1
|
Warren CM, Bartell TR. Sociodemographic inequities in food allergy: Insights on food allergy from birth cohorts. Pediatr Allergy Immunol 2024; 35:e14125. [PMID: 38656700 DOI: 10.1111/pai.14125] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 01/12/2024] [Revised: 03/18/2024] [Accepted: 03/21/2024] [Indexed: 04/26/2024]
Abstract
A large and growing corpus of epidemiologic studies suggests that the population-level burden of pediatric FA is not equitably distributed across major sociodemographic groups, including race, ethnicity, household income, parental educational attainment, and sex. As is the case for more extensively studied allergic disease states such as asthma and atopic dermatitis epidemiologic data suggest that FA may be more prevalent among certain populations experiencing lower socioeconomic status (SES), particularly those with specific racial and ethnic minority backgrounds living in highly urbanized regions. Emerging data also indicate that these patients may also experience more severe FA-related physical health, psychosocial, and economic outcomes relating to chronic disease management. However, many studies that have identified sociodemographic inequities in FA burden are limited by cross-sectional designs that are subject to numerous biases. Compared with cross-sectional study designs or cohorts established later in life, birth cohorts offer advantages relative to other study designs when investigators seek to understand causal relationships between exposures occurring during the prenatal or postnatal period and the atopic disease status of individuals later in life. Numerous birth cohorts have been established across recent decades, which include evaluation of food allergy-related outcomes, and a subset of these also have measured sociodemographic variables that, together, have the potential to shed light on the existence and possible etiology of sociodemographic inequities in food allergy. This manuscript reports the findings of a comprehensive survey of the current state of this birth cohort literature and draws insights into what is currently known, and what further information can potentially be gleaned from thoughtful examination and further follow-up of ongoing birth cohorts across the globe.
Collapse
Affiliation(s)
- Christopher M Warren
- Center for Food Allergy and Asthma Research, Northwestern University Feinberg School of Medicine, Chicago, Illinois, USA
| | - Tami R Bartell
- Center for Food Allergy and Asthma Research, Northwestern University Feinberg School of Medicine, Chicago, Illinois, USA
- Patrick M. Magoon Institute for Healthy Communities, Ann & Robert H. Lurie Children's Hospital of Chicago, Chicago, Illinois, USA
| |
Collapse
|
2
|
Wu C, Mou X, Zhang H. Gbdmr: identifying differentially methylated CpG regions in the human genome via generalized beta regressions. BMC Bioinformatics 2024; 25:97. [PMID: 38443825 PMCID: PMC10916021 DOI: 10.1186/s12859-024-05711-y] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/03/2023] [Accepted: 02/19/2024] [Indexed: 03/07/2024] Open
Abstract
BACKGROUND DNA methylation is a biochemical process in which a methyl group is added to the cytosine-phosphate-guanine (CpG) site on DNA molecules without altering the DNA sequence. Multiple CpG sites in a certain genome region can be differentially methylated across phenotypes. Identifying these differentially methylated CpG regions (DMRs) associated with the phenotypes contributes to disease prediction and precision medicine development. RESULTS We propose a novel DMR detection algorithm, gbdmr. In contrast to existing methods under a linear regression framework, gbdmr assumes that DNA methylation levels follow a generalized beta distribution. We compare gbdmr to alternative approaches via simulations and real data analyses, including dmrff, a new DMR detection approach that shows promising performance among competitors, and the traditional EWAS that focuses on single CpG sites. Our simulations demonstrate that gbdmr is superior to the other two when the correlation between neighboring CpG sites is strong, while dmrff shows a higher power when the correlation is weak. We provide an explanation of these phenomena from a theoretical perspective. We further applied the three methods to multiple real DNA methylation datasets. One is from a birth cohort study undertaken on the Isle of Wight, United Kingdom, and the other two are from the Gene Expression Omnibus database repository. Overall, gbdmr identifies more DMR CpGs linked to phenotypes than dmrff, and the simulated results support the findings. CONCLUSIONS Gbdmr is an innovative method for detecting DMRs based on generalized beta regression. It demonstrated notable advantages over dmrff and traditional EWAS, particularly when adjacent CpGs exhibited moderate to strong correlations. Our real data analyses and simulated findings highlight the reliability of gbdmr as a robust DMR detection tool. The gbdmr approach is accessible and implemented by R on GitHub: https://github.com/chengzhouwu/gbdmr .
Collapse
Affiliation(s)
- Chengzhou Wu
- School of Public Health, University of Memphis, 3720 Alumni Ave, Memphis, TN, 38152, USA
| | - Xichen Mou
- School of Public Health, University of Memphis, 3720 Alumni Ave, Memphis, TN, 38152, USA.
| | - Hongmei Zhang
- School of Public Health, University of Memphis, 3720 Alumni Ave, Memphis, TN, 38152, USA
| |
Collapse
|
3
|
Haider S, Granell R, Curtin JA, Holloway JW, Fontanella S, Hasan Arshad S, Murray CS, Cullinan P, Turner S, Roberts G, Simpson A, Custovic A. Identification of eczema clusters and their association with filaggrin and atopic comorbidities: analysis of five birth cohorts. Br J Dermatol 2023; 190:45-54. [PMID: 37935633 PMCID: PMC10733627 DOI: 10.1093/bjd/ljad326] [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: 02/14/2023] [Revised: 06/23/2023] [Indexed: 11/09/2023]
Abstract
BACKGROUND Longitudinal modelling of the presence/absence of current eczema through childhood has identified similar phenotypes, but their characteristics often differ between studies. OBJECTIVES To demonstrate that a more comprehensive description of longitudinal pattern of symptoms may better describe trajectories than binary information on eczema presence. METHODS We derived six multidimensional variables of eczema spells from birth to 18 years of age (including duration, temporal sequencing and the extent of persistence/recurrence). Spells were defined as consecutive observations of eczema separated by no eczema across 5 epochs in five birth cohorts: infancy (first year); early childhood (age 2-3 years); preschool/early school age (4-5 years); middle childhood (8-10 years); adolescence (14-18 years). We applied Partitioning Around Medoids clustering on these variables to derive clusters of the temporal patterns of eczema. We then investigated the stability of the clusters, within-cluster homogeneity and associated risk factors, including FLG mutations. RESULTS Analysis of 7464 participants with complete data identified five clusters: (i) no eczema (51.0%); (ii) early transient eczema (21.6%); (iii) late-onset eczema (LOE; 8.1%); (iv) intermittent eczema (INT; 7.5%); and (v) persistent eczema (PE; 11.8%). There was very-high agreement between the assignment of individual children into clusters when using complete or imputed (n = 15 848) data (adjusted Rand index = 0.99; i.e. the clusters were very stable). Within-individual symptom patterns across clusters confirmed within-cluster homogeneity, with consistent patterns of symptoms among participants within each cluster and no overlap between the clusters. Clusters were characterized by differences in associations with risk factors (e.g. parental eczema was associated with all clusters apart from LOE; sensitization to inhalant allergens was associated with all clusters, with the highest risk in the PE cluster). All clusters apart from LOE were associated with FLG mutations. Of note, the strongest association was for PE [relative risk ratio (RRR) 2.70, 95% confidence interval (CI) 2.24-3.26; P < 0.001] followed by INT (RRR 2.29, 95% CI 1.82-2.88; P < 0.001). CONCLUSIONS Clustering of multidimensional variables identified stable clusters with different genetic architectures. Using multidimensional variables may capture eczema development and derive stable and internally homogeneous clusters. However, deriving homogeneous symptom clusters does not necessarily mean that these are underpinned by completely unique mechanisms.
Collapse
Affiliation(s)
- Sadia Haider
- National Heart and Lung Institute, Imperial College London, UK
- NIHR Imperial Biomedical Research Centre (BRC), London, UK
| | - Raquel Granell
- MRC Integrative Epidemiology Unit, Population Health Sciences, Bristol Medical School, University of Bristol, Bristol, UK
| | - John A Curtin
- Division of Infection, Immunity and Respiratory Medicine, School of Biological Sciences, Faculty of Biology, Medicine and Health, University of Manchester, Manchester Academic Health Science Centre, NIHR Manchester Biomedical Research Unit, Manchester University NHS Foundation Trust, Manchester, UK
| | - John W Holloway
- Human Development and Health, Faculty of Medicine, University of Southampton, Southampton, UK
- NIHR Southampton Biomedical Research Centre, University Hospitals Southampton NHS Foundation Trust, Southampton, UK
| | - Sara Fontanella
- National Heart and Lung Institute, Imperial College London, UK
- NIHR Imperial Biomedical Research Centre (BRC), London, UK
| | - Syed Hasan Arshad
- NIHR Southampton Biomedical Research Centre, University Hospitals Southampton NHS Foundation Trust, Southampton, UK
- David Hide Asthma and Allergy Research Centre, Newport, Isle of Wight, UK
- Clinical and Experimental Sciences, Faculty of Medicine, University of Southampton, Southampton, UK
| | - Clare S Murray
- Division of Infection, Immunity and Respiratory Medicine, School of Biological Sciences, Faculty of Biology, Medicine and Health, University of Manchester, Manchester Academic Health Science Centre, NIHR Manchester Biomedical Research Unit, Manchester University NHS Foundation Trust, Manchester, UK
| | - Paul Cullinan
- National Heart and Lung Institute, Imperial College London, UK
| | - Stephen Turner
- Royal Aberdeen Children’s Hospital, NHS Grampian, Aberdeen, UK
- Child Health, University of Aberdeen, Aberdeen, UK
| | - Graham Roberts
- Human Development and Health, Faculty of Medicine, University of Southampton, Southampton, UK
- NIHR Southampton Biomedical Research Centre, University Hospitals Southampton NHS Foundation Trust, Southampton, UK
- David Hide Asthma and Allergy Research Centre, Newport, Isle of Wight, UK
| | - Angela Simpson
- Division of Infection, Immunity and Respiratory Medicine, School of Biological Sciences, Faculty of Biology, Medicine and Health, University of Manchester, Manchester Academic Health Science Centre, NIHR Manchester Biomedical Research Unit, Manchester University NHS Foundation Trust, Manchester, UK
| | - Adnan Custovic
- National Heart and Lung Institute, Imperial College London, UK
- NIHR Imperial Biomedical Research Centre (BRC), London, UK
| |
Collapse
|
4
|
Naftel J, Mistry H, Mitchell FA, Belson J, Kyyaly MA, Barber C, Haitchi HM, Dennison P, Djukanovic R, Seumois G, Vijayanand P, Arshad SH, Kurukulaaratchy RJ. How Does Mild Asthma Differ Phenotypically from Difficult-to-Treat Asthma? J Asthma Allergy 2023; 16:1333-1345. [PMID: 38144877 PMCID: PMC10748667 DOI: 10.2147/jaa.s430183] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/08/2023] [Accepted: 12/08/2023] [Indexed: 12/26/2023] Open
Abstract
Background Despite most of the asthma population having mild disease, the mild asthma phenotype is poorly understood. Here, we aim to address this gap in knowledge by extensively characterising the mild asthma phenotype and comparing this with difficult-to-treat asthma. Methods We assessed two real-world adult cohorts from the South of England using an identical methodology: the Wessex AsThma CoHort of difficult asthma (WATCH) (n=498) and a mild asthma cohort from the comparator arm of the Epigenetics Of Severe Asthma (EOSA) study (n=67). Data acquisition included detailed clinical, health and disease-related questionnaires, anthropometry, allergy and lung function testing, plus biological samples (blood and sputum) in a subset. Results Mild asthma is predominantly early-onset and is associated with type-2 (T2) inflammation (atopy, raised fractional exhaled nitric oxide (FeNO), blood/sputum eosinophilia) plus preserved lung function. A high prevalence of comorbidities and multimorbidity was observed in mild asthma, particularly depression (58.2%) and anxiety (56.7%). In comparison to difficult asthma, mild disease showed similar female predominance (>60%), T2-high inflammation and atopy prevalence, but lower peripheral blood/airway neutrophil counts and preserved lung function. Mild asthma was also associated with a greater prevalence of current smokers (20.9%). A multi-component T2-high inflammatory measure was comparable between the cohorts; T2-high status 88.1% in mild asthma and 93.5% in difficult asthma. Conclusion Phenotypic characterisation of mild asthma identified early-onset disease with high prevalence of current smokers, T2-high inflammation and significant multimorbidity burden. Early comprehensive assessment of mild asthma patients could help prevent potential later progression to more complex severe disease.
Collapse
Affiliation(s)
- Jennifer Naftel
- National Institute for Health Research (NIHR) Southampton Biomedical Research Centre at University Hospital Southampton NHS Foundation Trust, Southampton, UK
| | - Heena Mistry
- National Institute for Health Research (NIHR) Southampton Biomedical Research Centre at University Hospital Southampton NHS Foundation Trust, Southampton, UK
- Clinical and Experimental Sciences Department, Faculty of Medicine, University of Southampton, Southampton, UK
- Asthma, Allergy and Clinical Immunology Department, University Hospital Southampton NHS Foundation Trust, Southampton, UK
- The David Hide Asthma & Allergy Research Centre, St Mary’s Hospital, Newport, Isle of Wight, UK
- Vijayanand Laboratory, La Jolla Institute of Immunology, San Diego, CA, 92037, USA
| | - Frances Ann Mitchell
- The David Hide Asthma & Allergy Research Centre, St Mary’s Hospital, Newport, Isle of Wight, UK
| | - Jane Belson
- The David Hide Asthma & Allergy Research Centre, St Mary’s Hospital, Newport, Isle of Wight, UK
| | - Mohammed Aref Kyyaly
- Clinical and Experimental Sciences Department, Faculty of Medicine, University of Southampton, Southampton, UK
- The David Hide Asthma & Allergy Research Centre, St Mary’s Hospital, Newport, Isle of Wight, UK
| | - Clair Barber
- National Institute for Health Research (NIHR) Southampton Biomedical Research Centre at University Hospital Southampton NHS Foundation Trust, Southampton, UK
- Clinical and Experimental Sciences Department, Faculty of Medicine, University of Southampton, Southampton, UK
| | - Hans Michael Haitchi
- National Institute for Health Research (NIHR) Southampton Biomedical Research Centre at University Hospital Southampton NHS Foundation Trust, Southampton, UK
- Clinical and Experimental Sciences Department, Faculty of Medicine, University of Southampton, Southampton, UK
- Asthma, Allergy and Clinical Immunology Department, University Hospital Southampton NHS Foundation Trust, Southampton, UK
- Institute for Life Sciences, University of Southampton, Southampton, UK
| | - Paddy Dennison
- National Institute for Health Research (NIHR) Southampton Biomedical Research Centre at University Hospital Southampton NHS Foundation Trust, Southampton, UK
- Clinical and Experimental Sciences Department, Faculty of Medicine, University of Southampton, Southampton, UK
- Asthma, Allergy and Clinical Immunology Department, University Hospital Southampton NHS Foundation Trust, Southampton, UK
| | - Ratko Djukanovic
- National Institute for Health Research (NIHR) Southampton Biomedical Research Centre at University Hospital Southampton NHS Foundation Trust, Southampton, UK
- Clinical and Experimental Sciences Department, Faculty of Medicine, University of Southampton, Southampton, UK
- Asthma, Allergy and Clinical Immunology Department, University Hospital Southampton NHS Foundation Trust, Southampton, UK
- Institute for Life Sciences, University of Southampton, Southampton, UK
| | - Gregory Seumois
- Vijayanand Laboratory, La Jolla Institute of Immunology, San Diego, CA, 92037, USA
| | - Pandurangan Vijayanand
- Clinical and Experimental Sciences Department, Faculty of Medicine, University of Southampton, Southampton, UK
- Vijayanand Laboratory, La Jolla Institute of Immunology, San Diego, CA, 92037, USA
| | - Syed Hasan Arshad
- National Institute for Health Research (NIHR) Southampton Biomedical Research Centre at University Hospital Southampton NHS Foundation Trust, Southampton, UK
- Clinical and Experimental Sciences Department, Faculty of Medicine, University of Southampton, Southampton, UK
- Asthma, Allergy and Clinical Immunology Department, University Hospital Southampton NHS Foundation Trust, Southampton, UK
- The David Hide Asthma & Allergy Research Centre, St Mary’s Hospital, Newport, Isle of Wight, UK
- Institute for Life Sciences, University of Southampton, Southampton, UK
| | - Ramesh J Kurukulaaratchy
- National Institute for Health Research (NIHR) Southampton Biomedical Research Centre at University Hospital Southampton NHS Foundation Trust, Southampton, UK
- Clinical and Experimental Sciences Department, Faculty of Medicine, University of Southampton, Southampton, UK
- Asthma, Allergy and Clinical Immunology Department, University Hospital Southampton NHS Foundation Trust, Southampton, UK
- The David Hide Asthma & Allergy Research Centre, St Mary’s Hospital, Newport, Isle of Wight, UK
| |
Collapse
|
5
|
Herrera-De La Mata S, Ramírez-Suástegui C, Mistry H, Castañeda-Castro FE, Kyyaly MA, Simon H, Liang S, Lau L, Barber C, Mondal M, Zhang H, Arshad SH, Kurukulaaratchy RJ, Vijayanand P, Seumois G. Cytotoxic CD4 + tissue-resident memory T cells are associated with asthma severity. MED 2023; 4:875-897.e8. [PMID: 37865091 PMCID: PMC10964988 DOI: 10.1016/j.medj.2023.09.003] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/03/2023] [Revised: 07/02/2023] [Accepted: 09/18/2023] [Indexed: 10/23/2023]
Abstract
BACKGROUND Patients with severe uncontrolled asthma represent a distinct endotype with persistent airway inflammation and remodeling that is refractory to corticosteroid treatment. CD4+ TH2 cells play a central role in orchestrating asthma pathogenesis, and biologic therapies targeting their cytokine pathways have had promising outcomes. However, not all patients respond well to such treatment, and their effects are not always durable nor reverse airway remodeling. This observation raises the possibility that other CD4+ T cell subsets and their effector molecules may drive airway inflammation and remodeling. METHODS We performed single-cell transcriptome analysis of >50,000 airway CD4+ T cells isolated from bronchoalveolar lavage samples from 30 patients with mild and severe asthma. FINDINGS We observed striking heterogeneity in the nature of CD4+ T cells present in asthmatics' airways, with tissue-resident memory T (TRM) cells making a dominant contribution. Notably, in severe asthmatics, a subset of CD4+ TRM cells (CD103-expressing) was significantly increased, comprising nearly 65% of all CD4+ T cells in the airways of male patients with severe asthma when compared to mild asthma (13%). This subset was enriched for transcripts linked to T cell receptor activation (HLA-DRB1, HLA-DPA1) and cytotoxicity (GZMB, GZMA) and, following stimulation, expressed high levels of transcripts encoding for pro-inflammatory non-TH2 cytokines (CCL3, CCL4, CCL5, TNF, LIGHT) that could fuel persistent airway inflammation and remodeling. CONCLUSIONS Our findings indicate the need to look beyond the traditional T2 model of severe asthma to better understand the heterogeneity of this disease. FUNDING This research was funded by the NIH.
Collapse
Affiliation(s)
| | | | - Heena Mistry
- La Jolla Institute for Immunology, La Jolla, CA 92037, USA; Clinical and Experimental Sciences, Faculty of Medicine, University of Southampton, Southampton SO16 6YD, UK; National Institute for Health Research Southampton Biomedical Research Centre, University Hospital Southampton Foundation Trust, Southampton SO16 6YD, UK; The David Hide Asthma and Allergy Research Centre, St. Mary's Hospital, Newport PO30 5TG, Isle of Wight, UK
| | | | - Mohammad A Kyyaly
- Clinical and Experimental Sciences, Faculty of Medicine, University of Southampton, Southampton SO16 6YD, UK; The David Hide Asthma and Allergy Research Centre, St. Mary's Hospital, Newport PO30 5TG, Isle of Wight, UK
| | - Hayley Simon
- La Jolla Institute for Immunology, La Jolla, CA 92037, USA
| | - Shu Liang
- La Jolla Institute for Immunology, La Jolla, CA 92037, USA
| | - Laurie Lau
- Clinical and Experimental Sciences, Faculty of Medicine, University of Southampton, Southampton SO16 6YD, UK; National Institute for Health Research Southampton Biomedical Research Centre, University Hospital Southampton Foundation Trust, Southampton SO16 6YD, UK
| | - Clair Barber
- National Institute for Health Research Southampton Biomedical Research Centre, University Hospital Southampton Foundation Trust, Southampton SO16 6YD, UK
| | | | - Hongmei Zhang
- Division of Epidemiology, Biostatistics, and Environmental Health, School of Public Health, University of Memphis, Memphis, TN 38152, USA
| | - Syed Hasan Arshad
- Clinical and Experimental Sciences, Faculty of Medicine, University of Southampton, Southampton SO16 6YD, UK; National Institute for Health Research Southampton Biomedical Research Centre, University Hospital Southampton Foundation Trust, Southampton SO16 6YD, UK; The David Hide Asthma and Allergy Research Centre, St. Mary's Hospital, Newport PO30 5TG, Isle of Wight, UK
| | - Ramesh J Kurukulaaratchy
- Clinical and Experimental Sciences, Faculty of Medicine, University of Southampton, Southampton SO16 6YD, UK; National Institute for Health Research Southampton Biomedical Research Centre, University Hospital Southampton Foundation Trust, Southampton SO16 6YD, UK; The David Hide Asthma and Allergy Research Centre, St. Mary's Hospital, Newport PO30 5TG, Isle of Wight, UK.
| | - Pandurangan Vijayanand
- La Jolla Institute for Immunology, La Jolla, CA 92037, USA; Department of Medicine, University of California San Diego, La Jolla, CA 92037, USA; Institute of Systems, Molecular and Integrative Biology, University of Liverpool, Liverpool L69 3BX, UK.
| | | |
Collapse
|
6
|
Farhan AJ, Kothalawala DM, Kurukulaaratchy RJ, Granell R, Simpson A, Murray C, Custovic A, Roberts G, Zhang H, Arshad SH. Prediction of adult asthma risk in early childhood using novel adult asthma predictive risk scores. Allergy 2023; 78:2969-2979. [PMID: 37661293 PMCID: PMC10840748 DOI: 10.1111/all.15876] [Citation(s) in RCA: 2] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/29/2023] [Revised: 07/30/2023] [Accepted: 08/02/2023] [Indexed: 09/05/2023]
Abstract
BACKGROUND Numerous risk scores have been developed to predict childhood asthma. However, they may not predict asthma beyond childhood. We aim to create childhood risk scores that predict development and persistence of asthma up to young adult life. METHODS The Isle of Wight Birth Cohort (n = 1456) was prospectively assessed up to 26 years of age. Asthma predictive scores were developed based on factors during the first 4 years, using logistic regression and tested for sensitivity, specificity and area under the curve (AUC) for prediction of asthma at (i) 18 and (ii) 26 years, and persistent asthma (PA) (iii) at 10 and 18 years, and (iv) at 10, 18 and 26 years. Models were internally and externally validated. RESULTS Four models were generated for prediction of each asthma outcome. ASthma PredIctive Risk scorE (ASPIRE)-1: a 2-factor model (recurrent wheeze [RW] and positive skin prick test [+SPT] at 4 years) for asthma at 18 years (sensitivity: 0.49, specificity: 0.80, AUC: 0.65). ASPIRE-2: a 3-factor model (RW, +SPT and maternal rhinitis) for asthma at 26 years (sensitivity: 0.60, specificity: 0.79, AUC: 0.73). ASPIRE-3: a 3-factor model (RW, +SPT and eczema at 4 years) for PA-18 (sensitivity: 0.63, specificity: 0.87, AUC: 0.77). ASPIRE-4: a 3-factor model (RW, +SPT at 4 years and recurrent chest infection at 2 years) for PA-26 (sensitivity: 0.68, specificity: 0.87, AUC: 0.80). ASPIRE-1 and ASPIRE-3 scores were replicated externally. Further assessments indicated that ASPIRE-1 can be used in place of ASPIRE-2-4 with same predictive accuracy. CONCLUSION ASPIRE predicts persistent asthma up to young adult life.
Collapse
Affiliation(s)
- Abdal J. Farhan
- The David Hide Asthma and Allergy Research CentreSt. Mary's HospitalIsle of WightUK
- Clinical and Experimental Sciences, Faculty of MedicineUniversity of SouthamptonSouthamptonUK
| | - Dilini M. Kothalawala
- NIHR Biomedical Research CentreUniversity Hospital SouthamptonSouthamptonUK
- Human Development and Health, Faculty of MedicineUniversity of SouthamptonSouthamptonUK
| | - Ramesh J. Kurukulaaratchy
- The David Hide Asthma and Allergy Research CentreSt. Mary's HospitalIsle of WightUK
- Clinical and Experimental Sciences, Faculty of MedicineUniversity of SouthamptonSouthamptonUK
- NIHR Biomedical Research CentreUniversity Hospital SouthamptonSouthamptonUK
| | - Raquel Granell
- MRC Integrative Epidemiology Unit, Population Health Sciences, Bristol Medical SchoolUniversity of BristolBristolUK
| | - Angela Simpson
- Division of Infection, Immunity and Respiratory Medicine, School of Biological SciencesThe University of Manchester, Manchester Academic Health Science Centre, and Manchester University NHS Foundation TrustManchesterUK
| | - Clare Murray
- Division of Infection, Immunity and Respiratory Medicine, School of Biological SciencesThe University of Manchester, Manchester Academic Health Science Centre, and Manchester University NHS Foundation TrustManchesterUK
| | - Adnan Custovic
- National Heart and Lung InstituteImperial College LondonLondonUK
| | - Graham Roberts
- The David Hide Asthma and Allergy Research CentreSt. Mary's HospitalIsle of WightUK
- Clinical and Experimental Sciences, Faculty of MedicineUniversity of SouthamptonSouthamptonUK
- NIHR Biomedical Research CentreUniversity Hospital SouthamptonSouthamptonUK
| | - Hongmei Zhang
- Division of Epidemiology, Biostatistics, and Environmental Health, School of Public HealthUniversity of MemphisMemphisTennesseeUSA
| | - S. Hasan Arshad
- The David Hide Asthma and Allergy Research CentreSt. Mary's HospitalIsle of WightUK
- Clinical and Experimental Sciences, Faculty of MedicineUniversity of SouthamptonSouthamptonUK
- NIHR Biomedical Research CentreUniversity Hospital SouthamptonSouthamptonUK
| |
Collapse
|
7
|
Rathod A, Melaram R, Zhang H, Arshad H, Ewart S, Ray M, Relton CL, Karmaus W, Holloway JW. The association of DNA methylation at birth with adolescent asthma is mediated by atopy. Clin Exp Allergy 2023; 53:1226-1229. [PMID: 37641502 PMCID: PMC10840950 DOI: 10.1111/cea.14386] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/22/2022] [Revised: 08/14/2023] [Accepted: 08/17/2023] [Indexed: 08/31/2023]
Affiliation(s)
- Aniruddha Rathod
- Peter O’Donnell Jr School of Public Health, University of Texas Southwestern Medical Center, Dallas, TX, USA
| | - Rajesh Melaram
- Division of Epidemiology, Biostatistics and Environmental Health, School of Public Health, University of Memphis, Memphis, TN, USA
| | - Hongmei Zhang
- Division of Epidemiology, Biostatistics and Environmental Health, School of Public Health, University of Memphis, Memphis, TN, USA
| | - Hasan Arshad
- Clinical and Experimental Sciences, Faculty of Medicine, University of Southampton, Southampton, UK
- David Hide Asthma and Allergy Research Centre, Isle of Wight, UK
- NIHR Southampton Biomedical Research Center, University Hospital Southampton, Southampton, UK
| | - Susan Ewart
- College of Veterinary Medicine, Michigan State University, East Lansing, MI, USA
| | - Meredith Ray
- Division of Epidemiology, Biostatistics and Environmental Health, School of Public Health, University of Memphis, Memphis, TN, USA
| | - Caroline L. Relton
- MRC Integrative Epidemiology Unit, University of Bristol, Bristol, UK
- Population Health Sciences, Bristol Medical School, University of Bristol, Bristol, UK
- National Institute for Health Research Bristol Biomedical Research Centre, University of Bristol and University Hospitals Bristol NHS Foundation Trust, Bristol, UK
| | - Wilfried Karmaus
- Division of Epidemiology, Biostatistics and Environmental Health, School of Public Health, University of Memphis, Memphis, TN, USA
| | - John W. Holloway
- NIHR Southampton Biomedical Research Center, University Hospital Southampton, Southampton, UK
- Human Development and Health, Faculty of Medicine, University of Southampton, Southampton, UK
| |
Collapse
|
8
|
Biagini JM, Martin LJ, He H, Bacharier LB, Gebretsadik T, Hartert TV, Jackson DJ, Kim H, Miller RL, Rivera-Spoljaric K, Schauberger EM, Singh AM, Visness CM, Wegienka G, Ownby DR, Gold DR, Martinez FD, Johnson CC, Wright AL, Gern JE, Khurana Hershey GK. Performance of the Pediatric Asthma Risk Score across Diverse Populations. NEJM EVIDENCE 2023; 2:EVIDoa2300026. [PMID: 38320177 DOI: 10.1056/evidoa2300026] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 02/08/2024]
Abstract
BACKGROUND: Methods to determine whether a toddler is likely to develop asthma are of value to parents and clinical trialists testing primary prevention strategies. The Pediatric Asthma Risk Score (PARS) is a 14-point score of six factors designed to predict asthma in early life. PARS was developed and validated in relatively homogenous populations, so its generalizability is unknown. METHODS: We computed PARS using the six factors of self-declared race (parent-reported as “Black” or “not Black”), parental asthma, eczema, any wheezing, wheezing without a cold, and polysensitization in 5634 children from birth to 3 years of age. The primary outcome of our analysis was the ability of PARS to predict asthma development at 5 to 10 years of age using the area under the receiver operating curve in each cohort and across all cohorts with varying ethnicity, sex, cohort type, birth decades, missing PARS factors, and polysensitization definition. We also performed a meta-analysis across all the cohorts. Finally, we compared PARS predictive ability with the binary Asthma Predictive Index (API). RESULTS: Across 10 cohorts, the area under the receiver operating curve for PARS was 0.76. PARS performance did not differ by ethnicity, sex, cohort type, enrollment decade, missing PARS factors, or polysensitization definition (all P>0.05). The weights of each factor in the meta-analysis were similar to the original PARS weights. PARS and API equally identified children at high risk for developing asthma or not; API missed 31% of children at moderate asthma risk. CONCLUSIONS: PARS provided robust estimates of asthma risk in children from a wide range of ethnicities, backgrounds, and susceptibility. (Funded by the National Institute of Allergy and Infectious Diseases and others.)
Collapse
Affiliation(s)
- Jocelyn M Biagini
- Division of Asthma Research, Cincinnati Children's Hospital Medical Center, Cincinnati
- Department of Pediatrics, University of Cincinnati College of Medicine, Cincinnati
| | - Lisa J Martin
- Department of Pediatrics, University of Cincinnati College of Medicine, Cincinnati
- Division of Human Genetics, Cincinnati Children's Hospital Medical Center, Cincinnati
| | - Hua He
- Division of Human Genetics, Cincinnati Children's Hospital Medical Center, Cincinnati
| | | | - Tebeb Gebretsadik
- Department of Biostatistics, Vanderbilt University Medical Center, Nashville
| | - Tina V Hartert
- Department of Pediatrics, Vanderbilt University Medical Center, Nashville
| | - Daniel J Jackson
- Department of Pediatrics, University of Wisconsin School of Medicine and Public Health, Madison
| | - Haejin Kim
- Department of Internal Medicine, Henry Ford Health, Detroit
| | - Rachel L Miller
- Department of Medicine, Division of Clinical Immunology, Icahn School of Medicine at Mount Sinai, New York
| | | | - Eric M Schauberger
- Department of Pediatrics, University of Wisconsin School of Medicine and Public Health, Madison
| | - Anne Marie Singh
- Department of Pediatrics, University of Wisconsin School of Medicine and Public Health, Madison
| | | | - Ganesa Wegienka
- Department of Public Health Sciences, Henry Ford Health System, Detroit
| | - Dennis R Ownby
- Department of Public Health Sciences, Henry Ford Health System, Detroit
| | - Diane R Gold
- The Channing Division of Network Medicine, Department of Medicine, Brigham and Women's Hospital, Harvard Medical School, Boston
- Department of Environmental Health, Harvard T.H. Chan School of Public Health, Boston
| | - Fernando D Martinez
- Asthma and Airways Disease Research Center, Department of Pediatrics, College of Medicine, University of Arizona, Tucson
- Division of Pulmonary and Sleep Medicine, Department of Pediatrics, College of Medicine, University of Arizona, Tucson
| | | | - Anne L Wright
- Asthma and Airways Disease Research Center, Department of Pediatrics, College of Medicine, University of Arizona, Tucson
- Division of Pulmonary and Sleep Medicine, Department of Pediatrics, College of Medicine, University of Arizona, Tucson
| | - James E Gern
- Department of Pediatrics, University of Wisconsin School of Medicine and Public Health, Madison
| | - Gurjit K Khurana Hershey
- Division of Asthma Research, Cincinnati Children's Hospital Medical Center, Cincinnati
- Department of Pediatrics, University of Cincinnati College of Medicine, Cincinnati
| |
Collapse
|
9
|
Kheirkhah Rahimabad P, Jones AD, Zhang H, Chen S, Jiang Y, Ewart S, Holloway JW, Arshad H, Eslamimehr S, Bruce R, Karmaus W. Polymorphisms in Glutathione S-Transferase ( GST) Genes Modify the Effect of Exposure to Maternal Smoking Metabolites in Pregnancy and Offspring DNA Methylation. Genes (Basel) 2023; 14:1644. [PMID: 37628696 PMCID: PMC10454475 DOI: 10.3390/genes14081644] [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: 07/20/2023] [Revised: 08/09/2023] [Accepted: 08/15/2023] [Indexed: 08/27/2023] Open
Abstract
Maternal smoking in pregnancy (MSP) affects the offspring's DNA methylation (DNAm). There is a lack of knowledge regarding individual differences in susceptibility to exposure to MSP. Glutathione S-transferase (GST) genes are involved in protection against harmful oxidants such as those found in cigarette smoke. This study aimed to test whether polymorphisms in GST genes influence the effect of MSP on offspring DNAm. Using data from the Isle of Wight birth cohort, we assessed the association of MSP and offspring DNAm in 493 mother-child dyads (251 male, 242 female) with the effect-modifying role of GST gene polymorphism (at rs506008, rs574344, rs12736389, rs3768490, rs1537234, and rs1695). MSP was assessed by levels of nicotine and its downstream metabolites (cotinine, norcotinine, and hydroxycotinine) in maternal sera. In males, associations of hydroxycotinine with DNAm at cg18473733, cg25949550, cg11647108, and cg01952185 and norcotinine with DNAm at cg09935388 were modified by GST gene polymorphisms (p-values < 0.05). In females, associations of hydroxycotinine with DNAm at cg12160087 and norcotinine with DNAm at cg18473733 were modified by GST gene polymorphisms (p-values < 0.05). Our study emphasizes the role of genetic polymorphism in GST genes in DNAm's susceptibility to MSP.
Collapse
Affiliation(s)
- Parnian Kheirkhah Rahimabad
- Division of Epidemiology, Biostatistics, and Environmental Health Sciences, School of Public Health, University of Memphis, Memphis, TN 38111, USA; (P.K.R.); (H.Z.); (Y.J.); (S.E.)
| | - A. Daniel Jones
- Department of Biochemistry & Molecular Biology, Michigan State University, East Lansing, MI 48824, USA;
| | - Hongmei Zhang
- Division of Epidemiology, Biostatistics, and Environmental Health Sciences, School of Public Health, University of Memphis, Memphis, TN 38111, USA; (P.K.R.); (H.Z.); (Y.J.); (S.E.)
| | - Su Chen
- Department of Biostatistics, College of Public Health, University of Nebraska Medical Center, Omaha, NE 68198, USA;
| | - Yu Jiang
- Division of Epidemiology, Biostatistics, and Environmental Health Sciences, School of Public Health, University of Memphis, Memphis, TN 38111, USA; (P.K.R.); (H.Z.); (Y.J.); (S.E.)
| | - Susan Ewart
- Department of Large Animal Clinical Sciences, Michigan State University, East Lansing, MI 48824, USA
| | - John W. Holloway
- Human Development and Health, Faculty of Medicine, University of Southampton, Southampton SO17 1BJ, UK;
| | - Hasan Arshad
- Clinical and Experimental Sciences, Faculty of Medicine, University of Southampton, Southampton SO17 1BJ, UK;
- The David Hide Asthma and Allergy Research Centre, Isle of Wight, Newport PO30 5TG, UK
- NIHR Southampton Biomedical Research Centre, University Hospital Southampton, Hampshire, Southampton SO16 6YD, UK
| | - Shakiba Eslamimehr
- Division of Epidemiology, Biostatistics, and Environmental Health Sciences, School of Public Health, University of Memphis, Memphis, TN 38111, USA; (P.K.R.); (H.Z.); (Y.J.); (S.E.)
| | - Robert Bruce
- Department of Anesthesiology, College of Medicine, University of Tennessee Health Science Center, Memphis, TN 38163, USA;
| | - Wilfried Karmaus
- Division of Epidemiology, Biostatistics, and Environmental Health Sciences, School of Public Health, University of Memphis, Memphis, TN 38111, USA; (P.K.R.); (H.Z.); (Y.J.); (S.E.)
| |
Collapse
|
10
|
Ngo SY, Venter C, Anderson WC, Picket K, Zhang H, Arshad SH, Kurukulaaratchy RJ. Clinical features and later prognosis of replicable early-life wheeze clusters from two birth cohorts 12 years apart. Pediatr Allergy Immunol 2023; 34:e13999. [PMID: 37492911 PMCID: PMC10372879 DOI: 10.1111/pai.13999] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 01/09/2023] [Revised: 07/01/2023] [Accepted: 07/10/2023] [Indexed: 07/27/2023]
Abstract
BACKGROUND Clustering techniques can define the heterogeneity of asthma and wheezing. Defining early-life wheezing clusters and associated asthma risk could potentially inform patient management strategies. Clustering models that yield replicable cluster groups will have greater validity and clinical utility. This study sought to identify early-life wheezing clusters that are translatable into clinical practice and assess their stability over time in two whole-population birth cohorts established a decade apart from the same geographical location. METHODS Nonparametric K-means cluster analysis was performed separately on two birth cohorts from the Isle of Wight, UK; the Isle of Wight Birth Cohort (IOWBC) and Food Allergy and Intolerance Research Cohort (FAIR), using clinically defining variables in wheezing subjects in the first 3-4 years. Associations of resulting clusters with potential early-life risk factors and 10-year asthma outcomes were further assessed. RESULTS Five clusters were identified in both cohorts: (1) infantile-onset-transient-non-atopic-wheeze, (2) infantile-onset-persistent-non-atopic-wheeze, (3) infantile-onset-atopic-wheeze, (4) early-childhood-onset-non-atopic-wheeze, and (5) early-childhood-onset-atopic-wheeze. Two atopic wheezing clusters (3 and 5) were associated with greatest early-life wheeze frequency, highest wheeze persistence, and asthma prevalence at 10 years. Cluster 1 was commonest but had lowest early-life wheeze frequency and asthma prevalence at 10 years. Cluster 2, characterized by limited atopy but recurrent infantile respiratory infections and ongoing early-life wheezing, had high 10-year asthma prevalence only in IOWBC. CONCLUSIONS Early-life wheeze comprises several disease clusters (two more severe and three mild-moderate) with differing relationships to later childhood asthma, which can be replicated over time supporting their potential validity and clinical utility.
Collapse
Affiliation(s)
- Suzanne Y Ngo
- Section of Allergy and Immunology, Department of Pediatrics, University of Colorado School of Medicine, Children's Hospital Colorado, Aurora, Colorado, USA
- Division of Allergy and Clinical Immunology, Department of Medicine, University of Colorado School of Medicine, Aurora, Colorado, USA
| | - Carina Venter
- Section of Allergy and Immunology, Department of Pediatrics, University of Colorado School of Medicine, Children's Hospital Colorado, Aurora, Colorado, USA
| | - William C Anderson
- Section of Allergy and Immunology, Department of Pediatrics, University of Colorado School of Medicine, Children's Hospital Colorado, Aurora, Colorado, USA
| | - Kaci Picket
- Section of Allergy and Immunology, Department of Pediatrics, University of Colorado School of Medicine, Children's Hospital Colorado, Aurora, Colorado, USA
| | - Hongmei Zhang
- Division of Epidemiology, Biostatistics, and Environmental Health, School of Public Health, University of Memphis, Memphis, Tennessee, USA
| | - S Hasan Arshad
- School of Clinical and Experimental Sciences, Faculty of Medicine, University of Southampton, Southampton, UK
- National Institute for Health Research (NIHR) Southampton Biomedical Research Centre at University Hospital Southampton NHS Foundation Trust, Southampton, UK
- The David Hide Asthma & Allergy Centre, St Mary's Hospital, Newport, UK
| | - Ramesh J Kurukulaaratchy
- School of Clinical and Experimental Sciences, Faculty of Medicine, University of Southampton, Southampton, UK
- National Institute for Health Research (NIHR) Southampton Biomedical Research Centre at University Hospital Southampton NHS Foundation Trust, Southampton, UK
- The David Hide Asthma & Allergy Centre, St Mary's Hospital, Newport, UK
| |
Collapse
|
11
|
Karmaus W, Kheirkhah Rahimabad P, Pham N, Mukherjee N, Chen S, Anthony TM, Arshad HS, Rathod A, Sultana N, Jones AD. Association of Metabolites, Nutrients, and Toxins in Maternal and Cord Serum with Asthma, IgE, SPT, FeNO, and Lung Function in Offspring. Metabolites 2023; 13:737. [PMID: 37367895 DOI: 10.3390/metabo13060737] [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: 04/17/2023] [Revised: 06/01/2023] [Accepted: 06/05/2023] [Indexed: 06/28/2023] Open
Abstract
The role of metabolites, nutrients, and toxins (MNTs) in sera at the end of pregnancy and of their association with offspring respiratory and allergic disorders is underexplored. Untargeted approaches detecting a variety of compounds, known and unknown, are limited. In this cohort study, we first aimed at discovering associations of MNTs in grandmaternal (F0) serum with asthma, immunoglobulin E, skin prick tests, exhaled nitric oxide, and lung function parameters in their parental (F1) offspring. Second, for replication, we tested the identified associations of MNTs with disorders in their grandchildren (F2-offspring) based on F2 cord serum. The statistical analyses were sex-stratified. Using liquid chromatography/high-resolution mass spectrometry in F0, we detected signals for 2286 negative-ion lipids, 59 positive-ion lipids, and 6331 polar MNTs. Nine MNTs (one unknown MNT) discovered in F0-F1 and replicated in F2 showed higher risks of respiratory/allergic outcomes. Twelve MNTs (four unknowns) constituted a potential protection in F1 and F2. We recognized MNTs not yet considered candidates for respiratory/allergic outcomes: a phthalate plasticizer, an antihistamine, a bile acid metabolite, tryptophan metabolites, a hemiterpenoid glycoside, triacylglycerols, hypoxanthine, and polyphenol syringic acid. The findings suggest that MNTs are aspirants for clinical trials to prevent adverse respiratory/allergic outcomes.
Collapse
Affiliation(s)
- Wilfried Karmaus
- Division of Epidemiology, Biostatistics, and Environmental Health, School of Public Health, University of Memphis, Memphis, TN 38152, USA
| | - Parnian Kheirkhah Rahimabad
- Division of Epidemiology, Biostatistics, and Environmental Health, School of Public Health, University of Memphis, Memphis, TN 38152, USA
| | - Ngan Pham
- Division of Epidemiology, Biostatistics, and Environmental Health, School of Public Health, University of Memphis, Memphis, TN 38152, USA
| | - Nandini Mukherjee
- Department of Epidemiology, Fay W. Boozman College of Public Health, University of Arkansas for Medical Sciences, Little Rock, AR 72205, USA
| | - Su Chen
- Department of Biostatistics, College of Public Health, University of Nebraska Medical Center, Omaha, NE 68198-4375, USA
| | - Thilani M Anthony
- Department of Biochemistry & Molecular Biology, Michigan State University, East Lansing, MI 48824, USA
| | - Hasan S Arshad
- Clinical and Experimental Sciences, Faculty of Medicine, University of Southampton, Southampton SO17 1BJ, UK
- David Hide Asthma and Allergy Research Centre, Isle of Wight PO30 5TG, UK
| | - Aniruddha Rathod
- Peter O'Donnell Jr. School of Public Health, University of Texas Southwestern Medical Center, Dallas, TX 75390, USA
| | - Nahid Sultana
- Division of Epidemiology, Biostatistics, and Environmental Health, School of Public Health, University of Memphis, Memphis, TN 38152, USA
| | - A Daniel Jones
- Department of Biochemistry & Molecular Biology, Michigan State University, East Lansing, MI 48824, USA
| |
Collapse
|
12
|
Ziyab AH, Jones AD, Chen S, Anthony TM, Mukherjee N, Arshad SH, Karmaus W. Fucoxanthin levels in maternal serum at birth and eczema risk in offspring in early childhood: A birth cohort study. Pediatr Allergy Immunol 2023; 34:e13979. [PMID: 37366203 DOI: 10.1111/pai.13979] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 12/20/2022] [Revised: 05/29/2023] [Accepted: 06/08/2023] [Indexed: 06/28/2023]
Abstract
BACKGROUND Fucoxanthin, a marine xanthophyll carotenoid, has been shown to exert beneficial health effects. Cell-based and animal-based experimental studies have shown that fucoxanthin has the potential to mitigate eczema symptoms. Hence, we sought to assess whether fucoxanthinol 3-arachidate, a fucoxanthin metabolite, measured in maternal serum at birth is associated with eczema development during early childhood. METHODS Data from the 1989/1990 Isle of Wight birth cohort were analyzed. We focused on data obtained from the 1, 2, and 4 years follow-ups. Fucoxanthinol 3-arachidate was measured in maternal serum at the child's birth as abundance relative to the reference lipids. Eczema was ascertained according to parent-reported clinical history and characteristic morphology and distribution. Log-binomial regression models were used to estimate adjusted risk ratios (aRR) and their 95% confidence intervals (CI). RESULTS A total of 592 subjects (49.2% males and 50.8% females) were included in the current analysis. Associations between fucoxanthinol 3-arachidate levels and eczema risk during the first 4 years of life (longitudinal analysis) were evaluated using four modeling approaches, which showed higher fucoxanthinol 3-arachidate levels were associated with reduced eczema risk: (i) aRRper 10 unit increase = 0.88, 95% CI: 0.76-1.03; (ii) aRR>0 vs. =0 = 0.67, 0.45-0.99; (iii) aRR≥2.3 vs. <2.3 = 0.66, 0.44-0.98; and (iv) aRRtertile 3 vs. tertile 1 = 0.65, 0.42-0.99. CONCLUSION Our findings suggest that increased fucoxanthinol 3-arachidate levels measured in maternal serum at the child's birth is associated with reduced eczema risk during the first 4 years of the offspring life.
Collapse
Affiliation(s)
- Ali H Ziyab
- Department of Community Medicine and Behavioral Sciences, Faculty of Medicine, Kuwait University, Safat, Kuwait
| | - A Daniel Jones
- Department of Biochemistry & Molecular Biology, Michigan State University, East Lansing, Michigan, USA
| | - Su Chen
- Department of Biostatistics, College of Public Health, University of Nebraska Medical Center, Omaha, Nebraska, USA
| | - Thilani M Anthony
- Department of Biochemistry & Molecular Biology, Michigan State University, East Lansing, Michigan, USA
| | - Nandini Mukherjee
- Department of Epidemiology, Fay W. Boozman College of Public Health, University of Arkansas for Medical Sciences, Little Rock, Arkansas, USA
| | - Syed Hasan Arshad
- Clinical and Experimental Sciences, Faculty of Medicine, University of Southampton, Southampton, UK
- David Hide Asthma and Allergy Research Centre, Isle of Wight, UK
| | - Wilfried Karmaus
- Division of Epidemiology, Biostatistics and Environmental Health, School of Public Health, University of Memphis, Memphis, Tennessee, USA
| |
Collapse
|
13
|
Hu J, Xu X, Li J, Jiang Y, Hong X, Rexrode KM, Wang G, Hu FB, Zhang H, Karmaus WJ, Wang X, Liang L. Sex differences in the intergenerational link between maternal and neonatal whole blood DNA methylation: a genome-wide analysis in 2 birth cohorts. Clin Epigenetics 2023; 15:51. [PMID: 36966332 PMCID: PMC10040137 DOI: 10.1186/s13148-023-01442-8] [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: 03/02/2022] [Accepted: 02/06/2023] [Indexed: 03/27/2023] Open
Abstract
BACKGROUND The mother-child inheritance of DNA methylation (DNAm) variations could contribute to the inheritance of disease susceptibility across generations. However, no study has investigated patterns of mother-child associations in DNAm at the genome-wide scale. It remains unknown whether there are sex differences in mother-child DNAm associations. RESULTS Using genome-wide DNAm profiling data (721,331 DNAm sites, including 704,552 on autosomes and 16,779 on the X chromosome) of 396 mother-newborn pairs (54.5% male) from the Boston Birth Cohort, we found significant sex differences in mother-newborn correlations in genome-wide DNAm patterns (Spearman's rho = 0.91-0.98; p = 4.0 × 10-8), with female newborns having stronger correlations. Sex differences in correlations were attenuated but remained significant after excluding X-chromosomal DNAm sites (Spearman's rho = 0.91-0.98; p = 0.035). Moreover, 89,267 DNAm sites (12.4% of all analyzed, including 88,051 [12.5% of analyzed] autosomal and 1,216 [7.2% of analyzed] X-chromosomal sites) showed significant mother-newborn associations in methylation levels, and the top autosomal DNAm sites had high heritability than the genome-wide background (e.g., the top 100 autosomal DNAm sites had a medium h2 of 0.92). Additionally, significant interactions between newborn sex and methylation levels were observed for 11 X-chromosomal and 4 autosomal DNAm sites that were mapped to genes that have been associated with sex-specific disease/traits or early development (e.g., EFHC2, NXY, ADCYAP1R1, and BMP4). Finally, 18,769 DNAm sites (14,482 [77.2%] on the X chromosome) showed mother-newborn differences in methylation levels that were significantly associated with newborn sex, and the top autosomal DNAm sites had relatively small heritability (e.g., the top 100 autosomal DNAm sites had a medium h2 of 0.23). These DNAm sites were mapped to 2,532 autosomal genes and 978 X-chromosomal genes with significant enrichment in pathways involved in neurodegenerative and psychological diseases, development, neurophysiological process, immune response, and sex-specific cancers. Replication analysis in the Isle of Wight birth cohort yielded consistent results. CONCLUSION In two independent birth cohorts, we demonstrated strong mother-newborn correlations in whole blood DNAm on both autosomes and ChrX, and such correlations vary substantially by sex. Future studies are needed to examine to what extent our findings contribute to developmental origins of pediatric and adult diseases with well-observed sex differences.
Collapse
Affiliation(s)
- Jie Hu
- Division of Women's Health, Department of Medicine, Bigham and Women's Hospital and Harvard Medical School, Boston, MA, USA
- Department of Epidemiology, Harvard T.H. Chan School of Public Health, 655 Huntington Avenue, Building 2, Room 207, Boston, MA, 02115, USA
| | - Xin Xu
- Department of Epidemiology, Harvard T.H. Chan School of Public Health, 655 Huntington Avenue, Building 2, Room 207, Boston, MA, 02115, USA
| | - Jun Li
- Department of Epidemiology, Harvard T.H. Chan School of Public Health, 655 Huntington Avenue, Building 2, Room 207, Boston, MA, 02115, USA
- Department of Nutrition, Harvard T.H. Chan School of Public Health, Boston, MA, USA
| | - Yu Jiang
- Division of Epidemiology, Biostatistics, & Environmental Health, School of Public Health, University of Memphis, Memphis, TN, USA
| | - Xiumei Hong
- Center On the Early Life Origins of Disease, Department of Population, Family and Reproductive Health, Johns Hopkins University Bloomberg School of Public Health, Baltimore, MD, USA
| | - Kathryn M Rexrode
- Division of Women's Health, Department of Medicine, Bigham and Women's Hospital and Harvard Medical School, Boston, MA, USA
| | - Guoying Wang
- Center On the Early Life Origins of Disease, Department of Population, Family and Reproductive Health, Johns Hopkins University Bloomberg School of Public Health, Baltimore, MD, USA
| | - Frank B Hu
- Department of Epidemiology, Harvard T.H. Chan School of Public Health, 655 Huntington Avenue, Building 2, Room 207, Boston, MA, 02115, USA
- Department of Nutrition, Harvard T.H. Chan School of Public Health, Boston, MA, USA
- Channing Division of Network Medicine, Department of Medicine, Brigham and Women's Hospital and Harvard Medical School, Boston, MA, USA
| | - Hongmei Zhang
- Division of Epidemiology, Biostatistics, & Environmental Health, School of Public Health, University of Memphis, Memphis, TN, USA
| | - Wilfried J Karmaus
- Division of Epidemiology, Biostatistics, & Environmental Health, School of Public Health, University of Memphis, Memphis, TN, USA
| | - Xiaobin Wang
- Center On the Early Life Origins of Disease, Department of Population, Family and Reproductive Health, Johns Hopkins University Bloomberg School of Public Health, Baltimore, MD, USA
- Department of Pediatrics, Johns Hopkins University School of Medicine, Baltimore, MD, USA
| | - Liming Liang
- Department of Epidemiology, Harvard T.H. Chan School of Public Health, 655 Huntington Avenue, Building 2, Room 207, Boston, MA, 02115, USA.
- Department of Biostatistics, Harvard T.H. Chan School of Public Health, Boston, MA, USA.
| |
Collapse
|
14
|
Tutino M, Granell R, Curtin JA, Haider S, Fontanella S, Murray CS, Roberts G, Arshad SH, Turner S, Morris AP, Custovic A, Simpson A. Dog ownership in infancy is protective for persistent wheeze in 17q21 asthma-risk carriers. J Allergy Clin Immunol 2023; 151:423-430. [PMID: 36273658 DOI: 10.1016/j.jaci.2022.10.012] [Citation(s) in RCA: 10] [Impact Index Per Article: 10.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/01/2022] [Revised: 10/10/2022] [Accepted: 10/14/2022] [Indexed: 11/19/2022]
Abstract
BACKGROUND Asthma-associated single nucleotide polymorphisms from large genome-wide association studies only explain a fraction of genetic heritability. Likely causes of the missing heritability include broad phenotype definitions and gene-environment interactions (GxE). The mechanisms underlying GxE in asthma are poorly understood. Previous GxE studies on pet ownership showed discordant results. OBJECTIVES We sought to study the GxE between the 17q12-21 locus and pet ownership in infancy in relation to wheeze. METHODS Wheezing classes derived from 5 UK-based birth cohorts (latent class analysis) were used to study GxE between the 17q12-21 asthma-risk variant rs2305480 and dog and cat ownership in infancy, using multinomial logistic regression. A total of 9149 children had both pet ownership and genotype data available. Summary statistics from individual analyses were meta-analyzed. RESULTS rs2305480 G allele was associated with increased risk of persistent wheeze (additive model odds ratio, 1.37; 95% CI, 1.25-1.51). There was no evidence of an association between dog or cat ownership and wheeze. We found significant evidence of a GxE interaction between rs2305480 and dog ownership (P = 8.3 × 10-4) on persistent wheeze; among dog owners, the G allele was no longer associated with an increased risk of persistent wheeze (additive model odds ratio, 0.95; 95% CI, 0.73-1.24). For those without pets, G allele was associated with increased risk of persistent wheeze (odds ratio, 1.61; 95% CI, 1.40-1.86). Among cat owners, no such dampening of the genetic effect was observed. CONCLUSIONS Among dog owners, rs2305480 G was no longer associated with an increased risk of persistent wheeze (or asthma). Early-life environmental exposures may therefore attenuate likelihood of asthma in those carrying 17q12-21 risk alleles.
Collapse
Affiliation(s)
- Mauro Tutino
- Division of Infection, Immunity and Respiratory Medicine, School of Biological Sciences, The University of Manchester, Manchester Academic Health Science Centre, and Manchester University NHS Foundation Trust, Manchester, United Kingdom.
| | - Raquel Granell
- MRC Integrative Epidemiology Unit, Department of Population Health Sciences, Bristol Medical School, University of Bristol, Bristol, United Kingdom
| | - John A Curtin
- Division of Infection, Immunity and Respiratory Medicine, School of Biological Sciences, The University of Manchester, Manchester Academic Health Science Centre, and Manchester University NHS Foundation Trust, Manchester, United Kingdom
| | - Sadia Haider
- National Heart and Lung Institute, Imperial College London, London, United Kingdom
| | - Sara Fontanella
- National Heart and Lung Institute, Imperial College London, London, United Kingdom
| | - Clare S Murray
- Division of Infection, Immunity and Respiratory Medicine, School of Biological Sciences, The University of Manchester, Manchester Academic Health Science Centre, and Manchester University NHS Foundation Trust, Manchester, United Kingdom
| | - Graham Roberts
- Human Development and Health, Faculty of Medicine, University of Southampton, Southampton, United Kingdom; NIHR Southampton Biomedical Research Centre, University Hospitals Southampton NHS Foundation Trust, Southampton, United Kingdom; David Hide Asthma and Allergy Research Centre, Isle of Wight, United Kingdom
| | - S Hasan Arshad
- NIHR Southampton Biomedical Research Centre, University Hospitals Southampton NHS Foundation Trust, Southampton, United Kingdom; David Hide Asthma and Allergy Research Centre, Isle of Wight, United Kingdom; Clinical and Experimental Sciences, Faculty of Medicine, University of Southampton, Southampton, United Kingdom
| | - Stephen Turner
- Child Health, University of Aberdeen, Aberdeen, United Kingdom
| | - Andrew P Morris
- Centre for Genetics and Genomics Versus Arthritis, Division of Musculoskeletal and Dermatological Sciences, The University of Manchester, Manchester, United Kingdom
| | - Adnan Custovic
- National Heart and Lung Institute, Imperial College London, London, United Kingdom
| | - Angela Simpson
- Division of Infection, Immunity and Respiratory Medicine, School of Biological Sciences, The University of Manchester, Manchester Academic Health Science Centre, and Manchester University NHS Foundation Trust, Manchester, United Kingdom
| |
Collapse
|
15
|
Haider S, Fontanella S, Ullah A, Turner S, Simpson A, Roberts G, Murray CS, Holloway JW, Curtin JA, Cullinan P, Arshad SH, Hurault G, Granell R, Custovic A. Evolution of Eczema, Wheeze, and Rhinitis from Infancy to Early Adulthood: Four Birth Cohort Studies. Am J Respir Crit Care Med 2022; 206:950-960. [PMID: 35679320 PMCID: PMC9802000 DOI: 10.1164/rccm.202110-2418oc] [Citation(s) in RCA: 18] [Impact Index Per Article: 9.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/25/2021] [Accepted: 06/09/2022] [Indexed: 01/07/2023] Open
Abstract
Rationale: The relationship between eczema, wheeze or asthma, and rhinitis is complex, and epidemiology and mechanisms of their comorbidities is unclear. Objectives: To investigate within-individual patterns of morbidity of eczema, wheeze, and rhinitis from birth to adolescence/early adulthood. Methods: We investigated onset, progression, and resolution of eczema, wheeze, and rhinitis using descriptive statistics, sequence mining, and latent Markov modeling in four population-based birth cohorts. We used logistic regression to ascertain if early-life eczema or wheeze, or genetic factors (filaggrin [FLG] mutations and 17q21 variants), increase the risk of multimorbidity. Measurements and Main Results: Single conditions, although the most prevalent, were observed significantly less frequently than by chance. There was considerable variation in the timing of onset/remission/persistence/intermittence. Multimorbidity of eczema+wheeze+rhinitis was rare but significantly overrepresented (three to six times more often than by chance). Although infantile eczema was associated with subsequent multimorbidity, most children with eczema (75.4%) did not progress to any multimorbidity pattern. FLG mutations and rs7216389 were not associated with persistence of eczema/wheeze as single conditions, but both increased the risk of multimorbidity (FLG by 2- to 3-fold, rs7216389 risk variant by 1.4- to 1.7-fold). Latent Markov modeling revealed five latent states (no disease/low risk, mainly eczema, mainly wheeze, mainly rhinitis, multimorbidity). The most likely transition to multimorbidity was from eczema state (0.21). However, although this was one of the highest transition probabilities, only one-fifth of those with eczema transitioned to multimorbidity. Conclusions: Atopic diseases fit a multimorbidity framework, with no evidence for sequential atopic march progression. The highest transition to multimorbidity was from eczema, but most children with eczema (more than three-quarters) had no comorbidities.
Collapse
Affiliation(s)
| | | | | | - Stephen Turner
- Royal Aberdeen Children’s Hospital National Health Service Grampian Aberdeen, Aberdeen, United Kingdom
- Child Health, University of Aberdeen, Aberdeen, United Kingdom
| | - Angela Simpson
- Division of Immunology, Immunity to Infection and Respiratory Medicine, School of Biological Sciences, The University of Manchester, Manchester Academic Health Science Centre, and Manchester University National Health Service Foundation Trust, Manchester, United Kingdom
| | - Graham Roberts
- Human Development and Health and
- National Institute for Health and Care Research Southampton Biomedical Research Centre, University Hospitals Southampton NHS Foundation Trust, Southampton, United Kingdom
- David Hide Asthma and Allergy Research Centre, Isle of Wight, United Kingdom; and
| | - Clare S. Murray
- Division of Immunology, Immunity to Infection and Respiratory Medicine, School of Biological Sciences, The University of Manchester, Manchester Academic Health Science Centre, and Manchester University National Health Service Foundation Trust, Manchester, United Kingdom
| | - John W. Holloway
- Human Development and Health and
- National Institute for Health and Care Research Southampton Biomedical Research Centre, University Hospitals Southampton NHS Foundation Trust, Southampton, United Kingdom
| | - John A. Curtin
- Division of Immunology, Immunity to Infection and Respiratory Medicine, School of Biological Sciences, The University of Manchester, Manchester Academic Health Science Centre, and Manchester University National Health Service Foundation Trust, Manchester, United Kingdom
| | | | - Syed Hasan Arshad
- Clinical and Experimental Sciences, Faculty of Medicine, University of Southampton, Southampton, United Kingdom
- National Institute for Health and Care Research Southampton Biomedical Research Centre, University Hospitals Southampton NHS Foundation Trust, Southampton, United Kingdom
- David Hide Asthma and Allergy Research Centre, Isle of Wight, United Kingdom; and
| | - Guillem Hurault
- Faculty of Engineering, Department of Bioengineering, Imperial College London, London, United Kingdom
| | - Raquel Granell
- MRC Integrative Epidemiology Unit, Population Health Sciences, Bristol Medical School, University of Bristol, Bristol, United Kingdom
| | | |
Collapse
|
16
|
Somoza ML, Pérez-Sánchez N, Torres-Rojas I, Martín-Pedraza L, Blanca-López N, Victorio Puche L, Abel Fernández González E, López Sánchez JD, Fernández-Sánchez J, Fernández-Caldas E, Villalba M, Ruano FJ, Cornejo-García JA, Canto G, Blanca M. Sensitisation to Pollen Allergens in Children and Adolescents of Different Ancestry Born and Living in the Same Area. J Asthma Allergy 2022; 15:1359-1367. [PMID: 36189188 PMCID: PMC9525024 DOI: 10.2147/jaa.s370279] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/12/2022] [Accepted: 08/08/2022] [Indexed: 11/23/2022] Open
Abstract
Background Allergy can start at early ages, with genetic and environmental factors contributing to its development. Aim The study aimed to describe the pattern of sensitisation and allergy in children and adolescents of Spanish versus Moroccan ancestry but born in the same rural area of Spain. Methods Participants were children and adolescents (3–19 years) of Spanish or Moroccan descent, born in Blanca, Murcia (Spain). A detailed questionnaire was completed, and skin prick tests were performed to assess reactions to the most prevalent pollen allergens (O. europaea, P. pratense, S. kali, C. arizonica, P. acerifolia, A. vulgaris and P. judaica) plus molecular components Ole e 1 and Ole e 7. The association with ancestry was verified by studying participants’ parents. Results The study included 693 participants: 48% were aged 3–9 years and 52%, 10–19 years; 80% were of Spanish descent and 20% of Moroccan descent. Sensitisation to Olea europaea, Phleum pratense, Salsola kali and Cupressus arizonica were slightly higher in the Spanish group. The only significant differences were observed in sensitisation to Ole e 1 (p=0.02). Rhinitis, conjunctivitis, and rhinitis plus asthma were significantly higher in the Spanish group (p=0.03, p=0.02, p=0.007, respectively). The sensitisation pattern differed between Spanish and Moroccan parents, and between Moroccan parents and their children, but not between Spanish parents and their children. Conclusion Both environment and ancestry may influence sensitisation and symptoms. Although the environment seems to have a stronger influence, other factors may contribute to the differences in prevalence and in the clinical entities in people of Spanish versus Moroccan descent.
Collapse
Affiliation(s)
- Maria Luisa Somoza
- Allergy Department, Infanta Leonor University Hospital, Madrid, Spain
- Correspondence: Maria Luisa Somoza, Email
| | - Natalia Pérez-Sánchez
- Allergy Department, Hospital Regional Universitario de Málaga, Málaga-IBIMA (FIMABIS), Málaga, Spain
| | | | - Laura Martín-Pedraza
- Allergy Department, Fundación para la Investigación e Innovación Biomédica (FIIB) de los Hospitales Universitarios Infanta Leonor y Sureste, Madrid, Spain
| | | | | | | | | | - Javier Fernández-Sánchez
- Allergy Department, General University Hospital of Alicante- ISABIAL, Alicante, Spain
- Clinical Medicine Department, Miguel Hernandez University, Alicante, Spain
| | - Enrique Fernández-Caldas
- R&D Department, Inmunotek Laboratories, Madrid, Spain
- Division of Allergy and Immunology, University of South Florida College of Medicine, Tampa, FL, USA
| | - Mayte Villalba
- Department of Biochemistry and Molecular Biology, Universidad Complutense de Madrid, Madrid, Spain
| | | | | | - Gabriela Canto
- Allergy Department, Infanta Leonor University Hospital, Madrid, Spain
- School of Medicine, Universidad Complutense de Madrid, Madrid, Spain
| | - Miguel Blanca
- Allergy Department, Fundación para la Investigación e Innovación Biomédica (FIIB) de los Hospitales Universitarios Infanta Leonor y Sureste, Madrid, Spain
| |
Collapse
|
17
|
Association of childhood BMI trajectory with post-adolescent and adult lung function is mediated by pre-adolescent DNA methylation. Respir Res 2022; 23:194. [PMID: 35906571 PMCID: PMC9335987 DOI: 10.1186/s12931-022-02089-4] [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: 12/09/2021] [Accepted: 06/14/2022] [Indexed: 12/03/2022] Open
Abstract
Background Body mass index (BMI) has been shown to be associated with lung function. Recent findings showed that DNA methylation (DNAm) variation is likely to be a consequence of changes in BMI. However, whether DNAm mediates the association of BMI with lung function is unknown. We examined the mediating role of DNAm on the association of pre-adolescent BMI trajectories with post-adolescent and adulthood lung function (forced expiratory volume (FEV1), forced vital capacity (FVC), and FEV1/FVC). Methods Analyses were undertaken in the Isle of Wight birth cohort (IOWBC). Group-based trajectory modelling was applied to infer latent BMI trajectories from age 1 to 10 years. An R package, ttscreening, was applied to identify CpGs at 10 years potentially associated with BMI trajectories for each sex. Linear regressions were implemented to further screen CpGs for their association with lung function at 18 years. Path analysis, stratified by sex, was applied to each screened CpG to assess its role of mediation. Internal validation was applied to further examine the mediation consistency of the detected CpGs based on lung function at 26 years. Mendelian randomization (MR-base) was used to test possible causal effects of the identified CpGs. Results Two BMI trajectories (high vs. low) were identified. Of the 442,475 CpG sites, 18 CpGs in males and 33 in females passed screening. Eight CpGs in males and 16 CpGs in females (none overlapping) were identified as mediators. For subjects with high BMI trajectory, high DNAm at all CpGs in males were associated with decreased lung function, while 8 CpGs in females were associated with increased lung function at 18 years. At 26 years, 6 CpGs in males and 14 CpGs in females showed the same direction of indirect effects as those at 18 years. DNAm at CpGs cg19088553 (GRIK2) and cg00612625 (HPSE2) showed a potential causal effect on FEV1. Conclusions The effects of BMI trajectory in early childhood on post-adolescence lung function were likely to be mediated by pre-adolescence DNAm in both males and females, but such mediation effects were likely to diminish over time. Supplementary Information The online version contains supplementary material available at 10.1186/s12931-022-02089-4.
Collapse
|
18
|
Haider S, Granell R, Curtin J, Fontanella S, Cucco A, Turner S, Simpson A, Roberts G, Murray CS, Holloway JW, Devereux G, Cullinan P, Arshad SH, Custovic A. Modeling Wheezing Spells Identifies Phenotypes with Different Outcomes and Genetic Associates. Am J Respir Crit Care Med 2022; 205:883-893. [PMID: 35050846 PMCID: PMC9838626 DOI: 10.1164/rccm.202108-1821oc] [Citation(s) in RCA: 19] [Impact Index Per Article: 9.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/19/2023] Open
Abstract
Rationale: Longitudinal modeling of current wheezing identified similar phenotypes, but their characteristics often differ between studies. Objectives: We propose that a more comprehensive description of wheeze may better describe trajectories than binary information on the presence/absence of wheezing. Methods: We derived six multidimensional variables of wheezing spells from birth to adolescence (including duration, temporal sequencing, and the extent of persistence/recurrence). We applied partition-around-medoids clustering on these variables to derive phenotypes in five birth cohorts. We investigated within- and between-phenotype differences compared with binary latent class analysis models and ascertained associations of these phenotypes with asthma and lung function and with polymorphisms in asthma loci 17q12-21 and CDHR3 (cadherin-related family member 3). Measurements and Main Results: Analysis among 7,719 participants with complete data identified five spell-based wheeze phenotypes with a high degree of certainty: never (54.1%), early-transient (ETW) (23.7%), late-onset (LOW) (6.9%), persistent (PEW) (8.3%), and a novel phenotype, intermittent wheeze (INT) (6.9%). FEV1/FVC was lower in PEW and INT compared with ETW and LOW and declined from age 8 years to adulthood in INT. 17q12-21 and CDHR3 polymorphisms were associated with higher odds of PEW and INT, but not ETW or LOW. Latent class analysis- and spell-based phenotypes appeared similar, but within-phenotype individual trajectories and phenotype allocation differed substantially. The spell-based approach was much more robust in dealing with missing data, and the derived clusters were more stable and internally homogeneous. Conclusions: Modeling of spell variables identified a novel intermittent wheeze phenotype associated with lung function decline to early adulthood. Using multidimensional spell variables may better capture wheeze development and provide a more robust input for phenotype derivation.
Collapse
Affiliation(s)
- Sadia Haider
- National Heart and Lung Institute, Imperial College London, London, United Kingdom
| | - Raquel Granell
- Medical Research Council Integrative Epidemiology Unit, Population Health Sciences, Bristol Medical School, University of Bristol, Bristol, United Kingdom
| | - John Curtin
- Division of Infection, Immunity and Respiratory Medicine, School of Biological Sciences, Faculty of Biology, Medicine and Health, University of Manchester, Manchester Academic Health Science Centre, Manchester, United Kingdom
| | - Sara Fontanella
- National Heart and Lung Institute, Imperial College London, London, United Kingdom
| | - Alex Cucco
- National Heart and Lung Institute, Imperial College London, London, United Kingdom
| | - Stephen Turner
- Royal Aberdeen Children’s Hospital National Health Service Grampian, Aberdeen, United Kingdom;,Child Health, University of Aberdeen, Aberdeen, United Kingdom
| | - Angela Simpson
- Division of Infection, Immunity and Respiratory Medicine, School of Biological Sciences, Faculty of Biology, Medicine and Health, University of Manchester, Manchester Academic Health Science Centre, Manchester, United Kingdom
| | - Graham Roberts
- Human Development and Health and,National Institute for Health Research Southampton Biomedical Research Centre, University Hospitals Southampton National Health Service Foundation Trust, Southampton, United Kingdom;,David Hide Asthma and Allergy Research Centre, Isle of Wight, United Kingdom; and
| | - Clare S. Murray
- Division of Infection, Immunity and Respiratory Medicine, School of Biological Sciences, Faculty of Biology, Medicine and Health, University of Manchester, Manchester Academic Health Science Centre, Manchester, United Kingdom
| | - John W. Holloway
- Human Development and Health and,National Institute for Health Research Southampton Biomedical Research Centre, University Hospitals Southampton National Health Service Foundation Trust, Southampton, United Kingdom
| | - Graham Devereux
- Clinical Sciences, Liverpool School of Tropical Medicine, Liverpool, United Kingdom
| | - Paul Cullinan
- National Heart and Lung Institute, Imperial College London, London, United Kingdom
| | - Syed Hasan Arshad
- Clinical and Experimental Sciences, Faculty of Medicine, University of Southampton, Southampton, United Kingdom;,National Institute for Health Research Southampton Biomedical Research Centre, University Hospitals Southampton National Health Service Foundation Trust, Southampton, United Kingdom;,David Hide Asthma and Allergy Research Centre, Isle of Wight, United Kingdom; and
| | - Adnan Custovic
- National Heart and Lung Institute, Imperial College London, London, United Kingdom
| |
Collapse
|
19
|
Ziyab AH, Mukherjee N, Zhang H, Arshad SH, Karmaus W. Sex-specific developmental trajectories of eczema from infancy to age 26 years: A birth cohort study. Clin Exp Allergy 2022; 52:416-425. [PMID: 34854146 PMCID: PMC8866217 DOI: 10.1111/cea.14068] [Citation(s) in RCA: 5] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/18/2021] [Revised: 11/08/2021] [Accepted: 11/29/2021] [Indexed: 01/04/2023]
Abstract
BACKGROUND Eczema is a common inflammatory skin disease with varying developmental trajectories/patterns that are influenced by different risk factors. The aim of this study was to investigate eczema development from infancy to early adulthood by identifying distinct developmental trajectories that describe disease patterns over time and evaluate the role of prenatal and early-life risk factors. METHODS The Isle of Wight Birth Cohort (n = 1456) was prospectively assessed at birth, 1, 2, 4, 10, 18 and 26 years. In all assessments, eczema was defined as chronic or chronically relapsing itchy dermatitis lasting >6 weeks with characteristic morphology and distribution in the past 12 months. Developmental trajectories of eczema between 1 or 2 and 26 years were identified separately for males and females by applying semiparametric mixture models. Associations were assessed by applying a modified Poisson regression to estimate adjusted risk ratios (aRR) and 95% confidence intervals (CI). RESULTS In both males and females, the following eczema developmental trajectories were identified: unaffected/transient (males: 77.7% vs. females: 73.0%), mid-onset late-resolving (males: 7.8% vs. females: 4.4%), late-onset (males: 5.2% vs. females: 9.5%) and early-onset persistent (males: 9.3% vs. females: 5.4%). In females, an additional trajectory was identified as follows: early-onset early-resolving (7.7%). Among males, filaggrin gene (FLG) variants (aRR = 2.45, 95% CI: 1.34-4.46) and paternal eczema (2.66, 1.39-5.08) were associated with the early-onset persistent trajectory. Among females, maternal eczema (2.84, 1.42-5.70) and high birthweight (2.25, 1.08-4.69) were associated with the early-onset persistent trajectory. CONCLUSIONS Four and five trajectories represented eczema development among males and females, respectively, with different predisposing risk factors. Our results indicate that males and females may experience a different course of eczema.
Collapse
Affiliation(s)
- Ali H. Ziyab
- Department of Community Medicine and Behavioral Sciences, Faculty of Medicine, Kuwait University, Kuwait
| | - Nandini Mukherjee
- Division of Epidemiology, Biostatistics and Environmental Health, School of Public Health, University of Memphis, Memphis, TN, USA
| | - Hongmei Zhang
- Division of Epidemiology, Biostatistics and Environmental Health, School of Public Health, University of Memphis, Memphis, TN, USA
| | - S. Hasan Arshad
- David Hide Asthma and Allergy Research Centre, St Mary’s Hospital, Isle of Wight, UK,Clinical and Experimental Sciences Academic Unit, Faculty of Medicine, University of Southampton, UK
| | - Wilfried Karmaus
- Division of Epidemiology, Biostatistics and Environmental Health, School of Public Health, University of Memphis, Memphis, TN, USA
| |
Collapse
|
20
|
Li L, Zhang H, Holloway JW, Ewart S, Relton CL, Arshad SH, Karmaus W. Does DNA methylation mediate the association of age at puberty with FVC or FEV1? ERJ Open Res 2022; 8:00476-2021. [PMID: 35237685 PMCID: PMC8883177 DOI: 10.1183/23120541.00476-2021] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/25/2021] [Accepted: 12/30/2021] [Indexed: 11/05/2022] Open
Abstract
Background Age of pubertal onset is associated with lung function in adulthood. However, the underlying role of epigenetics as a mediator of this association remains unknown. Methods DNA methylation (DNAm) in peripheral blood was measured at age 18 years in the Isle of Wight birth cohort (IOWBC) along with data on age of pubertal events, forced vital capacity (FVC) and forced expiratory volume in 1 s (FEV1) at 26 years. Structural equation models were applied to examine mediation effects of DNAm on the association of age at pubertal events with FVC and FEV1. Findings were further tested in the Avon Longitudinal Study of Parents and Children (ALSPAC) cohort. Results In the IOWBC, for females, 21 cytosine-phosphate-guanine sites (CpGs) were shown to mediate the association of age at puberty with FVC or FEV1 at 26 years (p<0.05). In males, DNAm at 20 CpGs was found to mediate the association of age at puberty with FVC (p<0.05). At almost all these CpGs, indirect effects (effects of age at pubertal events on FVC or FEV1via DNAm) contributed a smaller portion to the total effects compared to direct effects (e.g. at cg08680129, ∼22% of the estimated total effect of age at menarche on FVC at age 26 was contributed by an indirect effect). Among the IOWBC-discovered CpGs available in ALSPAC, none of them was replicated in ALSPAC (p>0.05). Conclusions Our findings suggest that post-adolescence DNAm in peripheral blood is likely not to mediate the association of age at pubertal onset with young adulthood FVC or FEV1. The association between age at pubertal onset and lung function parameters FVC or FEV1 in young adulthood is not likely to be mediated by DNA methylation in peripheral bloodhttps://bit.ly/31G8hDi
Collapse
|
21
|
Rathod A, Zhang H, Arshad SH, Ewart S, Relton CL, Karmaus W, Holloway JW. DNA Methylation and Asthma Acquisition during Adolescence and Post-Adolescence, an Epigenome-Wide Longitudinal Study. J Pers Med 2022; 12:202. [PMID: 35207690 PMCID: PMC8877984 DOI: 10.3390/jpm12020202] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/30/2021] [Accepted: 01/19/2022] [Indexed: 02/01/2023] Open
Abstract
The role of epigenetics in the pathogenesis of asthma acquisition in adolescence and post-adolescence has been unknown. We carried out a longitudinal epigenome-wide association study, using data from the Isle of Wight Birth Cohort (IOWBC). To improve statistical power, we first screened CpGs based on associations of DNA methylation (DNAm) at an age of 10 years (pre-adolescence) with asthma acquisition at 10-18 years (during adolescence). A logistic regression with repeated measures was applied to CpGs that passed screening to examine the associations of pre-adolescence DNAm with asthma acquisition from 10-18 years and 18-26 years, with an interaction term to evaluate transition period specificity. Findings were further tested in an independent birth cohort, ALSPAC. In total, 205 CpGs (with 150 being females) showed associations with asthma acquisition (main or interaction effects) at FDR = 0.05 in IOWBC, of which 112 (90 being females) showed consistent associations in the ALSPAC. Genes that the identified CpGs were mapped to, e.g., AKAP1 and ENO1, have been shown to be associated with the risk of asthma. Our findings indicated that DNAm at specific CpGs was associated with asthma acquisition. CpGs showing such associations were likely to be different between males and females and, at certain CpGs, were unique to a specific transition period.
Collapse
Affiliation(s)
- Aniruddha Rathod
- Division of Epidemiology, Biostatistics and Environmental Health, School of Public Health, University of Memphis, Memphis, TN 38111, USA; (A.R.); (W.K.)
| | - Hongmei Zhang
- Division of Epidemiology, Biostatistics and Environmental Health, School of Public Health, University of Memphis, Memphis, TN 38111, USA; (A.R.); (W.K.)
| | - Syed Hasan Arshad
- Clinical and Experimental Sciences, Faculty of Medicine, University of Southampton, Southampton SO16 6YD, UK;
- The David Hide Asthma and Allergy Research Centre, St Mary’s Hospital, Newport, Isle of Wight PO30 5TG, UK
- NIHR Southampton Biomedical Research Centre, University Hospital Southampton, Southampton SO16 6YD, UK;
| | - Susan Ewart
- College of Veterinary Medicine, Michigan State University, East Lansing, MI 48824, USA;
| | - Caroline L. Relton
- MRC Integrative Epidemiology Unit, University of Bristol, Bristol BS8 1QU, UK;
- Population Health Sciences, Bristol Medical School, University of Bristol, Bristol BS8 1QU, UK
- National Institute for Health Research Bristol Biomedical Research Centre, University Hospitals Bristol and Weston NHS Foundation Trust, University of Bristol, Bristol BS8 2BN, UK
| | - Wilfried Karmaus
- Division of Epidemiology, Biostatistics and Environmental Health, School of Public Health, University of Memphis, Memphis, TN 38111, USA; (A.R.); (W.K.)
| | - John W. Holloway
- NIHR Southampton Biomedical Research Centre, University Hospital Southampton, Southampton SO16 6YD, UK;
- Human Development and Health, Faculty of Medicine, University of Southampton, Southampton SO16 6YD, UK
| |
Collapse
|
22
|
Eslamimehr S, Jones AD, Anthony TM, Arshad SH, Holloway JW, Ewart S, Luo R, Mukherjee N, Kheirkhah Rahimabad P, Chen S, Karmaus W. Association of prenatal acetaminophen use and acetaminophen metabolites with DNA methylation of newborns: analysis of two consecutive generations of the Isle of Wight birth cohort. ENVIRONMENTAL EPIGENETICS 2022; 8:dvac002. [PMID: 35317219 PMCID: PMC8933617 DOI: 10.1093/eep/dvac002] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 11/17/2021] [Revised: 01/04/2022] [Accepted: 01/27/2022] [Indexed: 06/14/2023]
Abstract
Acetaminophen is used by nearly two-thirds of pregnant women. Although considered safe, studies have demonstrated associations between prenatal acetaminophen use and adverse health outcomes in offspring. Since DNA methylation (DNAm) at birth may act as an early indicator of later health, assessments on whether DNAm of newborns is associated with gestational acetaminophen use or its metabolites are needed. Using data from three consecutive generations of the Isle of Wight cohort (F0-grandmothers, F1-mothers, and F2-offspring) we investigated associations between acetaminophen metabolites in F0 serum at delivery with epigenome-wide DNAm in F1 (Guthrie cards) and between acetaminophen use of F1 and F2-cord-serum levels with F2 cord blood DNAm. In epigenome-wide screening, we eliminated non-informative DNAm sites followed by linear regression of informative sites. Based on repeated pregnancies, indication bias analyses tested whether acetaminophen indicated maternal diseases or has a risk in its own right. Considering that individuals with similar intake process acetaminophen differently, metabolites were clustered to distinguish metabolic exposures. Finally, metabolite clusters from F1-maternal and F2-cord sera were tested for their associations with newborn DNAm (F1 and F2). Twenty-one differential DNAm sites in cord blood were associated with reported maternal acetaminophen intake in the F2 generation. For 11 of these cytosine-phosphate-guanine (CpG) sites, an indication bias was excluded and five were replicated in F2 with metabolite clusters. In addition, metabolite clusters showed associations with 25 CpGs in the F0-F1 discovery analysis, of which five CpGs were replicated in the F2-generation. Our results suggest that prenatal acetaminophen use, measured as metabolites, may influence DNAm in newborns.
Collapse
Affiliation(s)
- Shakiba Eslamimehr
- Division of Epidemiology, Biostatistics, and Environmental Health, School of Public Health, University of Memphis, Robison Hall 3825 DeSoto Avenue Memphis, TN 38152, USA
| | - A Daniel Jones
- Department of Biochemistry & Molecular Biology, Michigan State University, 603 Wilson Rd Rm 212, East Lansing, MI 48823, USA
| | - Thilani M Anthony
- Department of Biochemistry & Molecular Biology, Michigan State University, 603 Wilson Rd Rm 212, East Lansing, MI 48823, USA
| | - S Hasan Arshad
- Clinical and Experimental Sciences, Faculty of Medicine, University of Southampton, Hartley Library B12, University Rd, Highfield, Southampton SO17 1BJ, UK
- The David Hide Asthma and Allergy Research Centre, Hartley Library B12, University Rd, Highfield, Southampton, Isle of Wight SO17 1BJ, UK
- NIHR Southampton Biomedical Research Centre, University Hospital Southampton, Hartley Library B12, University Rd, Highfield, Southampton SO17 1BJ, UK
| | - John W Holloway
- NIHR Southampton Biomedical Research Centre, University Hospital Southampton, Hartley Library B12, University Rd, Highfield, Southampton SO17 1BJ, UK
- Human Development and Health, Faculty of Medicine, University of Southampton, Hartley Library B12, University Rd, Highfield, Southampton SO17 1BJ, UK
| | - Susan Ewart
- Department of Large Animal Clinical Sciences, Michigan State University, 736 Wilson Road, D202 East Lansing, MI 48824, USA
| | - Rui Luo
- Division of Epidemiology, Biostatistics, and Environmental Health, School of Public Health, University of Memphis, Robison Hall 3825 DeSoto Avenue Memphis, TN 38152, USA
| | - Nandini Mukherjee
- Division of Epidemiology, Biostatistics, and Environmental Health, School of Public Health, University of Memphis, Robison Hall 3825 DeSoto Avenue Memphis, TN 38152, USA
| | - Parnian Kheirkhah Rahimabad
- Division of Epidemiology, Biostatistics, and Environmental Health, School of Public Health, University of Memphis, Robison Hall 3825 DeSoto Avenue Memphis, TN 38152, USA
| | - Su Chen
- Department of Biostatistics, College of Public Health, University of Nebraska Medical Center, Omaha, NE, USA
| | - Wilfried Karmaus
- **Correspondence address. School of Public Health, University of Memphis, Robison Hall, Memphis, TN 38152, USA. Tel: 803-767-8425; Fax: 9010678-1715; E-mail:
| |
Collapse
|
23
|
Kothalawala DM, Kadalayil L, Curtin JA, Murray CS, Simpson A, Custovic A, Tapper WJ, Arshad SH, Rezwan FI, Holloway JW. Integration of Genomic Risk Scores to Improve the Prediction of Childhood Asthma Diagnosis. J Pers Med 2022; 12:75. [PMID: 35055391 PMCID: PMC8777841 DOI: 10.3390/jpm12010075] [Citation(s) in RCA: 8] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/09/2021] [Revised: 12/18/2021] [Accepted: 12/31/2021] [Indexed: 01/24/2023] Open
Abstract
Genome-wide and epigenome-wide association studies have identified genetic variants and differentially methylated nucleotides associated with childhood asthma. Incorporation of such genomic data may improve performance of childhood asthma prediction models which use phenotypic and environmental data. Using genome-wide genotype and methylation data at birth from the Isle of Wight Birth Cohort (n = 1456), a polygenic risk score (PRS), and newborn (nMRS) and childhood (cMRS) methylation risk scores, were developed to predict childhood asthma diagnosis. Each risk score was integrated with two previously published childhood asthma prediction models (CAPE and CAPP) and were validated in the Manchester Asthma and Allergy Study. Individually, the genomic risk scores demonstrated modest-to-moderate discriminative performance (area under the receiver operating characteristic curve, AUC: PRS = 0.64, nMRS = 0.55, cMRS = 0.54), and their integration only marginally improved the performance of the CAPE (AUC: 0.75 vs. 0.71) and CAPP models (AUC: 0.84 vs. 0.82). The limited predictive performance of each genomic risk score individually and their inability to substantially improve upon the performance of the CAPE and CAPP models suggests that genetic and epigenetic predictors of the broad phenotype of asthma are unlikely to have clinical utility. Hence, further studies predicting specific asthma endotypes are warranted.
Collapse
Affiliation(s)
- Dilini M. Kothalawala
- Human Development and Health, Faculty of Medicine, University of Southampton, Southampton SO16 6YD, UK; (D.M.K.); (L.K.); (W.J.T.); (F.I.R.)
- NIHR Southampton Biomedical Research Centre, University Hospital Southampton, Southampton SO16 6YD, UK;
| | - Latha Kadalayil
- Human Development and Health, Faculty of Medicine, University of Southampton, Southampton SO16 6YD, UK; (D.M.K.); (L.K.); (W.J.T.); (F.I.R.)
- Clinical and Experimental Sciences, Faculty of Medicine, University of Southampton, Southampton SO16 6YD, UK
| | - John A. Curtin
- Division of Infection, Immunity, and Respiratory Medicine, School of Biological Sciences, Manchester University Hospital NHS Foundation Trust, University of Manchester, Manchester Academic Health Science Centre, Manchester M13 9PL, UK; (J.A.C.); (C.S.M.); (A.S.)
| | - Clare S. Murray
- Division of Infection, Immunity, and Respiratory Medicine, School of Biological Sciences, Manchester University Hospital NHS Foundation Trust, University of Manchester, Manchester Academic Health Science Centre, Manchester M13 9PL, UK; (J.A.C.); (C.S.M.); (A.S.)
| | - Angela Simpson
- Division of Infection, Immunity, and Respiratory Medicine, School of Biological Sciences, Manchester University Hospital NHS Foundation Trust, University of Manchester, Manchester Academic Health Science Centre, Manchester M13 9PL, UK; (J.A.C.); (C.S.M.); (A.S.)
| | - Adnan Custovic
- National Heart and Lung Institute, Imperial College of Science, Technology, and Medicine, London SW3 6LY, UK;
| | - William J. Tapper
- Human Development and Health, Faculty of Medicine, University of Southampton, Southampton SO16 6YD, UK; (D.M.K.); (L.K.); (W.J.T.); (F.I.R.)
| | - S. Hasan Arshad
- NIHR Southampton Biomedical Research Centre, University Hospital Southampton, Southampton SO16 6YD, UK;
- Clinical and Experimental Sciences, Faculty of Medicine, University of Southampton, Southampton SO16 6YD, UK
- The David Hide Asthma and Allergy Research Centre, St. Mary’s Hospital, Isle of Wight PO30 5TG, UK
| | - Faisal I. Rezwan
- Human Development and Health, Faculty of Medicine, University of Southampton, Southampton SO16 6YD, UK; (D.M.K.); (L.K.); (W.J.T.); (F.I.R.)
- Department of Computer Science, Aberystwyth University, Aberystwyth SY23 3DB, UK
| | - John W. Holloway
- Human Development and Health, Faculty of Medicine, University of Southampton, Southampton SO16 6YD, UK; (D.M.K.); (L.K.); (W.J.T.); (F.I.R.)
- NIHR Southampton Biomedical Research Centre, University Hospital Southampton, Southampton SO16 6YD, UK;
| | | |
Collapse
|
24
|
Li L, Holloway JW, Ewart S, Arshad SH, Relton CL, Karmaus W, Zhang H. Newborn DNA methylation and asthma acquisition across adolescence and early adulthood. Clin Exp Allergy 2022; 52:658-669. [PMID: 34995380 PMCID: PMC9050758 DOI: 10.1111/cea.14091] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/01/2021] [Revised: 12/16/2021] [Accepted: 01/03/2022] [Indexed: 01/05/2023]
Abstract
BACKGROUND Little is known about the association of newborn DNA methylation (DNAm) with asthma acquisition across adolescence and early adult life. OBJECTIVE We aim to identify epigenetic biomarkers in newborns for asthma acquisition during adolescence or young adulthood. METHODS The Isle of Wight Birth Cohort (IOWBC) (n = 1456) data at ages 10, 18 and 26 years were assessed. To screen cytosine-phosphate-guanine site (CpGs) potentially associated with asthma acquisition, at the genome scale, we examined differentially methylated regions (DMR) using dmrff R package and individual CpG sites using linear regression on such associations. For CpGs that passed screening, we examined their enrichment in biological pathways using their mapping genes and tested their associations with asthma acquisitions using logistic regressions. Findings in IOWBC were tested in an independent cohort, the Avon Longitudinal Study of Parents and Children (ALSPAC) cohort. RESULTS In total, 2636 unique CpGs passed screening, based on which we identified one biological pathway linked to asthma acquisition during adolescence in females (FDR adjusted p-value = .003 in IOWBC). Via logistic regressions, for females, four CpGs were shown to be associated with asthma acquisition during adolescence, and another four CpGs with asthma acquisition in young adulthood (FDR adjusted p-value < .05 in IOWBC) and these eight CpGs were replicated in ALSPAC (all p-values < .05). DNAm at all the identified CpGs was shown to be temporally consistent, and at six of the CpGs was associated with expressions of adjacent or mapping genes in females (all p-values < .05). For males, 622 CpGs were identified in IOWBC (FDR = 0.01), but these were not tested in ALSPAC due to small sample sizes. CONCLUSION AND CLINICAL RELEVANCE Eight CpGs on LHX5, IL22RA2, SOX11, CBX4, ACPT, CFAP46, MUC4, and ATP1B2 genes have the potential to serve as candidate epigenetic biomarkers in newborns for asthma acquisition in females during adolescence or young adulthood.
Collapse
Affiliation(s)
- Liang Li
- Division of Epidemiology, Biostatistics, and Environmental Health, School of Public Health, University of Memphis, Memphis, Tennessee, USA
| | - John W Holloway
- Human Development and Health, Faculty of Medicine, University of Southampton, Southampton, UK
| | - Susan Ewart
- College of Veterinary Medicine, Michigan State University, East Lansing, Michigan, USA
| | - Syed Hasan Arshad
- Clinical and Experimental Sciences, Faculty of Medicine, University of Southampton, Southampton, UK.,The David Hide Asthma and Allergy Research Centre, St Mary's, Hospital, Newport, UK
| | - Caroline L Relton
- MRC Integrative Epidemiology Unit, University of Bristol, Bristol, UK
| | - Wilfried Karmaus
- Division of Epidemiology, Biostatistics, and Environmental Health, School of Public Health, University of Memphis, Memphis, Tennessee, USA
| | - Hongmei Zhang
- Division of Epidemiology, Biostatistics, and Environmental Health, School of Public Health, University of Memphis, Memphis, Tennessee, USA
| |
Collapse
|
25
|
Fong WCG, Kadalayil L, Lau L, Kurukulaaratchy RJ, Arshad SH. Blood cytokine profiles - Potential biomarkers for asthma persistence into adulthood? Pediatr Allergy Immunol 2022; 33:e13673. [PMID: 34587307 PMCID: PMC8724405 DOI: 10.1111/pai.13673] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 07/19/2021] [Revised: 09/17/2021] [Accepted: 09/22/2021] [Indexed: 01/03/2023]
Affiliation(s)
- Wei Chern Gavin Fong
- The David Hide Asthma and Allergy Research Centre, Isle of Wight NHS Trust, Newport, UK
- Clinical and Experimental Sciences, Faculty of Medicine, University of Southampton, Southampton, UK
| | - Latha Kadalayil
- The David Hide Asthma and Allergy Research Centre, Isle of Wight NHS Trust, Newport, UK
- Clinical and Experimental Sciences, Faculty of Medicine, University of Southampton, Southampton, UK
| | - Laurie Lau
- Clinical and Experimental Sciences, Faculty of Medicine, University of Southampton, Southampton, UK
| | - Ramesh J Kurukulaaratchy
- The David Hide Asthma and Allergy Research Centre, Isle of Wight NHS Trust, Newport, UK
- Clinical and Experimental Sciences, Faculty of Medicine, University of Southampton, Southampton, UK
| | - Syed Hasan Arshad
- The David Hide Asthma and Allergy Research Centre, Isle of Wight NHS Trust, Newport, UK
- Clinical and Experimental Sciences, Faculty of Medicine, University of Southampton, Southampton, UK
| |
Collapse
|
26
|
Fong WCG, Chan A, Zhang H, Holloway JW, Roberts G, Kurukulaaratchy R, Arshad SH. Childhood food allergy and food allergen sensitisation are associated with adult airways disease: A birth cohort study. Pediatr Allergy Immunol 2021; 32:1764-1772. [PMID: 34242424 DOI: 10.1111/pai.13592] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 02/15/2021] [Revised: 06/17/2021] [Accepted: 07/05/2021] [Indexed: 11/27/2022]
Abstract
BACKGROUND Childhood food allergy (FA) and food allergen sensitization (FAS) are associated with allergic airway disease(s) [AAD] (asthma and rhinitis) in childhood. However, the associations between childhood FA/FAS and AAD in adulthood are not well described. METHODS We investigated the longitudinal relationship between childhood FA/FAS to common food allergens and AAD at 18 and 26 years, in the Isle of Wight birth cohort. Study subjects (N = 1456) were followed up at fixed time points from ages 1-26 years for FA/FAS status. AAD were evaluated from 4 years onwards. The associations between FA/FAS and AAD were assessed with univariate analyses and then multivariable logistic regression, adjusting for clinically relevant co-variates. RESULTS Food allergy at 4 years was significantly associated with asthma at 18 years [adjusted odds ratio (aOR): 2.75, 95% CI: 1.53-4.92, p = .001] and 26 years (aOR: 2.62, 95% CI: 1.32-5.20, p = .006). Conversely, childhood FA was not associated with adulthood rhinitis whatsoever. While FAS at ages 4 and 10 were associated with both AAD, the associations between FAS and rhinitis were less robust relative to asthma. CONCLUSION Childhood FA increased the odds of asthma during adulthood by nearly threefold. Additionally, childhood FAS was also associated with increased odds of asthma in adulthood. Conversely, FAS but not FA in childhood was associated with rhinitis in adulthood. We suggest that children with FA/FAS should be followed up to facilitate early detection and intervention of subsequent AAD, particularly asthma.
Collapse
Affiliation(s)
- Wei Chern Gavin Fong
- David Hide Asthma and Allergy Research Centre, Isle of Wight, UK.,Clinical and Experimental Sciences, Faculty of Medicine, University of Southampton, Southampton, UK
| | - Adrian Chan
- Clinical and Experimental Sciences, Faculty of Medicine, University of Southampton, Southampton, UK.,Respiratory Medical Associates, Mount Elizabeth Novena Hospital, Singapore City, Singapore
| | - Hongmei Zhang
- Division of Epidemiology, Biostatistics, and Environmental Health, School of Public Health, University of Memphis, Memphis, TN, USA
| | - John W Holloway
- Human Development and Health, Faculty of Medicine, University of Southampton, Southampton, UK.,Southampton Biomedical Research Centre, National Institutes of Health Research (NIHR), Southampton, UK
| | - Graham Roberts
- David Hide Asthma and Allergy Research Centre, Isle of Wight, UK.,Clinical and Experimental Sciences, Faculty of Medicine, University of Southampton, Southampton, UK.,Southampton Biomedical Research Centre, National Institutes of Health Research (NIHR), Southampton, UK
| | - Ramesh Kurukulaaratchy
- David Hide Asthma and Allergy Research Centre, Isle of Wight, UK.,Clinical and Experimental Sciences, Faculty of Medicine, University of Southampton, Southampton, UK.,Southampton Biomedical Research Centre, National Institutes of Health Research (NIHR), Southampton, UK
| | - Syed Hasan Arshad
- David Hide Asthma and Allergy Research Centre, Isle of Wight, UK.,Clinical and Experimental Sciences, Faculty of Medicine, University of Southampton, Southampton, UK.,Southampton Biomedical Research Centre, National Institutes of Health Research (NIHR), Southampton, UK
| |
Collapse
|
27
|
Kothalawala DM, Murray CS, Simpson A, Custovic A, Tapper WJ, Arshad SH, Holloway JW, Rezwan FI. Development of childhood asthma prediction models using machine learning approaches. Clin Transl Allergy 2021; 11:e12076. [PMID: 34841728 PMCID: PMC9815427 DOI: 10.1002/clt2.12076] [Citation(s) in RCA: 13] [Impact Index Per Article: 4.3] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/05/2021] [Revised: 09/23/2021] [Accepted: 10/18/2021] [Indexed: 01/11/2023] Open
Abstract
BACKGROUND Respiratory symptoms are common in early life and often transient. It is difficult to identify in which children these will persist and result in asthma. Machine learning (ML) approaches have the potential for better predictive performance and generalisability over existing childhood asthma prediction models. This study applied ML approaches to predict school-age asthma (age 10) in early life (Childhood Asthma Prediction in Early life, CAPE model) and at preschool age (Childhood Asthma Prediction at Preschool age, CAPP model). METHODS Clinical and environmental exposure data was collected from children enrolled in the Isle of Wight Birth Cohort (N = 1368, ∼15% asthma prevalence). Recursive Feature Elimination (RFE) identified an optimal subset of features predictive of school-age asthma for each model. Seven state-of-the-art ML classification algorithms were used to develop prognostic models. Training was performed by applying fivefold cross-validation, imputation, and resampling. Predictive performance was evaluated on the test set. Models were further externally validated in the Manchester Asthma and Allergy Study (MAAS) cohort. RESULTS RFE identified eight and twelve predictors for the CAPE and CAPP models, respectively. Support Vector Machine (SVM) algorithms provided the best performance for both the CAPE (area under the receiver operating characteristic curve, AUC = 0.71) and CAPP (AUC = 0.82) models. Both models demonstrated good generalisability in MAAS (CAPE 8-year = 0.71, 11-year = 0.71, CAPP 8-year = 0.83, 11-year = 0.79) and excellent sensitivity to predict a subgroup of persistent wheezers. CONCLUSION Using ML approaches improved upon the predictive performance of existing regression-based models, with good generalisability and ability to rule in asthma and predict persistent wheeze.
Collapse
Affiliation(s)
- Dilini M. Kothalawala
- Human Development and HealthFaculty of MedicineUniversity of SouthamptonSouthamptonUK
- NIHR Southampton Biomedical Research CentreUniversity Hospital SouthamptonSouthamptonUK
| | - Clare S. Murray
- Division of Infection, Immunity, and Respiratory MedicineSchool of Biological SciencesUniversity of ManchesterManchester University Hospital NHS Foundation TrustManchester Academic Health Science CentreManchesterUK
| | - Angela Simpson
- Division of Infection, Immunity, and Respiratory MedicineSchool of Biological SciencesUniversity of ManchesterManchester University Hospital NHS Foundation TrustManchester Academic Health Science CentreManchesterUK
| | - Adnan Custovic
- National Heart and Lung InstituteImperial College of Science, Technology, and MedicineLondonUK
| | - William J. Tapper
- Human Development and HealthFaculty of MedicineUniversity of SouthamptonSouthamptonUK
| | - S. Hasan Arshad
- NIHR Southampton Biomedical Research CentreUniversity Hospital SouthamptonSouthamptonUK
- The David Hide Asthma and Allergy Research CentreSt. Mary's HospitalIsle of WightUK
- Clinical and Experimental SciencesFaculty of MedicineUniversity of SouthamptonSouthamptonUK
| | - John W. Holloway
- Human Development and HealthFaculty of MedicineUniversity of SouthamptonSouthamptonUK
- NIHR Southampton Biomedical Research CentreUniversity Hospital SouthamptonSouthamptonUK
| | - Faisal I. Rezwan
- Human Development and HealthFaculty of MedicineUniversity of SouthamptonSouthamptonUK
- Department of Computer ScienceAberystwyth UniversityAberystwythUK
| | | |
Collapse
|
28
|
Rathod A, Rathod R, Zhang H, Rahimabad PK, Karmaus W, Arshad H. Association of Asthma and Rhinitis with Epigenetics of Coronavirus Related Genes. Epigenet Insights 2021; 14:25168657211039224. [PMID: 34604700 PMCID: PMC8485269 DOI: 10.1177/25168657211039224] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/22/2021] [Accepted: 07/23/2021] [Indexed: 12/15/2022] Open
Abstract
Introduction: Susceptibility factors for coronavirus disease 2019 (COVID-19) include sex and medical conditions such as asthma and rhinitis. DNA methylation (DNAm) is associated with asthma, rhinitis, and several viruses. We examined associations of asthma/rhinitis with DNAm at CpGs located on coronavirus related genes, and if these associations were sex-specific. Methods: In total, n = 242 subjects aged 26 years from the Isle of Wight Birth Cohort were included in the study. Linear regressions were used to examine sex specific and non-specific associations of DNAm at CpGs on coronavirus related genes with asthma/rhinitis status. Associations of DNAm with gene expression in blood were assessed for functional relevance of identified CpGs. Results: Statistically significant interaction effects of asthma or rhinitis with sex were identified at 40 CpGs for asthma and 27 CpGs for rhinitis. At 21 CpGs, DNAm was associated with asthma, and at 45 CpGs with rhinitis, regardless of sex. Assessment of functional relevance of the identified CpGs indicated a potential of epigenetic regulatory functionality on gene activity at 14 CpGs for asthma and 17 CpGs for rhinitis, and of those 6 CpGs for asthma and 7 CpGs for rhinitis were likely to be sex-specific. Conclusion: Subjects with asthma/rhinitis may have altered susceptibility to COVID-19 due to changes in their DNAm associated with these conditions. Sex specificity on association of asthma/rhinitis with DNAm at certain CpGs, and on the association of DNAm at asthma/rhinitis-linked CpGs with gene expression have the potential to explain the reported sex-specificity in COVID-19 morbidity and mortality.
Collapse
Affiliation(s)
- Aniruddha Rathod
- Division of Epidemiology, Biostatistics, and Environmental Health Sciences, School of Public Health, University of Memphis, Memphis, TN, USA
| | - Rutu Rathod
- Division of Epidemiology, Biostatistics, and Environmental Health Sciences, School of Public Health, University of Memphis, Memphis, TN, USA
| | - Hongmei Zhang
- Division of Epidemiology, Biostatistics, and Environmental Health Sciences, School of Public Health, University of Memphis, Memphis, TN, USA
| | - Parnian Kheirkhah Rahimabad
- Division of Epidemiology, Biostatistics, and Environmental Health Sciences, School of Public Health, University of Memphis, Memphis, TN, USA
| | - Wilfried Karmaus
- Division of Epidemiology, Biostatistics, and Environmental Health Sciences, School of Public Health, University of Memphis, Memphis, TN, USA
| | - Hasan Arshad
- Clinical and Experimental Sciences, Faculty of Medicine, University of Southampton, Southampton, UK.,David Hide Asthma and Allergy Research Centre, Isle of Wight, UK.,NIHR Southampton Biomedical Research Center, University Hospital Southampton, Southampton, UK
| |
Collapse
|
29
|
Luo R, Zhang H, Mukherjee N, Karmaus W, Patil V, Arshad H, Mzayek F. Association of grandmaternal smoking during pregnancy with DNA methylation of grandchildren: the Isle of Wight study. Epigenomics 2021; 13:1473-1483. [PMID: 34596434 DOI: 10.2217/epi-2020-0433] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/04/2023] Open
Abstract
Background: To investigate the intergenerational effects of grandmaternal smoking during pregnancy (GMSDP) on the DNA methylation of grandchildren. Methods: Data from the Isle of Wight birth cohort with information regarding GMSDP and DNA methylation profiling at the birth of grandchildren (n = 161) were used. Differentially methylated CpG sites related to GMSDP were identified using testing-training screening, analysis of variance and multivariate analysis of covariance. The association between identified CpG sites and expression levels of neighboring genes was tested by linear regression. Results: Twenty-three CpG sites were differentially methylated in grandchildren because of GMSDP, and eight of these were associated with expression levels of 13 neighboring genes. Conclusion: GMSDP has an intergenerational effect on the DNA methylation profile of grandchildren independent of maternal smoking during pregnancy.
Collapse
Affiliation(s)
- Rui Luo
- Division of Epidemiology, Biostatistics and Environmental Health, School of Public Health, University of Memphis, Memphis, TN 38152, USA
| | - Hongmei Zhang
- Division of Epidemiology, Biostatistics and Environmental Health, School of Public Health, University of Memphis, Memphis, TN 38152, USA
| | - Nandini Mukherjee
- Division of Epidemiology, Biostatistics and Environmental Health, School of Public Health, University of Memphis, Memphis, TN 38152, USA
| | - Wilfried Karmaus
- Division of Epidemiology, Biostatistics and Environmental Health, School of Public Health, University of Memphis, Memphis, TN 38152, USA
| | - Veeresh Patil
- David Hide Asthma and Allergy Research Centre, Newport, PO30 5TG, UK
| | - Hasan Arshad
- David Hide Asthma and Allergy Research Centre, Newport, PO30 5TG, UK.,Clinical and Experimental Sciences, Faculty of Medicine, University of Southampton, Southampton, SO16 6YD, UK
| | - Fawaz Mzayek
- Division of Epidemiology, Biostatistics and Environmental Health, School of Public Health, University of Memphis, Memphis, TN 38152, USA
| |
Collapse
|
30
|
Yum HY, Ha EK, Shin YH, Han MY. Prevalence, comorbidities, diagnosis, and treatment of nonallergic rhinitis: real-world comparison with allergic rhinitis. Clin Exp Pediatr 2021; 64:373-383. [PMID: 32777916 PMCID: PMC8342874 DOI: 10.3345/cep.2020.00822] [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] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 05/04/2020] [Revised: 06/15/2020] [Accepted: 07/27/2020] [Indexed: 12/17/2022] Open
Abstract
Rhinitis is among the most common respiratory diseases in children. Nonallergic rhinitis, which involves nasal symptoms without evidence of systemic allergic inflammation or infection, is a heterogeneous entity with diverse manifestations and intensities. Nonallergic rhinitis accounts for 16%-89% of the chronic rhinitis cases, affecting 1%-50% (median 10%) of the total pediatric population. The clinical course of nonallergic rhinitis is generally rather mild and less likely to be associated with allergic comorbidities than allergic rhinitis. Here, we aimed to estimate the rate of coexisting comorbidities of nonallergic rhinitis. Nonallergic rhinitis is more prevalent during the first 2 years of life; however, its underestimation for children with atopic tendencies is likely due to low positive rates of specific allergic tests during early childhood. Local allergic rhinitis is a recently noted phenotype with rates similar to those in adults (median, 44%; range, 4%-67%), among patients previously diagnosed with nonallergic rhinitis. Idiopathic rhinitis, a subtype of nonallergic rhinitis, has been poorly studied in children, and its rates are known to be lower than those in adults. The prevalence of nonallergic rhinitis with eosinophilia syndrome is even lower. A correlation between nonallergic rhinitis and pollution has been suggested owing to the recent increase in nonallergic rhinitis rates in highly developing regions such as some Asian countries, but many aspects remain unknown. Conventional treatments include antihistamines, intranasal corticosteroids, and recent treatments include combination of intranasal corticosteroids with azelastin or decongestants. Here we review the prevalence, diagnosis, comorbidities, and treatment recommendations for nonallergic rhinitis versus allergic rhinitis in children.
Collapse
Affiliation(s)
- Hye Yung Yum
- Department of Pediatrics, Seoul Medical Center, Seoul, Korea
| | - Eun Kyo Ha
- Department of Pediatrics, Kangnam Sacred Heart Hospital, Hallym University College of Medicine, Seoul, Korea
| | - Yoon Ho Shin
- Department of Pediatrics, CHA Gangnam Medical Center, CHA University School of Medicine, Seoul, Korea
| | - Man Yong Han
- Department of Pediatrics, CHA Bundang Medical Center, CHA University School of Medicine, Seongnam, Korea
| |
Collapse
|
31
|
Methylation of Host Genes Associated with Coronavirus Infection from Birth to 26 Years. Genes (Basel) 2021; 12:genes12081198. [PMID: 34440372 PMCID: PMC8392033 DOI: 10.3390/genes12081198] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/08/2021] [Revised: 07/26/2021] [Accepted: 07/29/2021] [Indexed: 12/13/2022] Open
Abstract
DNA methylation (DNAm) patterns over time at 1146 CpGs on coronavirus-related genes were assessed to understand whether the varying differences in susceptibility, symptoms, and the outcomes of the SARS-CoV-2 infection in children and young adults could be explained through epigenetic alterations in a host cell’s transcriptional apparatus to coronaviruses. DNAm data from the Isle of Wight birth cohort (IOWBC) at birth, 10, 18, and 26 years of age were included. Linear mixed models with repeated measurements stratified by sex were used to examine temporal patterns, and cluster analysis was performed to identify CpGs following similar patterns. CpGs on autosomes and sex chromosomes were analyzed separately. The association of identified CpGs and expression of their genes were evaluated. Pathway enrichment analyses of the genes was conducted at FDR = 0.05. DNAm at 635 of the 1146 CpGs on autosomes showed statistically significant time effects (FDR = 0.05). The 635 CpGs were classified into five clusters with each representing a unique temporal pattern of DNAm. Of the 29 CpGs on sex chromosomes, DNAm at seven CpGs in males and eight CpGs in females showed time effects (FDR = 0.05). Sex-specific and non-specific associations of DNAm with gene expression were found at 24 and 93 CpGs, respectively. Genes which mapped the 643 CpGs represent 460 biological processes. We suggest that the observed variability in DNAm with advancing age may partially explain differing susceptibility, disease severity, and mortality of coronavirus infections among different age groups.
Collapse
|
32
|
Fong WCG, Grevatt S, Potter S, Tidbury T, Kadalayil L, Bennett K, Larsson M, Nicolas F, Kurukulaaratchy R, Arshad SH. The Efficacy of the Dyson Air Purifier in Improving Asthma Control: Protocol for a Single-Center, Investigator-Led, Randomized, Double-Blind, Placebo-Controlled Trial. JMIR Res Protoc 2021; 10:e28624. [PMID: 34313599 PMCID: PMC8367098 DOI: 10.2196/28624] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/10/2021] [Revised: 05/19/2021] [Accepted: 05/19/2021] [Indexed: 11/13/2022] Open
Abstract
Background Indoor air quality has been shown to influence asthma control and outcomes. Air purifiers and high-efficiency particulate air filtration devices can improve indoor air quality by reducing the indoor levels of air pollution and allergens. However, the influence of this improved indoor air quality on asthma control remains unclear; hence, randomized controlled trials are needed to further elucidate this phenomenon. Objective This study aims to investigate the effect of reducing the levels of allergens and pollutants in the bedroom and living room through the use of Dyson air purifiers (Dyson Pure Cool) on asthma control. Methods This is an 18-month long, investigator-led, randomized, double-blinded, placebo-controlled, single-center trial. Subjects will be randomized in a 1:1 ratio to active or placebo Dyson filters. The primary outcome is the change in the scores of Asthma Control Questionnaire 6 and Asthma-specific Quality of Life Questionnaire from baseline. Secondary outcomes include changes in lung function (forced expiratory volume in one second, forced expiratory volume in one second/forced vital capacity ratio, and midexpiratory flows), peak expiratory flow measurements, airway hyperresponsiveness (assessed by methacholine bronchial challenge), fractional exhaled nitric oxide, and indoor air pollutant levels. The sample size will be 50 subjects, and all subjects will have a confirmed diagnosis of mild persistent to moderate persistent asthma along with an Asthma Control Questionnaire 6 score of >1.5. Results This study was approved by the West Midlands Research Ethics Committee (18/WM/0277). The study results will be published in peer-reviewed scientific journals; presented at relevant scientific conferences; and shared in plain English with participants in our newsletters, in our clinics, and via the David Hide Asthma and Allergy Research Centre website. Our trial began in September 2019 and is expected to end in August 2021. Conclusions This is a double-blinded, placebo-controlled, randomized, investigator-led study to investigate the efficacy of a novel air purifier in improving asthma control in adults. The trial period of 18 months will facilitate the collection of robust data and will therefore generate clear signals. However, this extended trial duration may lead to patient withdrawal. Furthermore, this trial is conducted at a single center and in a location with a homogenous cohort of people, which may affect translatability. Nonetheless, it is hoped that the findings of this trial may help further inform clinicians regarding the utility of this novel device as an adjunct in asthma care. Trial Registration ClinicalTrials.gov NCT04729530; https://clinicaltrials.gov/ct2/show/NCT04729530 International Registered Report Identifier (IRRID) DERR1-10.2196/28624
Collapse
Affiliation(s)
- Wei Chern Gavin Fong
- David Hide Asthma and Allergy Research Centre, Newport, United Kingdom.,School of Clinical and Experimental Sciences, Faculty of Medicine, University of Southampton, Southampton, United Kingdom
| | - Susan Grevatt
- David Hide Asthma and Allergy Research Centre, Newport, United Kingdom
| | - Stephen Potter
- David Hide Asthma and Allergy Research Centre, Newport, United Kingdom
| | - Tracey Tidbury
- David Hide Asthma and Allergy Research Centre, Newport, United Kingdom
| | - Latha Kadalayil
- David Hide Asthma and Allergy Research Centre, Newport, United Kingdom.,School of Clinical and Experimental Sciences, Faculty of Medicine, University of Southampton, Southampton, United Kingdom
| | - Kaisha Bennett
- David Hide Asthma and Allergy Research Centre, Newport, United Kingdom
| | - Maria Larsson
- David Hide Asthma and Allergy Research Centre, Newport, United Kingdom
| | - Frédéric Nicolas
- Dyson Technology Limited, Tetbury Hill, Malmesbury, Wiltshire, United Kingdom
| | - Ramesh Kurukulaaratchy
- David Hide Asthma and Allergy Research Centre, Newport, United Kingdom.,School of Clinical and Experimental Sciences, Faculty of Medicine, University of Southampton, Southampton, United Kingdom
| | - Syed Hasan Arshad
- David Hide Asthma and Allergy Research Centre, Newport, United Kingdom.,School of Clinical and Experimental Sciences, Faculty of Medicine, University of Southampton, Southampton, United Kingdom
| |
Collapse
|
33
|
Rathod R, Zhang H, Karmaus W, Ewart S, Kadalayil L, Relton C, Ring S, Arshad SH, Holloway JW. BMI trajectory in childhood is associated with asthma incidence at young adulthood mediated by DNA methylation. ALLERGY, ASTHMA, AND CLINICAL IMMUNOLOGY : OFFICIAL JOURNAL OF THE CANADIAN SOCIETY OF ALLERGY AND CLINICAL IMMUNOLOGY 2021; 17:77. [PMID: 34301314 PMCID: PMC8299682 DOI: 10.1186/s13223-021-00575-w] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 04/10/2021] [Accepted: 07/02/2021] [Indexed: 11/10/2022]
Abstract
PURPOSE Body mass index (BMI) is associated with asthma but associations of BMI temporal patterns with asthma incidence are unclear. Previous studies suggest that DNA methylation (DNAm) is associated with asthma status and variation in DNAm is a consequence of BMI changes. This study assessed the direct and indirect (via DNAm) effects of BMI trajectories in childhood on asthma incidence at young adulthood. METHODS Data from the Isle of Wight (IoW) birth cohort were included in the analyses. Group-based trajectory modelling was applied to infer latent BMI trajectories from ages 1 to 10 years. An R package, ttscreening, was applied to identify differentially methylated CpGs at age 10 years associated with BMI trajectories, stratified for sex. Logistic regressions were used to further exclude CpGs with DNAm at age 10 years not associated with asthma incidence at 18 years. CpGs discovered via path analyses that mediated the association of BMI trajectories with asthma incidence in the IoW cohort were further tested in an independent cohort, the Avon Longitudinal Study of Children and Parents (ALSPAC). RESULTS Two BMI trajectories (high vs. normal) were identified. Of the 442,474 CpG sites, DNAm at 159 CpGs in males and 212 in females were potentially associated with BMI trajectories. Assessment of their association with asthma incidence identified 9 CpGs in males and 6 CpGs in females. DNAm at 4 of these 15 CpGs showed statistically significant mediation effects (p-value < 0.05). At two of the 4 CpGs (cg23632109 and cg10817500), DNAm completely mediated the association (i.e., only statistically significant indirect effects were identified). In the ALSPAC cohort, at all four CpGs, the same direction of mediating effects were observed as those found in the IoW cohort, although statistically insignificant. CONCLUSION The association of BMI trajectory in childhood with asthma incidence at young adulthood is possibly mediated by DNAm.
Collapse
Affiliation(s)
- Rutu Rathod
- Division of Epidemiology, Biostatistics and Environmental Health, School of Public Health, University of Memphis, Memphis, TN, USA
| | - Hongmei Zhang
- Division of Epidemiology, Biostatistics and Environmental Health, School of Public Health, University of Memphis, Memphis, TN, USA.
| | - Wilfried Karmaus
- Division of Epidemiology, Biostatistics and Environmental Health, School of Public Health, University of Memphis, Memphis, TN, USA
| | - Susan Ewart
- College of Veterinary Medicine, Michigan State University, East Lansing, MI, USA
| | - Latha Kadalayil
- Human Development and Health, Faculty of Medicine, University of Southampton, Southampton, UK
| | - Caroline Relton
- MRC Integrative Epidemiology Unit, University of Bristol, Bristol, UK
- Population Health Sciences, Bristol Medical School, University of Bristol, Bristol, UK
- National Institute for Health Research Bristol Biomedical Research Centre, University of Bristol and University Hospitals Bristol NHS Foundation Trust, Bristol, UK
| | - Susan Ring
- MRC Integrative Epidemiology Unit, University of Bristol, Bristol, UK
- Population Health Sciences, Bristol Medical School, University of Bristol, Bristol, UK
- National Institute for Health Research Bristol Biomedical Research Centre, University of Bristol and University Hospitals Bristol NHS Foundation Trust, Bristol, UK
| | - S Hasan Arshad
- Clinical and Experimental Sciences, Faculty of Medicine, University of Southampton, Southampton, UK
- David Hide Asthma and Allergy Research Centre, Isle of Wight, UK
- NIHR Southampton Biomedical Research Centre, University Hospital Southampton, Southampton, UK
| | - John W Holloway
- Human Development and Health, Faculty of Medicine, University of Southampton, Southampton, UK
- NIHR Southampton Biomedical Research Centre, University Hospital Southampton, Southampton, UK
| |
Collapse
|
34
|
Kyyaly MA, Sanchez‐Elsner T, He P, Sones CL, Arshad SH, Kurukulaaratchy RJ. Circulating miRNAs-A potential tool to identify severe asthma risk? Clin Transl Allergy 2021; 11:e12040. [PMID: 34161666 PMCID: PMC8214451 DOI: 10.1002/clt2.12040] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/27/2023] Open
Abstract
BACKGROUND Identifying patients at risk of severe asthma is vitally important given the disproportionate burden of disease imposed by that state. However, biomarkers to support such needs remain elusive. METHODS In this letter, we assessed whether specific panels of circulating miRNAs (microRNAs) can differentiate between mild and severe asthma patients as well as between healthy subjects and severe asthma patients. RESULTS To our knowledge, the miRNAs identified in our work such as miR-28-3p, miR-16-2-3p, and miR-210-3p have not been previously reported as differentially expressed in the serum of severe asthma patients. CONCLUSION Our findings suggest that miRNA expression profiles may have the capability as potential biomarkers that signal the risk of having severe asthma. As such, these findings have significant novelty and merit wider dissemination to facilitate further work in this field.
Collapse
Affiliation(s)
- Mohammed A. Kyyaly
- David Hide Asthma and Allergy Research CentreNewportIsle of WightUK
- School of Clinical and Experimental SciencesFaculty of MedicineUniversity of SouthamptonSouthamptonUK
- Respiratory Biomedical Research CentreUniversity Hospitals Southampton NHS Foundation TrustSouthamptonUK
| | - Tilman Sanchez‐Elsner
- School of Clinical and Experimental SciencesFaculty of MedicineUniversity of SouthamptonSouthamptonUK
- Respiratory Biomedical Research CentreUniversity Hospitals Southampton NHS Foundation TrustSouthamptonUK
| | - Peijun He
- Optoelectronics Research CentreUniversity of SouthamptonSouthamptonUK
| | - Collin L. Sones
- Optoelectronics Research CentreUniversity of SouthamptonSouthamptonUK
| | - S. Hasan Arshad
- David Hide Asthma and Allergy Research CentreNewportIsle of WightUK
- School of Clinical and Experimental SciencesFaculty of MedicineUniversity of SouthamptonSouthamptonUK
- Respiratory Biomedical Research CentreUniversity Hospitals Southampton NHS Foundation TrustSouthamptonUK
| | - Ramesh J. Kurukulaaratchy
- David Hide Asthma and Allergy Research CentreNewportIsle of WightUK
- School of Clinical and Experimental SciencesFaculty of MedicineUniversity of SouthamptonSouthamptonUK
- Respiratory Biomedical Research CentreUniversity Hospitals Southampton NHS Foundation TrustSouthamptonUK
| |
Collapse
|
35
|
Arshad SH, Patil V, Mitchell F, Potter S, Zhang H, Ewart S, Mansfield L, Venter C, Holloway JW, Karmaus WJ. Cohort Profile Update: The Isle of Wight Whole Population Birth Cohort (IOWBC). Int J Epidemiol 2021; 49:1083-1084. [PMID: 32637984 DOI: 10.1093/ije/dyaa068] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/17/2020] [Accepted: 03/31/2020] [Indexed: 01/09/2023] Open
Affiliation(s)
- S Hasan Arshad
- David Hide Asthma and Allergy Research Centre, Isle of Wight, St. Mary's Hospital, Newport, UK.,Clinical and Experimental Sciences, Faculty of Medicine, University of Southampton, Southampton, UK
| | - Veeresh Patil
- David Hide Asthma and Allergy Research Centre, Isle of Wight, St. Mary's Hospital, Newport, UK
| | - Frances Mitchell
- David Hide Asthma and Allergy Research Centre, Isle of Wight, St. Mary's Hospital, Newport, UK
| | - Stephen Potter
- David Hide Asthma and Allergy Research Centre, Isle of Wight, St. Mary's Hospital, Newport, UK
| | - Hongmei Zhang
- Division of Epidemiology, Biostatistics, and Environmental Health, School of Public Health, University of Memphis, Memphis, TN, USA
| | - Susan Ewart
- Department of Large Animal Clinical Sciences, Michigan State University, East Lansing, MI, USA
| | - Linda Mansfield
- Department of Large Animal Clinical Sciences, Michigan State University, East Lansing, MI, USA
| | - Carina Venter
- Section of Allergy and Immunology, University of Colorado, Children Hospital Colorado, Denver, CO, USA
| | - John W Holloway
- Human Development and Health, Faculty of Medicine, University of Southampton, Southampton, UK
| | - Wilfried J Karmaus
- Division of Epidemiology, Biostatistics, and Environmental Health, School of Public Health, University of Memphis, Memphis, TN, USA
| |
Collapse
|
36
|
Cosín-Tomás M, Bustamante M, Sunyer J. Epigenetic association studies at birth and the origin of lung function development. Eur Respir J 2021; 57:57/4/2100109. [PMID: 33858853 DOI: 10.1183/13993003.00109-2021] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/13/2021] [Accepted: 02/04/2021] [Indexed: 11/05/2022]
Affiliation(s)
- Marta Cosín-Tomás
- ISGlobal, Barcelona, Spain.,Universitat Pompeu Fabra, Barcelona, Spain.,Centro de investigación biomédica en red en epidemiología y salud pública (ciberesp), Madrid, Spain
| | - Mariona Bustamante
- ISGlobal, Barcelona, Spain.,Universitat Pompeu Fabra, Barcelona, Spain.,Centro de investigación biomédica en red en epidemiología y salud pública (ciberesp), Madrid, Spain
| | - Jordi Sunyer
- ISGlobal, Barcelona, Spain .,Universitat Pompeu Fabra, Barcelona, Spain.,Centro de investigación biomédica en red en epidemiología y salud pública (ciberesp), Madrid, Spain.,IMIM Parc Salut Mar, Barcelona, Spain
| |
Collapse
|
37
|
Wang WR, Chen NT, Hsu NY, Kuo IY, Chang HW, Wang JY, Su HJ. Associations among phthalate exposure, DNA methylation of TSLP, and childhood allergy. Clin Epigenetics 2021; 13:76. [PMID: 33836808 PMCID: PMC8035749 DOI: 10.1186/s13148-021-01061-1] [Citation(s) in RCA: 7] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Abstract] [Key Words] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/19/2020] [Accepted: 03/23/2021] [Indexed: 12/12/2022] Open
Abstract
BACKGROUND Dysregulation of thymic stromal lymphopoietin (TSLP) expressions is linked to asthma and allergic disease. Exposure to phthalate esters, a widely used plasticizer, is associated with respiratory and allergic morbidity. Dibutyl phthalate (DBP) causes TSLP upregulation in the skin. In addition, phthalate exposure is associated with changes in environmentally induced DNA methylation, which might cause phenotypic heterogeneity. This study examined the DNA methylation of the TSLP gene to determine the potential mechanism between phthalate exposure and allergic diseases. RESULTS Among all evaluated, only benzyl butyl phthalate (BBzP) in the settled dusts were negatively correlated with the methylation levels of TSLP and positively associated with children's respiratory symptoms. The results revealed that every unit increase in BBzP concentration in the settled dust was associated with a 1.75% decrease in the methylation level on upstream 775 bp from the transcription start site (TSS) of TSLP (β = - 1.75, p = 0.015) after adjustment for child's sex, age, BMI, parents' smoking status, allergic history, and education levels, PM2.5, formaldehyde, temperature; and relative humidity. Moreover, every percentage increase in the methylation level was associated with a 20% decrease in the risk of morning respiratory symptoms in the children (OR 0.80, 95% CI 0.65-0.99). CONCLUSIONS Exposure to BBzP in settled dust might increase children's respiratory symptoms in the morning through decreasing TSLP methylation. Therefore, the exposure to BBzP should be reduced especially for the children already having allergic diseases.
Collapse
Affiliation(s)
- Wan-Ru Wang
- Department of Environmental and Occupational Health, College of Medicine, National Cheng Kung University, Cheng-Hsing Campus, No. 1, University Road, Tainan City, Taiwan
| | - Nai-Tzu Chen
- Research Center of Environmental Trace Toxic Substances, National Cheng Kung University, Tainan, Taiwan
| | - Nai-Yun Hsu
- Department of Environmental and Occupational Health, College of Medicine, National Cheng Kung University, Cheng-Hsing Campus, No. 1, University Road, Tainan City, Taiwan
| | - I-Ying Kuo
- Department of Pharmacology, College of Medicine, National Cheng Kung University, Tainan, Taiwan
| | - Hsin-Wen Chang
- Department of Environmental and Occupational Health, College of Medicine, National Cheng Kung University, Cheng-Hsing Campus, No. 1, University Road, Tainan City, Taiwan
| | - Jiu-Yao Wang
- Department of Pediatrics, College of Medicine, National Cheng Kung University, Tainan, Taiwan
| | - Huey-Jen Su
- Department of Environmental and Occupational Health, College of Medicine, National Cheng Kung University, Cheng-Hsing Campus, No. 1, University Road, Tainan City, Taiwan.
| |
Collapse
|
38
|
Lee YS, Zhang H, Jiang Y, Kadalayil L, Karmaus W, Ewart SL, H Arshad S, Holloway JW. Epigenome-scale comparison of DNA methylation between blood leukocytes and bronchial epithelial cells. Epigenomics 2021; 13:485-498. [PMID: 33736458 DOI: 10.2217/epi-2020-0384] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/21/2022] Open
Abstract
Aim: Agreement in DNA methylation (DNAm) at the genome scale between blood leukocytes (BL) and bronchial epithelial cells (BEC) is unknown. We examine as to what extent DNAm in BL is comparable with that in BEC and serves as a surrogate for BEC. Materials & methods: Overall agreement (paired t-tests with false discovery rate adjusted p > 0.05) and consistency (Pearson's correlation coefficients >0.5) between two tissues, at each of the 767,412 CpGs, were evaluated. Results: We identified 247,721 CpGs showing overall agreement and 47,371 CpGs showing consistency in DNAm. Identified CpGs are involved in certain immune pathways, indicating the potential of using blood as a biomarker for BEC at those CpGs in lower airway-related diseases. Conclusion: CpGs showing overall agreement and those without overall agreement are distributed differently on the genome.
Collapse
Affiliation(s)
- Yu-Sheng Lee
- Division of Epidemiology, Biostatistics, & Environmental Health, School of Public Health, University of Memphis, Memphis, TN 38152, USA
| | - Hongmei Zhang
- Division of Epidemiology, Biostatistics, & Environmental Health, School of Public Health, University of Memphis, Memphis, TN 38152, USA
| | - Yu Jiang
- Division of Epidemiology, Biostatistics, & Environmental Health, School of Public Health, University of Memphis, Memphis, TN 38152, USA
| | - Latha Kadalayil
- Human Development & Health, Faculty of Medicine, University of Southampton, Southampton, SO17 1BJ, UK
| | - Wilfried Karmaus
- Division of Epidemiology, Biostatistics, & Environmental Health, School of Public Health, University of Memphis, Memphis, TN 38152, USA
| | - Susan L Ewart
- Department of Large Animal Clinical Sciences, Michigan State University, East Lansing, MI 48824, USA
| | - Syed H Arshad
- David Hide Asthma & Allergy Research Centre, St Mary's Hospital, Newport, Isle of Wight, UK.,Clinical & Experimental Sciences, University of Southampton, Southampton, SO17 1BJ, UK
| | - John W Holloway
- Human Development & Health, Faculty of Medicine, University of Southampton, Southampton, SO17 1BJ, UK
| |
Collapse
|
39
|
De Queiroz Andrade E, Gomes GMC, Collison A, Grehan J, Murphy VE, Gibson P, Mattes J, Karmaus W. Variation of DNA Methylation in Newborns Associated with Exhaled Carbon Monoxide during Pregnancy. INTERNATIONAL JOURNAL OF ENVIRONMENTAL RESEARCH AND PUBLIC HEALTH 2021; 18:ijerph18041597. [PMID: 33567599 PMCID: PMC7915220 DOI: 10.3390/ijerph18041597] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 11/24/2020] [Revised: 02/01/2021] [Accepted: 02/01/2021] [Indexed: 11/23/2022]
Abstract
Fetal exposure to tobacco smoke is an adverse risk factor for newborns. A plausible mechanism of how this exposure may negatively impact long term health is differential methylation of deoxyribonucleic acid (DNAm) and its relation to birth weight. We examined whether self-reported gestational smoking status and maternal exhaled carbon monoxide (eCO) during early pregnancy were associated with methylation of cytosine by guanines (CpG) sites that themselves predicted birth weight. We focused first on CpGs associated with maternal smoking, and secondly, among these, on CpGs related to birth weight found in another cohort. Then in 94 newborns from the Breathing for Life Trial (BLT) DNAm levels in cord blood were determined using Infinium Methylation EPIC BeadChip measuring >850K CpGs. We regressed CpGs on eCO and tested via mediation analysis whether CpGs link eCO to birth weight. Nine smoking related CpG sites were significantly associated with birth weight. Among these nine CpGs the methylation of cg02264407 on the LMO7 gene was statistically significant and linked with eCO measurements. eCO greater than six ppm showed a 2.3% decrease in infant DNAm (p = 0.035) on the LMO7 gene. A 1% decrease in methylation at this site resulted in decreased birth weight by 44.8 g (p = 0.003). None of the nine CpGs tested was associated with self-reported smoking. This is the first study to report potential mediation of DNA methylation, linking eCO measurements during early pregnancy with birth weight.
Collapse
Affiliation(s)
- Ediane De Queiroz Andrade
- School of Medicine and Public Health, University of Newcastle, Newcastle, NSW 2308, Australia; (E.D.Q.A.); (G.M.C.G.); (J.G.); (V.E.M.); (J.M.)
- Priority Research Centre GrowUpWell, Hunter Medical Research Institute, University of Newcastle, Newcastle, NSW 2308, Australia
| | - Gabriela Martins Costa Gomes
- School of Medicine and Public Health, University of Newcastle, Newcastle, NSW 2308, Australia; (E.D.Q.A.); (G.M.C.G.); (J.G.); (V.E.M.); (J.M.)
- Priority Research Centre GrowUpWell, Hunter Medical Research Institute, University of Newcastle, Newcastle, NSW 2308, Australia
| | - Adam Collison
- School of Medicine and Public Health, University of Newcastle, Newcastle, NSW 2308, Australia; (E.D.Q.A.); (G.M.C.G.); (J.G.); (V.E.M.); (J.M.)
- Priority Research Centre GrowUpWell, Hunter Medical Research Institute, University of Newcastle, Newcastle, NSW 2308, Australia
- Correspondence: (A.C.); (W.K.); Tel.: +61-2-4042-0219 (A.C.); +1-901-678-2491 (W.K.)
| | - Jane Grehan
- School of Medicine and Public Health, University of Newcastle, Newcastle, NSW 2308, Australia; (E.D.Q.A.); (G.M.C.G.); (J.G.); (V.E.M.); (J.M.)
- Priority Research Centre GrowUpWell, Hunter Medical Research Institute, University of Newcastle, Newcastle, NSW 2308, Australia
| | - Vanessa E. Murphy
- School of Medicine and Public Health, University of Newcastle, Newcastle, NSW 2308, Australia; (E.D.Q.A.); (G.M.C.G.); (J.G.); (V.E.M.); (J.M.)
- Priority Research Centre GrowUpWell, Hunter Medical Research Institute, University of Newcastle, Newcastle, NSW 2308, Australia
| | - Peter Gibson
- Priority Research Centre Healthy Lungs, Hunter Medical Research Institute, University of Newcastle, Newcastle, NSW 2308, Australia;
- Respiratory & Sleep Medicine Department, John Hunter Hospital, Newcastle, NSW 2305, Australia
| | - Joerg Mattes
- School of Medicine and Public Health, University of Newcastle, Newcastle, NSW 2308, Australia; (E.D.Q.A.); (G.M.C.G.); (J.G.); (V.E.M.); (J.M.)
- Priority Research Centre GrowUpWell, Hunter Medical Research Institute, University of Newcastle, Newcastle, NSW 2308, Australia
- Paediatric Respiratory & Sleep Medicine Department, John Hunter Children’s Hospital, Newcastle, NSW 2305, Australia
| | - Wilfried Karmaus
- Division of Epidemiology, Biostatistics, and Environmental Health Science, School of Public Health, The University of Memphis, Memphis, TN 38152, USA
- Correspondence: (A.C.); (W.K.); Tel.: +61-2-4042-0219 (A.C.); +1-901-678-2491 (W.K.)
| |
Collapse
|
40
|
Kothalawala DM, Kadalayil L, Weiss VBN, Kyyaly MA, Arshad SH, Holloway JW, Rezwan FI. Reply to Owora et al. Pediatr Allergy Immunol 2021; 32:393-395. [PMID: 33068447 DOI: 10.1111/pai.13396] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 10/09/2020] [Accepted: 10/12/2020] [Indexed: 11/30/2022]
Affiliation(s)
- Dilini M Kothalawala
- Human Development and Health, Faculty of Medicine, University of Southampton, Southampton, UK.,NIHR Southampton Biomedical Research Centre, University Hospital Southampton, Southampton, UK
| | - Latha Kadalayil
- Human Development and Health, Faculty of Medicine, University of Southampton, Southampton, UK
| | - Veronique B N Weiss
- Human Development and Health, Faculty of Medicine, University of Southampton, Southampton, UK
| | - Mohammed Aref Kyyaly
- The David Hide Asthma and Allergy Research Centre, St. Mary's Hospital, Isle of Wight, UK.,Clinical and Experimental Sciences, Faculty of Medicine, University of Southampton, Southampton, UK
| | - Syed Hasan Arshad
- NIHR Southampton Biomedical Research Centre, University Hospital Southampton, Southampton, UK.,The David Hide Asthma and Allergy Research Centre, St. Mary's Hospital, Isle of Wight, UK.,Clinical and Experimental Sciences, Faculty of Medicine, University of Southampton, Southampton, UK
| | - John W Holloway
- Human Development and Health, Faculty of Medicine, University of Southampton, Southampton, UK.,NIHR Southampton Biomedical Research Centre, University Hospital Southampton, Southampton, UK
| | - Faisal I Rezwan
- Human Development and Health, Faculty of Medicine, University of Southampton, Southampton, UK.,School of Water, Energy and Environment, Cranfield University, Cranfield, UK
| |
Collapse
|
41
|
Sunny SK, Zhang H, Mzayek F, Relton CL, Ring S, Henderson AJ, Ewart S, Holloway JW, Arshad SH. Pre-adolescence DNA methylation is associated with lung function trajectories from pre-adolescence to adulthood. Clin Epigenetics 2021; 13:5. [PMID: 33407823 PMCID: PMC7789734 DOI: 10.1186/s13148-020-00992-5] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/17/2020] [Accepted: 12/15/2020] [Indexed: 12/11/2022] Open
Abstract
BACKGROUND The pattern of lung function development from pre-adolescence to adulthood plays a significant role in the pathogenesis of respiratory diseases. Inconsistent findings in genetic studies on lung function trajectories, the importance of DNA methylation (DNA-M), and the critical role of adolescence in lung function development motivated the present study of pre-adolescent DNA-M with lung function trajectories. This study investigated epigenome-wide associations of DNA-M at cytosine-phosphate-guanine dinucleotide sites (CpGs) at childhood with lung function trajectories from childhood to young adulthood. METHODS DNA-M was measured in peripheral blood at age 10 years in the Isle of Wight (IOW) birth cohort. Spirometry was conducted at ages 10, 18, and 26 years. A training/testing-based method was used to screen CpGs. Multivariable logistic regressions were applied to assess the association of DNA-M with lung function trajectories from pre-adolescence to adulthood. To detect differentially methylated regions (DMRs) among CpGs, DMR enrichment analysis was conducted. Findings were further tested in the Avon Longitudinal Study of Parents and Children (ALSPAC) cohort. Pathway analyses were performed on the mapped genes of the identified CpGs and DMRs. Biological relevance of the identified CpGs was assessed with gene expression. All analyses were stratified by sex. RESULTS High and low trajectories of FVC, FEV1, and FEV1/FVC in each sex were identified. At PBonferroni < 0.05, DNA-M at 96 distinct CpGs (41 in males) showed associations with FVC, FEV1, and FEV1/FVC trajectories in IOW cohort. These 95 CpGs (cg24000797 was disqualified) were further tested in ALSPAC; 44 CpGs (19 in males) of these 95 showed the same directions of association as in the IOW cohort; and three CpGs (two in males) were replicated. DNA-M at two and four CpGs showed significant associations with the corresponding gene expression in males and females, respectively. At PFDR < 0.05, 23 and 10 DMRs were identified in males and females, respectively. Pathways were identified; some of those were linked to lung function and chronic obstructive lung diseases. CONCLUSION The identified CpGs at pre-adolescence have the potential to serve as candidate markers for lung function trajectory prediction and chronic lung diseases.
Collapse
Affiliation(s)
- Shadia Khan Sunny
- Division of Epidemiology, Biostatistics, and Environmental Health Sciences, School of Public Health, University of Memphis, Memphis, TN 38152 USA
| | - Hongmei Zhang
- Division of Epidemiology, Biostatistics, and Environmental Health Sciences, School of Public Health, University of Memphis, Memphis, TN 38152 USA
| | - Fawaz Mzayek
- Division of Epidemiology, Biostatistics, and Environmental Health Sciences, School of Public Health, University of Memphis, Memphis, TN 38152 USA
| | - Caroline L. Relton
- MRC Integrative Epidemiology Unit, University of Bristol, Bristol, BS8 2BN UK
| | - Susan Ring
- MRC Integrative Epidemiology Unit, University of Bristol, Bristol, BS8 2BN UK
- Population Health Sciences, University of Bristol, Bristol, BS8 2BN UK
| | - A. John Henderson
- Population Health Sciences, University of Bristol, Bristol, BS8 2BN UK
| | - Susan Ewart
- Large Animal Clinical Sciences, Michigan State University, East Lansing, MI USA
| | - John W. Holloway
- Human Development and Health, Faculty of Medicine, University of Southampton, Southampton, SO16 6YD UK
- NIHR Southampton Biomedical Research Centre, University Hospital Southampton, Southampton, SO16 6YD UK
| | - S. Hasan Arshad
- NIHR Southampton Biomedical Research Centre, University Hospital Southampton, Southampton, SO16 6YD UK
- Clinical and Experimental Sciences, Faculty of Medicine, University of Southampton, Southampton, SO16 6YD UK
- The David Hide Asthma and Allergy Research Centre, St Mary’s Hospital, Parkhurst Road, Newport, Isle of Wight, PO30 5TG UK
| |
Collapse
|
42
|
Mallisetty Y, Mukherjee N, Jiang Y, Chen S, Ewart S, Arshad SH, Holloway JW, Zhang H, Karmaus W. Epigenome-Wide Association of Infant Feeding and Changes in DNA Methylation from Birth to 10 Years. Nutrients 2020; 13:E99. [PMID: 33396735 PMCID: PMC7824231 DOI: 10.3390/nu13010099] [Citation(s) in RCA: 8] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/21/2020] [Revised: 12/21/2020] [Accepted: 12/28/2020] [Indexed: 02/07/2023] Open
Abstract
Epigenetic factors have been suggested as mediators of early-life nutrition to future health. Prior studies focused on breastfeeding effects on DNA methylation (DNAm), ignoring other feeding modes. In this analysis of the Isle of Wight birth cohort, feeding modes were categorized as exclusive breastfeeding (EBF), exclusive formula feeding (EFF), and mixed feeding based on whether the respective feeding mode lasted for at least 3 months. In addition, in the past, infant feeding modes were assessed using DNAm at one time point in childhood, not changes of DNAm. In this paper, methylation differences (delta DNAm) were calculated by subtracting residual methylation values at birth from age 10 years (adjusting for cell types and season of blood collection at both ages). These deltas were estimated for all methylation sites where cytosine was followed by guanine (cytosine guanine dinucleotide (CpG) sites). Then, we performed an epigenome-wide association study contrasting EBF, EFF, and mixed feeding with delta DNAm that represents changes in methylation from birth to 10 years. A total of 87 CpGs (EBF: 27 CpGs, EFF: 48 CpGs, mixed: 12 CpGs) were identified using separate linear regression models adjusting for confounders and multiple testing. The sum of all changes in methylation from birth to age 10 years was significantly lower in the EFF group. Correspondingly, the number of CpGs with a methylation decline was 4.7% higher reflecting 13,683 CpGs. Lower methylation related to exclusive formula feeding and its adverse potential for the child's development needs future research to reduce adverse health effects.
Collapse
Affiliation(s)
- Yamini Mallisetty
- Division of Epidemiology, Biostatistics and Environmental Health, School of Public Health, University of Memphis, Robison Hall, Memphis, TN 38152, USA; (Y.M.); (N.M.); (Y.J.); (H.Z.)
| | - Nandini Mukherjee
- Division of Epidemiology, Biostatistics and Environmental Health, School of Public Health, University of Memphis, Robison Hall, Memphis, TN 38152, USA; (Y.M.); (N.M.); (Y.J.); (H.Z.)
| | - Yu Jiang
- Division of Epidemiology, Biostatistics and Environmental Health, School of Public Health, University of Memphis, Robison Hall, Memphis, TN 38152, USA; (Y.M.); (N.M.); (Y.J.); (H.Z.)
| | - Su Chen
- Department of Mathematical Science, University of Memphis, Dunn Hall, Memphis, TN 38152, USA;
| | - Susan Ewart
- College of Veterinary Medicine, Michigan State University, East Lansing, MI 48824, USA;
| | - S. Hasan Arshad
- NIHR Southampton Biomedical Research Centre, University Hospital Southampton NHS Foundation Trust, Southampton SO16 6YD, UK; (S.H.A.); (J.W.H.)
- Clinical and Experimental Sciences, Faculty of Medicine, University of Southampton, Southampton SO17 1BJ, UK
- The David Hide Asthma and Allergy Research Centre, St Mary’s Hospital, Isle of Wight PO30 5TG, UK
| | - John W. Holloway
- NIHR Southampton Biomedical Research Centre, University Hospital Southampton NHS Foundation Trust, Southampton SO16 6YD, UK; (S.H.A.); (J.W.H.)
- Human Development and Health, Faculty of Medicine, University of Southampton, Southampton SO16 6YD, UK
| | - Hongmei Zhang
- Division of Epidemiology, Biostatistics and Environmental Health, School of Public Health, University of Memphis, Robison Hall, Memphis, TN 38152, USA; (Y.M.); (N.M.); (Y.J.); (H.Z.)
| | - Wilfried Karmaus
- Division of Epidemiology, Biostatistics and Environmental Health, School of Public Health, University of Memphis, Robison Hall, Memphis, TN 38152, USA; (Y.M.); (N.M.); (Y.J.); (H.Z.)
| |
Collapse
|
43
|
Zhang H, Huang X, Han S, Rezwan FI, Karmaus W, Arshad H, Holloway JW. Gaussian Bayesian network comparisons with graph ordering unknown. Comput Stat Data Anal 2020; 157. [PMID: 33408431 DOI: 10.1016/j.csda.2020.107156] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/19/2022]
Abstract
A Bayesian approach is proposed that unifies Gaussian Bayesian network constructions and comparisons between two networks (identical or differential) for data with graph ordering unknown. When sampling graph ordering, to escape from local maximums, an adjusted single queue equi-energy algorithm is applied. The conditional posterior probability mass function for network differentiation is derived and its asymptotic proposition is theoretically assessed. Simulations are used to demonstrate the approach and compare with existing methods. Based on epigenetic data at a set of DNA methylation sites (CpG sites), the proposed approach is further examined on its ability to detect network differentiations. Findings from theoretical assessment, simulations, and real data applications support the efficacy and efficiency of the proposed method for network comparisons.
Collapse
Affiliation(s)
- Hongmei Zhang
- Division of Epidemiology, Biostatistics, and Environmental Health, School of Public Health, University of Memphis, Memphis, TN, USA
| | - Xianzheng Huang
- Department of Statistics, University of South Carolina, Columbia, SC, USA
| | - Shengtong Han
- Joseph J. Zilber School of Public Health, University of Wisconsin, Milwaukee, WI, USA
| | - Faisal I Rezwan
- School of Water, Energy and Environment, Cranfield University, Cranfield, Bedfordshire, UK
| | - Wilfried Karmaus
- Division of Epidemiology, Biostatistics, and Environmental Health, School of Public Health, University of Memphis, Memphis, TN, USA
| | - Hasan Arshad
- Clinical and Experimental Sciences, Faculty of Medicine, University of Southampton, Sothampton, UK
- David Hide Asthma and Allergy Research Centre, Isle of Wight, UK
| | - John W Holloway
- Human Development and Health, Faculty of Medicine, University of Southampton, Sothampton, UK
| |
Collapse
|
44
|
Kheirkhah Rahimabad P, Anthony TM, Jones AD, Eslamimehr S, Mukherjee N, Ewart S, Holloway JW, Arshad H, Commodore S, Karmaus W. Nicotine and Its Downstream Metabolites in Maternal and Cord Sera: Biomarkers of Prenatal Smoking Exposure Associated with Offspring DNA Methylation. INTERNATIONAL JOURNAL OF ENVIRONMENTAL RESEARCH AND PUBLIC HEALTH 2020; 17:ijerph17249552. [PMID: 33419350 PMCID: PMC7766890 DOI: 10.3390/ijerph17249552] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Download PDF] [Subscribe] [Scholar Register] [Received: 11/15/2020] [Revised: 12/14/2020] [Accepted: 12/15/2020] [Indexed: 12/14/2022]
Abstract
Nicotine is a major constituent of cigarette smoke. Its primary metabolite in maternal and cord sera, cotinine, is considered a biomarker of prenatal smoking. Nicotine and cotinine half-lives are decreased in pregnancy due to their increased rate of metabolism and conversion to downstream metabolites such as norcotinine and 3-hydroxycotinine. Hence, downstream metabolites of nicotine may provide informative biomarkers of prenatal smoking. In this study of three generations (F0-mothers, F1-offspring who became mothers, and F2-offspring), we present a biochemical assessment of prenatal smoking exposure based on maternal and cord sera levels of nicotine, cotinine, norcotinine, and 3-hydroxycotinine. As potential markers of early effects of prenatal smoking, associations with differential DNA methylation (DNAm) in the F1- and F2-offspring were assessed. All metabolites in maternal and cord sera were associated with self-reported prenatal smoking, except for nicotine. We compared maternal self-report of smoking in pregnancy to biochemical evidence of prenatal smoking exposure. Self-report of F0-mothers of F1 in 1989–1990 had more accuracy identifying prenatal smoking related to maternal metabolites in maternal serum (sensitivity = 94.6%, specificity = 86.9%) compared to self-reports of F1-mothers of F2 (2010–2016) associated with cord serum markers (sensitivity = 66.7%, specificity = 78.8%). Nicotine levels in sera showed no significant association with any DNAm site previously linked to maternal smoking. Its downstream metabolites, however, were associated with DNAm sites located on the MYO1G, AHRR, and GFI1 genes. In conclusion, cotinine, norcotinine, and 3-hydroxycotinine in maternal and cord sera provide informative biomarkers and should be considered when assessing prenatal smoking. The observed association of offspring DNAm with metabolites, except for nicotine, may imply that the toxic effects of prenatal nicotine exposure are exerted by downstream metabolites, rather than nicotine. If differential DNA methylation on the MYO1G, AHRR, and GFI1 genes transmit adverse effects of prenatal nicotine exposure to the child, there is a need to investigate whether preventing changes in DNA methylation by reducing the metabolic rate of nicotine and conversion to harmful metabolites may protect exposed children.
Collapse
Affiliation(s)
- Parnian Kheirkhah Rahimabad
- Division of Epidemiology, Biostatistics, and Environmental Health, School of Public Health, University of Memphis, Memphis, TN 38152, USA; (S.E.); (N.M.); (W.K.)
- Correspondence:
| | - Thilani M. Anthony
- Department of Biochemistry & Molecular Biology, Michigan State University, East Lansing, MI 48824, USA; (T.M.A.); (A.D.J.)
| | - A. Daniel Jones
- Department of Biochemistry & Molecular Biology, Michigan State University, East Lansing, MI 48824, USA; (T.M.A.); (A.D.J.)
| | - Shakiba Eslamimehr
- Division of Epidemiology, Biostatistics, and Environmental Health, School of Public Health, University of Memphis, Memphis, TN 38152, USA; (S.E.); (N.M.); (W.K.)
| | - Nandini Mukherjee
- Division of Epidemiology, Biostatistics, and Environmental Health, School of Public Health, University of Memphis, Memphis, TN 38152, USA; (S.E.); (N.M.); (W.K.)
| | - Susan Ewart
- Department of Large Animal Clinical Sciences, Michigan State University, East Lansing, MI 48824, USA;
| | - John W. Holloway
- Human Development and Health, Faculty of Medicine, University of Southampton, Southampton SO17 1BJ, UK;
| | - Hasan Arshad
- Clinical and Experimental Sciences, Faculty of Medicine, University of Southampton, Southampton SO17 1BJ, UK;
- The David Hide Asthma and Allergy Research Centre, Isle of Wight, Newport PO30 5TG, UK
- NIHR Southampton Biomedical Research Centre, University Hospital Southampton, Hampshire SO16 6YD, UK
| | - Sarah Commodore
- Department of Environmental and Occupational Health, Indiana University, Bloomington, IN 47405, USA;
| | - Wilfried Karmaus
- Division of Epidemiology, Biostatistics, and Environmental Health, School of Public Health, University of Memphis, Memphis, TN 38152, USA; (S.E.); (N.M.); (W.K.)
| |
Collapse
|
45
|
Patel R, Solatikia F, Zhang H, Wolde A, Kadalayil L, Karmaus W, Ewart S, Arathimos R, Relton C, Ring S, Henderson AJ, Arshad SH, Holloway JW. Sex-specific associations of asthma acquisition with changes in DNA methylation during adolescence. Clin Exp Allergy 2020; 51:318-328. [PMID: 33150670 DOI: 10.1111/cea.13776] [Citation(s) in RCA: 9] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Abstract] [Key Words] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/27/2020] [Revised: 09/24/2020] [Accepted: 10/08/2020] [Indexed: 12/11/2022]
Abstract
BACKGROUND Underlying biological mechanisms involved in sex differences in asthma status changes from pre- to post-adolescence are unclear. DNA methylation (DNAm) has been shown to be associated with the risk of asthma. OBJECTIVE We hypothesized that asthma acquisition from pre- to post-adolescence was associated with changes in DNAm during this period at asthma-associated cytosine-phosphate-guanine (CpG) sites and such an association was sex-specific. METHODS Subjects from the Isle of Wight birth cohort (IOWBC) with DNAm in blood at ages 10 and 18 years (n = 124 females, 151 males) were studied. Using a training-testing approach, epigenome-wide CpGs associated with asthma were identified. Logistic regression was used to examine sex-specific associations of DNAm changes with asthma acquisition between ages 10 and 18 at asthma-associated CpGs. The ALSPAC birth cohort was used for independent replication. To assess functional relevance of identified CpGs, association of DNAm with gene expression in blood was assessed. RESULTS We identified 535 CpGs potentially associated with asthma. Significant interaction effects of DNAm changes and sex on asthma acquisition in adolescence were found at 13 of the 535 CpGs in IOWBC (P-values <1.0 × 10-3 ). In the replication cohort, consistent interaction effects were observed at 10 of the 13 CpGs. At 7 of these 10 CpGs, opposite DNAm changes across adolescence were observed between sexes in both cohorts. In both cohorts, cg20891917, located on IFRD1 linked to asthma, shows strong sex-specific effects on asthma transition (P-values <.01 in both cohorts). CONCLUSION AND CLINICAL RELEVANCE Gender reversal in asthma acquisition is associated with opposite changes in DNAm (males vs females) from pre- to post-adolescence at asthma-associated CpGs. These CpGs are potential biomarkers of sex-specific asthma acquisition in adolescence.
Collapse
Affiliation(s)
- Rutu Patel
- Division of Epidemiology, Biostatistics and Environmental Health, School of Public Health, University of Memphis, Memphis, TN, USA
| | - Farnaz Solatikia
- Division of Epidemiology, Biostatistics and Environmental Health, School of Public Health, University of Memphis, Memphis, TN, USA.,Department of Mathematical Sciences, University of Memphis, Memphis, TN, USA
| | - Hongmei Zhang
- Division of Epidemiology, Biostatistics and Environmental Health, School of Public Health, University of Memphis, Memphis, TN, USA
| | - Alemayehu Wolde
- Department of Mathematical Sciences, University of Memphis, Memphis, TN, USA
| | - Latha Kadalayil
- Human Development and Health, Faculty of Medicine, University of Southampton, Southampton, UK
| | - Wilfried Karmaus
- Division of Epidemiology, Biostatistics and Environmental Health, School of Public Health, University of Memphis, Memphis, TN, USA
| | - Susan Ewart
- College of Veterinary Medicine, Michigan State University, East Lansing, MI, USA
| | - Ryan Arathimos
- MRC Integrative Epidemiology Unit, University of Bristol, Bristol, UK.,Population Health Sciences, Bristol Medical School, University of Bristol, Bristol, UK.,National Institute for Health Research Bristol Biomedical Research Centre, University of Bristol, University Hospitals Bristol NHS Foundation Trust, Bristol, UK.,Social Genetic and Developmental Psychiatry Centre, Institute of Psychiatry Psychology and Neuroscience, King's College London, London, UK
| | - Caroline Relton
- MRC Integrative Epidemiology Unit, University of Bristol, Bristol, UK.,Population Health Sciences, Bristol Medical School, University of Bristol, Bristol, UK.,National Institute for Health Research Bristol Biomedical Research Centre, University of Bristol, University Hospitals Bristol NHS Foundation Trust, Bristol, UK
| | - Susan Ring
- MRC Integrative Epidemiology Unit, University of Bristol, Bristol, UK.,Population Health Sciences, Bristol Medical School, University of Bristol, Bristol, UK.,National Institute for Health Research Bristol Biomedical Research Centre, University of Bristol, University Hospitals Bristol NHS Foundation Trust, Bristol, UK
| | | | - Syed Hasan Arshad
- Clinical and Experimental Sciences, Faculty of Medicine, University of Southampton, Southampton, UK.,David Hide Asthma and Allergy Research Centre, Isle of Wight, UK.,NIHR Southampton Biomedical Research Centre, University Hospital Southampton, Southampton, UK
| | - John W Holloway
- Human Development and Health, Faculty of Medicine, University of Southampton, Southampton, UK.,NIHR Southampton Biomedical Research Centre, University Hospital Southampton, Southampton, UK
| |
Collapse
|
46
|
Li L, Zhang H, Holloway JW, Henderson AJ, Ewart S, Relton CL, Arshad SH, Karmaus W. Pubertal onset with adulthood lung function mediated by height growth in adolescence. ERJ Open Res 2020; 6:00535-2020. [PMID: 33263047 PMCID: PMC7682698 DOI: 10.1183/23120541.00535-2020] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/28/2020] [Accepted: 08/27/2020] [Indexed: 11/24/2022] Open
Abstract
Background Age of pubertal onset is associated with height and lung function in adulthood. It is unknown whether height growth in adolescence mediates the association of age at puberty with early adult lung function. Methods Data from the Isle of Wight (IOW) birth cohort (n=1261) were examined in the study. Ages of pubertal events, height at ages 10 and 18 years and lung function parameters (forced vital capacity (FVC) and forced expiratory volume in 1 s (FEV1)) at 26 years were included in a path analysis to assess the mediation effects of height growth. Findings were tested in the Avon Longitudinal Study of Parents and Children (ALSPAC) birth cohort. Results In females in the IOW cohort, age at menarche and body hair growth showed a positive indirect association with FVC (menarche: indirect effect coefficient (IEC)=0.13, 95% CI 0.05–0.20, p=1.28×10−3; body hair growth: IEC=0.08, 95% CI 0.01–0.15, p=0.017) and FEV1 (menarche: IEC=0.09, 95% CI 0.01–0.17, p=0.028; body hair growth: IEC=0.07, 95% CI 0.01–0.14, p=0.043) at 26 years through height growth and lung function at 18 years. In males, age at body hair growth (IEC=0.08; 95% CI 0.01–0.15, p=0.047), growth spurt (IEC=0.09; 95% CI 0.01–0.17, p=0.034) and facial hair growth (IEC=0.09; 95% CI 0.02–0.16, p=0.014) had positive indirect effects on FVC at 26 years, but voice deepening did not show statistically significant indirect effects (p>0.05). For pubertal events available in the ALSPAC cohort, results consistent with the IOW cohort were found for both females and males. Conclusion Effects of age of puberty on FVC in early adulthood are likely mediated by height growth during adolescence. Height growth in adolescence mediates the association of age of pubertal onset with FVC in young adults. For females, such mediation effects are also identified for FEV1.https://bit.ly/3mwSTi6
Collapse
Affiliation(s)
- Liang Li
- Division of Epidemiology, Biostatistics, and Environmental Health, School of Public Health, University of Memphis, Memphis, TN, USA
| | - Hongmei Zhang
- Division of Epidemiology, Biostatistics, and Environmental Health, School of Public Health, University of Memphis, Memphis, TN, USA
| | - John W Holloway
- Human Development and Health, Faculty of Medicine, University of Southampton, Southampton, UK
| | | | - Susan Ewart
- College of Veterinary Medicine, Michigan State University, East Lansing, MI, USA
| | - Caroline L Relton
- MRC Integrative Epidemiology Unit, University of Bristol, Bristol, UK
| | - S Hasan Arshad
- Clinical and Experimental Sciences, Faculty of Medicine, University of Southampton, Southampton, UK.,The David Hide Asthma and Allergy Research Centre, St Mary's Hospital, Newport, UK
| | - Wilfried Karmaus
- Division of Epidemiology, Biostatistics, and Environmental Health, School of Public Health, University of Memphis, Memphis, TN, USA
| |
Collapse
|
47
|
Prediction of Lung Function in Adolescence Using Epigenetic Aging: A Machine Learning Approach. Methods Protoc 2020; 3:mps3040077. [PMID: 33182250 PMCID: PMC7712054 DOI: 10.3390/mps3040077] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/06/2020] [Revised: 10/31/2020] [Accepted: 11/05/2020] [Indexed: 12/25/2022] Open
Abstract
Epigenetic aging has been found to be associated with a number of phenotypes and diseases. A few studies have investigated its effect on lung function in relatively older people. However, this effect has not been explored in the younger population. This study examines whether lung function in adolescence can be predicted with epigenetic age accelerations (AAs) using machine learning techniques. DNA methylation based AAs were estimated in 326 matched samples at two time points (at 10 years and 18 years) from the Isle of Wight Birth Cohort. Five machine learning regression models (linear, lasso, ridge, elastic net, and Bayesian ridge) were used to predict FEV1 (forced expiratory volume in one second) and FVC (forced vital capacity) at 18 years from feature selected predictor variables (based on mutual information) and AA changes between the two time points. The best models were ridge regression (R2 = 75.21% ± 7.42%; RMSE = 0.3768 ± 0.0653) and elastic net regression (R2 = 75.38% ± 6.98%; RMSE = 0.445 ± 0.069) for FEV1 and FVC, respectively. This study suggests that the application of machine learning in conjunction with tracking changes in AA over the life span can be beneficial to assess the lung health in adolescence.
Collapse
|
48
|
Luo R, Mukherjee N, Chen S, Jiang Y, Arshad SH, Holloway JW, Hedman A, Gruzieva O, Andolf E, Pershagen G, Almqvist C, Karmaus WJ. Paternal DNA Methylation May Be Associated With Gestational Age at Birth. Epigenet Insights 2020; 13:2516865720930701. [PMID: 32964196 PMCID: PMC7488897 DOI: 10.1177/2516865720930701] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/20/2020] [Accepted: 05/09/2020] [Indexed: 11/15/2022] Open
Abstract
Background: How epigenetic modifications of DNA are associated with gestational age at birth is not fully understood. We investigated potential effects of differential paternal DNA methylation (DNAm) on offspring gestational age at birth by conducting an epigenome-wide search for cytosine-phosphate-guanine (CpG) sites. Methods: Study participants in this study consist of male cohort members or partners of the F1-generation of the Isle of Wight Birth Cohort (IoWBC). DNAm levels in peripheral blood from F1-fathers (n = 92) collected around pregnancy of their spouses were analyzed using the Illumina 450K array. A 5-step statistical analysis was performed. First, a training-testing screening approach was applied to select CpG sites that are potentially associated with gestational age at birth. Second, functional enrichment analysis was employed to identify biological processes. Third, by centralizing on biologically informative genes, Cox proportional hazards models were used to assess the hazard ratios of individual paternal CpGs on gestational age adjusting for confounders. Fourth, to assess the validity of our results, we compared our CpG-gestational age correlations within a Born into Life Study in Sweden (n = 15). Finally, we investigated the correlation between the detected CpGs and differential gene expression in F2 cord blood in the IoWBC. Results: Analysis of DNAm of fathers collected around their partner’s pregnancy identified 216 CpG sites significantly associated with gestational age at birth. Functional enrichment pathways analyses of the annotated genes revealed 2 biological pathways significantly related to cell-cell membrane adhesion molecules. Differential methylation of 9 cell membrane adhesion pathway-related CpGs were significantly associated with gestational age at birth after adjustment for confounders. The replication sample showed correlation coefficients of 2 pathway-related CpGs with gestational age at birth within 95% confidence intervals of correlation coefficients in IoWBC. Finally, CpG sites of protocadherin (PCDH) gene clusters were associated with gene expression of PCDH in F2 cord blood. Conclusions: Our findings suggest that differential paternal DNAm may affect gestational age at birth through cell-cell membrane adhesion molecules. The results are novel but require future replication in a larger cohort.
Collapse
Affiliation(s)
- Rui Luo
- Division of Epidemiology, Biostatistics and Environmental Health, School of Public Health, University of Memphis, Memphis, TN, USA
| | - Nandini Mukherjee
- Division of Epidemiology, Biostatistics and Environmental Health, School of Public Health, University of Memphis, Memphis, TN, USA
| | - Su Chen
- Department of Mathematical Sciences, University of Memphis, Memphis, TN, USA
| | - Yu Jiang
- Division of Epidemiology, Biostatistics and Environmental Health, School of Public Health, University of Memphis, Memphis, TN, USA
| | - S Hasan Arshad
- The David Hide Asthma and Allergy Research Centre, Newport, UK.,Clinical and Experimental Sciences, Faculty of Medicine, University of Southampton, Southampton, UK
| | - John W Holloway
- Human Development and Health, Faculty of Medicine, University of Southampton, Southampton, UK
| | - Anna Hedman
- Department of Medical Epidemiology and Biostatistics, Karolinska Institutet, Stockholm, Sweden
| | - Olena Gruzieva
- Institute of Environmental Medicine, Karolinska Institutet, Stockholm, Sweden.,Centre for Occupational and Environmental Medicine, Region Stockholm, Stockholm, Sweden
| | - Ellika Andolf
- Department of Clinical Sciences, Danderyd Hospital, Stockholm, Sweden
| | - Goran Pershagen
- Institute of Environmental Medicine, Karolinska Institutet, Stockholm, Sweden.,Centre for Occupational and Environmental Medicine, Region Stockholm, Stockholm, Sweden
| | - Catarina Almqvist
- Department of Medical Epidemiology and Biostatistics, Karolinska Institutet, Stockholm, Sweden.,Unit of Pediatric Allergy and Pulmonology at Astrid Lindgren Children's Hospital, Karolinska University Hospital, Stockholm, Sweden
| | - Wilfried Jj Karmaus
- Division of Epidemiology, Biostatistics and Environmental Health, School of Public Health, University of Memphis, Memphis, TN, USA
| |
Collapse
|
49
|
Kheirkhah Rahimabad P, Arshad SH, Holloway JW, Mukherjee N, Hedman A, Gruzieva O, Andolf E, Kere J, Pershagen G, Almqvist C, Jiang Y, Chen S, Karmaus W. Association of Maternal DNA Methylation and Offspring Birthweight. Reprod Sci 2020; 28:218-227. [PMID: 32754889 DOI: 10.1007/s43032-020-00281-9] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/10/2020] [Accepted: 07/27/2020] [Indexed: 08/30/2023]
Abstract
This study aims to evaluate the association of maternal DNA methylation (DNAm) during pregnancy and offspring birthweight. One hundred twenty-two newborn-mother dyads from the Isle of Wight (IOW) cohort were studied to identify differentially methylated cytosine-phosphate-guanine sites (CpGs) in maternal blood associated with offspring birthweight. Peripheral blood samples were drawn from mothers at 22-38 weeks of pregnancy for epigenome-wide DNAm assessment using the Illumina Infinium HumanMethylation450K array. Candidate CpGs were identified using a course of 100 repetitions of a training and testing process with robust regressions. CpGs were considered informative if they showed statistical significance in at least 80% of training and testing samples. Linear mixed models adjusting for covariates were applied to further assess the selected CpGs. The Swedish Born Into Life cohort was used to replicate our findings (n = 33). Eight candidate CpGs corresponding to the genes LMF1, KIF9, KLHL18, DAB1, VAX2, CD207, SCT, SCYL2, DEPDC4, NECAP1, and SFRS3 in mothers were identified as statistically significantly associated with their children's birthweight in the IOW cohort and confirmed by linear mixed models after adjusting for covariates. Of these, in the replication cohort, three CpGs (cg01816814, cg23153661, and cg17722033 with p values = 0.06, 0.175, and 0.166, respectively) associated with four genes (LMF1, VAX2, CD207, and NECAP1) were marginally significant. Biological pathway analyses of three of the genes revealed cellular processes such as endocytosis (possibly sustaining an adequate maternal-fetal interface) and metabolic processes such as regulation of lipoprotein lipase activity (involved in providing substrates for the developing fetus). Our results contribute to an epigenetic understanding of maternal involvement in offspring birthweight. Measuring DNAm levels of maternal CpGs may in the future serve as a diagnostic tool recognizing mothers at risk for pregnancies ending with altered birthweights.
Collapse
Affiliation(s)
- Parnian Kheirkhah Rahimabad
- Division of Epidemiology, Biostatistics, and Environmental Health, School of Public Health, University of Memphis, Memphis, TN, USA.
| | - Syed Hasan Arshad
- Clinical and Experimental Sciences, Faculty of Medicine, University of Southampton, Southampton, UK.,The David Hide Asthma and Allergy Research Centre, Isle of Wight, UK.,NIHR Southampton Biomedical Research Centre, University Hospital Southampton, Southampton, England, UK
| | - John W Holloway
- Clinical and Experimental Sciences, Faculty of Medicine, University of Southampton, Southampton, UK.,NIHR Southampton Biomedical Research Centre, University Hospital Southampton, Southampton, England, UK.,Human Development and Health, Faculty of Medicine, University of Southampton, Southampton, UK
| | - Nandini Mukherjee
- Division of Epidemiology, Biostatistics, and Environmental Health, School of Public Health, University of Memphis, Memphis, TN, USA
| | - Anna Hedman
- Department of Medical Epidemiology and Biostatistics, Karolinska Institutet, Stockholm, Sweden
| | - Olena Gruzieva
- Institute of Environmental Medicine, Karolinska Institutet, Stockholm, Sweden.,Centre for Occupational and Environmental Medicine, Region Stockholm, Stockholm, Sweden
| | - Ellika Andolf
- Department of Clinical Sciences, Danderyd Hospital, Stockholm, Sweden
| | - Juha Kere
- Department of Biosciences and Nutrition, Karolinska Institutet, Stockholm, Sweden.,Molecular Neurology Research Program, University of Helsinki and Folkhälsan Institute of Genetics, Helsinki, Finland
| | - Goran Pershagen
- Institute of Environmental Medicine, Karolinska Institutet, Stockholm, Sweden.,Centre for Occupational and Environmental Medicine, Region Stockholm, Stockholm, Sweden
| | - Catarina Almqvist
- Department of Medical Epidemiology and Biostatistics, Karolinska Institutet, Stockholm, Sweden.,Unit of Pediatric Allergy and Pulmonology at Astrid Lindgren Children's Hospital, Karolinska University Hospital, Stockholm, Sweden
| | - Yu Jiang
- Division of Epidemiology, Biostatistics, and Environmental Health, School of Public Health, University of Memphis, Memphis, TN, USA
| | - Su Chen
- Department of Mathematical Sciences, University of Memphis, Memphis, TN, USA
| | - Wilfried Karmaus
- Division of Epidemiology, Biostatistics, and Environmental Health, School of Public Health, University of Memphis, Memphis, TN, USA
| |
Collapse
|
50
|
Rathod A, Duan J, Zhang H, Holloway JW, Ewart S, Arshad SH, Karmaus W. Interweaving Between Genetic and Epigenetic Studies on Childhood Asthma. Epigenet Insights 2020; 13:2516865720923395. [PMID: 32754683 PMCID: PMC7378715 DOI: 10.1177/2516865720923395] [Citation(s) in RCA: 6] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Key Words] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/24/2019] [Accepted: 04/08/2020] [Indexed: 12/16/2022] Open
Abstract
The cause and underlying mechanisms that contribute to asthma pathogenesis are
not well known. Both genome- and epigenome-wide association studies have
identified genes associated with asthma risk. It is unknown to what extent genes
identified in these two types of studies overlap. Based on existing literature
and the DisGeNET database, we extracted overlapping genes identified in genetic
and epigenetic studies of childhood asthma. Through analyses of variance, we
assessed whether DNA methylation (DNAm) at 5′-C-phosphate-G-3′ (CpGs) on the
overlapping genes was associated with neighboring single-nucleotide
polymorphisms (SNPs) within 1M base pairs (bps) and with low linkage
disequilibrium (r2 < 0.2) in the
childhood asthma-related genes. In total, 285 genes from genetic studies and 226
genes from epigenetic studies were shown to be associated with asthma risk, of
which six overlap. Of the six genes, 79 CpGs and 8229 unique neighboring SNPs
(1M bps) were included in methylation quantitative loci (methQTL) assessment
analyses. We tested the association of DNAm at each of the 79 CpG sites with its
neighboring SNPs. After adjusting for multiple testing by controlling the false
discovery rate to 0.05 when testing methQTL for each CpG site, we found
statistically significant associations in three genes with their neighboring
SNPs and identified 34 unique methQTLs. The rather limited overlap in genes
between genetic and epigenetic studies on asthma and the absence of methQTL in
some of the overlapping genes highlight a need to jointly, rather than
independently, examine genetic and epigenetic effects on asthma risk to improve
our understanding of the underlying mechanisms of asthma.
Collapse
Affiliation(s)
- Aniruddha Rathod
- Division of Epidemiology, Biostatistics, and Environmental Health Sciences, School of Public Health, The University of Memphis, Memphis, TN, USA
| | - Jiasong Duan
- Division of Epidemiology, Biostatistics, and Environmental Health Sciences, School of Public Health, The University of Memphis, Memphis, TN, USA
| | - Hongmei Zhang
- Division of Epidemiology, Biostatistics, and Environmental Health Sciences, School of Public Health, The University of Memphis, Memphis, TN, USA
| | - John W Holloway
- Clinical and Experimental Sciences, Faculty of Medicine, University of Southampton, Southampton, UK.,Human Development and Health, Faculty of Medicine, University of Southampton, Southampton, UK
| | - Susan Ewart
- College of Veterinary Medicine, Michigan State University, East Lansing, MI, USA
| | - S Hasan Arshad
- Clinical and Experimental Sciences, Faculty of Medicine, University of Southampton, Southampton, UK.,The David Hide Asthma & Allergy Research Centre, Isle of Wight, UK
| | - Wilfried Karmaus
- Division of Epidemiology, Biostatistics, and Environmental Health Sciences, School of Public Health, The University of Memphis, Memphis, TN, USA
| |
Collapse
|