1
|
Rabotnick MH, Ehlinger J, Haidari A, Goodrich JM. Prenatal exposures to endocrine disrupting chemicals: The role of multi-omics in understanding toxicity. Mol Cell Endocrinol 2023; 578:112046. [PMID: 37598796 PMCID: PMC10592024 DOI: 10.1016/j.mce.2023.112046] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 06/14/2023] [Revised: 08/11/2023] [Accepted: 08/16/2023] [Indexed: 08/22/2023]
Abstract
Endocrine disrupting chemicals (EDCs) are a diverse group of toxicants detected in populations globally. Prenatal EDC exposures impact birth and childhood outcomes. EDCs work through persistent changes at the molecular, cellular, and organ level. Molecular and biochemical signals or 'omics' can be measured at various functional levels - including the epigenome, transcriptome, proteome, metabolome, and the microbiome. In this narrative review, we introduce each omics and give examples of associations with prenatal EDC exposures. There is substantial research on epigenomic modifications in offspring exposed to EDCs during gestation, and a growing number of studies evaluating the transcriptome, proteome, metabolome, or microbiome in response to these exposures. Multi-omics, integrating data across omics layers, may improve understanding of disrupted function pathways related to early life exposures. We highlight several data integration methods to consider in multi-omics studies. Information from multi-omics can improve understanding of the biological processes and mechanisms underlying prenatal EDC toxicity.
Collapse
Affiliation(s)
- Margaret H Rabotnick
- Department of Environmental Health Sciences, University of Michigan School of Public Health, 1415 Washington Heights, Ann Arbor, MI, 48109, USA
| | - Jessa Ehlinger
- Department of Environmental Health Sciences, University of Michigan School of Public Health, 1415 Washington Heights, Ann Arbor, MI, 48109, USA
| | - Ariana Haidari
- Department of Environmental Health Sciences, University of Michigan School of Public Health, 1415 Washington Heights, Ann Arbor, MI, 48109, USA
| | - Jaclyn M Goodrich
- Department of Environmental Health Sciences, University of Michigan School of Public Health, 1415 Washington Heights, Ann Arbor, MI, 48109, USA.
| |
Collapse
|
2
|
Philibert R, Dogan TK, Knight S, Ahmad F, Lau S, Miles G, Knowlton KU, Dogan MV. Validation of an Integrated Genetic-Epigenetic Test for the Assessment of Coronary Heart Disease. J Am Heart Assoc 2023; 12:e030934. [PMID: 37982274 PMCID: PMC10727271 DOI: 10.1161/jaha.123.030934] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 05/10/2023] [Accepted: 10/16/2023] [Indexed: 11/21/2023]
Abstract
BACKGROUND Coronary heart disease (CHD) is the leading cause of death in the world. Unfortunately, many of the key diagnostic tools for CHD are insensitive, invasive, and costly; require significant specialized infrastructure investments; and do not provide information to guide postdiagnosis therapy. In prior work using data from the Framingham Heart Study, we provided in silico evidence that integrated genetic-epigenetic tools may provide a new avenue for assessing CHD. METHODS AND RESULTS In this communication, we use an improved machine learning approach and data from 2 additional cohorts, totaling 449 cases and 2067 controls, to develop a better model for ascertaining symptomatic CHD. Using the DNA from the 2 new cohorts, we translate and validate the in silico findings into an artificial intelligence-guided, clinically implementable method that uses input from 6 methylation-sensitive digital polymerase chain reaction and 10 genotyping assays. Using this method, the overall average area under the curve, sensitivity, and specificity in the 3 test cohorts is 82%, 79%, and 76%, respectively. Analysis of targeted cytosine-phospho-guanine loci shows that they map to key risk pathways involved in atherosclerosis that suggest specific therapeutic approaches. CONCLUSIONS We conclude that this scalable integrated genetic-epigenetic approach is useful for the diagnosis of symptomatic CHD, performs favorably as compared with many existing methods, and may provide personalized insight to CHD therapy. Furthermore, given the dynamic nature of DNA methylation and the ease of methylation-sensitive digital polymerase chain reaction methodologies, these findings may pave a pathway for precision epigenetic approaches for monitoring CHD treatment response.
Collapse
Affiliation(s)
- Robert Philibert
- Cardio Diagnostics IncChicagoILUSA
- Department of PsychiatryUniversity of IowaIowa CityIAUSA
- Department of Biomedical EngineeringUniversity of IowaIowa CityIAUSA
| | | | - Stacey Knight
- Intermountain Heart Institute, Intermountain HealthcareSalt Lake CityUTUSA
- Department of Internal MedicineUniversity of UtahSalt Lake CityUTUSA
| | - Ferhaan Ahmad
- Division of Cardiovascular Medicine, Department of Internal MedicineUniversity of IowaIowa CityIAUSA
| | - Stanley Lau
- Southern California Heart CentersSan GabrielCAUSA
| | - George Miles
- Department of Molecular and Human GeneticsBaylor College of MedicineHoustonTXUSA
| | - Kirk U. Knowlton
- Intermountain Heart Institute, Intermountain HealthcareSalt Lake CityUTUSA
| | - Meeshanthini V. Dogan
- Cardio Diagnostics IncChicagoILUSA
- Department of Biomedical EngineeringUniversity of IowaIowa CityIAUSA
| |
Collapse
|
3
|
Ehlinger JV, Goodrich JM, Dolinoy DC, Watkins DJ, Cantoral A, Mercado-García A, Téllez-Rojo MM, Peterson KE. Associations between blood leukocyte DNA methylation and sustained attention in mid-to-late childhood. Epigenomics 2023; 15:965-981. [PMID: 37942546 PMCID: PMC10718163 DOI: 10.2217/epi-2023-0169] [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: 05/15/2023] [Accepted: 10/20/2023] [Indexed: 11/10/2023] Open
Abstract
Aims: To identify associations between DNA methylation (DNAm) across the epigenome and symptoms related to attention-deficit/hyperactivity disorder in a population of Hispanic children. Materials & methods: Among 517 participants in the ELEMENT study aged 9-18 years, we conducted an epigenome-wide association study examining associations between blood leukocyte DNAm and performance on the Conners' continuous performance test (CPT3). Results: DNAm at loci in or near ZNF814, ELF4 and OR6K6 and functional enrichment for gene pathways pertaining to ferroptosis, inflammation, immune response and neurotransmission were significantly related to CPT3 scores. Conclusion: DNAm was associated with CPT3 performance. Further analysis is warranted to understand how these genes and enriched pathways contribute to attention-deficit/hyperactivity disorder.
Collapse
Affiliation(s)
- Jessa V Ehlinger
- Environmental Health Sciences, University of Michigan, Ann Arbor, MI 48109, USA
| | - Jaclyn M Goodrich
- Environmental Health Sciences, University of Michigan, Ann Arbor, MI 48109, USA
| | - Dana C Dolinoy
- Environmental Health Sciences, University of Michigan, Ann Arbor, MI 48109, USA
- Nutritional Sciences, University of Michigan, Ann Arbor, MI 48109, USA
| | - Deborah J Watkins
- Environmental Health Sciences, University of Michigan, Ann Arbor, MI 48109, USA
| | | | | | | | - Karen E Peterson
- Environmental Health Sciences, University of Michigan, Ann Arbor, MI 48109, USA
- Nutritional Sciences, University of Michigan, Ann Arbor, MI 48109, USA
| |
Collapse
|
4
|
Seddon AR, Das AB, Hampton MB, Stevens AJ. Site-specific decreases in DNA methylation in replicating cells following exposure to oxidative stress. Hum Mol Genet 2022; 32:632-648. [PMID: 36106794 PMCID: PMC9896486 DOI: 10.1093/hmg/ddac232] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/18/2022] [Revised: 09/01/2022] [Accepted: 09/03/2022] [Indexed: 02/07/2023] Open
Abstract
Oxidative stress is a common feature of inflammation-driven cancers, and it promotes genomic instability and aggressive tumour phenotypes. It is known that oxidative stress transiently modulates gene expression through the oxidation of transcription factors and associated regulatory proteins. Neutrophils are our most abundant white blood cells and accumulate at sites of infection and inflammation. Activated neutrophils produce hypochlorous acid and chloramines, which can disrupt DNA methylation by oxidizing methionine. The goal of the current study was to determine whether chloramine exposure results in sequence-specific modifications in DNA methylation that enable long-term alterations in transcriptional output. Proliferating Jurkat T-lymphoma cells were exposed to sublethal doses of glycine chloramine and differential methylation patterns were compared using Illumina EPIC 850 K bead chip arrays. There was a substantial genome-wide decrease in methylation 4 h after exposure that correlated with altered RNA expression for 24 and 48 h, indicating sustained impacts on exposed cells. A large proportion of the most significant differentially methylated CpG sites were situated towards chromosomal ends, suggesting that these regions are most susceptible to inhibition of maintenance DNA methylation. This may contribute to epigenetic instability of chromosomal ends in rapidly dividing cells, with potential implications for the regulation of telomere length and cellular longevity.
Collapse
Affiliation(s)
- Annika R Seddon
- University of Otago, Christchurch, Department of Pathology and Biomedical Science, Christchurch, 8011, New Zealand
| | - Andrew B Das
- University of Otago, Christchurch, Department of Pathology and Biomedical Science, Christchurch, 8011, New Zealand,Peter MacCallum Cancer Centre, Melbourne, Victoria 3000, Australia,Sir Peter MacCallum Department of Oncology, The University of Melbourne, Victoria 3010, Australia
| | - Mark B Hampton
- University of Otago, Christchurch, Department of Pathology and Biomedical Science, Christchurch, 8011, New Zealand
| | - Aaron J Stevens
- To whom correspondence should be addressed at: Department of Pathology, University of Otago, Wellington, 23 Mein St, Newtown, Wellington 6021, New Zealand. Tel: +64 43855541; Fax: +64 4 389 5725;
| |
Collapse
|
5
|
Khodasevich D, Smith AR, Huen K, Eskenazi B, Cardenas A, Holland N. Comparison of DNA methylation measurements from EPIC BeadChip and SeqCap targeted bisulphite sequencing in PON1 and nine additional candidate genes. Epigenetics 2022; 17:1944-1955. [PMID: 35786310 DOI: 10.1080/15592294.2022.2091818] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/03/2022] Open
Abstract
Epigenome-wide association studies (EWAS) are widely implemented in epidemiology, and the Illumina HumanMethylationEPIC BeadChip (EPIC) DNA microarray is the most-used technology. Recently, next-generation sequencing (NGS)-based methods, which assess DNA methylation at single-base resolution, have become more affordable and technically feasible. While the content of microarray technology is fixed, NGS-based approaches, such as the Roche Nimblegen, SeqCap Epi Enrichment System (SeqCap), offer the flexibility of targeting most CpGs in a gene. With the current usage of microarrays and emerging NGS-based technologies, it is important to establish whether data generated from the two platforms are comparable. We harnessed 112 samples from the Center for the Health Assessment of Mothers and Children of Salinas (CHAMACOS) birth cohort study and compared DNA methylation between the EPIC microarray and SeqCap for PON1 and nine additional candidate genes, by evaluating epigenomic coverage and correlations. We conducted multivariable linear regression and principal component analyses to assess the ability of the EPIC array and SeqCap to detect biological differences in gene methylation by the PON1-108 single nucleotide polymorphism. We found an overall high concordance (r = 0.84) between SeqCap and EPIC DNA methylation, among highly methylated and minimally methylated regions. However, substantial disagreement was present between the two methods in moderately methylated regions, with SeqCap measurements exhibiting greater within-site variation. Additionally, SeqCap did not capture PON1 SNP associated differences in DNA methylation that were evident with the EPIC array. Our findings indicate that microarrays perform well for analysing DNA methylation in large cohort studies but with limited coverage.
Collapse
Affiliation(s)
- Dennis Khodasevich
- Division of Environmental Health Sciences, Children's Environmental Health Laboratory, School of Public Health, University of California, Berkeley, CA, USA
| | - Anna R Smith
- Division of Environmental Health Sciences, Children's Environmental Health Laboratory, School of Public Health, University of California, Berkeley, CA, USA.,Center for Computational Biology, University of California, Berkeley, CA, USA
| | - Karen Huen
- Division of Environmental Health Sciences, Children's Environmental Health Laboratory, School of Public Health, University of California, Berkeley, CA, USA
| | - Brenda Eskenazi
- Center for Children's Environmental Health, School of Public Health, University of California, Berkeley, CA, USA
| | - Andres Cardenas
- Division of Environmental Health Sciences, Children's Environmental Health Laboratory, School of Public Health, University of California, Berkeley, CA, USA.,Center for Computational Biology, University of California, Berkeley, CA, USA
| | - Nina Holland
- Division of Environmental Health Sciences, Children's Environmental Health Laboratory, School of Public Health, University of California, Berkeley, CA, USA
| |
Collapse
|
6
|
Noble AJ, Pearson JF, Noble AD, Boden JM, Horwood LJ, Kennedy MA, Osborne AJ. DNA methylation analysis using bisulphite-based amplicon sequencing of individuals exposed to maternal tobacco use during pregnancy, and offspring conduct problems in childhood and adolescence. Reprod Fertil Dev 2022; 34:540-548. [PMID: 35412968 DOI: 10.1071/rd21108] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/12/2021] [Accepted: 01/10/2022] [Indexed: 11/23/2022] Open
Abstract
Maternal tobacco smoking during pregnancy is a large driver of health inequalities and a higher prevalence of conduct problem (CP) has been observed in exposed offspring. Further, maternal tobacco use during pregnancy can also alter offspring DNA methylation. However, currently, limited molecular evidence has been found to support this observation. Thus we aim to examine the association between maternal tobacco use in pregnancy and offspring CP, to determine whether offspring CP is mediated by tobacco exposure-induced DNA methylation differences. Understanding the etiology of the association between maternal tobacco use and offspring CP will be crucial in the early identification and treatment of CP in children and adolescents. Here, a sub group of N =96 individuals was sourced from the Christchurch Health and Development Study, a longitudinal birth cohort studied for over 40 years in New Zealand. Whole blood samples underwent bisulphite-based amplicon sequencing at 10 loci known to play a role in neurodevelopment, or which had associations with CP phenotypes. We identified significant (P CYP1A1 , ASH2L and MEF2C in individuals with CP who were exposed to tobacco in utero . We conclude that environmentally-induced DNA methylation differences could play a role in the observed link between maternal tobacco use during pregnancy and childhood/adolescent CP. However, larger sample sizes are needed to produce an adequate amount of power to investigate this interaction further.
Collapse
Affiliation(s)
- Alexandra J Noble
- School of Biological Sciences, University of Canterbury, Christchurch, New Zealand
| | - John F Pearson
- Department of Pathology and Biomedical Sciences, University of Otago, Christchurch, New Zealand
| | | | - Joseph M Boden
- Department of Psychological Medicine, University of Otago, Christchurch, New Zealand
| | - L John Horwood
- Department of Psychological Medicine, University of Otago, Christchurch, New Zealand
| | - Martin A Kennedy
- Department of Pathology and Biomedical Sciences, University of Otago, Christchurch, New Zealand
| | - Amy J Osborne
- School of Biological Sciences, University of Canterbury, Christchurch, New Zealand
| |
Collapse
|
7
|
Andersen A, Gerrard M, Gibbons FX, Beach SRH, Philibert R. An Examination of Risk Factors for Tobacco and Cannabis Smoke Exposure in Adolescents Using an Epigenetic Biomarker. Front Psychiatry 2021; 12:688384. [PMID: 34504443 PMCID: PMC8421639 DOI: 10.3389/fpsyt.2021.688384] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 03/30/2021] [Accepted: 07/23/2021] [Indexed: 01/23/2023] Open
Abstract
Objective: Evolving patterns of nicotine and cannabis use by adolescents require new tools to understand the changing epidemiology of these substances. Here we describe the use of a novel epigenetic biomarker sensitive to both tobacco and cannabis smoke in a longitudinal sample of high-risk adolescents. We examine risk factors for positivity for this epigenetic biomarker in comparison to positivity for conventional serum biomarkers of nicotine and cannabis use. Method: Eastern Iowa 10th graders who had a friend or family member who smoked were eligible to participate in a longitudinal study over 10-12th grades. Subjects provided self-report data on nicotine, tobacco, and cannabis use patterns as well as blood samples that were used for serum cotinine and THC assays. DNA was prepared for analysis of methylation at the CpG cg05575921, a sensitive indicator of smoke exposure. Relationships between positivity for each these biomarkers and a variety of risk factors, including demographics, family and peer relationships, psychopathology, willingness to smoke, and perceptions of typical cigarette and cannabis users, were examined at the 10th (n = 442), 11th (n = 376), and 12th (n = 366) grade timepoints. Results: A increasing proportion of subjects were positive for cotinine (5-16%), THC (3-10%), and cg05575921 methylation (5-7%) across timepoints, with some overlap. Self-reported combusted tobacco and cannabis use was strongly correlated with all biomarkers, whereas cg05575921 methylation was not correlated with reported e-cigarette use. Dual users, defined as those positive for nicotine and THC in the 12th grade showed the greatest cumulative smoke exposure, indicated by cg05575921 methylation. Subjects reported more positive attitudes toward cannabis users than cigarette smokers, and willingness to smoke and positive perceptions of tobacco and cannabis smokers were significant risk factors for biomarker positivity across timepoints. Conclusion: We conclude that measurement of cg05575921 methylation in adolescents is a useful tool in detecting tobacco smoking in adolescents, and may be a novel tool for the detection of cannabis smoking and cannabis and tobacco co-use, though non-combusted forms of nicotine use do not appear to be detectable by this method.
Collapse
Affiliation(s)
- Allan Andersen
- Department of Psychiatry, University of Iowa, Iowa City, IA, United States
| | - Meg Gerrard
- Department of Psychological Sciences, University of Connecticut, Storrs, CT, United States
| | - Frederick X. Gibbons
- Department of Psychological Sciences, University of Connecticut, Storrs, CT, United States
| | - Steven R. H. Beach
- Center for Family Research, University of Georgia, Athens, GA, United States
- Department of Psychological Sciences, University of Georgia, Athens, GA, United States
| | - Robert Philibert
- Department of Psychiatry, University of Iowa, Iowa City, IA, United States
- Behavioral Diagnostics, Coralville, IA, United States
| |
Collapse
|
8
|
Divoux A, Eroshkin A, Erdos E, Sandor K, Osborne TF, Smith SR. DNA Methylation as a Marker of Body Shape in Premenopausal Women. Front Genet 2021; 12:709342. [PMID: 34394195 PMCID: PMC8358448 DOI: 10.3389/fgene.2021.709342] [Citation(s) in RCA: 6] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/13/2021] [Accepted: 07/05/2021] [Indexed: 12/23/2022] Open
Abstract
Preferential accumulation of fat in the gluteo-femoral (GF) depot (pear shape) rather than in the abdominal (A) depot (apple shape), protects against the development of metabolic diseases but the underlying molecular mechanism is still unknown. Recent data, including our work, suggest that differential epigenetic marking is associated with regulation of genes attributed to distinct fat distribution. Here, we aimed to compare the genomic DNA methylation signatures between apple and pear-shaped premenopausal women. To investigate the contribution of upper and lower body fat, we used paired samples of A-FAT and GF-FAT, analyzed on the BeadChip Methylation Array and quantified the differentially methylated sites between the 2 groups of women. We found unique DNA methylation patterns within both fat depots that are significantly different depending on the body fat distribution. Around 60% of the body shape specific DNA methylation sites identified in adipose tissue are maintained ex vivo in cultured preadipocytes. As it has been reported before in other cell types, we found only a hand full of genes showing coordinated differential methylation and expression levels. Finally, we determined that more than 50% of the body shape specific DNA methylation sites could also be detected in whole blood derived DNA. These data reveal a strong DNA methylation program associated with adipose tissue distribution with the possibility that a simple blood test could be used as a predictive diagnostic indicator of young women who are at increased risk for progressing to the apple body shape with a higher risk of developing obesity related complications. Clinical Trial Registration:https://clinicaltrials.gov/ct2/show/NCT02728635 and https://clinicaltrials.gov/ct2/show/NCT02226640, identifiers NCT02728635 and NCT02226640.
Collapse
Affiliation(s)
- Adeline Divoux
- Translational Research Institute for Metabolism and Diabetes, AdventHealth, Orlando, FL, United States
| | | | - Edina Erdos
- Department of Medicine, Johns Hopkins University School of Medicine, Johns Hopkins All Children’s Hospital, St. Petersburg, FL, United States
| | - Katalin Sandor
- Department of Medicine, Johns Hopkins University School of Medicine, Johns Hopkins All Children’s Hospital, St. Petersburg, FL, United States
| | - Timothy F. Osborne
- Department of Medicine, Johns Hopkins University School of Medicine, Johns Hopkins All Children’s Hospital, St. Petersburg, FL, United States
| | - Steven R. Smith
- Translational Research Institute for Metabolism and Diabetes, AdventHealth, Orlando, FL, United States
| |
Collapse
|