Skip to main content
Top
Published in: European Journal of Epidemiology 12/2010

Open Access 01-12-2010 | Developmental Epidemiology

Early life patterns of common infection: a latent class analysis

Authors: Sarah J. Hepworth, Graham R. Law, Debbie A. Lawlor, Patricia A. McKinney

Published in: European Journal of Epidemiology | Issue 12/2010

Login to get access

Abstract

Early life infection has been implicated in the aetiology of many chronic diseases, most often through proxy measures. Data on ten infectious symptoms were collected by parental questionnaire when children were 6 months old as part of the Avon Longitudinal Study of Parents and Children, United Kingdom. A latent class analysis was used to identify patterns of infection and their relationship to five factors commonly used as proxies: sex, other children in the home, maternal smoking, breastfeeding and maternal education. A total of 10,032 singleton children were included in the analysis. Five classes were identified with differing infectious disease patterns and children were assigned to the class for which they had a highest probability of membership based on their infectious symptom profile: ‘general infection’ (n = 1,252, 12.5%), ‘gastrointestinal’ (n = 1,902, 19.0%), ‘mild respiratory’ (n = 3,560, 35.5%), ‘colds/ear ache’ (n = 462, 4.6%) and ‘healthy’ (n = 2,856, 28.5%). Females had a reduced risk of being in all infectious classes, other children in the home were associated with an increased risk of being in the ‘general infection’, ‘mild respiratory’ or ‘colds/ear ache’ class. Breastfeeding reduced the risk of being in the ‘general infection’ and ‘gastrointestinal’ classes whereas maternal smoking increased the risk of membership. Higher maternal education was associated with an increased risk of being in the ‘mild respiratory’ group. Other children in the home had the greatest association with infectious class membership. Latent class analysis provided a flexible method of investigating the relationship between multiple symptoms and demographic and lifestyle factors.
Literature
1.
go back to reference Garn H, Renz H. Epidemiological and immunological evidence for the hygiene hypothesis. Immunobiology. 2007;212:441–52.CrossRefPubMed Garn H, Renz H. Epidemiological and immunological evidence for the hygiene hypothesis. Immunobiology. 2007;212:441–52.CrossRefPubMed
2.
go back to reference Wills-Karp M, Santeliz J, Karp CL. The germless theory of allergic disease: revisiting the hygiene hypothesis. Nat Rev Immunol. 2001;1:69–75.CrossRefPubMed Wills-Karp M, Santeliz J, Karp CL. The germless theory of allergic disease: revisiting the hygiene hypothesis. Nat Rev Immunol. 2001;1:69–75.CrossRefPubMed
3.
go back to reference Yazdanbakhsh M, Kremsner PG, van Ree R. Allergy, parasites, and the hygiene hypothesis. Science. 2002;296:490–4.CrossRefPubMed Yazdanbakhsh M, Kremsner PG, van Ree R. Allergy, parasites, and the hygiene hypothesis. Science. 2002;296:490–4.CrossRefPubMed
4.
go back to reference West LJ. Defining critical windows in the development of the human immune system. Hum Exp Toxicol. 2002;21:499–505.CrossRefPubMed West LJ. Defining critical windows in the development of the human immune system. Hum Exp Toxicol. 2002;21:499–505.CrossRefPubMed
5.
go back to reference von Mutius E. Allergies, infections and the hygiene hypothesis–the epidemiological evidence. Immunobiology. 2007;212:433–9.CrossRef von Mutius E. Allergies, infections and the hygiene hypothesis–the epidemiological evidence. Immunobiology. 2007;212:433–9.CrossRef
6.
go back to reference Cooke A. Review series on helminths, immune modulation and the hygiene hypothesis: how might infection modulate the onset of type 1 diabetes? Immunology. 2009;126:12–7.CrossRefPubMed Cooke A. Review series on helminths, immune modulation and the hygiene hypothesis: how might infection modulate the onset of type 1 diabetes? Immunology. 2009;126:12–7.CrossRefPubMed
7.
go back to reference Law GR. Host, family and community proxies for infections potentially associated with leukaemia. Radiat Prot Dosimetry. 2008;132:267–72.CrossRefPubMed Law GR. Host, family and community proxies for infections potentially associated with leukaemia. Radiat Prot Dosimetry. 2008;132:267–72.CrossRefPubMed
8.
9.
go back to reference Holt PG, Jones CA. The development of the immune system during pregnancy and early life. Allergy. 2000;55:688–97.CrossRefPubMed Holt PG, Jones CA. The development of the immune system during pregnancy and early life. Allergy. 2000;55:688–97.CrossRefPubMed
10.
go back to reference Upham JW, Lee PT, Holt BJ, Heaton T, Prescott SL, Sharp MJ, Sly PD, Holt PG. Development of interleukin-12-producing capacity throughout childhood. Infect Immun. 2002;70:6583–8.CrossRefPubMed Upham JW, Lee PT, Holt BJ, Heaton T, Prescott SL, Sharp MJ, Sly PD, Holt PG. Development of interleukin-12-producing capacity throughout childhood. Infect Immun. 2002;70:6583–8.CrossRefPubMed
11.
go back to reference Clerici M, DePalma L, Roilides E, Baker R, Shearer GM. Analysis of T helper and antigen-presenting cell functions in cord blood and peripheral blood leukocytes from healthy children of different ages. J Clin Invest. 1993;91:2829–36.CrossRefPubMed Clerici M, DePalma L, Roilides E, Baker R, Shearer GM. Analysis of T helper and antigen-presenting cell functions in cord blood and peripheral blood leukocytes from healthy children of different ages. J Clin Invest. 1993;91:2829–36.CrossRefPubMed
12.
go back to reference Prescott SL, Macaubas C, Smallacombe T, Holt BJ, Sly PD, Holt PG. Development of allergen-specific T-cell memory in atopic and normal children. Lancet. 1999;353:196–200.CrossRefPubMed Prescott SL, Macaubas C, Smallacombe T, Holt BJ, Sly PD, Holt PG. Development of allergen-specific T-cell memory in atopic and normal children. Lancet. 1999;353:196–200.CrossRefPubMed
13.
go back to reference Savelkoul HF, Neijens HJ. Immune responses during allergic sensitization and the development of atopy. Allergy. 2000;55:989–97.CrossRefPubMed Savelkoul HF, Neijens HJ. Immune responses during allergic sensitization and the development of atopy. Allergy. 2000;55:989–97.CrossRefPubMed
14.
go back to reference Bernsen RM, de Jongste JC, van der Wouden JC. Birth order and sibship size as independent risk factors for asthma, allergy, and eczema. Pediatr Allergy Immunol. 2003;14:464–9.CrossRefPubMed Bernsen RM, de Jongste JC, van der Wouden JC. Birth order and sibship size as independent risk factors for asthma, allergy, and eczema. Pediatr Allergy Immunol. 2003;14:464–9.CrossRefPubMed
15.
go back to reference Wills-Karp M, Brandt D, Morrow AL. Understanding the origin of asthma and its relationship to breastfeeding. Adv Exp Med Biol. 2004;554:171–91.PubMed Wills-Karp M, Brandt D, Morrow AL. Understanding the origin of asthma and its relationship to breastfeeding. Adv Exp Med Biol. 2004;554:171–91.PubMed
16.
go back to reference Hedin K, Andre M, Molstad S, Rodhe N, Petersson C. Infections in families with small children: use of social insurance and healthcare. Scand J Prim Health Care. 2006;24:98–103.CrossRefPubMed Hedin K, Andre M, Molstad S, Rodhe N, Petersson C. Infections in families with small children: use of social insurance and healthcare. Scand J Prim Health Care. 2006;24:98–103.CrossRefPubMed
17.
go back to reference Saunders NR, Tennis O, Jacobson S, Gans M, Dick PT. Parents’ responses to symptoms of respiratory tract infection in their children. CMAJ. 2003;168:25–30.PubMed Saunders NR, Tennis O, Jacobson S, Gans M, Dick PT. Parents’ responses to symptoms of respiratory tract infection in their children. CMAJ. 2003;168:25–30.PubMed
18.
go back to reference Andre M, Hedin K, Hakansson A, Molstad S, Rodhe N, Petersson C. More physician consultations and antibiotic prescriptions in families with high concern about infectious illness–adequate response to infection-prone child or self-fulfilling prophecy? Fam Pract. 2007;24:302–7.CrossRefPubMed Andre M, Hedin K, Hakansson A, Molstad S, Rodhe N, Petersson C. More physician consultations and antibiotic prescriptions in families with high concern about infectious illness–adequate response to infection-prone child or self-fulfilling prophecy? Fam Pract. 2007;24:302–7.CrossRefPubMed
19.
go back to reference Magidson J, Vermunt JK. Chapter 10: latent class models. In: Kaplan D, editor. The sage handbook of quantitative methodology for the social sciences. London: Sage Publications Inc; 2004. p. 175–98. Magidson J, Vermunt JK. Chapter 10: latent class models. In: Kaplan D, editor. The sage handbook of quantitative methodology for the social sciences. London: Sage Publications Inc; 2004. p. 175–98.
20.
go back to reference Golding J, Pembrey M, Jones R. ALSPAC–the Avon Longitudinal Study of Parents and Children. I. Study methodology. Paediatr Perinat Epidemiol. 2001;15:74–87.CrossRefPubMed Golding J, Pembrey M, Jones R. ALSPAC–the Avon Longitudinal Study of Parents and Children. I. Study methodology. Paediatr Perinat Epidemiol. 2001;15:74–87.CrossRefPubMed
21.
go back to reference Falagas ME, Mourtzoukou EG, Vardakas KZ. Sex differences in the incidence and severity of respiratory tract infections. Respir Med. 2007;101:1845–63.CrossRefPubMed Falagas ME, Mourtzoukou EG, Vardakas KZ. Sex differences in the incidence and severity of respiratory tract infections. Respir Med. 2007;101:1845–63.CrossRefPubMed
22.
go back to reference Simpson J, Smith A, Ansell P, Roman E. Childhood leukaemia and infectious exposure: a report from the United Kingdom Childhood Cancer Study (UKCCS). Eur J Cancer. 2007;43:2396–403.CrossRefPubMed Simpson J, Smith A, Ansell P, Roman E. Childhood leukaemia and infectious exposure: a report from the United Kingdom Childhood Cancer Study (UKCCS). Eur J Cancer. 2007;43:2396–403.CrossRefPubMed
23.
go back to reference Chang ET, Montgomery SM, Richiardi L, Ehlin A, Ekbom A, Lambe M. Number of siblings and risk of Hodgkin’s lymphoma. Cancer Epidemiol Biomarkers Prev. 2004;13:1236–43.PubMed Chang ET, Montgomery SM, Richiardi L, Ehlin A, Ekbom A, Lambe M. Number of siblings and risk of Hodgkin’s lymphoma. Cancer Epidemiol Biomarkers Prev. 2004;13:1236–43.PubMed
24.
go back to reference Gibbs S, Surridge H, Adamson R, Cohen B, Bentham G, Reading R. Atopic dermatitis and the hygiene hypothesis: a case-control study. Int J Epidemiol. 2004;33:199–207.CrossRefPubMed Gibbs S, Surridge H, Adamson R, Cohen B, Bentham G, Reading R. Atopic dermatitis and the hygiene hypothesis: a case-control study. Int J Epidemiol. 2004;33:199–207.CrossRefPubMed
25.
go back to reference Gergen PJ, Fowler JA, Maurer KR, Davis WW, Overpeck MD. The burden of environmental tobacco smoke exposure on the respiratory health of children 2 months through 5 years of age in the United States: Third National Health and Nutrition Examination Survey, 1988 to 1994. Pediatrics. 1998;101:E8.CrossRefPubMed Gergen PJ, Fowler JA, Maurer KR, Davis WW, Overpeck MD. The burden of environmental tobacco smoke exposure on the respiratory health of children 2 months through 5 years of age in the United States: Third National Health and Nutrition Examination Survey, 1988 to 1994. Pediatrics. 1998;101:E8.CrossRefPubMed
26.
go back to reference Elliott L, Henderson J, Northstone K, Chiu GY, Dunson D, London SJ. Prospective study of breast-feeding in relation to wheeze, atopy, and bronchial hyperresponsiveness in the Avon Longitudinal Study of Parents and Children (ALSPAC). J Allergy Clin Immunol. 2008;122:49–54.CrossRefPubMed Elliott L, Henderson J, Northstone K, Chiu GY, Dunson D, London SJ. Prospective study of breast-feeding in relation to wheeze, atopy, and bronchial hyperresponsiveness in the Avon Longitudinal Study of Parents and Children (ALSPAC). J Allergy Clin Immunol. 2008;122:49–54.CrossRefPubMed
27.
go back to reference Bener A, Hoffmann GF, Afify Z, Rasul K, Tewfik I. Does prolonged breastfeeding reduce the risk for childhood leukemia and lymphomas? Minerva Pediatr. 2008;60:155–61.PubMed Bener A, Hoffmann GF, Afify Z, Rasul K, Tewfik I. Does prolonged breastfeeding reduce the risk for childhood leukemia and lymphomas? Minerva Pediatr. 2008;60:155–61.PubMed
28.
go back to reference Infante-Rivard C, Fortier I, Olson E. Markers of infection, breast-feeding and childhood acute lymphoblastic leukaemia. Br J Cancer. 2000;83:1559–64.CrossRefPubMed Infante-Rivard C, Fortier I, Olson E. Markers of infection, breast-feeding and childhood acute lymphoblastic leukaemia. Br J Cancer. 2000;83:1559–64.CrossRefPubMed
29.
go back to reference Oddy WH. A review of the effects of breastfeeding on respiratory infections, atopy, and childhood asthma. J Asthma. 2004;41:605–21.CrossRefPubMed Oddy WH. A review of the effects of breastfeeding on respiratory infections, atopy, and childhood asthma. J Asthma. 2004;41:605–21.CrossRefPubMed
30.
go back to reference Hagenaars JA, McCutcheon AL. Applied latent class analysis. Cambridge: Cambridge University Press; 2009. Hagenaars JA, McCutcheon AL. Applied latent class analysis. Cambridge: Cambridge University Press; 2009.
31.
go back to reference Rabe-Hesketh S, Skrondal A. Classical latent variable models for medical research. Stat Methods Med Res. 2008;17:5–32.CrossRefPubMed Rabe-Hesketh S, Skrondal A. Classical latent variable models for medical research. Stat Methods Med Res. 2008;17:5–32.CrossRefPubMed
32.
go back to reference Nylund KL, Asparoutiov T, Muthen BO. Deciding on the number of classes in latent class analysis and growth mixture modeling: a Monte Carlo simulation study. Struct Eq Modelling. 2007;14:535–69. Nylund KL, Asparoutiov T, Muthen BO. Deciding on the number of classes in latent class analysis and growth mixture modeling: a Monte Carlo simulation study. Struct Eq Modelling. 2007;14:535–69.
33.
go back to reference Muthen B, Muthen LK. Integrating person-centered and variable-centered analyses: growth mixture modeling with latent trajectory classes. Alcohol Clin Exp Res. 2000;24:882–91.CrossRefPubMed Muthen B, Muthen LK. Integrating person-centered and variable-centered analyses: growth mixture modeling with latent trajectory classes. Alcohol Clin Exp Res. 2000;24:882–91.CrossRefPubMed
34.
go back to reference Vermunt JK, Magidson J. Latent class analysis. In: Lewis-Beck MS, Bryman A, Liao TF, editors. The sage encyclopedia of social science research methods. London: SAGE; 2003. Vermunt JK, Magidson J. Latent class analysis. In: Lewis-Beck MS, Bryman A, Liao TF, editors. The sage encyclopedia of social science research methods. London: SAGE; 2003.
35.
go back to reference Muthén BO, Muthén LK. Mplus User’s Guide. Los Angeles, CA: Muthén & Muthén; 2007. Muthén BO, Muthén LK. Mplus User’s Guide. Los Angeles, CA: Muthén & Muthén; 2007.
37.
go back to reference von Linstow ML, Hogh M, Nordbo SA, Eugen-Olsen J, Koch A, Hogh B. A community study of clinical traits and risk factors for human metapneumovirus and respiratory syncytial virus infection during the first year of life. Eur J Pediatr. 2008;167:1125–33.CrossRef von Linstow ML, Hogh M, Nordbo SA, Eugen-Olsen J, Koch A, Hogh B. A community study of clinical traits and risk factors for human metapneumovirus and respiratory syncytial virus infection during the first year of life. Eur J Pediatr. 2008;167:1125–33.CrossRef
38.
go back to reference Caracciolo S, Minini C, Colombrita D, Rossi D, Miglietti N, Vettore E, Caruso A, Fiorentini S. Human metapneumovirus infection in young children hospitalized with acute respiratory tract disease: virologic and clinical features. Pediatr Infect Dis J. 2008;27:406–12.CrossRefPubMed Caracciolo S, Minini C, Colombrita D, Rossi D, Miglietti N, Vettore E, Caruso A, Fiorentini S. Human metapneumovirus infection in young children hospitalized with acute respiratory tract disease: virologic and clinical features. Pediatr Infect Dis J. 2008;27:406–12.CrossRefPubMed
39.
go back to reference Carroll KN, Gebretsadik T, Griffin MR, Dupont WD, Mitchel EF, Wu P, Enriquez R, Hartert TV. Maternal asthma and maternal smoking are associated with increased risk of bronchiolitis during infancy. Pediatrics. 2007;119:1104–12.CrossRefPubMed Carroll KN, Gebretsadik T, Griffin MR, Dupont WD, Mitchel EF, Wu P, Enriquez R, Hartert TV. Maternal asthma and maternal smoking are associated with increased risk of bronchiolitis during infancy. Pediatrics. 2007;119:1104–12.CrossRefPubMed
40.
go back to reference Duijts L, Ramadhani MK, Moll HA. Breastfeeding protects against infectious diseases during infancy in industrialized countries. A systematic review. Matern Child Nutr. 2009;5:199–210.CrossRefPubMed Duijts L, Ramadhani MK, Moll HA. Breastfeeding protects against infectious diseases during infancy in industrialized countries. A systematic review. Matern Child Nutr. 2009;5:199–210.CrossRefPubMed
41.
go back to reference Quigley MA, Cumberland P, Cowden JM, Rodrigues LC. How protective is breast feeding against diarrhoeal disease in infants in 1990s England? A case-control study. Arch Dis Child. 2006;91:245–50.CrossRefPubMed Quigley MA, Cumberland P, Cowden JM, Rodrigues LC. How protective is breast feeding against diarrhoeal disease in infants in 1990s England? A case-control study. Arch Dis Child. 2006;91:245–50.CrossRefPubMed
42.
go back to reference Drevenstedt GL, Crimmins EM, Vasunilashorn S, Finch CE. The rise and fall of excess male infant mortality. Proc Natl Acad Sci USA. 2008;105:5016–21.CrossRefPubMed Drevenstedt GL, Crimmins EM, Vasunilashorn S, Finch CE. The rise and fall of excess male infant mortality. Proc Natl Acad Sci USA. 2008;105:5016–21.CrossRefPubMed
43.
go back to reference Mage DT, Donner EM. The fifty percent male excess of infant respiratory mortality. Acta Paediatr. 2004;93:1210–5.CrossRefPubMed Mage DT, Donner EM. The fifty percent male excess of infant respiratory mortality. Acta Paediatr. 2004;93:1210–5.CrossRefPubMed
44.
go back to reference DiFranza JR, Aligne CA, Weitzman M. Prenatal and postnatal environmental tobacco smoke exposure and children’s health. Pediatrics. 2004;113:1007–15.PubMed DiFranza JR, Aligne CA, Weitzman M. Prenatal and postnatal environmental tobacco smoke exposure and children’s health. Pediatrics. 2004;113:1007–15.PubMed
45.
go back to reference Ozmert EN, Kilic M, Yurdakok K. Environmental tobacco smoke: is it a risk factor for diarrhea in 6–18 months old infants? Cent Eur J Public Health. 2008;16:85–6.PubMed Ozmert EN, Kilic M, Yurdakok K. Environmental tobacco smoke: is it a risk factor for diarrhea in 6–18 months old infants? Cent Eur J Public Health. 2008;16:85–6.PubMed
46.
go back to reference Shenassa ED, Brown MJ. Maternal smoking and infantile gastrointestinal dysregulation: the case of colic. Pediatrics. 2004;114:e497–505.CrossRefPubMed Shenassa ED, Brown MJ. Maternal smoking and infantile gastrointestinal dysregulation: the case of colic. Pediatrics. 2004;114:e497–505.CrossRefPubMed
47.
go back to reference Bianchi SM, Robinson JP, Milkie MA. Changing rhythms of American family life. New York: Russell Sage Foundation Publications; 2006. Bianchi SM, Robinson JP, Milkie MA. Changing rhythms of American family life. New York: Russell Sage Foundation Publications; 2006.
48.
go back to reference McKinney PA, Alexander FE, Nicholson C, Cartwright RA, Carrette J. Mothers’ reports of childhood vaccinations and infections and their concordance with general practitioner records. J Public Health Med. 1991;13:13–22.PubMed McKinney PA, Alexander FE, Nicholson C, Cartwright RA, Carrette J. Mothers’ reports of childhood vaccinations and infections and their concordance with general practitioner records. J Public Health Med. 1991;13:13–22.PubMed
49.
go back to reference Reboussin BA, Ip EH, Wolfson M. Locally dependent latent class models with covariates: an application to under-age drinking in the USA. J R Stat Soc Ser A Stat Soc. 2008;171:877–97.CrossRefPubMed Reboussin BA, Ip EH, Wolfson M. Locally dependent latent class models with covariates: an application to under-age drinking in the USA. J R Stat Soc Ser A Stat Soc. 2008;171:877–97.CrossRefPubMed
50.
go back to reference McLachlan G, Peel D. Finite mixture models. New York: John Wiley & Sons; 2000.CrossRef McLachlan G, Peel D. Finite mixture models. New York: John Wiley & Sons; 2000.CrossRef
Metadata
Title
Early life patterns of common infection: a latent class analysis
Authors
Sarah J. Hepworth
Graham R. Law
Debbie A. Lawlor
Patricia A. McKinney
Publication date
01-12-2010
Publisher
Springer Netherlands
Published in
European Journal of Epidemiology / Issue 12/2010
Print ISSN: 0393-2990
Electronic ISSN: 1573-7284
DOI
https://doi.org/10.1007/s10654-010-9518-5

Other articles of this Issue 12/2010

European Journal of Epidemiology 12/2010 Go to the issue