakow, Poland
| | - Hani Harb
- Institute of Laboratory Medicine and Pathobiochemistry, Molecular Diagnostics, Philipps-Universität Marburg, Marburg, Germany.,International Inflammation (in-FLAME) Network, Worldwide Universities Network (WUN).,German Centre for Lung Research (DZL)
| | - Sven Michel
- Secarna Pharmaceuticals GmbH & Co KG, Planegg, Germany
| | - Bilal Alashkar Alhamwe
- Institute of Laboratory Medicine and Pathobiochemistry, Molecular Diagnostics, Philipps-Universität Marburg, Marburg, Germany
| | - Harald Renz
- Institute of Laboratory Medicine and Pathobiochemistry, Molecular Diagnostics, Philipps-Universität Marburg, Marburg, Germany.,International Inflammation (in-FLAME) Network, Worldwide Universities Network (WUN).,German Centre for Lung Research (DZL)
| | - Jörg Tost
- Laboratory for Epigenetics & Environment, Centre National de Génotypage, CEA-Institut de Génomique, Evry, France
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40
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Xu Z, Langie SAS, De Boever P, Taylor JA, Niu L. RELIC: a novel dye-bias correction method for Illumina Methylation BeadChip. BMC Genomics 2017; 18:4. [PMID: 28049437 PMCID: PMC5209853 DOI: 10.1186/s12864-016-3426-3] [Citation(s) in RCA: 87] [Impact Index Per Article: 12.4] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/23/2016] [Accepted: 12/15/2016] [Indexed: 11/10/2022] Open
Abstract
BACKGROUND The Illumina Infinium HumanMethylation450 BeadChip and its successor, Infinium MethylationEPIC BeadChip, have been extensively utilized in epigenome-wide association studies. Both arrays use two fluorescent dyes (Cy3-green/Cy5-red) to measure methylation level at CpG sites. However, performance difference between dyes can result in biased estimates of methylation levels. RESULTS Here we describe a novel method, called REgression on Logarithm of Internal Control probes (RELIC) to correct for dye bias on whole array by utilizing the intensity values of paired internal control probes that monitor the two color channels. We evaluate the method in several datasets against other widely used dye-bias correction methods. Results on data quality improvement showed that RELIC correction statistically significantly outperforms alternative dye-bias correction methods. We incorporated the method into the R package ENmix, which is freely available from the Bioconductor website ( https://www.bioconductor.org/packages/release/bioc/html/ENmix.html ). CONCLUSIONS RELIC is an efficient and robust method to correct for dye-bias in Illumina Methylation BeadChip data. It outperforms other alternative methods and conveniently implemented in R package ENmix to facilitate DNA methylation studies.
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Affiliation(s)
- Zongli Xu
- Epidemiology Branch, National Institute of Environmental Health Sciences, NIH, Research Triangle Park, NC, USA
| | - Sabine A S Langie
- Environmental Risk and Health unit, Flemish Institute for Technological Research (VITO), Mol, Belgium.,Faculty of Sciences, Hasselt University, Diepenbeek, Belgium
| | - Patrick De Boever
- Environmental Risk and Health unit, Flemish Institute for Technological Research (VITO), Mol, Belgium.,Faculty of Sciences, Hasselt University, Diepenbeek, Belgium
| | - Jack A Taylor
- Epidemiology Branch, National Institute of Environmental Health Sciences, NIH, Research Triangle Park, NC, USA.,Epigenetic and Stem Cell Biology Laboratory, National Institute of Environmental Health Sciences, NIH, Research Triangle Park, NC, USA
| | - Liang Niu
- Division of Biostatistics and Bioinformatics, Department of Environmental Health, College of Medicine, University of Cincinnati, Cincinnati, OH, USA.
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Izumi S, Hong G, Iwasaki K, Izumi M, Matsuyama Y, Chiba M, Toda T, Kudo TA. Gustatory Salivation Is Associated with Body Mass Index, Daytime Sleepiness, and Snoring in Healthy Young Adults. TOHOKU J EXP MED 2016; 240:153-165. [PMID: 27760896 DOI: 10.1620/tjem.240.153] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/18/2022]
Abstract
The taste detection system for oral fatty acid may be related to obesity. In addition, sleep is intrinsically and closely related to food intake and metabolism. However, the association of gustatory salivation with body mass index (BMI), daytime sleepiness, or sleep habits is largely unknown. Therefore, we evaluated the relationship between gustatory salivation and BMI, Epworth sleepiness scale (ESS, a daytime sleepiness scale) or sleep habits among 26 healthy young individuals (20 males and 6 females; mean age: 26.0 ± 4.3 years). We also measured the saliva flow rate (SFR) that was induced by gum-chewing or each of three prototypical tastants (acetic acid, sucrose, and NaCl). Further, the SFR was induced by fatty acid, provided as oleic acid (OA) homogenized in non-fat milk. All participants showed normal rates of salivation during resting and gum-chewing states. The increase in the SFR induced by OA, but not by each of the three tastants, was associated with BMI. Moreover, both daytime sleepiness level and frequency of snoring were associated with the increase in the SFR induced by NaCl. These results suggest that BMI is associated with salivation induced by oral fatty acid exposure. Additionally, the regulatory mechanism for the NaCl-induced salivation reflex may have a relationship with impairments of the respiratory control system that are related to snoring during sleep and lead to daytime sleepiness because of insufficient sleep. Thus, measurement of gustatory salivation might contribute to the evaluation and prevention of obesity and sleep-related breathing disorders.
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Affiliation(s)
- Satoshi Izumi
- Division of Oral Physiology, Tohoku University Graduate School of Dentistry
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