1
|
Miligkos M, Oh J, Kwon R, Konstantinou GΝ, Kim S, Yon DK, Papadopoulos NG. Epidemiology of asthma across the ages. Ann Allergy Asthma Immunol 2024:S1081-1206(24)01727-7. [PMID: 39674277 DOI: 10.1016/j.anai.2024.12.004] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/05/2024] [Revised: 12/04/2024] [Accepted: 12/04/2024] [Indexed: 12/16/2024]
Abstract
In the past 3 decades, the overall prevalence of asthma appears to be plateauing, although large geographic and socioeconomic variation is evident. Overall, asthma prevalence slightly decreased in most age groups, except for school-aged children. Of note, asthma mortality steadily decreased, potentially highlighting improved asthma management strategies. Several epidemiologic studies indicate that a complex interplay between genetic, environmental, and immunologic factors predisposes individuals to asthma inception and persistence across different life stages. Established risk factors for preschool wheezing to asthma persistence comprise a combination of pre- and post-natal parameters including the maternal history of asthma, prematurity, caesarian section, early-life respiratory infections, exposure to air pollution or tobacco smoke, and allergic polysensitization. On the other hand, persistence into adulthood is mainly driven by disease severity, allergic multimorbidity, relevant comorbidities, severe respiratory infections, and tobacco smoke exposure. It is evident that asthma prevention strategies do not fit a "one size fits all" concept and key environmental interventions should be tailored to different regions of the world. Undoubtedly, the heterogeneity of asthma as a disease is at least partly reflected in the reported epidemiologic measures, and continuing, methodologically rigorous studies will allow us to unravel some of the observed discrepancies.
Collapse
Affiliation(s)
- Michael Miligkos
- Allergy Department, Second Pediatric Clinic, National and Kapodistrian University of Athens, Athens, Greece
| | - Jiyeon Oh
- Department of Medicine, Kyung Hee University College of Medicine, Seoul, South Korea
| | - Rosie Kwon
- Center for Digital Health, Medical Science Research Institute, Kyung Hee University College of Medicine, Seoul, South Korea
| | - George Ν Konstantinou
- Department of Allergy and Clinical Immunology, 424 General Military Training Hospital, Thessaloniki, Greece
| | - Soeun Kim
- Center for Digital Health, Medical Science Research Institute, Kyung Hee University College of Medicine, Seoul, South Korea
| | - Dong Keon Yon
- Center for Digital Health, Medical Science Research Institute, Kyung Hee University College of Medicine, Seoul, South Korea; Department of Pediatrics, Kyung Hee University Medical Center, Kyung Hee University College of Medicine, Seoul, South Korea.
| | - Nikolaos G Papadopoulos
- Allergy Department, Second Pediatric Clinic, National and Kapodistrian University of Athens, Athens, Greece; Lydia Becker Institute, University of Manchester, Manchester, United Kingdom
| |
Collapse
|
2
|
Gallagher C, Batra M, Malamardi SN, Erbas B. The impact of perinatal and at birth risk factors on the progression from preschool wheezing to adolescent asthma. Pediatr Allergy Immunol 2024; 35:e14081. [PMID: 38348785 DOI: 10.1111/pai.14081] [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: 10/17/2023] [Revised: 01/12/2024] [Accepted: 01/13/2024] [Indexed: 02/15/2024]
Abstract
Asthma is a global health concern affecting millions of children and adolescents. This review focuses on the possible factors that are associated with the transition from preschool wheezing to childhood asthma and highlights the significance of early-life environmental exposures during pregnancy and the first 6 months of life in shaping allergies and asthma. We observed a scarcity of studies investigating this subgroup, with most focusing on wheezing trajectories. We undertook a thorough investigation of diverse perinatal exposures that have the potential to impact this transition. These factors include maternal asthma, smoking during pregnancy, diet, prepregnancy weight, infant birthweight, gestational age, and breastfeeding. Although limited, studies do suggest that maternal asthma increases the likelihood of preschool wheeze in offspring that persists through childhood with potential asthma progression. Findings concerning other perinatal exposures remain inconsistent. Further research is needed to identify asthma progression risk factors and assess perinatal exposure effects.
Collapse
Affiliation(s)
- Claire Gallagher
- Centre for Epidemiology and Biostatistics, Melbourne School of Population and Global Health, University of Melbourne, Melbourne, Victoria, Australia
| | - Mehak Batra
- Department of Public Health, School of Psychology and Public Health, La Trobe University, Melbourne, Victoria, Australia
| | - Sowmya Nagappa Malamardi
- Department of Public Health, School of Psychology and Public Health, La Trobe University, Melbourne, Victoria, Australia
| | - Bircan Erbas
- Department of Public Health, School of Psychology and Public Health, La Trobe University, Melbourne, Victoria, Australia
| |
Collapse
|
3
|
Mahmoud O, Granell R, Peralta GP, Garcia-Aymerich J, Jarvis D, Henderson J, Sterne J. Early-life and health behaviour influences on lung function in early adulthood. Eur Respir J 2023; 61:13993003.01316-2020. [PMID: 36265880 PMCID: PMC9978163 DOI: 10.1183/13993003.01316-2020] [Citation(s) in RCA: 10] [Impact Index Per Article: 5.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/21/2020] [Accepted: 10/11/2022] [Indexed: 02/04/2023]
Abstract
RATIONALE Early-life exposures may influence lung function at different stages of the life course. However, the relative importance of characteristics at different stages of infancy and childhood are unclear. OBJECTIVES To examine the associations and relative importance of early-life events on lung function at age 24 years. METHODS We followed 7545 children from the Avon Longitudinal Study of Parents and Children from birth to 24 years. Using previous knowledge, we classified an extensive list of putative risk factors for low lung function, covering sociodemographic, environmental, lifestyle and physiological characteristics, according to timing of exposure: 1) demographic, maternal and child; 2) perinatal; 3) postnatal; 4) early childhood; and 5) adolescence characteristics. Lung function measurements (forced vital capacity (FVC), forced expiratory volume in 1 s (FEV1), FEV1/FVC and forced expiratory flow at 25-75% of FVC) were standardised for sex, age and height. The proportion of the remaining variance explained by each characteristic was calculated. The association and relative importance (RI) of each characteristic for each lung function measure was estimated using linear regression, adjusted for other characteristics in the same and previous categories. RESULTS Lower maternal perinatal body mass index (BMI), lower birthweight, lower lean mass and higher fat mass in childhood had the largest RI (0.5-7.7%) for decreased FVC. Having no siblings, lower birthweight, lower lean mass and higher fat mass were associated with decreased FEV1 (RI 0.5-4.6%). Higher lean mass and childhood asthma were associated with decreased FEV1/FVC (RI 0.6-0.8%). CONCLUSIONS Maternal perinatal BMI, birthweight, childhood lean and fat mass and early-onset asthma are the factors in infancy and childhood that have the greatest influence on early-adult lung function.
Collapse
Affiliation(s)
- Osama Mahmoud
- Dept of Mathematical Sciences, University of Essex, Colchester, UK
- Population Health Sciences, Bristol Medical School, University of Bristol, Bristol, UK
- Dept of Applied Statistics, Helwan University, Cairo, Egypt
| | - Raquel Granell
- Population Health Sciences, Bristol Medical School, University of Bristol, Bristol, UK
- MRC Integrative Epidemiology Unit (IEU), Bristol Medical School, University of Bristol, Bristol, UK
| | - Gabriela P Peralta
- Epidemiology, Biostatistics and Prevention Institute (EBPI), University of Zurich, Zurich, Switzerland
| | - Judith Garcia-Aymerich
- ISGlobal, Barcelona, Spain
- Universitat Pompeu Fabra (UPF), Barcelona, Spain
- CIBER Epidemiología y Salud Pública (CIBERESP), Barcelona, Spain
| | - Deborah Jarvis
- National Heart and Lung Institute, Imperial College, London, UK
- MRC-PHE Centre for Environment and Health, Imperial College, London, UK
| | - John Henderson
- Population Health Sciences, Bristol Medical School, University of Bristol, Bristol, UK
- MRC Integrative Epidemiology Unit (IEU), Bristol Medical School, University of Bristol, Bristol, UK
- Deceased
| | - Jonathan Sterne
- Population Health Sciences, Bristol Medical School, University of Bristol, Bristol, UK
- MRC Integrative Epidemiology Unit (IEU), Bristol Medical School, University of Bristol, Bristol, UK
| |
Collapse
|
4
|
Wheezing trajectories from childhood to adulthood in a population-based cohort. Allergol Int 2022; 71:200-206. [PMID: 34600810 DOI: 10.1016/j.alit.2021.09.002] [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] [Received: 06/21/2021] [Revised: 09/03/2021] [Accepted: 09/07/2021] [Indexed: 11/23/2022] Open
Abstract
BACKGROUND Wheezing may lead to asthma and reduced pulmonary function in later life. The study aims to identify wheezing trajectories and investigate their relation with pulmonary function and asthma-related outcomes at 22 years of age. METHODS Individuals from a population-based cohort in Brazil (1993 Pelotas Birth Cohort) with post-bronchodilator pulmonary function data at 22 years (3350) were included in the study. From parentally reported (4 and 11 years) and self-reported (15, 18 and 22 years) history of wheezing in the last 12 months, we used a group-based trajectory modelling approach to derive wheezing trajectories. RESULTS Four trajectories were identified: never/infrequent, transient-early, late-onset and persistent wheeze. After adjustments, wheezing trajectories remained associated with lower post-bronchodilator values of pulmonary function. Individuals in the persistent wheeze trajectory had a markedly poorer pulmonary function and also showed greater odds of asthma-related outcomes compared to other trajectories groups. Those following this trajectory had on average -109 ml (95% CI: -188; -35), -1.80 percentage points (95% CI: -2.73; -0.87) and -316 ml/s (95% CI: -482; -150) lower FEV1, FEV1/FVC ratio and FEF25-75% respectively; higher odds of self-reported medical diagnosis of allergy (OR 6.18; 95% CI: 3.59; 10.61) and asthma (OR 12.88; 95% CI: 8.91; 18.61) and asthma medication use (OR 9.42; 95% CI: 5.27; 16.87) compared to the never/infrequent group. CONCLUSIONS Wheezing trajectories, especially the persistent wheeze trajectory, were related to lower pulmonary function values and increased risk of asthma and allergy diagnosis in early adulthood.
Collapse
|
5
|
van Brakel L, Thijs C, Mensink RP, Lütjohann D, Plat J. Non-Cholesterol Sterols in Breast Milk and Risk of Allergic Outcomes in the First Two Years of Life. Nutrients 2022; 14:nu14040766. [PMID: 35215415 PMCID: PMC8874767 DOI: 10.3390/nu14040766] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/18/2022] [Revised: 02/07/2022] [Accepted: 02/08/2022] [Indexed: 11/17/2022] Open
Abstract
This study aimed to explore associations between non-cholesterol sterol concentrations in breast milk and allergic outcomes in children aged two. Data from the KOALA Birth Cohort Study, the Netherlands, were used. Non-cholesterol sterols were analyzed by gas–liquid chromatography–mass spectrometry in breast milk sampled one-month postpartum (N = 311). Sterols were selected for each allergic outcome, i.e., eczema, wheeze, and allergic sensitization, prior to analyses. Associations between the selected sterols with allergic outcomes were analyzed using multiple logistic regression to calculate odds ratios (ORs). The odds of eczema in the first two years of life were lower with higher concentrations of cholestanol (OR (95%CI): 0.98 (0.95; 1.00), p = 0.04), lanosterol (0.97 (0.95; 1.00), p = 0.02), lathosterol (0.93 (0.87; 0.99), p = 0.02), and stigmasterol (0.51 (0.29; 0.91), p = 0.02) in breast milk sampled one-month postpartum. None of the sterols were associated with wheeze in the first two years of life. The odds of allergic sensitization at age two were lower with higher concentrations of campesterol in breast milk (OR (95%CI): 0.81 (0.70; 0.95), p = 0.01). In conclusion, our data suggest that exposure to higher non-cholesterol sterol concentrations in breast milk may indeed be associated with the prevention of allergic outcomes in the first two years of life.
Collapse
Affiliation(s)
- Lieve van Brakel
- Department of Nutrition and Movement Sciences, NUTRIM School of Translational Research in Metabolism, Maastricht University, 6200 MD Maastricht, The Netherlands; (L.v.B.); (R.P.M.)
| | - Carel Thijs
- Department of Epidemiology, CaPHRI (Care and Public Health Research Institute), Maastricht University, 6200 MD Maastricht, The Netherlands;
| | - Ronald P. Mensink
- Department of Nutrition and Movement Sciences, NUTRIM School of Translational Research in Metabolism, Maastricht University, 6200 MD Maastricht, The Netherlands; (L.v.B.); (R.P.M.)
| | - Dieter Lütjohann
- Institute of Clinical Chemistry and Clinical Pharmacology, University Hospital Bonn, 53127 Bonn, Germany;
| | - Jogchum Plat
- Department of Nutrition and Movement Sciences, NUTRIM School of Translational Research in Metabolism, Maastricht University, 6200 MD Maastricht, The Netherlands; (L.v.B.); (R.P.M.)
- Correspondence: ; Tel.: +31-43-388-1309
| |
Collapse
|
6
|
Saglani S, Bingham Y, Balfour-Lynn I, Goldring S, Gupta A, Banya W, Moreiras J, Fleming L, Bush A, Rosenthal M. Blood eosinophils in managing preschool wheeze: Lessons learnt from a proof-of-concept trial. Pediatr Allergy Immunol 2022; 33:e13697. [PMID: 34783100 DOI: 10.1111/pai.13697] [Citation(s) in RCA: 7] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 10/12/2021] [Revised: 11/03/2021] [Accepted: 11/05/2021] [Indexed: 11/28/2022]
Abstract
BACKGROUND Management of preschool wheeze is based predominantly on symptom patterns. OBJECTIVE To determine whether personalizing therapy using blood eosinophils or airway bacterial infection results in fewer attacks compared with standard care. METHODS A proof-of-concept, randomized trial to investigate whether the prescription of inhaled corticosteroids (ICS) guided by blood eosinophils, or targeted antibiotics for airway bacterial infection, results in fewer unscheduled healthcare visits (UHCVs) compared with standard care. Children aged 1-5 years with ≥2 wheeze attacks in the previous year were categorized as episodic viral wheeze (EVW) or multiple trigger wheeze (MTW). The intervention group was prescribed ICS if blood eosinophils ≥3%, or targeted antibiotics if there is positive culture on induced sputum/cough swab. The control group received standard care. The primary outcome was UHCV at 4 months. RESULTS 60 children, with a median age of 36.5 (range 14-61) months, were randomized. Median blood eosinophils were 5.2 (range 0-21)%, 27 of 60 (45%) children were atopic, and 8 of 60 (13%) had airway bacterial infection. There was no relationship between EVW, MTW and either blood eosinophils, atopic status or infection. 67% in each group were prescribed ICS. 15 of 30 control subjects and 16 of 30 patients in the intervention group had UHCV over 4 months (p = .8). The time to first UHCV was similar. 50% returned adherence monitors; in those, median ICS adherence was 67%. There were no differences in any parameter between those who did and did not have an UHCV. CONCLUSION Clinical phenotype was unrelated to allergen sensitization or blood eosinophils. ICS treatment determined by blood eosinophils did not impact UHCV, but ICS adherence was poor.
Collapse
Affiliation(s)
- Sejal Saglani
- National Heart & Lung Institute, Imperial College London, London, UK.,Department of Respiratory Paediatrics, Royal Brompton Hospital, London, UK
| | - Yvonne Bingham
- National Heart & Lung Institute, Imperial College London, London, UK.,Department of Respiratory Paediatrics, Royal Brompton Hospital, London, UK
| | - Ian Balfour-Lynn
- Department of Respiratory Paediatrics, Royal Brompton Hospital, London, UK
| | - Stephen Goldring
- Department of Paediatrics, The Hillingdon Hospitals NHS Foundation Trust, London, UK
| | - Atul Gupta
- Department of Respiratory Paediatrics, Kings College Hospital NHS Foundation Trust, London, UK
| | - Winston Banya
- Research & Development Department, Royal Brompton Hospital, London, UK
| | - John Moreiras
- Department of Paediatrics, The Whittington Hospital, London, UK
| | - Louise Fleming
- National Heart & Lung Institute, Imperial College London, London, UK.,Department of Respiratory Paediatrics, Royal Brompton Hospital, London, UK
| | - Andrew Bush
- National Heart & Lung Institute, Imperial College London, London, UK.,Department of Respiratory Paediatrics, Royal Brompton Hospital, London, UK
| | - Mark Rosenthal
- Department of Respiratory Paediatrics, Royal Brompton Hospital, London, UK
| |
Collapse
|
7
|
Dai R, Miliku K, Gaddipati S, Choi J, Ambalavanan A, Tran MM, Reyna M, Sbihi H, Lou W, Parvulescu P, Lefebvre DL, Becker AB, Azad MB, Mandhane PJ, Turvey SE, Duan Q, Moraes TJ, Sears MR, Subbarao P. Wheeze trajectories: Determinants and outcomes in the CHILD Cohort Study. J Allergy Clin Immunol 2021; 149:2153-2165. [PMID: 34974064 DOI: 10.1016/j.jaci.2021.10.039] [Citation(s) in RCA: 24] [Impact Index Per Article: 6.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/22/2021] [Revised: 10/22/2021] [Accepted: 10/27/2021] [Indexed: 10/19/2022]
Abstract
BACKGROUND Wheezing in early life is associated with asthma in adulthood; however, the determinants of wheezing trajectories and their associations with asthma and lung function in childhood remain poorly understood. OBJECTIVE In the CHILD Cohort Study, we aimed to identify wheezing trajectories and examine the associations between these trajectories, risk factors, and clinical outcomes at age 5 years. METHODS Wheeze data were collected at 8 time points from 3 months to 5 years of age. We used group-based trajectory models to derive wheeze trajectories among 3154 children. Associations with risk factors and clinical outcomes were analyzed by weighted regression models. RESULTS We identified 4 trajectories: a never/infrequent trajectory, transient wheeze, intermediate-onset (preschool) wheeze, and persistent wheeze. Higher body mass index was a common risk factor for all wheeze trajectories compared with that in the never/infrequent group. The unique predictors for specific wheeze trajectories included male sex, lower respiratory tract infections, and day care attendance for transient wheeze; paternal history of asthma, atopic sensitization, and child genetic risk score of asthma for intermediate wheeze; and maternal asthma for persistent wheeze. Blood eosinophil counts were higher in children with the intermediate wheeze trajectory than in those children with the other trajectories at the ages of 1 and 5 years. All wheeze trajectories were associated with decreased lung function and increased risk of asthma at age 5 years. CONCLUSIONS We identified 4 distinct trajectories in children from 3 months to 5 years of age, reflecting different phenotypes of early childhood wheeze. These trajectories were characterized by different biologic and physiologic traits and risk factors.
Collapse
Affiliation(s)
- Ruixue Dai
- Department of Pediatrics, The Hospital for Sick Children, Toronto, Canada
| | - Kozeta Miliku
- Department of Pediatrics, The Hospital for Sick Children, Toronto, Canada
| | | | - Jihoon Choi
- Department of Biomedical and Molecular Sciences, School of Computing, Queen's University, Kingston, Canada
| | - Amirthagowri Ambalavanan
- Department of Biomedical and Molecular Sciences, School of Computing, Queen's University, Kingston, Canada
| | - Maxwell M Tran
- Department of Pediatrics, The Hospital for Sick Children, Toronto, Canada
| | - Myrtha Reyna
- Department of Pediatrics, The Hospital for Sick Children, Toronto, Canada
| | - Hind Sbihi
- Department of Pediatrics, University of British Columbia, Vancouver, Canada
| | - Wendy Lou
- Dalla Lana School of Public Health, University of Toronto, Toronto, Canada
| | - Paula Parvulescu
- Public Health Department, Liverpool City Council, Liverpool, United Kingdom
| | | | - Allan B Becker
- Department of Pediatrics and Child Health, University of Manitoba, Winnipeg, Canada
| | - Meghan B Azad
- Department of Pediatrics and Child Health, University of Manitoba, Winnipeg, Canada
| | - Piush J Mandhane
- Department of Pediatrics, University of Alberta, Edmonton, Canada
| | - Stuart E Turvey
- Department of Pediatrics, University of British Columbia, Vancouver, Canada
| | - Qingling Duan
- Department of Biomedical and Molecular Sciences, School of Computing, Queen's University, Kingston, Canada
| | - Theo J Moraes
- Department of Pediatrics, The Hospital for Sick Children, Toronto, Canada
| | - Malcolm R Sears
- Department of Medicine, McMaster University, Hamilton, Canada
| | - Padmaja Subbarao
- Department of Pediatrics, The Hospital for Sick Children, Toronto, Canada; Department of Medicine, McMaster University, Hamilton, Canada.
| |
Collapse
|
8
|
Navaranjan G, Diamond ML, Harris SA, Jantunen LM, Bernstein S, Scott JA, Takaro TK, Dai R, Lefebvre DL, Azad MB, Becker AB, Mandhane PJ, Moraes TJ, Simons E, Turvey SE, Sears MR, Subbarao P, Brook JR. Early life exposure to phthalates and the development of childhood asthma among Canadian children. ENVIRONMENTAL RESEARCH 2021; 197:110981. [PMID: 33691158 DOI: 10.1016/j.envres.2021.110981] [Citation(s) in RCA: 25] [Impact Index Per Article: 6.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 12/13/2020] [Revised: 03/01/2021] [Accepted: 03/03/2021] [Indexed: 05/22/2023]
Abstract
BACKGROUND Studies have demonstrated an association between phthalate exposure and childhood asthma, although results have been inconsistent. No epidemiological studies have examined exposure during the first year of life. OBJECTIVE To investigate the association between phthalate exposures in the home environment during the first year of life, and subsequent development of childhood asthma and related symptoms. METHODS This study used a case-cohort design including 436 randomly selected children and all additional cases of asthma at 5 years (ntotal = 129) and recurrent wheeze between 2 and 5 years (ntotal = 332) within the CHILD Cohort Study, a general population Canadian birth cohort of 3455 children. Phthalate exposure was assessed using house dust samples collected during a standardized home visit when children were 3-4 months of age. All children were assessed by specialist clinicians for asthma and allergy at 1, 3 and 5 years. Logistic regression was used to assess the association between exposure to five phthalates and asthma diagnosis at 5 years, and recurrent wheeze between 2 and 5 years, with further stratification by wheeze subtypes (late onset, persistent, transient) based on the timing of onset and persistence of wheeze symptoms. RESULTS Di(2-ethylhexyl) phthalate (DEHP) had the highest concentration in dust (mediansubcohort = 217 μg/g), followed by benzyl butyl phthalate (BzBP) (20 μg/g). A nearly four-fold increase in risk of developing asthma was associated with the highest concentration quartile of DEHP (OR = 3.92, 95% CI: 1.87-8.24) including a positive dose-response relationship. A two-fold increase in risk of recurrent wheeze was observed across all quartiles compared to the lowest quartile of DEHP concentrations. Compared to other wheeze subtypes, stronger associations for DEHP were observed with the late onset wheezing subtype, while stronger associations for di-iso-butyl phthalate (DiBP) and BzBP were observed with the transient subtype. DISCUSSION DEHP exposure at 3-4 months, at concentrations lower than other studies that reported an association, were associated with increased risks of asthma and recurrent wheeze among children at 5 years. These findings suggest the need to assess whether more stringent regulations are required to protect children's health, which can be informed by future work exploring the main sources of DEHP exposure.
Collapse
Affiliation(s)
| | | | | | - Liisa M Jantunen
- University of Toronto, Toronto, ON, Canada; Environment and Climate Change Canada, Toronto, ON, Canada
| | | | | | | | - Ruixue Dai
- Hospital for Sick Children, Toronto, ON, Canada
| | | | | | | | | | - Theo J Moraes
- University of Toronto, Toronto, ON, Canada; Hospital for Sick Children, Toronto, ON, Canada
| | | | | | | | - Padmaja Subbarao
- University of Toronto, Toronto, ON, Canada; Hospital for Sick Children, Toronto, ON, Canada
| | | |
Collapse
|
9
|
Owora AH, Zhang Y. Childhood wheeze trajectory-specific risk factors: A systematic review and meta-analysis. Pediatr Allergy Immunol 2021; 32:34-50. [PMID: 32668501 DOI: 10.1111/pai.13313] [Citation(s) in RCA: 30] [Impact Index Per Article: 7.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 04/04/2020] [Revised: 06/08/2020] [Accepted: 06/11/2020] [Indexed: 12/26/2022]
Abstract
BACKGROUND There is growing interest in the use of latent trajectory methodology to identify wheeze patterns in heterogeneous populations of children. This study systematically reviewed and meta-analyzed childhood wheeze trajectory studies to identify childhood wheeze trajectory group-specific risk factors among children from birth through to adolescence. METHODS We included studies that used latent trajectory methodology to identify wheeze trajectories and associated risk factors. We searched PubMed, EMBASE, and Google Scholar from 2000 through September 30, 2019, for relevant studies. The study was conducted according to the PRISMA recommendations. RESULTS Thirteen cohort studies conducted in eleven high-income countries were included in our meta-analysis with the length of follow-up ranging from 3 to 18 years. Five distinct latent wheeze trajectory groups were identified: Never/Infrequent, Early-Transient, Early-Persistent, Intermediate-Onset, and Late-Onset. We found moderate-to-strong evidence that family history of asthma predicted persistent childhood wheezing among male children but with lower risk among first-born children. There was weak-to-moderate evidence for childhood atopy, male sex, short duration of breastfeeding, tobacco exposure, daycare attendance, and having siblings as risk factors for Early-Transient wheezing; except for breastfeeding, these factors were also associated with intermediate and Late-Onset wheezing with varying effect sizes in high-risk vs general population cohorts. CONCLUSIONS Our findings confirm the consistency of wheeze trajectory groups defined by onset, peak prevalence, and duration; we also suggest a common nomenclature for future trajectory studies. With the exception of the relationship between a family history of asthma and persistent childhood wheezing, commonly suspected wheeze risk factors (childhood atopy, male sex, short duration of breastfeeding, tobacco exposure, daycare attendance, and having siblings) are not trajectory-specific and have varying effects in high-risk vs general population cohorts. Delineation of time-varying risk factor effects may be critical to the specificity of wheeze trajectory group prediction to better inform prognosis and targeted early preventive intervention among at-risk children.
Collapse
Affiliation(s)
- Arthur H Owora
- Department of Epidemiology and Biostatistics, School of Public Health, Indiana University, Bloomington, IN, USA
| | - Yijia Zhang
- Department of Epidemiology and Biostatistics, School of Public Health, Indiana University, Bloomington, IN, USA
| |
Collapse
|
10
|
Fainardi V, Santoro A, Caffarelli C. Preschool Wheezing: Trajectories and Long-Term Treatment. Front Pediatr 2020; 8:240. [PMID: 32478019 PMCID: PMC7235303 DOI: 10.3389/fped.2020.00240] [Citation(s) in RCA: 12] [Impact Index Per Article: 2.4] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 03/16/2020] [Accepted: 04/20/2020] [Indexed: 12/13/2022] Open
Abstract
Wheezing is very common in infancy affecting one in three children during the first 3 years of life. Several wheeze phenotypes have been identified and most rely on temporal pattern of symptoms. Assessing the risk of asthma development is difficult. Factors predisposing to onset and persistence of wheezing such as breastfeeding, atopy, indoor allergen exposure, environmental tobacco smoke and viral infections are analyzed. Inhaled corticosteroids are recommended as first choice of controller treatment in all preschool children irrespective of phenotype, but they are particularly beneficial in terms of fewer exacerbations in atopic children. Other therapeutic options include the addition of montelukast or the intermittent use of inhaled corticosteroids. Overuse of inhaled steroids must be avoided. Therefore, adherence to treatment and correct administration of the medications need to be checked at every visit.
Collapse
Affiliation(s)
| | | | - Carlo Caffarelli
- Clinica Pediatrica, Department of Medicine and Surgery, University of Parma, Parma, Italy
| |
Collapse
|
11
|
Granell R. Respiratory Phenotypes during Childhood and Early-Life Exposures. Am J Respir Crit Care Med 2019; 199:7-9. [PMID: 30095995 DOI: 10.1164/rccm.201807-1359ed] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/16/2022] Open
Affiliation(s)
- Raquel Granell
- 1 Bristol Medical School University of Bristol Bristol, United Kingdom
| |
Collapse
|
12
|
Quigley MA, Carson C, Kelly Y. Breastfeeding and Childhood Wheeze: Age-Specific Analyses and Longitudinal Wheezing Phenotypes as Complementary Approaches to the Analysis of Cohort Data. Am J Epidemiol 2018; 187:1651-1661. [PMID: 29617923 PMCID: PMC6070068 DOI: 10.1093/aje/kwy057] [Citation(s) in RCA: 7] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/21/2017] [Accepted: 03/09/2018] [Indexed: 11/12/2022] Open
Abstract
Systematic reviews suggest that breastfeeding is associated with a lower risk of asthma, although marked heterogeneity exists. Using UK Millennium Cohort Study data (n = 10,126 children, born 2000-2002), we examined the association between breastfeeding duration and wheezing in the previous year, first for each age group separately (ages 9 months, 3 years, 5 years, 7 years, and 11 years) and then in terms of a longitudinal wheezing phenotype: "early transient" (wheezing any time up to age 5 years but not thereafter), "late onset" (any time from age 7 years but not beforehand), and "persistent" (any time up to age 5 years and any time from age 7 years). The association between breastfeeding and wheeze varied by age (2-sided P for interaction = 0.0003). For example, breastfeeding for 6-9 months was associated with lower odds of wheezing at ages 9 months, 3 years, and 5 years but less so at ages 7 years and 11 years (adjusted odds ratios = 0.73, 0.78, 0.79, 0.84, 1.06, respectively). There was a strong dose-response relationship for breastfeeding per month and early transient wheeze (adjusted odds ratio for linear trend = 0.961, 95% confidence interval: 0.942, 0.980) but no clear trend for late-onset or persistent wheeze. Our results identified heterogeneity in the association between breastfeeding and wheezing according to age at wheezing and wheezing phenotype.
Collapse
Affiliation(s)
- Maria A Quigley
- National Perinatal Epidemiology Unit, Nuffield Department of Population Health, University of Oxford, Oxford, United Kingdom
| | - Claire Carson
- National Perinatal Epidemiology Unit, Nuffield Department of Population Health, University of Oxford, Oxford, United Kingdom
| | - Yvonne Kelly
- Department of Epidemiology and Public Health, University College London, London, United Kingdom
| |
Collapse
|
13
|
Lodge CJ, Lowe AJ, Dharmage SC. EuroPrevall: insights into the allergic disease epidemic. Thorax 2018; 73:999-1000. [PMID: 30006450 DOI: 10.1136/thoraxjnl-2018-211660] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Key Words] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 06/25/2018] [Indexed: 11/03/2022]
Affiliation(s)
- Caroline J Lodge
- Allergy and Lung Health Unit, Melbourne School of Population and Global Health, University of Melbourne, Melbourne, Victoria, Australia.,Murdoch Children's Research Institute, Royal Children's Hospital, Parkville, Victoria, Australia
| | - Adrian J Lowe
- Allergy and Lung Health Unit, Melbourne School of Population and Global Health, University of Melbourne, Melbourne, Victoria, Australia.,Murdoch Children's Research Institute, Royal Children's Hospital, Parkville, Victoria, Australia
| | - Shyamali C Dharmage
- Allergy and Lung Health Unit, Melbourne School of Population and Global Health, University of Melbourne, Melbourne, Victoria, Australia.,Murdoch Children's Research Institute, Royal Children's Hospital, Parkville, Victoria, Australia
| |
Collapse
|
14
|
Lochte L, Petersen PE, Nielsen KG, Andersen A, Platts-Mills TAE. Associations of physical activity with childhood asthma, a population study based on the WHO - health behaviour in school-aged children survey. Asthma Res Pract 2018; 4:6. [PMID: 29736253 PMCID: PMC5925826 DOI: 10.1186/s40733-018-0042-9] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Abstract] [Key Words] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/01/2017] [Accepted: 04/05/2018] [Indexed: 11/11/2022] Open
Abstract
Background Asthma in paediatric populations is one of the highest public health concerns. In this study of children and adolescents, we hypothesized that low levels of physical activity (PA) would show associations with asthma that vary by asthma outcome. The objective was to assess whether PA was associated with ever asthma and/or current asthma. Methods Analyses were based on 4824 Danish schoolchildren aged 11–15 years old (48.7% boys) participating in the HBSC survey. The study variables were (1) physician-diagnosed asthma (ever asthma) and (2) physician-diagnosed asthma plus wheezing and/or physician or hospital consultation for wheezing (current asthma). Associations with PA by gender were analysed with multivariate logistic regression using the “variance covariance (vce) cluster” method. Results The prevalence of ever asthma was 14.3% (boys) and 12.8% (girls), and that of current asthma was 6.8% (boys) and 7.0% (girls). Boys with current asthma showed important differences in low and high PA. We found inverse associations between low PA and ever asthma, odds ratio [95% confidence interval] male: .55 [.30; .99] and female: .47 [.24; .93], and current asthma, male: .27 [.12; .60] (P linear trend = .007) and female: .32 [.11; .94]. Conclusions The lowest activity levels showed significant inverse associations with asthma, regardless of the definition. For boys, the more stringent (current asthma) of the two paediatric asthma definitions revealed a significant trend with PA, and the direction of associations shifted to positive as weekly PA increased. Electronic supplementary material The online version of this article (10.1186/s40733-018-0042-9) contains supplementary material, which is available to authorized users.
Collapse
Affiliation(s)
- Lene Lochte
- 1Department of Odontology, University of Copenhagen, 1014 Copenhagen, Denmark
| | - Poul Erik Petersen
- 1Department of Odontology, University of Copenhagen, 1014 Copenhagen, Denmark
| | - Kim G Nielsen
- 2Department of Paediatrics and Adolescent Medicine, Copenhagen University Hospital, Rigshospitalet, 2100 Copenhagen, Denmark
| | - Anette Andersen
- 3National Institute of Public Health, University of Southern Denmark, 1455 Copenhagen, Denmark
| | - Thomas A E Platts-Mills
- 4Department of Medicine, Division of Allergy and Clinical Immunology, University of Virginia, Charlottesville, VA 22908 USA
| |
Collapse
|
15
|
Griffiths LJ, Lyons RA, Bandyopadhyay A, Tingay KS, Walton S, Cortina-Borja M, Akbari A, Bedford H, Dezateux C. Childhood asthma prevalence: cross-sectional record linkage study comparing parent-reported wheeze with general practitioner-recorded asthma diagnoses from primary care electronic health records in Wales. BMJ Open Respir Res 2018; 5:e000260. [PMID: 29333271 PMCID: PMC5759709 DOI: 10.1136/bmjresp-2017-000260] [Citation(s) in RCA: 17] [Impact Index Per Article: 2.4] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/02/2017] [Revised: 12/14/2017] [Indexed: 12/02/2022] Open
Abstract
INTRODUCTION Electronic health records (EHRs) are increasingly used to estimate the prevalence of childhood asthma. The relation of these estimates to those obtained from parent-reported wheezing suggestive of asthma is unclear. We hypothesised that parent-reported wheezing would be more prevalent than general practitioner (GP)-recorded asthma diagnoses in preschool-aged children. METHODS 1529 of 1840 (83%) Millennium Cohort Study children registered with GPs in the Welsh Secure Anonymised Information Linkage databank were linked. Prevalences of parent-reported wheezing and GP-recorded asthma diagnoses in the previous 12 months were estimated, respectively, from parent report at ages 3, 5, 7 and 11 years, and from Read codes for asthma diagnoses and prescriptions based on GP EHRs over the same time period. Prevalences were weighted to account for clustered survey design and non-response. Cohen's kappa statistics were used to assess agreement. RESULTS Parent-reported wheezing was more prevalent than GP-recorded asthma diagnoses at 3 and 5 years. Both diminished with age: by age 11, prevalences of parent-reported wheezing and GP-recorded asthma diagnosis were 12.9% (95% CI 10.6 to 15.4) and 10.9% (8.8 to 13.3), respectively (difference: 2% (-0.5 to 4.5)). Other GP-recorded respiratory diagnoses accounted for 45.7% (95% CI 37.7 to 53.9) and 44.8% (33.9 to 56.2) of the excess in parent-reported wheezing at ages 3 and 5 years, respectively. CONCLUSION Parent-reported wheezing is more prevalent than GP-recorded asthma diagnoses in the preschool years, and this difference diminishes in primary school-aged children. Further research is needed to evaluate the implications of these differences for the characterisation of longitudinal childhood asthma phenotypes from EHRs.
Collapse
Affiliation(s)
- Lucy J Griffiths
- Life Course Epidemiology and Biostatistics, UCL Great Ormond Street Institute of Child Health, London, UK
| | - Ronan A Lyons
- Farr Institute, Swansea University Medical School, Swansea, UK
| | | | - Karen S Tingay
- Farr Institute, Swansea University Medical School, Swansea, UK
| | - Suzanne Walton
- Life Course Epidemiology and Biostatistics, UCL Great Ormond Street Institute of Child Health, London, UK
| | - Mario Cortina-Borja
- Clinical Epidemiology, Nutrition and Biostatistics, UCL Great Ormond Street Institute of Child Health, London, UK
| | - Ashley Akbari
- Farr Institute, Swansea University Medical School, Swansea, UK
| | - Helen Bedford
- Life Course Epidemiology and Biostatistics, UCL Great Ormond Street Institute of Child Health, London, UK
| | - Carol Dezateux
- Life Course Epidemiology and Biostatistics, UCL Great Ormond Street Institute of Child Health, London, UK
- Centre for Primary Care and Public Health, Barts and the London School of Medicine and Dentistry, Queen Mary University London, London, UK
| |
Collapse
|
16
|
Sbihi H, Koehoorn M, Tamburic L, Brauer M. Asthma Trajectories in a Population-based Birth Cohort. Impacts of Air Pollution and Greenness. Am J Respir Crit Care Med 2017; 195:607-613. [PMID: 27606967 DOI: 10.1164/rccm.201601-0164oc] [Citation(s) in RCA: 66] [Impact Index Per Article: 8.3] [Reference Citation Analysis] [Abstract] [Key Words] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/16/2022] Open
Abstract
RATIONALE The heterogeneity of asthma phenotypes may explain inconsistencies in observed associations with environmental exposures. OBJECTIVES To identify trajectories of childhood asthma and to characterize the potential impact of residential greenness and air pollution on asthma trajectory subgroups. METHODS Linked administrative databases of medical visits were used to define the occurrence and recurrence of asthma over a 10-year follow-up period within a population-based birth cohort of more than 65,000 children. Group-based trajectory modeling was used to identify unique asthma trajectories. Weighted multinomial regression was used to assess the relationship between asthma trajectories and risk factors, including environmental exposures. MEASUREMENTS AND MAIN RESULTS Group-based trajectory modeling distinguished four trajectories: one with no asthma representing 88.8% of the cohort, one with transient asthma (5.6% of the cohort), and two trajectories with chronic asthma with early (<1 yr; 1.5%) and late (<3 yr; 4.1%) onset during early childhood. These trajectories differed with respect to socioeconomic markers and modifiable risk factors, including maternal smoking and breastfeeding initiation. After accounting for sex, parity, breastfeeding, term birth weight, household income, maternal education, delivery mode, and smoking, an interquartile increase in nitrogen dioxide exposure increased the risk of membership in the early and late-onset chronic asthma trajectories, relative to subjects without asthma, by 50% and 20%, respectively (weighted risk ratio, 1.5 and 1.2; 95% confidence interval, 1.2-1.9 and 1.0-1.4). Greenness was not associated with any of the asthma trajectories. CONCLUSIONS Traffic-related air pollution increased the probability of a chronic asthma trajectory.
Collapse
Affiliation(s)
- Hind Sbihi
- School of Population and Public Health, University of British Columbia, Vancouver, British Columbia, Canada
| | - Mieke Koehoorn
- School of Population and Public Health, University of British Columbia, Vancouver, British Columbia, Canada
| | - Lillian Tamburic
- School of Population and Public Health, University of British Columbia, Vancouver, British Columbia, Canada
| | - Michael Brauer
- School of Population and Public Health, University of British Columbia, Vancouver, British Columbia, Canada
| |
Collapse
|
17
|
Arathimos R, Granell R, Henderson J, Relton CL, Tilling K. Sex discordance in asthma and wheeze prevalence in two longitudinal cohorts. PLoS One 2017; 12:e0176293. [PMID: 28441402 PMCID: PMC5404857 DOI: 10.1371/journal.pone.0176293] [Citation(s) in RCA: 25] [Impact Index Per Article: 3.1] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/05/2016] [Accepted: 04/07/2017] [Indexed: 01/22/2023] Open
Abstract
Sex discordance in asthma prevalence has been previously reported, with higher prevalence in males before puberty, and in females after puberty; the adolescent "switch". However, cross-sectional studies have suggested a narrowing of this discordance in recent decades. We used a combination of cross-sectional and longitudinal modelling to examine sex differences in asthma, wheeze and longitudinal wheezing phenotypes in two UK birth cohorts, the Avon Longitudinal Study of Parents and Children (ALSPAC; born 1991-92 with data from age 0-18 years) and the Millennium Cohort Study (MCS; born 2000-02 with data from age 3-10 years). We derived measures of asthma and wheeze from questionnaires completed by mothers and cohort children. Previously-derived ALSPAC wheezing phenotype models were applied to MCS. Males had a higher prevalence of asthma at 10.7 years in ALSPAC (OR 1.45 95%CI: 1.26, 1.66 n = 7778 for current asthma) and MCS (OR 1.42 95%CI: 1.29, 1.56 n = 6726 for asthma ever) compared to females, decreasing in ALSPAC after puberty (OR 0.94 95%CI: 0.79, 1.11 n = 5023 for current asthma at 16.5 years). In longitudinal models using restricted cubic splines, males had a clear excess for asthma in the last 12 months and wheeze in the last 12 months up until 16.5 years of age in ALSPAC. Males had an increased risk of all derived longitudinal wheezing phenotypes in MCS when compared to never wheeze and no evidence of being at lower risk of late wheeze when compared to early wheeze. By comparing data in two large, contemporary cohorts we have shown the persistence of sex discordance in childhood asthma, with no evidence that the sex discordance is narrowing in recent cohorts.
Collapse
Affiliation(s)
- Ryan Arathimos
- School of Social and Community Medicine, University of Bristol, Bristol, United Kingdom
- Medical Research Council / University of Bristol Integrative Epidemiology Unit, University of Bristol, Bristol, United Kingdom
- * E-mail:
| | - Raquel Granell
- School of Social and Community Medicine, University of Bristol, Bristol, United Kingdom
| | - John Henderson
- School of Social and Community Medicine, University of Bristol, Bristol, United Kingdom
| | - Caroline L. Relton
- School of Social and Community Medicine, University of Bristol, Bristol, United Kingdom
- Medical Research Council / University of Bristol Integrative Epidemiology Unit, University of Bristol, Bristol, United Kingdom
| | - Kate Tilling
- School of Social and Community Medicine, University of Bristol, Bristol, United Kingdom
- Medical Research Council / University of Bristol Integrative Epidemiology Unit, University of Bristol, Bristol, United Kingdom
| |
Collapse
|
18
|
Belgrave D, Henderson J, Simpson A, Buchan I, Bishop C, Custovic A. Disaggregating asthma: Big investigation versus big data. J Allergy Clin Immunol 2017; 139:400-407. [PMID: 27871876 PMCID: PMC5292995 DOI: 10.1016/j.jaci.2016.11.003] [Citation(s) in RCA: 42] [Impact Index Per Article: 5.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/30/2016] [Revised: 11/07/2016] [Accepted: 11/09/2016] [Indexed: 12/21/2022]
Abstract
We are facing a major challenge in bridging the gap between identifying subtypes of asthma to understand causal mechanisms and translating this knowledge into personalized prevention and management strategies. In recent years, "big data" has been sold as a panacea for generating hypotheses and driving new frontiers of health care; the idea that the data must and will speak for themselves is fast becoming a new dogma. One of the dangers of ready accessibility of health care data and computational tools for data analysis is that the process of data mining can become uncoupled from the scientific process of clinical interpretation, understanding the provenance of the data, and external validation. Although advances in computational methods can be valuable for using unexpected structure in data to generate hypotheses, there remains a need for testing hypotheses and interpreting results with scientific rigor. We argue for combining data- and hypothesis-driven methods in a careful synergy, and the importance of carefully characterized birth and patient cohorts with genetic, phenotypic, biological, and molecular data in this process cannot be overemphasized. The main challenge on the road ahead is to harness bigger health care data in ways that produce meaningful clinical interpretation and to translate this into better diagnoses and properly personalized prevention and treatment plans. There is a pressing need for cross-disciplinary research with an integrative approach to data science, whereby basic scientists, clinicians, data analysts, and epidemiologists work together to understand the heterogeneity of asthma.
Collapse
Affiliation(s)
| | - John Henderson
- School of Social and Community Medicine, Faculty of Health Sciences, University of Bristol, Bristol, United Kingdom
| | - Angela Simpson
- Division of Infection, Immunity and Respiratory Medicine, Faculty of Biology, Medicine and Health, University of Manchester, Manchester, United Kingdom
| | - Iain Buchan
- Health Informatics, Faculty of Biology, Medicine and Health, University of Manchester, Manchester, United Kingdom
| | | | - Adnan Custovic
- Department of Paediatrics, Imperial College, London, United Kingdom.
| |
Collapse
|
19
|
Deliu M, Belgrave D, Sperrin M, Buchan I, Custovic A. Asthma phenotypes in childhood. Expert Rev Clin Immunol 2016; 13:705-713. [PMID: 27817211 DOI: 10.1080/1744666x.2017.1257940] [Citation(s) in RCA: 26] [Impact Index Per Article: 2.9] [Reference Citation Analysis] [Abstract] [Key Words] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/22/2022]
Abstract
INTRODUCTION Asthma is no longer thought of as a single disease, but rather a collection of varying symptoms expressing different disease patterns. One of the ongoing challenges is understanding the underlying pathophysiological mechanisms that may be responsible for the varying responses to treatment. Areas Covered: This review provides an overview of our current understanding of the asthma phenotype concept in childhood and describes key findings from both conventional and data-driven methods. Expert Commentary: With the vast amounts of data generated from cohorts, there is hope that we can elucidate distinct pathophysiological mechanisms, or endotypes. In return, this would lead to better patient stratification and disease management, thereby providing true personalised medicine.
Collapse
Affiliation(s)
- Matea Deliu
- a Division of Informatics, Imaging and Data Sciences, Faculty of Biology, Medicine and Health , University of Manchester , Manchester , UK
| | - Danielle Belgrave
- b Department of Paediatrics , Imperial College of Science, Technology & Medicine , London , UK
| | - Matthew Sperrin
- a Division of Informatics, Imaging and Data Sciences, Faculty of Biology, Medicine and Health , University of Manchester , Manchester , UK
| | - Iain Buchan
- a Division of Informatics, Imaging and Data Sciences, Faculty of Biology, Medicine and Health , University of Manchester , Manchester , UK
| | - Adnan Custovic
- b Department of Paediatrics , Imperial College of Science, Technology & Medicine , London , UK
| |
Collapse
|
20
|
Associations of wheezing phenotypes with late asthma outcomes in the Avon Longitudinal Study of Parents and Children: A population-based birth cohort. J Allergy Clin Immunol 2016; 138:1060-1070.e11. [PMID: 27106203 PMCID: PMC5052126 DOI: 10.1016/j.jaci.2016.01.046] [Citation(s) in RCA: 66] [Impact Index Per Article: 7.3] [Reference Citation Analysis] [Abstract] [Key Words] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/23/2015] [Revised: 12/20/2015] [Accepted: 01/21/2016] [Indexed: 12/25/2022]
Abstract
Background Variable patterns of childhood wheezing might indicate differences in the cause and prognosis of respiratory illnesses. Better understanding of these patterns could facilitate identification of modifiable factors related to development of asthma. Objectives We characterized childhood wheezing phenotypes from infancy to adolescence and their associations with asthma outcomes. Methods Latent class analysis was used to derive phenotypes based on patterns of wheezing recorded at up to 14 time points from birth to 16½ years among 12,303 participants from the Avon Longitudinal Study of Parents and Children. Measures of lung function (FEV1, forced vital capacity [FVC], and forced expiratory flow between 25% and 75% [FEF25-75]) and fraction of exhaled nitric oxide (Feno) were made at 14 to 15 years of age. Results Six wheezing phenotypes were identified: never/infrequent, preschool-onset remitting, midchildhood-onset remitting, school age–onset persisting, late childhood–onset persisting, and continuous wheeze. The 3 persistent phenotypes were associated with bronchodilator reversibility of 12% or greater (BDR) from baseline (odds ratio [OR] range, 2.14-3.34), a Feno value of 35 ppb or greater (OR range, 3.82-6.24), and lung function decrements (mean range of differences: −0.22 to −0.27 SD units (SDU) for FEV1/FVC ratio and −0.21 to −0.33 SDU for FEF25-75) compared with never/infrequent wheeze. Midchildhood-onset (4½ years) remitting wheeze was associated with BDR (OR, 1.77; 95% CI, 1.11-2.82), a Feno value of 35 ppb or greater (OR, 1.72; 95% CI, 1.14-2.59), FEV1/FVC ratio decrements (OR, −0.22 SDU; 95% CI, −0.36 to −0.08 SDU), and FEF25-75 decrements (OR, −0.16 SDU; 95% CI, −0.30 to −0.01 SDU). Preschool-onset (18 months) remitting wheeze was only associated with FEV1/FVC ratio decrements (OR, −0.15 SDU; 95% CI, −0.25 to −0.05 SDU) and FEF25-75 decrements (OR, −0.14 SDU; 95% CI, −0.24 to −0.04 SDU). The persisting phenotypes showed evidence of sex stratification during adolescence. Conclusions Early childhood–onset wheezing that persists into adolescence represents the clearest target group for interventions to maximize lung function outcomes.
Collapse
|
21
|
Taylor-Robinson DC, Pearce A, Whitehead M, Smyth R, Law C. Social inequalities in wheezing in children: findings from the UK Millennium Cohort Study. Eur Respir J 2016; 47:818-28. [PMID: 26677938 PMCID: PMC4771620 DOI: 10.1183/13993003.01117-2015] [Citation(s) in RCA: 18] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/24/2015] [Accepted: 10/13/2015] [Indexed: 01/31/2023]
Abstract
Wheezing in childhood is socially patterned, but it is unclear what factors explain the social differences.Regression analysis of the UK Millennium Cohort Study, based on 11 141 singleton children who participated at ages 9 months and 3, 5 and 7 years. Relative risk ratios (RRR) for early and persistent/relapsing wheeze were estimated using multinomial regression, according to measures of socioeconomic circumstances. Maternal, antenatal and early-life characteristics were assessed as potential mediators.Children of mothers with no educational qualifications were more likely to have both wheeze types, compared to children of mothers with degree-level qualifications (RRR 1.53, 95% CI 1.26-1.86 for early wheeze; 1.32 95% CI 1.04-1.67 for persistent/relapsing wheeze). Controlling for maternal age, smoking during pregnancy and breastfeeding removed the elevated risk of wheezing. Male sex, maternal age, body mass index, atopy, smoking during pregnancy, preterm birth, breastfeeding, exposure to other children and furry pets were independently associated with wheezing, but the pattern of association varied between wheezing types.In this representative UK cohort, adjustment for maternal smoking during pregnancy and breastfeeding removed the socioeconomic inequalities in common wheezing phenotypes. Policies to reduce the social gradient in these risk factors may reduce inequalities in wheezing and asthma.
Collapse
Affiliation(s)
- David C Taylor-Robinson
- Dept of Public Health and Policy, University of Liverpool, Liverpool, UK UCL Institute of Child Health, London, UK
| | | | - Margaret Whitehead
- Dept of Public Health and Policy, University of Liverpool, Liverpool, UK
| | | | | |
Collapse
|
22
|
Galobardes B, Granell R, Sterne J, Hughes R, Mejia-Lancheros C, Davey Smith G, Henderson J. Childhood wheezing, asthma, allergy, atopy, and lung function: different socioeconomic patterns for different phenotypes. Am J Epidemiol 2015; 182:763-74. [PMID: 26443417 PMCID: PMC4617295 DOI: 10.1093/aje/kwv045] [Citation(s) in RCA: 40] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/03/2014] [Accepted: 02/10/2015] [Indexed: 11/13/2022] Open
Abstract
Identifying preventable exposures that lead to asthma and associated allergies has proved challenging, partly because of the difficulty in differentiating phenotypes that define homogeneous disease groups. Understanding the socioeconomic patterns of disease phenotypes can help distinguish which exposures are preventable. In the present study, we identified disease phenotypes that are susceptible to socioeconomic variation, and we determined which life-course exposures were associated with these inequalities in a contemporary birth cohort. Participants included children from the Avon Longitudinal Study of Parents and Children, a population-based birth cohort in England, who were born in 1991 and 1992 and attended the clinic at 7–8 years of age (n = 6,378). Disease phenotypes included asthma, atopy, wheezing, altered lung function, and bronchial reactivity phenotypes. Combining atopy with a diagnosis of asthma from a doctor captured the greatest socioeconomic variation, including opposing patterns between phenotype groups: Children with a low socioeconomic position (SEP) had more asthma alone (adjusted multinomial odds ratio = 1.50, 95% confidence interval: 1.21, 1.87) but less atopy alone (adjusted multinomial odds ratio = 0.80, 95% confidence interval: 0.66, 0.98) than did children with high SEP. Adjustment for maternal exposure to tobacco smoke during pregnancy and childhood exposure to tobacco smoke reduced the odds of asthma alone in children with a low SEP. Current inequalities among children who have asthma but not atopy can be prevented by eliminating exposure to tobacco smoke. Other disease phenotypes were not socially patterned or had SEP patterns that were not related to smoke exposure.
Collapse
Affiliation(s)
- Bruna Galobardes
- Correspondence to Dr. Bruna Galobardes, University of Bristol, School of Social and Community Medicine, Oakfield House, Oakfield Grove, BS8 2BN, United Kingdom (e-mail: )
| | | | | | | | | | | | | |
Collapse
|
23
|
Brunst KJ, Ryan PH, Brokamp C, Bernstein D, Reponen T, Lockey J, Khurana Hershey GK, Levin L, Grinshpun SA, LeMasters G. Timing and Duration of Traffic-related Air Pollution Exposure and the Risk for Childhood Wheeze and Asthma. Am J Respir Crit Care Med 2015; 192:421-7. [PMID: 26106807 DOI: 10.1164/rccm.201407-1314oc] [Citation(s) in RCA: 85] [Impact Index Per Article: 8.5] [Reference Citation Analysis] [Abstract] [Key Words] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/20/2022] Open
Abstract
RATIONALE The timing and duration of traffic-related air pollution (TRAP) exposure may be important for childhood wheezing and asthma development. OBJECTIVES We examined the relationship between TRAP exposure and longitudinal wheezing phenotypes and asthma at age 7 years. METHODS Children completed clinical examinations annually from age 1 year through age 4 years and age 7 years. Parental-reported wheezing was assessed at each age, and longitudinal wheezing phenotypes (early-transient, late-onset, persistent) and asthma were defined at age 7 years. Participants' time-weighted exposure to TRAP, from birth through age 7 years, was estimated using a land-use regression model. The relationship between TRAP exposure and wheezing phenotypes and asthma was examined. MEASUREMENTS AND MAIN RESULTS High TRAP exposure at birth was significantly associated with both transient and persistent wheezing phenotypes (adjusted odds ratio [aOR] = 1.64; 95% confidence interval [CI], 1.04-2.57 and aOR = 2.31; 95% CI, 1.28-4.15, respectively); exposure from birth to age 1 year and age 1 to 2 years was also associated with persistent wheeze. Only children with high average TRAP exposure from birth through age 7 years were at significantly increased risk for asthma (aOR = 1.71; 95% CI, 1.01-2.88). CONCLUSIONS Early-life exposure to TRAP is associated with increased risk for persistent wheezing, but only long-term exposure to high levels of TRAP throughout childhood was associated with asthma development.
Collapse
Affiliation(s)
- Kelly J Brunst
- 1 Department of Pediatrics and.,2 Department of Preventive Medicine, Icahn School of Medicine at Mount Sinai, New York, New York
| | - Patrick H Ryan
- 3 Division of Biostatistics and Epidemiology and.,4 Department of Environmental Health and
| | | | - David Bernstein
- 5 Department of Internal Medicine, University of Cincinnati, Cincinnati, Ohio
| | | | - James Lockey
- 4 Department of Environmental Health and.,5 Department of Internal Medicine, University of Cincinnati, Cincinnati, Ohio
| | - Gurjit K Khurana Hershey
- 6 Division of Asthma Research, Cincinnati Children's Hospital Medical Center, Cincinnati, Ohio; and
| | | | | | - Grace LeMasters
- 6 Division of Asthma Research, Cincinnati Children's Hospital Medical Center, Cincinnati, Ohio; and.,4 Department of Environmental Health and
| |
Collapse
|
24
|
Collin SM, Granell R, Westgarth C, Murray J, Paul ES, Sterne JAC, Henderson AJ. Associations of Pet Ownership with Wheezing and Lung Function in Childhood: Findings from a UK Birth Cohort. PLoS One 2015; 10:e0127756. [PMID: 26061067 PMCID: PMC4465326 DOI: 10.1371/journal.pone.0127756] [Citation(s) in RCA: 20] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/15/2015] [Accepted: 04/19/2015] [Indexed: 01/04/2023] Open
Abstract
Background Asthma is a heterogeneous condition and differential effects of pet ownership on non-atopic versus atopic asthma have been reported. The aim of this study was to investigate whether pet ownership during pregnancy and early childhood was associated with wheezing from birth to age 7 years and with lung function at age 8 years in a UK population-based birth cohort. Methods Data from the Avon Longitudinal Study of Parents and Children (ALSPAC) were used to investigate associations of pet ownership at six time-points from pregnancy to age 7 years with concurrent episodes of wheezing, wheezing trajectories (phenotypes) and lung function at age 8 years using logistic regression models adjusted for child’s sex, maternal history of asthma/atopy, maternal smoking during pregnancy, and family adversity. Results 4,706 children had complete data on pet ownership and wheezing. From birth to age 7 years, cat ownership was associated with an overall 6% lower odds of wheezing (OR=0.94 (0.89-0.99)). Rabbit and rodent ownership was associated with 21% (OR=1.21 (1.12-1.31)) and 11% (OR=1.11 (1.02–1.21)) higher odds of wheezing, respectively, with strongest effects evident during infancy. Rabbit and rodent ownership was positively associated with a ‘persistent wheeze’ phenotype. Pet ownership was not associated with lung function at age 8 years, with the exception of positive associations of rodent and bird ownership with better lung function. Conclusions Cat ownership was associated with reduced risk, and rabbit and rodent ownership with increased risk, of wheezing during childhood. The mechanisms behind these differential effects warrant further investigation.
Collapse
Affiliation(s)
- Simon M. Collin
- Centre for Child & Adolescent Health, University of Bristol, Bristol, United Kingdom
- School of Social & Community Medicine, University of Bristol, Bristol, United Kingdom
| | - Raquel Granell
- School of Social & Community Medicine, University of Bristol, Bristol, United Kingdom
| | - Carri Westgarth
- Department of Epidemiology & Population Health, University of Liverpool, Liverpool, United Kingdom
- School of Veterinary Science, University of Liverpool, Liverpool, United Kingdom
| | - Jane Murray
- School of Veterinary Sciences, University of Bristol, Bristol, United Kingdom
| | - Elizabeth S. Paul
- School of Veterinary Sciences, University of Bristol, Bristol, United Kingdom
| | - Jonathan A. C. Sterne
- School of Social & Community Medicine, University of Bristol, Bristol, United Kingdom
| | - A. John Henderson
- School of Social & Community Medicine, University of Bristol, Bristol, United Kingdom
- * E-mail:
| |
Collapse
|
25
|
Collin S, Granell R, Westgarth C, Murray J, Paul E, Sterne J, Henderson AJ. Pet ownership is associated with increased risk of non-atopic asthma and reduced risk of atopy in childhood: findings from a UK birth cohort. Clin Exp Allergy 2015; 45:200-10. [PMID: 25077415 PMCID: PMC4280336 DOI: 10.1111/cea.12380] [Citation(s) in RCA: 43] [Impact Index Per Article: 4.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/30/2013] [Revised: 05/25/2014] [Accepted: 05/31/2014] [Indexed: 12/19/2022]
Abstract
BACKGROUND Studies have shown an inverse association of pet ownership with allergy but inconclusive findings for asthma. OBJECTIVE To investigate whether pet ownership during pregnancy and childhood was associated with asthma and atopy at the age of 7 in a UK population-based birth cohort. METHODS Data from the Avon Longitudinal Study of Parents and Children (ALSPAC) were used to investigate associations of pet ownership at six time points from pregnancy to the age of 7 with asthma, atopy (grass, house dust mite, and cat skin prick test) and atopic vs. non-atopic asthma at the age of 7 using logistic regression models adjusted for child's sex, maternal history of asthma/atopy, maternal smoking during pregnancy, and family adversity. RESULTS A total of 3768 children had complete data on pet ownership, asthma, and atopy. Compared with non-ownership, continuous ownership of any pet (before and after the age of 3) was associated with 52% lower odds of atopic asthma [odds ratio (OR) 0.48, 95% CI 0.34-0.68]. Pet ownership tended to be associated with increased risk of non-atopic asthma, particularly rabbits (OR 1.61, 1.04-2.51) and rodents (OR 1.86, 1.15-3.01), comparing continuous vs. non-ownership. Pet ownership was consistently associated with lower odds of sensitization to grass, house dust mite, and cat allergens, but rodent ownership was associated with higher odds of sensitization to rodent allergen. Differential effects of pet ownership on atopic vs. non-atopic asthma were evident for all pet types. CONCLUSIONS AND CLINICAL RELEVANCE Pet ownership during pregnancy and childhood in this birth cohort was consistently associated with a reduced risk of aeroallergen sensitization and atopic asthma at the age of 7, but tended to be associated (particularly for rabbits and rodents) with an increased risk of non-atopic asthma. The opposing effects on atopy vs. non-atopic asthma might be considered by parents when they are deciding whether to acquire a pet.
Collapse
Affiliation(s)
- S.M. Collin
- School of Social & Community Medicine, University of Bristol, UK
| | - R Granell
- School of Social & Community Medicine, University of Bristol, UK
| | - C Westgarth
- Institute of Infection and Global Health, University of Liverpool, UK
| | - J Murray
- School of Veterinary Science, University of Bristol, UK
| | - E Paul
- School of Veterinary Science, University of Bristol, UK
| | - J.A.C. Sterne
- School of Social & Community Medicine, University of Bristol, UK
| | | |
Collapse
|
26
|
Cano-Garcinuño A, Mora-Gandarillas I. Wheezing phenotypes in young children: an historical cohort study. PRIMARY CARE RESPIRATORY JOURNAL : JOURNAL OF THE GENERAL PRACTICE AIRWAYS GROUP 2014; 23:60-6. [PMID: 24557527 PMCID: PMC6442292 DOI: 10.4104/pcrj.2014.00008] [Citation(s) in RCA: 18] [Impact Index Per Article: 1.6] [Reference Citation Analysis] [Abstract] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Indexed: 11/18/2022]
Abstract
Background: Wheezing phenotypes in young children have usually been described on the basis of questionnaire surveys instead of prospectively doctor-diagnosed episodes, and have never been described in terms of incidence rates. Aims: To identify wheezing phenotypes in the first three years and describe their incidence trends, and to investigate their relationship with asthma at six years of age. Methods: Doctor-diagnosed wheezing episodes in the first 36 months and active asthma at six years were identified in a historical cohort of 3,739 children followed from birth in 29 primary care health centres in Spain. Wheezing phenotypes were identified by means of latent class analysis. Changes in incidence rates of wheezing were identified through joinpoint regression models and their predictive ability for asthma was analysed. Results: One never/infrequent wheeze phenotype and three wheezing phenotypes were identified. There were two early phenotypes which started wheezing at a median age of six months, one of which was transient while the other had a heavy recurrence of episodes. A third phenotype exhibited a delayed onset of wheezing, a constant rise in incidence through the first 36 months, and a relationship with allergic asthma. These three phenotypes had a higher prevalence of active asthma at six years than the never/infrequent wheeze phenotype, but the classification had a weak predictive ability for asthma due to low sensitivity. Conclusions: The use of incidence rates contributes to the clarification of the natural history of infant wheezing.
Collapse
|
27
|
Paaso EMS, Jaakkola MS, Rantala AK, Hugg TT, Jaakkola JJK. Allergic diseases and asthma in the family predict the persistence and onset-age of asthma: a prospective cohort study. Respir Res 2014; 15:152. [PMID: 25427760 PMCID: PMC4255429 DOI: 10.1186/s12931-014-0152-8] [Citation(s) in RCA: 44] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Abstract] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/30/2014] [Accepted: 11/12/2014] [Indexed: 12/29/2022] Open
Abstract
Background Family history of asthma and other allergic diseases have been linked to the risk of childhood asthma previously, but little is known about their effect on the age-of-onset and persistency of asthma until young adulthood. Methods We assessed the effect of the family history of asthma and allergic diseases on persistent vs. transient, and early- vs. late-onset persistent asthma in The Espoo Cohort Study 1991–2011, a population-based cohort study of 1623 subjects (follow-up rate 63.2%). The determinants were any family history (any parent or sibling); maternal; paternal; siblings only; parents only; and both siblings and parents. Analyses were conducted separately for asthma and allergic diseases while taking the other disease into account as a confounding factor. The outcomes were persistent, transient, early-onset persistent (<13 years) and late-onset persistent asthma. Adjusted risk ratios (RR) were calculated applying Poisson regression. Q-statistics were used to assess heterogeneity between RRs. Results Family history was associated with the different subtypes but the magnitude of effect varied quantitatively. Any family history of asthma was a stronger determinant of persistent (adjusted RR = 2.82, 95% CI 1.99-4.00) than transient asthma (1.65, 1.03-2.65) (heterogeneity: P = 0.07) and on early-onset than late-onset persistent asthma. Also any family history of allergic diseases was a stronger determinant of persistent and early-onset asthma. The impact of paternal asthma continued to young adulthood (early-onset: 3.33, 1.57-7.06 vs. late-onset 2.04, 0.75-5.52) while the influence of maternal asthma decreased with age (Early-onset 3.94, 2.11-7.36 vs. Late-onset 0.88, 0.28-2.81). Paternal allergic diseases did not follow the pattern of paternal asthma, since they showed no association with late-onset asthma. Also the effect estimates for other subtypes were lower than in other hereditary groups (persistent 1.29, 0.75-2.22 vs. transient 1.20, 0.67-2.15 and early-onset 1.86, 0.95-3.64 vs. late-onset 0.64, 0.22-1.80). Conclusions Family history of asthma and allergic diseases are strong determinants of asthma, but the magnitude of effect varies according to the hereditary group so that some subtypes have a stronger hereditary component, and others may be more strongly related to environmental exposures. Our results provide useful information for assessing the prognosis of asthma based on a thorough family history.
Collapse
|
28
|
Belgrave DCM, Custovic A, Simpson A. Characterizing wheeze phenotypes to identify endotypes of childhood asthma, and the implications for future management. Expert Rev Clin Immunol 2014; 9:921-36. [PMID: 24128156 DOI: 10.1586/1744666x.2013.836450] [Citation(s) in RCA: 34] [Impact Index Per Article: 3.1] [Reference Citation Analysis] [Abstract] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/18/2022]
Abstract
It is now a commonly held view that asthma is not a single disease, but rather a set of heterogeneous diseases sharing common symptoms. One of the major challenges in treating asthma is understanding these different asthma phenotypes and their underlying biological mechanisms. This review gives an epidemiological perspective of our current understanding of the different phenotypes that develop from birth to childhood that come under the umbrella term 'asthma'. The review focuses mainly on publications from longitudinal birth cohort studies where the natural history of asthma symptoms is observed over time in the whole population. Identifying distinct pathophysiological mechanisms for these different phenotypes will potentially elucidate different asthma endotypes, ultimately leading to more effective treatment and management strategies.
Collapse
Affiliation(s)
- Danielle C M Belgrave
- Centre for Respiratory Medicine and Allergy, Institute of Inflammation and Repair, University of Manchester and University Hospital of South Manchester, Manchester, UK
| | | | | |
Collapse
|
29
|
Belgrave D, Simpson A, Custovic A. Challenges in interpreting wheeze phenotypes: the clinical implications of statistical learning techniques. Am J Respir Crit Care Med 2014; 189:121-3. [PMID: 24428643 DOI: 10.1164/rccm.201312-2206ed] [Citation(s) in RCA: 18] [Impact Index Per Article: 1.6] [Reference Citation Analysis] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/16/2022] Open
Affiliation(s)
- Danielle Belgrave
- 1 Institute of Inflammation and Repair University of Manchester and University Hospital of South Manchester Manchester, United Kingdom and
| | | | | |
Collapse
|
30
|
Affiliation(s)
- A. J. Lowe
- Melbourne School of Population and Global Health; The University of Melbourne; Melbourne Australia
- Murdoch Childrens Research Institute; Melbourne Australia
| | - S. Zaloumis
- Melbourne School of Population and Global Health; The University of Melbourne; Melbourne Australia
| | - S. C. Dharmage
- Melbourne School of Population and Global Health; The University of Melbourne; Melbourne Australia
- Murdoch Childrens Research Institute; Melbourne Australia
| |
Collapse
|