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Cai A, Portengen L, Ertaylan G, Legler J, Vermeulen R, Lenters V, Remy S. Prenatal Exposure to Metabolism-Disrupting Chemicals, Cord Blood Transcriptome Perturbations, and Birth Weight in a Belgian Birth Cohort. Int J Mol Sci 2023; 24:ijms24087607. [PMID: 37108768 PMCID: PMC10141364 DOI: 10.3390/ijms24087607] [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: 02/27/2023] [Revised: 04/10/2023] [Accepted: 04/19/2023] [Indexed: 04/29/2023] Open
Abstract
Prenatal exposure to metabolism-disrupting chemicals (MDCs) has been linked to birth weight, but the molecular mechanisms remain largely unknown. In this study, we investigated gene expressions and biological pathways underlying the associations between MDCs and birth weight, using microarray transcriptomics, in a Belgian birth cohort. Whole cord blood measurements of dichlorodiphenyldichloroethylene (p,p'-DDE), polychlorinated biphenyls 153 (PCB-153), perfluorooctanoic acid (PFOA), perfluorooctane sulfonic acid (PFOS), and transcriptome profiling were conducted in 192 mother-child pairs. A workflow including a transcriptome-wide association study, pathway enrichment analysis with a meet-in-the-middle approach, and mediation analysis was performed to characterize the biological pathways and intermediate gene expressions of the MDC-birth weight relationship. Among 26,170 transcriptomic features, we successfully annotated five overlapping metabolism-related gene expressions associated with both an MDC and birth weight, comprising BCAT2, IVD, SLC25a16, HAS3, and MBOAT2. We found 11 overlapping pathways, and they are mostly related to genetic information processing. We found no evidence of any significant mediating effect. In conclusion, this exploratory study provides insights into transcriptome perturbations that may be involved in MDC-induced altered birth weight.
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Affiliation(s)
- Anran Cai
- Department of Population Health Sciences, Institute for Risk Assessment Sciences, Utrecht University, 3584 CM Utrecht, The Netherlands
- VITO Health, Flemish Institute for Technological Research (VITO), 2400 Mol, Belgium
| | - Lützen Portengen
- Department of Population Health Sciences, Institute for Risk Assessment Sciences, Utrecht University, 3584 CM Utrecht, The Netherlands
| | - Gökhan Ertaylan
- VITO Health, Flemish Institute for Technological Research (VITO), 2400 Mol, Belgium
| | - Juliette Legler
- Department of Population Health Sciences, Institute for Risk Assessment Sciences, Utrecht University, 3584 CM Utrecht, The Netherlands
| | - Roel Vermeulen
- Department of Population Health Sciences, Institute for Risk Assessment Sciences, Utrecht University, 3584 CM Utrecht, The Netherlands
- Julius Center for Health Sciences and Primary Care, University Medical Center Utrecht, 3584 CG Utrecht, The Netherlands
| | - Virissa Lenters
- Julius Center for Health Sciences and Primary Care, University Medical Center Utrecht, 3584 CG Utrecht, The Netherlands
| | - Sylvie Remy
- VITO Health, Flemish Institute for Technological Research (VITO), 2400 Mol, Belgium
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2
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Arleevskaya M, Takha E, Petrov S, Kazarian G, Renaudineau Y, Brooks W, Larionova R, Korovina M, Valeeva A, Shuralev E, Mukminov M, Kravtsova O, Novikov A. Interplay of Environmental, Individual and Genetic Factors in Rheumatoid Arthritis Provocation. Int J Mol Sci 2022; 23:ijms23158140. [PMID: 35897715 PMCID: PMC9329780 DOI: 10.3390/ijms23158140] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/07/2022] [Revised: 07/18/2022] [Accepted: 07/19/2022] [Indexed: 02/05/2023] Open
Abstract
In this review, we explore systemization of knowledge about the triggering effects of non-genetic factors in pathogenic mechanisms that contribute to the development of rheumatoid arthritis (RA). Possible mechanisms involving environmental and individual factors in RA pathogenesis were analyzed, namely, infections, mental stress, sleep deprivation ecology, age, perinatal and gender factors, eating habits, obesity and smoking. The non-genetic factors modulate basic processes in the body with the impact of these factors being non-specific, but these common challenges may be decisive for advancement of the disease in the predisposed body at risk for RA. The provocation of this particular disease is associated with the presence of congenital loci minoris resistentia. The more frequent non-genetic factors form tangles of interdependent relationships and, thereby, several interdependent external factors hit one vulnerable basic process at once, either provoking or reinforcing each other. Understanding the specific mechanisms by which environmental and individual factors impact an individual under RA risk in the preclinical stages can contribute to early disease diagnosis and, if the factor is modifiable, might be useful for the prevention or delay of its development.
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Affiliation(s)
- Marina Arleevskaya
- Central Research Laboratory, Kazan State Medical Academy, 420012 Kazan, Russia; (E.T.); (S.P.); (G.K.); (R.L.); (M.K.); (A.V.); (E.S.); (M.M.)
- Institute of Fundamental Medicine and Biology, Kazan (Volga Region) Federal University, 420008 Kazan, Russia;
- Correspondence: ; Tel.: +7-89172-886-679; Fax: +7-843-238-5413
| | - Elena Takha
- Central Research Laboratory, Kazan State Medical Academy, 420012 Kazan, Russia; (E.T.); (S.P.); (G.K.); (R.L.); (M.K.); (A.V.); (E.S.); (M.M.)
| | - Sergey Petrov
- Central Research Laboratory, Kazan State Medical Academy, 420012 Kazan, Russia; (E.T.); (S.P.); (G.K.); (R.L.); (M.K.); (A.V.); (E.S.); (M.M.)
- Institute of Environmental Sciences, Kazan (Volga Region) Federal University, 420008 Kazan, Russia
| | - Gevorg Kazarian
- Central Research Laboratory, Kazan State Medical Academy, 420012 Kazan, Russia; (E.T.); (S.P.); (G.K.); (R.L.); (M.K.); (A.V.); (E.S.); (M.M.)
| | - Yves Renaudineau
- Department of Immunology, CHU Toulouse, INSERM U1291, CNRS U5051, University Toulouse IIII, 31000 Toulouse, France;
| | - Wesley Brooks
- Department of Chemistry, University of South Florida, Tampa, FL 33620, USA;
| | - Regina Larionova
- Central Research Laboratory, Kazan State Medical Academy, 420012 Kazan, Russia; (E.T.); (S.P.); (G.K.); (R.L.); (M.K.); (A.V.); (E.S.); (M.M.)
| | - Marina Korovina
- Central Research Laboratory, Kazan State Medical Academy, 420012 Kazan, Russia; (E.T.); (S.P.); (G.K.); (R.L.); (M.K.); (A.V.); (E.S.); (M.M.)
- Institute of Fundamental Medicine and Biology, Kazan (Volga Region) Federal University, 420008 Kazan, Russia;
| | - Anna Valeeva
- Central Research Laboratory, Kazan State Medical Academy, 420012 Kazan, Russia; (E.T.); (S.P.); (G.K.); (R.L.); (M.K.); (A.V.); (E.S.); (M.M.)
| | - Eduard Shuralev
- Central Research Laboratory, Kazan State Medical Academy, 420012 Kazan, Russia; (E.T.); (S.P.); (G.K.); (R.L.); (M.K.); (A.V.); (E.S.); (M.M.)
- Institute of Environmental Sciences, Kazan (Volga Region) Federal University, 420008 Kazan, Russia
| | - Malik Mukminov
- Central Research Laboratory, Kazan State Medical Academy, 420012 Kazan, Russia; (E.T.); (S.P.); (G.K.); (R.L.); (M.K.); (A.V.); (E.S.); (M.M.)
- Institute of Environmental Sciences, Kazan (Volga Region) Federal University, 420008 Kazan, Russia
| | - Olga Kravtsova
- Institute of Fundamental Medicine and Biology, Kazan (Volga Region) Federal University, 420008 Kazan, Russia;
| | - Andrey Novikov
- Mathematical Center, Sobolev Instiute of Mathematics, Siberian Branch of Russian Academy of Sciences, 630090 Novosibirsk, Russia;
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Turturice BA, Theorell J, Koenig MD, Tussing-Humphreys L, Gold DR, Litonjua AA, Oken E, Rifas-Shiman SL, Perkins DL, Finn PW. Perinatal granulopoiesis and risk of pediatric asthma. eLife 2021; 10:63745. [PMID: 33565964 PMCID: PMC7889076 DOI: 10.7554/elife.63745] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Key Words] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/05/2020] [Accepted: 02/05/2021] [Indexed: 11/13/2022] Open
Abstract
There are perinatal characteristics, such as gestational age, reproducibly associated with the risk for pediatric asthma. Identification of biologic processes influenced by these characteristics could facilitate risk stratification or new therapeutic targets. We hypothesized that transcriptional changes associated with multiple epidemiologic risk factors would be mediators of pediatric asthma risk. Using publicly available transcriptomic data from cord blood mononuclear cells, transcription of genes involved in myeloid differentiation was observed to be inversely associated with a pediatric asthma risk stratification based on multiple perinatal risk factors. This gene signature was validated in an independent prospective cohort and was specifically associated with genes localizing to neutrophil-specific granules. Further validation demonstrated that umbilical cord blood serum concentration of PGLYRP-1, a specific granule protein, was inversely associated with mid-childhood current asthma and early-teen FEV1/FVCx100. Thus, neutrophil-specific granule abundance at birth predicts risk for pediatric asthma and pulmonary function in adolescence.
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Affiliation(s)
- Benjamin A Turturice
- Department of Microbiology and Immunology, University of Illinois, Chicago, United States.,Department of Medicine, Division of Pulmonary, Critical Care, Sleep, and Allergy, University of Illinois, Chicago, United States
| | - Juliana Theorell
- Department of Medicine, Division of Pulmonary, Critical Care, Sleep, and Allergy, University of Illinois, Chicago, United States
| | - Mary Dawn Koenig
- Department of Women, Children and Family Health Science, College of Nursing, University of Illinois, Chicago, United States
| | - Lisa Tussing-Humphreys
- Department of Medicine and Cancer Center, University of Illinois, Chicago, United States
| | - Diane R Gold
- Channing Division of Network Medicine, Department of Medicine, Brigham and Women's Hospital, Harvard Medical School, Boston, United States.,Department of Environmental Health, Harvard T.H. Chan School of Public Health, Boston, United States
| | - Augusto A Litonjua
- Division of Pulmonary Medicine, Department of Pediatrics, University of Rochester, Rochester, United States
| | - Emily Oken
- Division of Chronic Disease Research Across the Life Course, Department of Population Medicine, Harvard Medical School and Harvard Pilgrim Health Care Institute, Boston, United States
| | - Sheryl L Rifas-Shiman
- Division of Chronic Disease Research Across the Life Course, Department of Population Medicine, Harvard Medical School and Harvard Pilgrim Health Care Institute, Boston, United States
| | - David L Perkins
- Department of Medicine, Division of Nephrology, University of Illinois, Chicago, United States.,Department of Bioengineering, University of Illinois, Chicago, United States
| | - Patricia W Finn
- Department of Microbiology and Immunology, University of Illinois, Chicago, United States.,Department of Medicine, Division of Pulmonary, Critical Care, Sleep, and Allergy, University of Illinois, Chicago, United States.,Department of Bioengineering, University of Illinois, Chicago, United States
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Collier ARY, Ledyard R, Montoya-Williams D, Qiu M, Dereix AE, Farrokhi MR, Hacker MR, Burris HH. Racial and ethnic representation in epigenomic studies of preterm birth: a systematic review. Epigenomics 2020; 13:1735-1746. [PMID: 33264049 DOI: 10.2217/epi-2020-0007] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/30/2022] Open
Abstract
Aim: We conducted a systematic review evaluating race/ethnicity representation in DNA methylomic studies of preterm birth. Data sources: PubMed, EMBASE, CINHAL, Scopus and relevant citations from 1 January 2000 to 30 June 2019. Study appraisal & synthesis methods: Two authors independently identified abstracts comparing DNA methylomic differences between term and preterm births that included race/ethnicity data. Results: 16 studies were included. Black and non-Hispanic Black deliveries were well represented (28%). However, large studies originating from more than 95% White populations were excluded due to unreported race/ethnicity data. Most studies were cross-sectional, allowing for reverse causation. Most studies were also racially/ethnically homogeneous, preventing direct comparison of DNA methylomic differences across race/ethnicities. Conclusion: In DNA methylomic studies, Black women and infants were well represented. However, the literature has limitations and precludes drawing definitive conclusions.
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Affiliation(s)
- Ai-Ris Y Collier
- Department of Obstetrics & Gynecology, Beth Israel Deaconess Medical Center, Boston, MA 02215, USA.,Department of Obstetrics, Gynecology, & Reproductive Biology, Harvard Medical School, Boston, MA 02115, USA
| | - Rachel Ledyard
- Division of Neonatology, Department of Pediatrics, Children's Hospital of Philadelphia, Philadelphia, PA 19104, USA
| | - Diana Montoya-Williams
- Division of Neonatology, Department of Pediatrics, Children's Hospital of Philadelphia, Philadelphia, PA 19104, USA.,Department of Pediatrics, University of Pennsylvania Perelman School of Medicine, Philadelphia, PA 19104, USA
| | - Maylene Qiu
- Biomedical Library, University of Pennsylvania, Philadelphia, PA 19104, USA
| | - Alexandra E Dereix
- Division of Neonatology, Department of Pediatrics, Children's Hospital of Philadelphia, Philadelphia, PA 19104, USA.,Loyola University Chicago Stritch School of Medicine, Maywood, IL 60153, USA
| | - Minou Raschid Farrokhi
- Department of Obstetrics & Gynecology, Beth Israel Deaconess Medical Center, Boston, MA 02215, USA.,Colby College, Waterville, ME 04901, USA
| | - Michele R Hacker
- Department of Obstetrics & Gynecology, Beth Israel Deaconess Medical Center, Boston, MA 02215, USA.,Department of Obstetrics, Gynecology, & Reproductive Biology, Harvard Medical School, Boston, MA 02115, USA.,Department of Epidemiology, Harvard TH Chan School of Public Health, Boston, MA 02115, USA
| | - Heather H Burris
- Division of Neonatology, Department of Pediatrics, Children's Hospital of Philadelphia, Philadelphia, PA 19104, USA.,Department of Pediatrics, University of Pennsylvania Perelman School of Medicine, Philadelphia, PA 19104, USA
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Sonic hedgehog (SHH) signaling improves the angiogenic potential of Wharton's jelly-derived mesenchymal stem cells (WJ-MSC). Stem Cell Res Ther 2017; 8:203. [PMID: 28962669 PMCID: PMC5622478 DOI: 10.1186/s13287-017-0653-8] [Citation(s) in RCA: 14] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/18/2017] [Revised: 08/24/2017] [Accepted: 08/29/2017] [Indexed: 02/07/2023] Open
Abstract
Background Wharton’s jelly-derived mesenchymal stem cells (WJ-MSC) show remarkable therapeutic potential to repair tissue upon injury via paracrine signaling by secreting diverse trophic factors that promote angiogenesis. However, the mechanisms and signaling pathways that regulate the induction of these specific factors are still mostly unknown. Emerging evidence suggests that Sonic hedgehog (SHH) plays a central role in angiogenesis and tissue maintenance. However, its contribution to the angiogenic potential of MSC has not been fully addressed. The aim of this work was to characterize the expression of the SHH pathway components in WJ-MSC primary cultures and to evaluate their angiogenic responsiveness to SHH signaling. Methods Primary cell cultures obtained from human umbilical cords were treated with pharmacological modulators of the SHH pathway. We evaluated the modulation of diverse trophic factors in cell lysates, conditioned medium, and functional in vitro assays. In addition, we determined the angiogenic potential of the SHH pathway in the chicken chorioallantoic membrane, an in vivo model. Results Our results show that WJ-MSC express components of the canonical SHH pathway and are activated by its signaling. In fact, we provide evidence of basal autocrine/paracrine SHH signaling in WJ-MSC. SHH pathway stimulation promotes the secretion of angiogenic factors such as activin A, angiogenin, angiopoietin 1, granulocyte-macrophage colony-stimulating factor, matrix metallometallopeptidase -9, and urokinase-type plasminogen activator, enhancing the pro-angiogenic capabilities of WJ-MSC both in vitro and in vivo. Conclusion WJ-MSC are a cell population responsive to SHH pathway stimulation. Basal SHH signaling is in part responsible for the angiogenic inductive properties of WJ-MSC. Overall, exogenous activation of the SHH pathway enhances the angiogenic properties of WJ-MSC, making this cell population an ideal target for treating tissue injury. Electronic supplementary material The online version of this article (doi:10.1186/s13287-017-0653-8) contains supplementary material, which is available to authorized users.
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Godfrey KM, Costello PM, Lillycrop KA. Development, Epigenetics and Metabolic Programming. NESTLE NUTRITION INSTITUTE WORKSHOP SERIES 2016; 85:71-80. [PMID: 27088334 DOI: 10.1159/000439488] [Citation(s) in RCA: 48] [Impact Index Per Article: 6.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 12/18/2022]
Abstract
It is now widely recognized that the environment in early life can have important effects on human growth and development, including the 'programming' of far-reaching effects on the risk of developing common metabolic and other noncommunicable diseases in later life. We have shown that greater childhood adiposity is associated with higher maternal adiposity, low maternal vitamin D status, excessive gestational weight gain and short duration of breast-feeding; maternal dietary patterns in pregnancy and vitamin D status have been linked with childhood bone mineral content and muscle function. Human studies have identified fetal liver blood flow adaptations and epigenetic changes as potential mechanisms that could link maternal influences with offspring body composition. In experimental studies, there is now substantial evidence that the environment during early life induces altered phenotypes through epigenetic mechanisms. Epigenetic processes, such as DNA methylation, covalent modifications of histones and non-coding RNAs, can induce changes in gene expression without a change in DNA base sequence. Such processes are involved in cell differentiation and genomic imprinting, as well as the phenomenon of developmental plasticity in response to environmental influences. Elucidation of such epigenetic processes may enable early intervention strategies to improve early development and growth.
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7
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Edlow AG, Slonim DK, Wick HC, Hui L, Bianchi DW. The pathway not taken: understanding 'omics data in the perinatal context. Am J Obstet Gynecol 2015; 213:59.e1-59.e172. [PMID: 25772209 DOI: 10.1016/j.ajog.2015.03.023] [Citation(s) in RCA: 14] [Impact Index Per Article: 1.6] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/26/2014] [Revised: 01/20/2015] [Accepted: 03/10/2015] [Indexed: 01/19/2023]
Abstract
OBJECTIVE 'Omics analysis of large datasets has an increasingly important role in perinatal research, but understanding gene expression analyses in the fetal context remains a challenge. We compared the interpretation provided by a widely used systems biology resource (ingenuity pathway analysis [IPA]) with that from gene set enrichment analysis (GSEA) with functional annotation curated specifically for the fetus (Developmental FunctionaL Annotation at Tufts [DFLAT]). STUDY DESIGN Using amniotic fluid supernatant transcriptome datasets previously produced by our group, we analyzed 3 different developmental perturbations: aneuploidy (Trisomy 21 [T21]), hemodynamic (twin-twin transfusion syndrome [TTTS]), and metabolic (maternal obesity) vs sex- and gestational age-matched control subjects. Differentially expressed probe sets were identified with the use of paired t-tests with the Benjamini-Hochberg correction for multiple testing (P < .05). Functional analyses were performed with IPA and GSEA/DFLAT. Outputs were compared for biologic relevance to the fetus. RESULTS Compared with control subjects, there were 414 significantly dysregulated probe sets in T21 fetuses, 2226 in TTTS recipient twins, and 470 in fetuses of obese women. Each analytic output was unique but complementary. For T21, both IPA and GSEA/DFLAT identified dysregulation of brain, cardiovascular, and integumentary system development. For TTTS, both analytic tools identified dysregulation of cell growth/proliferation, immune and inflammatory signaling, brain, and cardiovascular development. For maternal obesity, both tools identified dysregulation of immune and inflammatory signaling, brain and musculoskeletal development, and cell death. GSEA/DFLAT identified substantially more dysregulated biologic functions in fetuses of obese women (1203 vs 151). For all 3 datasets, GSEA/DFLAT provided more comprehensive information about brain development. IPA consistently provided more detailed annotation about cell death. IPA produced many dysregulated terms that pertained to cancer (14 in T21, 109 in TTTS, 26 in maternal obesity); GSEA/DFLAT did not. CONCLUSION Interpretation of the fetal amniotic fluid supernatant transcriptome depends on the analytic program, which suggests that >1 resource should be used. Within IPA, physiologic cellular proliferation in the fetus produced many "false positive" annotations that pertained to cancer, which reflects its bias toward adult diseases. This study supports the use of gene annotation resources with a developmental focus, such as DFLAT, for 'omics studies in perinatal medicine.
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Soh SE, Chong YS, Kwek K, Saw SM, Meaney MJ, Gluckman PD, Holbrook JD, Godfrey KM. Insights from the Growing Up in Singapore Towards Healthy Outcomes (GUSTO) cohort study. ANNALS OF NUTRITION AND METABOLISM 2014; 64:218-25. [PMID: 25300263 DOI: 10.1159/000365023] [Citation(s) in RCA: 32] [Impact Index Per Article: 3.2] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 11/19/2022]
Abstract
BACKGROUND The dramatic emergence of noncommunicable diseases (NCD) in Asia, albeit with ethnic variation, has coincided with the rapid socioeconomic and nutritional transition taking place in the region, with the prevalence of diabetes rising 5-fold in Singapore in less than 4 decades. The Growing Up in Singapore Towards healthy Outcomes (GUSTO) cohort study recruited 1,247 expectant mothers of Chinese, Malay, or Indian ethnicity in their first trimester, with detailed longitudinal tracking--through the antenatal period, birth, and the child's first 4 years of life--to examine the potential roles of fetal, developmental, and epigenetic factors in early pathways to metabolic and neurodevelopmental outcomes. KEY MESSAGES A number of findings with a translational and clinical focus have already emerged. In the mothers, we found that changes and differences in food consumption varied across ethnic groups, with persistence of traditional beliefs, during pregnancy and the postpartum period. During pregnancy, higher maternal glucose levels, even in the absence of gestational diabetes mellitus, had graded relations with infant adiposity. Relations between maternal emotional health and birth outcomes and neurodevelopment have been identified. Genotype (25%) and in particular gene × environment interactions (75%) shape interindividual variations in the DNA methylome at birth. The complex effects of fixed genetic variations and different in utero environments can influence the epigenetic status at birth and the later-life phenotype. CONCLUSIONS The richness of the clinical data in 3 ethnicities, the extent of the biospecimen collection, and the extensive infancy and preschool follow-up have allowed us to study the biological pathways that link fetal development to health outcomes. In the coming years, more sophisticated analyses of epigenotype-phenotype relationships will become possible as the children grow and develop. Our studies will lead to the development of clinical and population-based interventions to reduce the burden of NCD.
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Affiliation(s)
- Shu-E Soh
- Saw Swee Hock School of Public Health, National University of Singapore, Singapore, Singapore
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9
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Alterations to DNA methylation and expression of CXCL14 are associated with suboptimal birth outcomes. J Hum Genet 2014; 59:504-11. [DOI: 10.1038/jhg.2014.63] [Citation(s) in RCA: 8] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/15/2014] [Revised: 07/01/2014] [Accepted: 07/02/2014] [Indexed: 11/08/2022]
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10
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Teh AL, Pan H, Chen L, Ong ML, Dogra S, Wong J, MacIsaac JL, Mah SM, McEwen LM, Saw SM, Godfrey KM, Chong YS, Kwek K, Kwoh CK, Soh SE, Chong MFF, Barton S, Karnani N, Cheong CY, Buschdorf JP, Stünkel W, Kobor MS, Meaney MJ, Gluckman PD, Holbrook JD. The effect of genotype and in utero environment on interindividual variation in neonate DNA methylomes. Genome Res 2014; 24:1064-74. [PMID: 24709820 PMCID: PMC4079963 DOI: 10.1101/gr.171439.113] [Citation(s) in RCA: 226] [Impact Index Per Article: 22.6] [Reference Citation Analysis] [Abstract] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/31/2022]
Abstract
Integrating the genotype with epigenetic marks holds the promise of better understanding the biology that underlies the complex interactions of inherited and environmental components that define the developmental origins of a range of disorders. The quality of the in utero environment significantly influences health over the lifecourse. Epigenetics, and in particular DNA methylation marks, have been postulated as a mechanism for the enduring effects of the prenatal environment. Accordingly, neonate methylomes contain molecular memory of the individual in utero experience. However, interindividual variation in methylation can also be a consequence of DNA sequence polymorphisms that result in methylation quantitative trait loci (methQTLs) and, potentially, the interaction between fixed genetic variation and environmental influences. We surveyed the genotypes and DNA methylomes of 237 neonates and found 1423 punctuate regions of the methylome that were highly variable across individuals, termed variably methylated regions (VMRs), against a backdrop of homogeneity. MethQTLs were readily detected in neonatal methylomes, and genotype alone best explained ∼25% of the VMRs. We found that the best explanation for 75% of VMRs was the interaction of genotype with different in utero environments, including maternal smoking, maternal depression, maternal BMI, infant birth weight, gestational age, and birth order. Our study sheds new light on the complex relationship between biological inheritance as represented by genotype and individual prenatal experience and suggests the importance of considering both fixed genetic variation and environmental factors in interpreting epigenetic variation.
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Affiliation(s)
- Ai Ling Teh
- Singapore Institute of Clinical Sciences (SICS), A*STAR, Brenner Centre for Molecular Medicine, Singapore 117609
| | - Hong Pan
- Singapore Institute of Clinical Sciences (SICS), A*STAR, Brenner Centre for Molecular Medicine, Singapore 117609; School of Computer Engineering, Nanyang Technological University (NTU), Singapore 639798
| | - Li Chen
- Singapore Institute of Clinical Sciences (SICS), A*STAR, Brenner Centre for Molecular Medicine, Singapore 117609
| | - Mei-Lyn Ong
- Singapore Institute of Clinical Sciences (SICS), A*STAR, Brenner Centre for Molecular Medicine, Singapore 117609
| | - Shaillay Dogra
- Singapore Institute of Clinical Sciences (SICS), A*STAR, Brenner Centre for Molecular Medicine, Singapore 117609
| | - Johnny Wong
- Singapore Institute of Clinical Sciences (SICS), A*STAR, Brenner Centre for Molecular Medicine, Singapore 117609
| | - Julia L MacIsaac
- Centre for Molecular Medicine and Therapeutics, Child and Family Research Institute, Department of Medical Genetics, University of British Columbia, Vancouver, BC V5Z 4H4 Canada
| | - Sarah M Mah
- Centre for Molecular Medicine and Therapeutics, Child and Family Research Institute, Department of Medical Genetics, University of British Columbia, Vancouver, BC V5Z 4H4 Canada
| | - Lisa M McEwen
- Centre for Molecular Medicine and Therapeutics, Child and Family Research Institute, Department of Medical Genetics, University of British Columbia, Vancouver, BC V5Z 4H4 Canada
| | - Seang-Mei Saw
- Saw Swee Hock School of Public Health, NUS, Singapore 117597
| | - Keith M Godfrey
- MRC Lifecourse Epidemiology Unit and NIHR Southampton Biomedical Research Centre, University of Southampton and University Hospital Southampton NHS Foundation Trust, Southampton, SO16 6YD, United Kingdom
| | - Yap-Seng Chong
- Singapore Institute of Clinical Sciences (SICS), A*STAR, Brenner Centre for Molecular Medicine, Singapore 117609; Yong Loo Lin School of Medicine, National University of Singapore, National University Health System, Singapore 119228
| | - Kenneth Kwek
- KK Women's and Children's Hospital, Singapore 229899
| | - Chee-Keong Kwoh
- School of Computer Engineering, Nanyang Technological University (NTU), Singapore 639798
| | - Shu-E Soh
- Saw Swee Hock School of Public Health, NUS, Singapore 117597; Yong Loo Lin School of Medicine, National University of Singapore, National University Health System, Singapore 119228
| | - Mary F F Chong
- Singapore Institute of Clinical Sciences (SICS), A*STAR, Brenner Centre for Molecular Medicine, Singapore 117609; Yong Loo Lin School of Medicine, National University of Singapore, National University Health System, Singapore 119228
| | - Sheila Barton
- MRC Lifecourse Epidemiology Unit and NIHR Southampton Biomedical Research Centre, University of Southampton and University Hospital Southampton NHS Foundation Trust, Southampton, SO16 6YD, United Kingdom
| | - Neerja Karnani
- Singapore Institute of Clinical Sciences (SICS), A*STAR, Brenner Centre for Molecular Medicine, Singapore 117609
| | - Clara Y Cheong
- Singapore Institute of Clinical Sciences (SICS), A*STAR, Brenner Centre for Molecular Medicine, Singapore 117609
| | - Jan Paul Buschdorf
- Singapore Institute of Clinical Sciences (SICS), A*STAR, Brenner Centre for Molecular Medicine, Singapore 117609
| | - Walter Stünkel
- Singapore Institute of Clinical Sciences (SICS), A*STAR, Brenner Centre for Molecular Medicine, Singapore 117609
| | - Michael S Kobor
- Centre for Molecular Medicine and Therapeutics, Child and Family Research Institute, Department of Medical Genetics, University of British Columbia, Vancouver, BC V5Z 4H4 Canada
| | - Michael J Meaney
- Singapore Institute of Clinical Sciences (SICS), A*STAR, Brenner Centre for Molecular Medicine, Singapore 117609; Ludmer Centre for Neuroinformatics and Mental Health, Douglas University Mental Health Institute, McGill University, Montreal, (Quebec) H4H 1R3 Canada
| | - Peter D Gluckman
- Singapore Institute of Clinical Sciences (SICS), A*STAR, Brenner Centre for Molecular Medicine, Singapore 117609; Centre for Human Evolution, Adaptation and Disease, Liggins Institute, University of Auckland, Auckland 1142, New Zealand
| | - Joanna D Holbrook
- Singapore Institute of Clinical Sciences (SICS), A*STAR, Brenner Centre for Molecular Medicine, Singapore 117609
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Soh SE, Tint MT, Gluckman PD, Godfrey KM, Rifkin-Graboi A, Chan YH, Stünkel W, Holbrook JD, Kwek K, Chong YS, Saw SM. Cohort profile: Growing Up in Singapore Towards healthy Outcomes (GUSTO) birth cohort study. Int J Epidemiol 2013; 43:1401-9. [PMID: 23912809 DOI: 10.1093/ije/dyt125] [Citation(s) in RCA: 343] [Impact Index Per Article: 31.2] [Reference Citation Analysis] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/16/2022] Open
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Fetal DNA Methylation Associates with Early Spontaneous Preterm Birth and Gestational Age. PLoS One 2013; 8:e67489. [PMID: 23826308 PMCID: PMC3694903 DOI: 10.1371/journal.pone.0067489] [Citation(s) in RCA: 77] [Impact Index Per Article: 7.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/05/2013] [Accepted: 05/19/2013] [Indexed: 12/24/2022] Open
Abstract
Spontaneous preterm birth (PTB, <37 weeks gestation) is a major public health concern, and children born preterm have a higher risk of morbidity and mortality throughout their lives. Recent studies suggest that fetal DNA methylation of several genes varies across a range of gestational ages (GA), but it is not yet clear if fetal epigenetic changes associate with PTB. The objective of this study is to interrogate methylation patterns across the genome in fetal leukocyte DNA from African Americans with early PTB (241/7–340/7 weeks; N = 22) or term births (390/7–406/7weeks; N = 28) and to evaluate the association of each CpG site with PTB and GA. DNA methylation was assessed across the genome with the HumanMethylation450 BeadChip. For each individual sample and CpG site, the proportion of DNA methylation was estimated. The associations between methylation and PTB or GA were evaluated by fitting a separate linear model for each CpG site, adjusting for relevant covariates. Overall, 29 CpG sites associated with PTB (FDR<.05; 5.7×10−10<p<2.9×10−6) independent of GA. Also, 9637 sites associated with GA (FDR<.05; 9.5×10−16<p<1.0×10−3), with 61.8% decreasing in methylation with shorter GA. GA-associated CpG sites were depleted in the CpG islands of their respective genes (p<2.2×10−16). Gene set enrichment analysis (GSEA) supported enrichment of GA-associated CpG sites in genes that play a role in embryonic development as well as the extracellular matrix. Additionally, this study replicated the association of several CpG sites associated with gestational age in other studies (CRHBP, PIK3CD and AVP). Dramatic differences in fetal DNA methylation are evident in fetuses born preterm versus at term, and the patterns established at birth may provide insight into the long-term consequences associated with PTB.
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Chong YS, Arulkumaran SS. Obstetricians, Perhaps It’s Time to Change Lenses. ANNALS OF THE ACADEMY OF MEDICINE, SINGAPORE 2013. [DOI: 10.47102/annals-acadmedsg.v42n2p61] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 11/27/2022]
Affiliation(s)
- Yap Seng Chong
- Yong Loo Lin School of Medicine, National University of Singapore, NUHS, Singapore
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Pan H, Chen L, Dogra S, Teh AL, Tan JH, Lim YI, Lim YC, Jin S, Lee YK, Ng PY, Ong ML, Barton S, Chong YS, Meaney MJ, Gluckman PD, Stunkel W, Ding C, Holbrook JD. Measuring the methylome in clinical samples: improved processing of the Infinium Human Methylation450 BeadChip Array. Epigenetics 2012; 7:1173-87. [PMID: 22964528 PMCID: PMC3469459 DOI: 10.4161/epi.22102] [Citation(s) in RCA: 64] [Impact Index Per Article: 5.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/06/2023] Open
Abstract
The Infinium Human Methylation450 BeadChip Array (TM) (Infinium 450K) is an important tool for studying epigenetic patterns associated with disease. This array offers a high-throughput, low cost alternative to more comprehensive sequencing-based methodologies. Here we compare data generated by interrogation of the same seven clinical samples by Infinium 450K and reduced representation bisulfite sequencing (RRBS). This is the largest data set comparing Infinium 450K array to the comprehensive RRBS methodology reported so far. We show good agreement between the two methodologies. A read depth of four or more reads in the RRBS data was sufficient to achieve good agreement with Infinium 450K. However, we observe that intermediate methylation values (20-80%) are more variable between technologies than values at the extremes of the bimodal methylation distribution. We describe careful processing of Infinium 450K data to correct for known limitations and batch effects. Using methodologies proposed by others and newly implemented and combined in this report, agreement of Infinium 450K data with independent techniques can be vastly improved.
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Affiliation(s)
- Hong Pan
- Singapore Institute for Clinical Sciences, Agency for Science Technology and Research, Singapore, Singapore
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