Rationale: Daycare exposes young children to more infections early in life and may thereby prevent the development of asthma and allergy.
Objectives: To prospectively study the effect of daycare on the development of asthma and allergic sensitization during the first 8 years of life.
Methods: In the Prevention and Incidence of Asthma and Mite Allergy birth cohort 3,963 newborn children were followed prospectively for 8 years. Daycare use and respiratory health were assessed yearly by questionnaires. At 8 years, sensitization to airborne allergens and airway responsiveness were measured. Daycare was defined as early (aged 0–2 yr), late (aged 2–4 yr), or none (no daycare before age 4 yr). Associations of daycare and/or older siblings with asthma symptoms (wheezing, shortness of breath, and inhaled steroids taken in the last year), airway responsiveness, and allergic sensitization were assessed in a longitudinal repeated-event analysis.
Measurements and Main Results: Children with early daycare had more wheezing in the first years of life, but less wheezing and steroid use between 4 and 8 years of age. At the age of 8 years, early daycare was not protective for asthma symptoms (adjusted odds ratio [aOR], 0.99; 95% confidence interval [CI], 0.74–1.32), allergic sensitization (aOR 0.86; 95% CI, 0.63–1.18), or airway hyperresponsiveness (aOR, 0.80; 95% CI, 0.57–1.14). The transient reduction in airway symptoms between age 4 and 8 years was only observed in children without older siblings.
Conclusion: Early daycare is associated with an increase in airway symptoms until the age of 4 years, and fewer symptoms between the ages of 4 and 8 years. We found no protection against asthma symptoms, hyperresponsiveness, or allergic sensitization at the age of 8 years.
Daycare exposes young children to more infections early in life, and may thereby prevent the development of asthma and allergy. Only a few longitudinal studies have investigated this association and these have given conflicting results.
Our study suggests that children who attend daycare experience more airway symptoms at an early age, but do not develop fewer asthma symptoms and/or allergies at the age of 8 years.
A preventive effect of daycare attendance on the development of asthma has been suggested, based on the hypothesis that infections early in life may reduce the later development of allergic diseases (1). Daycare has been consistently associated with increased prevalence of infections in early life (2–5). Because daycare is a modifiable factor it could be important for asthma prevention programs. However, convincing evidence that daycare is indeed associated with a reduction in asthma/allergy in the long term is lacking (6–10). The fact that multiple studies reported an increased risk of asthma in children with infections in early childhood further adds to the controversy (10–15).
In the Prevention and Incidence of Asthma and Mite Allergy birth cohort, daycare and the development of asthma and allergy were assessed prospectively in 3,963 children up to 8 years. At 8 years airway hyperresponsiveness and specific IgE in serum were measured. This enabled us to examine age-specific associations between daycare and the presence of older siblings on the one hand, and asthma symptoms and allergic sensitization on the other. Some of the results of this study have been previously reported in the form of an abstract (16).
Recruitment took place in the years 1996 to 1997. After birth the baseline study population consisted of 3,963 children. Questionnaires for parental completion, based on the ISAAC core questionnaires (17) were sent to the parents during pregnancy, at the child's ages of 3 and 12 months, and yearly thereafter up to the age of 8 years. At 8 years 3,518 children were invited for venipuncture to assess specific IgE for common allergens. Also, all children with an allergic mother (n = 988) and a random subset of children with a nonallergic mother (n = 566) were invited for a medical examination, including spirometry and measurement of airway responsiveness by means of a methacholine challenge (18). See Figure 1 for a population flowchart. Details of the Prevention and Incidence of Asthma and Mite Allergy study design have been published previously (19). The study included an intervention part: 416 children (with allergic mother) were given house dust mite–impermeable mattress covers. This intervention had no effect on the incidence of allergy or respiratory symptoms at 4 or 8 years of age (20) nor was it associated with daycare attendance. Therefore, we decided to include these children in the present analysis. The study protocol was approved by the medical ethics committees of the participating hospitals.
Parents reported their child's airway symptoms annually at ages 1 to 8 years. Data on shortness of breath and prescription of inhaled steroids were collected yearly after the age of 2 years. We defined the following (dichotomous) outcomes, pertaining to the past 12 months: (1) wheezing: at least one attack of wheezing; (2) inhaled steroid prescription by a medical doctor (after age of 2 yr); (3) asthma symptoms: at least one attack of wheeze and/or at least one attack of shortness of breath and/or a prescription of inhaled steroids (after age of 2 yr); (4) allergic asthma: asthma symptoms plus sensitization to at least one airborne allergen (at age of 8 yr).
Sensitization to airborne allergens at 8 years was defined as specific IgE of 0.70 IU/ml or greater for at least one of the following: house dust mite (Dermatophagoides pteronyssinus), cats, dogs, grass pollen (Dactylis glomerata), birch, and Alternaria alternata. The cutoff was chosen because this was previously shown to be associated with clinical symptoms (21). Frequent respiratory tract infections were defined as parental report of three or more serious infections in the past year. Airway responsiveness was determined according to the protocol of the European Community Respiratory Health Survey (18) and airway hyperresponsiveness (AHR) was defined as a 20% or greater decrease of FEV1 at a cumulative dose of 0.61 mg methacholine bromide or less.
Daycare use was assessed yearly and in our final analyses children were divided in three groups: early daycare (first attendance between 0–2 yr), late daycare (first attendance between 2–4 yr), and no daycare. Daycare was defined as at least 4 hours a week in a professional daycare institution, where children were exposed to other children under the age of 12 years. The average group size in professional daycare centers in The Netherlands is 10 children (22). The presence of siblings was defined as having an older sibling at time of birth (dichotomous). As potential confounders we defined: sex, gestational age, birth weight, parental education, ethnicity, mother's age, maternal allergies/asthma, breastfeeding, smoking during pregnancy, tobacco smoke exposure at home, urbanization, presence of pets, and single parenthood.
Associations of daycare or older siblings with the outcomes at 8 years were analyzed by logistic regression. Generalized estimating equations (GEE) were used to study associations with respiratory outcomes longitudinally, taking into account the correlation between repeated measurements in the same individual. Interaction of exposures and confounders with age was included in the GEE model when significant, allowing associations to vary with age. The analyses were stratified for maternal allergy and sex because these variables were potential effect modifiers. Also interaction between daycare attendance and siblings was tested. Besides a complete case analysis, missing data were multiple times imputed to avoid bias, which may result from complete case analysis (23, 24). The Multivariate Imputation by Chained Equations procedure in the statistical program R version 2.6.2 was used (25, 26). The 10 imputed data sets were analyzed and results combined using PROC MIANALYZE in SAS 9.1 (SAS Institute, Inc., Cary, NC). Data on sensitization and AHR were assessed in a subgroup. Therefore separate multiple imputation procedures were performed for these data, creating multiple imputed data sets for reported airway symptoms (n = 3,963), specific IgE (n = 3,518), and AHR (n = 1,554).
Complete data on exposures and confounders was available in 3,643 of the 3,963 children (92%). Table 1 shows baseline characteristics of this group and their association with daycare and older siblings. After 8 years, 92% of the children were still in the study. In 1,445 children (36%) a questionnaire-based outcome was missing for at least 1 year. These children were more likely than children with complete data (n = 2,518) to have an atopic mother (39 vs. 27%) or a mother with a low level of education (31 vs. 20%), but less likely to attend daycare before the age of 5 (73 vs. 79%). Data on IgE were obtained in 1,713 children (response rate 49%) and data on airway responsiveness in 938 children (response rate 60%). The response rates were not associated with daycare. To avoid bias resulting from complete case analysis, reported results pertain to the multiple imputed data sets.
Characteristic | Baseline Population with Complete Data (n = 3,643) | Population with Early Daycare (n = 1,112) | Population without Early Daycare (n = 2,531) | ||
---|---|---|---|---|---|
% | n | % | % | ||
Female sex | 48.3 | 1,760 | 47.3 | 48.8 | |
Born by caesarean section* | 8.5 | 305 | 9.5 | 8.0 | |
Older siblings present† | 50.2 | 1,828 | 60.2 | 45.3 | |
Maternal smoking in pregnancy† | 16.8 | 604 | 14.3 | 17.9 | |
Smoking in house after birth (≥ once per week)*† | 27.4 | 998 | 23.0 | 29.3 | |
Breastfeeding ever given*† | 82.7 | 3,013 | 87.3 | 80.7 | |
Allergic mother | 29.9 | 1,089 | 30.0 | 29.8 | |
Allergic father | 30.7 | 1,119 | 32.6 | 29.9 | |
Single parenthood*† | 1.1 | 42 | 1.9 | 0.8 | |
Pets present at birth† | 53.4 | 1,937 | 49.7 | 55.0 | |
Maternal education level*† | |||||
Low | 22.7 | 825 | 11.4 | 27.6 | |
Intermediate | 41.9 | 1,528 | 36.6 | 44.3 | |
High | 35.4 | 1,290 | 52.0 | 28.1 | |
Daycare attendance‡ | |||||
Early daycare, age 0–2 yr | 30.5 | 1,112 | 100 | — | |
Late daycare, age 2–4 yr | 46.9 | 1,709 | — | 67.5 | |
No daycare before age 4 yr | 22.6 | 822 | — | 32.5 | |
Urbanization, addresses/km2 *† | |||||
<1,000 | 33.0 | 1,202 | 25.9 | 36.1 | |
1,000–1,500 | 23.3 | 847 | 20.1 | 24.6 | |
>1,500 | 43.7 | 1,594 | 54.0 | 39.3 | |
mean | SD | mean | mean | ||
Maternal age, yr*† | 30.4 | 3.8 | 31.3 | 30.0 | |
Duration of pregnancy, wk† | 39.8 | 1.7 | 39.8 | 39.8 | |
Birth weight child, g† | 3,517 | 544 | 3,502 | 3,515 |
Wheezing at least once was reported by 22% at 1 year and showed a linear decline to 8% at 7 years (Figure 2). Shortness of breath showed a similar time trend, with 16% positive at 3 years and 9% at 7 years. Prescription rates for inhaled steroids remained stable over time, between 8 and 9%. At 8 years, 15% of the children had at least one asthma symptom (wheezing, shortness of breath, or the use of inhaled steroids) (Table 2). Of the invited children, 33.6% were sensitized to one or more airborne allergens, and 8.9% had allergic asthma. Forty-six per cent with an allergic mother and 38% with a nonallergic mother had AHR.
Asthma Symptoms* | Sensitization† | Allergic Asthma‡ | AHR§ | |||||||||
---|---|---|---|---|---|---|---|---|---|---|---|---|
Overall prevalence | 14.7%‖ | n = 429¶ | 33.6%‖ | n = 473¶ | 8.9%‖ | n = 147¶ | 43.0%‖ | n = 402¶ | ||||
aOR | 95% CI | aOR | 95% CI | aOR | 95% CI | aOR | 95% CI | |||||
aOR** Older siblings†† | 1.14 | (0.92–1.42) | 0.89 | (0.73–1.09) | 0.98 | (0.69–1.40) | 1.09 | (0.81–1.45) | ||||
aOR Early daycare‡‡ | 0.99 | (0.74–1.32) | 0.86 | (0.63–1.18) | 0.77 | (0.53–1.13) | 0.80 | (0.57–1.14) | ||||
aOR Late daycare‡‡ | 0.94 | (0.72–1.23) | 0.83 | (0.65–1.05) | 0.82 | (0.60–1.14) | 1.01 | (0.82–1.45) |
Children with early daycare were twice as likely to experience wheezing in the first year of life, compared with children without daycare (adjusted odds ratios [aOR] at 1 yr, 1.89; 95% confidence interval [CI], 1.50–2.39). The association changed with increasing age; at 5 years there was a trend for less wheezing in children with early daycare (aOR, 0.83; 95% CI, 0.60–1.14). At 8 years, early daycare was not associated with wheezing. Figure 3 shows the adjusted odds ratios of daycare for wheeze, steroid prescription, and asthma symptoms. The associations of early and late daycare are plotted with no daycare as reference. The outcome “asthma symptoms” was not available at ages 1 and 2 years, but the associations with daycare at later ages followed the same pattern as for wheeze. We found no protective effect from early daycare on asthma symptoms until 8 years (aOR at 8 yr, 0.96; 95% CI, 0.73–1.29). In the early daycare group a trend for fewer prescriptions of inhaled steroids was observed between the ages of 5 and 7 years, but not at 8 years. A sensitivity analysis in which stricter outcomes were defined as “frequent wheezing (≥ 4 episodes per year)” and “doctors diagnosis of asthma with asthma symptoms past year” led to similar results, without any protective effect of daycare at the age of 8 years. The associations with late daycare were less pronounced and not statistically significant on any outcome. We found the effect of daycare to change gradually with the age of first attendance, without a clear window of opportunity. Also when daycare was defined as “very early daycare” (attendance before the age of 6 mo) we found no protective effect on any respiratory outcome at the age of 8 years.
In the first year of life, children with older siblings had more wheezing than first-born children (aOR, 2.15; 95% CI, 1.81–2.56). The strength of the association with wheezing, steroid prescriptions, and asthma symptoms decreased linearly with age and disappeared at 8 years. The presence of older siblings was not protective for wheeze, inhaled steroid prescriptions, or asthma symptoms at any age.
Table 2 shows the adjusted associations between daycare, older siblings, and the clinical outcomes at 8 years. Neither daycare nor the presence of older siblings was associated with asthma symptoms, sensitization, allergic asthma, or AHR at 8 years.
Of the variables tested for confounding, the following changed the point estimate of either daycare or siblings, and were controlled for in all analyses: sex, birth weight, breastfeeding, urbanization, mother's age, mother's education, and maternal allergy. We found the associations with airway symptoms in the imputed data to be weaker than in the complete case data. However, the overall pattern did not change on any outcome. Results on sensitization and AHR were not affected by the multiple imputation analysis.
Stratified analyses were performed to investigate effect modification by sex or maternal atopy. The effects of daycare and siblings did not differ between boys and girls or between children with and without an allergic mother. We found a significant interaction between siblings and daycare for wheeze (P < 0.001). In Figure 4 the occurrence of frequent respiratory infections, wheeze, and asthma symptoms are shown for children with early daycare and older siblings (n = 486), with early daycare but no older siblings (n = 714), and without daycare and siblings (n = 330). Children with older siblings and early daycare had a more than fourfold higher risk of frequent respiratory infections and a more than twofold higher risk of wheezing in the first year compared with children without older siblings and daycare. After the age of 4 years children with early daycare and no older siblings were less likely to wheeze (significant at 5 yr), to use inhaled steroids (significant at 6 yr), and to have asthma symptoms (significant at age 5 to 7 yr) as compared with those without daycare. At the age of 8 years these associations had disappeared. Importantly, children exposed to both early daycare and older siblings experienced most infections and symptoms in early childhood, without a protective effect on wheeze, inhaled steroid prescription, or asthma symptoms until the age of 8 years. Interaction between daycare and older siblings was also significant for the outcomes sensitization and allergic asthma. In models allowing for this interaction, the associations of daycare and siblings with these outcomes remained not significant (Table 3).
Exposures* | Asthma Symptoms† | Sensitization‡ | Allergic Asthma§ | ||||||||
---|---|---|---|---|---|---|---|---|---|---|---|
Early daycare | Siblings | aOR‖ | 95% CI | aOR | 95% CI | aOR | 95% CI | ||||
Yes | Yes | 1.32 | (0.95–1.83) | 0.97 | (0.68–1.37) | 1.06 | (0.66–1.68) | ||||
Yes | No | 0.83 | (0.61–1.12) | 0.86 | (0.66–1.13) | 0.64 | (0.43–0.96) | ||||
No | Yes | 0.99 | (0.76–1.29) | 0.82 | (0.66–1.02) | 0.81 | (0.54–1.22) | ||||
No | No | 1.00 | P = 0.10¶ | 1.00 | P = 0.36¶ | 1.00 | P = 0.18¶ |
We found no evidence for a protective or harmful effect of daycare on the development of asthma symptoms, allergic sensitization, or airway hyperresponsiveness at the age of 8 years. Early daycare was associated with more airway symptoms until the age of 4 years and, only in children without older siblings, with a transient decrease in symptoms between 4 and 8 years. Children with early daycare and older siblings had the highest prevalence of respiratory symptoms in early childhood, but no decreased prevalence of asthma symptoms at any time point.
Since the postulation of the “hygiene hypothesis” by Strachan (1), many studies have focused on the relation between daycare and the development of asthma. Studies investigating the association between reported respiratory infections in early life and development of asthma consistently found no protective effect on asthma (5, 10–15, 27). We studied the effect of daycare, which is a proxy for infections (2–5). Studying daycare has two important advantages compared with reported infections. First, the relation between daycare and asthma is unlikely to be influenced by reverse causation. This is a problem with reported infections because young children with an asthmatic constitution may be more likely to experience symptoms during respiratory infections and to get a doctors' diagnosis of infection. Second, daycare is a feasible target for prevention.
Previous studies investigating the effects of daycare on the risk of asthma were mostly cross-sectional and the results differed. Discrepancies can be explained by considering the results according to age. In early childhood, daycare has been consistently associated with more respiratory infections and wheezing (2–4, 28, 29). Between 3 and 5 years no association was found between daycare and asthma (29, 30). Between the ages of 4 and 14 years, a cross-sectional study reported less wheezing and asthma in children who attended daycare (6). A recent longitudinal study (n = 922) also reported a reduced risk of wheezing at 5 years in children with daycare (31). Our data cover a wide age range and show a pattern of an early increase in airway symptoms followed by a later reduction. Similar results were found in the Tucson Children's Respiratory Study (n = 1,035) and in the Home Allergens and Asthma Study (n = 505) (7, 32). We observed a reduction in airway symptoms associated with early daycare only in children without older siblings, in line with earlier reports of interaction between daycare and siblings (3, 4, 6).
The relationship between daycare and asthma later in childhood is less clear. We found no decreased prevalence of asthma symptoms at the age of 8 years in children who attended daycare. Similarly, Nafstad and colleagues reported no association between daycare and asthma at the age of 10 years in the Oslo birth cohort (n = 2,540) (10). A retrospective study in adults aged 20 to 44 years reported an increased risk of asthma associated with daycare attendance (9). In contrast, the Tucson study reported a preventive effect of daycare on the development of asthma lasting up to the age of 13 years (7). In this study, exposure was defined as daycare before the age of 6 months and information was collected retrospectively around the age of 7 years, introducing the possibility of recall bias (7). Furthermore, a significant effect on asthma was only reported for the combined effects of older siblings and daycare. To our knowledge, no prospective study has reproduced these findings.
This is the first prospective study to report on the relation between daycare and AHR. We found no significant decrease in AHR in children exposed to daycare or older siblings in early childhood. The high prevalence of AHR could imply that the cutoff at a cumulative dose of 0.61 mg or less of methacholine bromide was not strict enough for our population. However, in a separate sensitivity analysis where responsiveness was defined as the dose–response slope (% change in FEV1 in response to total methacholine bromide dose), a continuous variable, we found no significant association with early daycare. AHR is a feature of asthma (33) and has strong predictive value for the long-term prognosis (34, 35). The findings that daycare was not associated with asthma symptoms at 8 years and did not affect AHR strongly support our conclusion that early daycare does not prevent asthma.
The relationship between daycare attendance and atopy remains unclear despite earlier studies. Several studies reported a lower prevalence of sensitization in children with daycare, as measured by skin prick test reactivity (7, 14, 30) or specific IgE (14, 28). Other studies found no significant association (9, 10, 36, 37), or even increased sensitization, after daycare (31, 38). These studies vary in methodology: some investigated skin tests, others specific IgE, and different allergies were assessed. Furthermore, the definition of daycare and the age at which outcomes were assessed varied. We found no significant effect of daycare or siblings on sensitization measured by the presence of specific IgE. We found a trend of less asthma with sensitization in children with early daycare and without siblings. Likewise, Krämer and colleagues reported lower rates of sensitization and asthma associated with early daycare in a cross-sectional study in Eastern Germany, in a subgroup of children without siblings (6). Possibly children with older siblings are already exposed to more infections early in life, reducing any additional effects of daycare. However, if infections would protect, one would expect a dose–response relationship with the largest protection in children with the highest microbial burden at an early age. Our results show that children with older siblings and early daycare indeed experienced most infections in infancy but did not develop less asthma or sensitization, thus arguing against a causal relationship.
Strong points of our study are the large cohort with a prospective design, long follow-up with very good compliance, and collection of objective data, including AHR and specific IgE. Because the study population is a fairly random representation of the Dutch population, our results can be generalized. However, in the population invited for AHR measurement there was an overrepresentation of children with an allergic mother. Because we found no interaction by allergy of the mother on the association between daycare and AHR, this does not compromise generalizability of our findings. There is evidence that the age of entry into daycare may influence the natural course of asthma (6, 31). It has been suggested that a window of opportunity exists earlier in life (e.g., in the first 6 mo of life) (7). We found no support for this in our data. Early daycare was defined as attendance before the age of 2 years, but the majority of these children (59%) visited daycare before the age of 6 months. Also, when the definition was limited to attendance before the age of 6 months there was no significant association with any of the studied outcomes at 8 years.
Some limitations should be considered in the interpretation of our results. First, in the absence of a gold standard, the definition for asthma remains arbitrary. Apart from the sensitive definition “asthma symptoms” we performed sensitivity analyses with outcomes “frequent wheezing (≥ 4 times/yr)” and “doctors' diagnosis of asthma with asthma symptoms past year.” Early daycare was associated with higher prevalence of all these outcomes in the first years of life, but there was no association at the age of 8 years. Second, airway symptoms were based on parental reports. Especially at early ages this may have led to some misclassification. Most likely any misclassification would be independent of the exposure to daycare (i.e., nondifferential), causing underestimation of the effect. Because we found strong correlations especially in the first years of life, we consider it unlikely that our results have been biased by misclassification of early symptoms. Parents with an atopic history may report wheeze more accurately and this could influence our results. However, we found that atopy of the mother had no confounding effect nor did it modify the effect of daycare on any of the outcomes. Furthermore it should be realized that apart from early infections, multiple other pathways might explain a relation between daycare and later asthma symptoms. Finally, children were followed up to the age of 8 years. Strictly, we can therefore not exclude a protective effect of early daycare on symptoms at later ages. Our data are not suggestive of such an effect.
What are the practical implications of our findings? We found that early daycare is associated with a transient decrease in wheezing after the age of 4 years, but not with the development of allergic sensitization, AHR, or asthma symptoms at 8 years. Apparently, the incidence of asthma cannot be reduced by promoting early daycare attendance. Early daycare merely seems to shift the burden of respiratory morbidity to an earlier age, where it is more troublesome than at a later age. Hence, early daycare should not be promoted for reasons of preventing asthma and allergy.
Early daycare is associated with an increase in airway symptoms until the age of 4 years, and fewer symptoms between 4 and 8 years. We found no protection against asthma symptoms, hyperresponsiveness, or allergic sensitization at the age of 8 years.
1. | Strachan DP. Hay fever, hygiene, and household size. BMJ 1989;299:1259–1260. |
2. | Koopman LP, Smit HA, Heijnen ML, Wijga A, van Strien RT, Kerkhof M, Gerritsen J, Brunekreef B, de Jongste JC, Neijens HJ. Respiratory infections in infants: interaction of parental allergy, child care, and siblings–The PIAMA study. Pediatrics 2001;108:943–948. |
3. | Hurwitz ES, Gunn WJ, Pinsky PF, Schonberger LB. Risk of respiratory illness associated with day-care attendance: a nationwide study. Pediatrics 1991;87:62–69. |
4. | Marbury MC, Maldonado G, Waller L. Lower respiratory illness, recurrent wheezing, and day care attendance. Am J Respir Crit Care Med 1997;155:156–161. |
5. | Celedon JC, Litonjua AA, Ryan L, Weiss ST, Gold DR. Day care attendance, respiratory tract illnesses, wheezing, asthma, and total serum IgE level in early childhood. Arch Pediatr Adolesc Med 2002;156:241–245. |
6. | Kramer U, Heinrich J, Wjst M, Wichmann HE. Age of entry to day nursery and allergy in later childhood. Lancet 1999;353:450–454. |
7. | Ball TM, Castro-Rodriguez JA, Griffith KA, Holberg CJ, Martinez FD, Wright AL. Siblings, day-care attendance, and the risk of asthma and wheezing during childhood. N Engl J Med 2000;343:538–543. |
8. | Nystad W, Skrondal A, Magnus P. Day care attendance, recurrent respiratory tract infections and asthma. Int J Epidemiol 1999;28:882–887. |
9. | Svanes C, Jarvis D, Chinn S, Omenaas E, Gulsvik A, Burney P. Early exposure to children in family and day care as related to adult asthma and hay fever: results from the European Community Respiratory Health Survey. Thorax 2002;57:945–950. |
10. | Nafstad P, Brunekreef B, Skrondal A, Nystad W. Early respiratory infections, asthma, and allergy: 10-year follow-up of the Oslo Birth Cohort. Pediatrics 2005;116:e255–e262. |
11. | Stein RT, Sherrill D, Morgan WJ, Holberg CJ, Halonen M, Taussig LM, Wright AL, Martinez FD. Respiratory syncytial virus in early life and risk of wheeze and allergy by age 13 years. Lancet 1999;354:541–545. |
12. | Mommers M, Swaen GM, Weishoff-Houben M, Creemers H, Freund H, Dott W, van Schayck CP. Childhood infections and risk of wheezing and allergic sensitisation at age 7–8 years. Eur J Epidemiol 2004;19:945–951. |
13. | Arshad SH, Kurukulaaratchy RJ, Fenn M, Matthews S. Early life risk factors for current wheeze, asthma, and bronchial hyperresponsiveness at 10 years of age. Chest 2005;127:502–508. |
14. | de Meer G, Janssen NA, Brunekreef B. Early childhood environment related to microbial exposure and the occurrence of atopic disease at school age. Allergy 2005;60:619–625. |
15. | Kusel MM, de Klerk NH, Kebadze T, Vohma V, Holt PG, Johnston SL, Sly PD. Early-life respiratory viral infections, atopic sensitization, and risk of subsequent development of persistent asthma. J Allergy Clin Immunol 2007;119:1105–1110. |
16. | Caudri D, Wijga A, Scholtens S, Kerkhof M, Gerritsen J, Ruskamp JM, Brunekreef B, Smit HA, de Jongste JC. 2008. Early daycare: more infections and asthma symptoms in infancy, no prevention of (allergic) asthma at 8 years [abstract]. ERS 2008 Berlin, abstract number 4418. (Accessed April 14, 2009, at http://www.ers-education.org/pages/default.aspx?id=1339&idBrowse=47778) |
17. | Asher MI, Keil U, Anderson HR, Beasley R, Crane J, Martinez F, Mitchell EA, Pearce N, Sibbald B, Stewart AW, et al. International Study of Asthma and Allergies in Childhood (ISAAC): rationale and methods. Eur Respir J 1995;8:483–491. |
18. | Burney PG, Luczynska C, Chinn S, Jarvis D. The European Community Respiratory Health Survey. Eur Respir J 1994;7:954–960. |
19. | Brunekreef B, Smit J, de Jongste J, Neijens H, Gerritsen J, Postma D, Aalberse R, Koopman L, Kerkhof M, Wilga A, et al. The prevention and incidence of asthma and mite allergy (PIAMA) birth cohort study: design and first results. Pediatr Allergy Immunol 2002;13:55–60. |
20. | Brunekreef B, van Strien R, Pronk A, Oldenwening M, de Jongste JC, Wijga A, Kerkhof M, Aalberse RC. La mano de DIOS…was the PIAMA intervention study intervened upon? Allergy 2005;60:1083–1086. |
21. | Kerkhof M, Schouten JP, De Monchy JG. The association of sensitization to inhalant allergens with allergy symptoms: the influence of bronchial hyperresponsiveness and blood eosinophil count. Clin Exp Allergy 2000;30:1387–1394. |
22. | de Schipper EJ, Riksen-Walraven JM, and Geurts SAE. Multiple determinants of caregiver behavior in child care centers. Early Child Res Q 2007;22:312–326. |
23. | Rubin D. Multiple imputation for nonresponse in surveys. New York: John Wily and Sons; 1987. |
24. | Schafer J. Analysis of incomplete multivariate data. London: Chapman & Hall; 1997. |
25. | van Buuren S, Oudshoorn K. MICE: Multivariate imputation by chained equations. R package version 1.15. Leiden, The Netherlands: TNO prevention and health 2005. (Accessed May 31, 2007, at http//web.inter.nl.net/users/S.van.Buuren/mi/hmtl/mice.htm). |
26. | van Buuren S, Oudshoorn K. Flexible multivariate imputation by MICE. Technical report. Leiden, The Netherlands: TNO prevention and health 1999. (Accessed February 27, 2008, at http://web.inter.nl.net/users/S.van.Buuren/mi/docs/rapport99054.pdf.). |
27. | Balemans WA, Rovers MM, Schilder AG, Sanders EA, Kimpen JL, Zielhuis GA, Ent CK. Recurrent childhood upper respiratory tract infections do not reduce the risk of adult atopic disease. Clin Exp Allergy 2006;36:198–203. |
28. | Hagendorens MM, Bridts CH, Lauwers K, van Nuijs S, Ebo DG, Vellinga A, De Clerck LS, Van Bever HP, Weyler JJ, Stevens WJ. Perinatal risk factors for sensitization, atopic dermatitis and wheezing during the first year of life (PIPO study). Clin Exp Allergy 2005;35:733–740. |
29. | Hagerhed-Engman L, Bornehag CG, Sundell J, Aberg N. Day-care attendance and increased risk for respiratory and allergic symptoms in preschool age. Allergy 2006;61:447–453. |
30. | Haby MM, Marks GB, Peat JK, Leeder SR. Daycare attendance before the age of two protects against atopy in preschool age children. Pediatr Pulmonol 2000;30:377–384. |
31. | Nicolaou NC, Simpson A, Lowe LA, Murray CS, Woodcock A, Custovic A. Day-care attendance, position in sibship, and early childhood wheezing: a population-based birth cohort study. J Allergy Clin Immunol 2008;122:500–506 e5. |
32. | Celedon JC, Wright RJ, Litonjua AA, Sredl D, Ryan L, Weiss ST, Gold DR. Day care attendance in early life, maternal history of asthma, and asthma at the age of 6 years. Am J Respir Crit Care Med 2003;167:1239–1243. |
33. | Ulrik CS, Postma DS, Backer V. Recognition of asthma in adolescents and young adults: which objective measure is best? J Asthma 2005;42:549–554. |
34. | Jones A. Asymptomatic bronchial hyperreactivity and the development of asthma and other respiratory tract illnesses in children. Thorax 1994;49:757–761. |
35. | Peat JK, Toelle BG, Salome CM, Woolcock AJ. Predictive nature of bronchial responsiveness and respiratory symptoms in a one year cohort study of Sydney schoolchildren. Eur Respir J 1993;6:662–669. |
36. | Forastiere F, Agabiti N, Corbo GM, Dell'Orco V, Porta D, Pistelli R, Levenstein S, Perucci CA. Socioeconomic status, number of siblings, and respiratory infections in early life as determinants of atopy in children. Epidemiology 1997;8:566–570. |
37. | Strachan DP, Harkins LS, Johnston ID, Anderson HR. Childhood antecedents of allergic sensitization in young British adults. J Allergy Clin Immunol 1997;99:6–12. |
38. | Kuyucu S, Saraclar Y, Tuncer A, Sackesen C, Adalioglu G, Sumbuloglu V, Sekerel BE. Determinants of atopic sensitization in Turkish school children: effects of pre- and post-natal events and maternal atopy. Pediatr Allergy Immunol 2004;15:62–71. |