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The Generation R study: a candidate gene study and genome-wide association study (GWAS) on health-related quality of life (HRQOL) of mothers and young children

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Abstract

Aim

The aim of this paper is to describe the Generation R study as a template that enables candidate gene study and genome-wide association study regarding health-related quality of life (HRQOL) of mothers and their young children.

Methods

Generation R is a population-based prospective cohort study from fetal life onwards in Rotterdam, The Netherlands. Children were born in 2002–2006. Blood from mothers and placenta cord blood were sampled. Mothers’ HRQOL was measured 5 times during pregnancy and after birth using SF-12 and EQ-5D. Children’s HRQOL was measured 5 times between age 1 and 5/6 years using Infant-Toddler Quality Of Life questionnaire (ITQOL), Health Status Classification System PreSchool (HSCS-PS) and Child Health Questionnaire Parent Form 28 items (CHQ-PF28), respectively.

Results

DNA is available for 8,055 mothers and 5,908 children. Genotyping of various candidate genes and a genome-wide association (GWA) scan (Illumina 610K) of child DNA were done. A template for gene-HRQOL analyses is provided. We start with candidate gene study on HRQOL of mothers and children. Gene–environment interaction and interaction with medical indicators of health status will be explored. Next, GWA study on HRQOL will be performed.

Conclusions

Gaining insight into the determinants of HRQOL is essential to assisting efforts in health policy and clinical application to improve well-being and health. In the future, it might be possible to complement HRQOL assessments by examinations of genetic markers. Strengths and weaknesses of the Generation R study are discussed.

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References

  1. The WHOQOL Group. (1994). Development of the WHOQOL: Rationale and current status. International Journal of Mental Health, 23(3), 24–56.

    Google Scholar 

  2. Connolly, M. A., & Johnson, J. A. (1999). Measuring quality of life in paediatric patients. Pharmacoeconomics, 16(6), 605–625.

    Article  CAS  PubMed  Google Scholar 

  3. Eiser, C., & Morse, R. (2001). Quality-of-life measures in chronic diseases of childhood. Health Technology Assessment, 5(4), 1–157.

    CAS  PubMed  Google Scholar 

  4. Raat, H., Mohangoo, A. D., & Grootenhuis, M. A. (2006). Pediatric health-related quality of life questionnaires in clinical trials. Current opinion in Allergy and Clinical Immunology, 6(3), 180–185.

    Article  PubMed  Google Scholar 

  5. Raat, H., Botterweck, A. M., Landgraf, J. M., Hoogeveen, W. C., & Essink-Bot, M. L. (2005). Reliability and validity of the short form of the child health questionnaire for parents (CHQ-PF28) in large random school based and general population samples. Journal of Epidemiology and Community Health, 59(1), 75–82.

    Article  PubMed  Google Scholar 

  6. Mangunkusumo, R. M. (2006). E-health4Uth, Integrating monitoring and prevention in youth health care. Thesis Erasmus MC, University Medical Center Rotterdam.

  7. Bruijn, J., Arts, W. F., Duivenvoorden, H., Dijkstra, N., Raat, H., & Passchier, J. (2009). Quality of life in children with primary headache in a general hospital. Cephalalgia,. doi:10.1111/j1468-29822008.01774x.

    PubMed  Google Scholar 

  8. Peetsold, M. G., Hofman, V. E., Huisman, J., Heij, H. A., Raat, H., & Gemke, R. J. B. J. (2009). Psychological outcome and health-related quality of life in children 6–18 years old born with a congenital diaphragmatic hernia. Archives of Disease in Childhood, 94, 834–840.

    Article  CAS  PubMed  Google Scholar 

  9. Mohangoo, A. D., de Koning, H. J., Mangunkusumo, R. T., & Raat, H. (2007). Health-related quality of life in adolescents with wheezing attacks. Journal of Adolescent Health, 41(5), 464–471.

    Article  PubMed  Google Scholar 

  10. Oostenbrink, R., Spong, K., de Goede-Bolder, A., Landgraf, J. M., Raat, H., & Moll, H. A. (2007). Parental reports of health-related quality of life in young children with eurofibromatosis type 1: Influence of condition specific determinants. Journal of Pediatrics, 151(2), 182–1866. 6 e1-2.

    Article  PubMed  Google Scholar 

  11. Bannink, E. M. N., Raat, H., Mulder, P. G. H., & Muinck Keizer-Schrama, S. M. P. F. (2006). Quality of life after growth hormone therapy and induced puberty in women with turner syndrome. Journal of Pediatrics, 148(1), 95–101.

    Article  CAS  PubMed  Google Scholar 

  12. Buysse, C. P. M., Raat, H., Hazelzet, J. A., Hop, W. C. J., Maliepaard, M., & Joosten, K. F. M. (2008). Surviving meningococcal septic shock: health consequences and quality of life in children and their parents up to 2 years after PICU discharge. Critical Care Medicine, 36(2), 596–602.

    Article  PubMed  Google Scholar 

  13. Prince, F. H. M., Geerdink, L. M., Borsboom, G. J. J. M., Twilt, M., van Rossum, M. A. J., Hoppenreijs, E. P. A. H., et al. (2009). Major improvements in health-related quality of life during the use of etanercept in patients with previously refractory juvenile idiopathic arthritis. Annals of the Rheumatic Diseases, 69, 138–142.

    Article  Google Scholar 

  14. von Rueden, U., Gosch, A., Rajmil, L., Bisegger, C., & Ravens-Sieberer, U. (2006). Socioeconomic determinants of health related quality of life in childhood and adolescence: results from a European study. Journal of Epidemiology and Community Health, 60(2), 130–135.

    Article  Google Scholar 

  15. Sprangers, M. A. G., Sloan, J. A., Veenhoven, R., et al. (2009). The Establishment of the GENEQOL Consortium to Investigate the Genetic Disposition of Patient-Reported Quality-of-Life Outcomes. Twin Research and Human Genetics, 12(3), 301–311.

    Article  PubMed  Google Scholar 

  16. López-León, S., Janssens, A. C. J. W., Gonzalez-Zuloeta Ladd, A. M., Del-Favoro, J., Claes, S. J., Oostra, B. A., et al. (2008). Meta-analyses of genetic studies on major depressive disorder. Molecular Psychiatry, 13, 772–785.

    Article  PubMed  Google Scholar 

  17. Singh, R., Kølvraa, S., Bross, P., Gregersen, N., Andersen Nexø, B., Frederiksen, H., et al. (2004). Association between low self-rated health and heterozygosity for–110A > C polymorphism in the promoter region of HSP70–1 in aged Danish twins. Biogerontology, 5, 169–176.

    Article  CAS  PubMed  Google Scholar 

  18. Kim, H., Ramsay, E., Lee, H., Wahl, S., & Dionne, R. A. (2009). Genome-wide association study of acute postsurgical pain in humans. Pharmacogenomics, 10, 171–179.

    Article  CAS  PubMed  Google Scholar 

  19. Collado-Hidalgo, A., Bower, J. E., Ganz, P. A., Irwin, M. R., & Cole, S. W. (2008). Cytokine gene polymorphisms and fatigue in breast cancer survivors: Early findings. Brain, Behavior, and Immunity, 22, 1197–1200.

    Article  CAS  PubMed  Google Scholar 

  20. Jaddoe, V. W. V., Mackenbach, J. P., Moll, H. A., Steegers, E. A. P., Tiemeier, H., Verhulst, F. C., et al. (2006). The generation R study: Design and cohort profile. European Journal of Epidemiology, 21, 475–484.

    Article  PubMed  Google Scholar 

  21. Jaddoe, V. W., Bakker, R., van Duijn, C. M., et al. (2007). The generation R study biobank: A resource for epidemiological studies in children and their parents. European Journal of Epidemiology, 22(12), 917–923.

    Article  PubMed  Google Scholar 

  22. Jaddoe, V. W., van Duijn, C. M., van der Heijden, A. J., et al. (2008). The generation R study: Design and cohort update until the age of 4 years. European Journal of Epidemiology, 23(12), 801–811.

    Article  PubMed  Google Scholar 

  23. Center for research and statistics, Rotterdam (COS); http://www.cos.rotterdam.nl; 2005.

  24. Essink-Bot, M. L., Krabbe, P. F., Bonsel, G. J., & Aaronson, N. K. (1997). An empirical comparison of four generic health status measures. The nottingham health profile, the medical outcomes study 36-item short-form health survey, the COOP/WONCA charts, and the EuroQol instrument. Medical Care, 35(5), 522–537.

    Article  CAS  PubMed  Google Scholar 

  25. Ware, J. E., Keller, S. D., Gandek, B., Brazier, J. E., & Sullivan, M. (1995). Evaluating translations of health status questionnaires. Methods from the IQOLA project. International quality of life assessment. Int J Technol Assess Health Care, 11(3), 525–551.

    Article  PubMed  Google Scholar 

  26. Ware, J. E., Gandek, B., Kosinski, M., Aaronson, N. K., Apolone, G., Brazier, J., et al. (1998). The equivalence of SF-36 summary health scores estimated using standard and country-specific algorithms in 10 countries: Results from the IQOLA Project. International quality of life assessment. Journal of Clinical Epidemiology, 51(11), 1167–1170.

    Article  PubMed  Google Scholar 

  27. Ware, J. E., Kosinski, M., & Keller, S. D. (1996). A 12-Item short-form health survey: Construction of scales and preliminary tests of reliability and validity. Medical Care, 34(3), 220–233.

    Article  PubMed  Google Scholar 

  28. Johnson, J. A., & Coons, S. J. (1998). Comparison of the EQ-5D and SF-12 in an adult US sample. Quality of Life Research, 7, 155–166.

    Article  CAS  PubMed  Google Scholar 

  29. Raat, H., Bonsel, G. J., Hoogeveen, W. C., & Essink-Bot, M. L. (2004). Feasibility and reliability of a mailed questionnaire to obtain visual analogue scale valuations for health states defined by the Health Utilities Index Mark 3. Medical Care, 42(1), 13–18.

    Article  PubMed  Google Scholar 

  30. Fryback, D. G., Cross Dunham, N., Palta, M., Hanmer, J., Buechner, J., Cherepanov, D., et al. (2007). US norms for six generic health-related quality of life indexes from the national health measurement study. Medical Care, 45(12), 1162–1170.

    Article  PubMed  Google Scholar 

  31. Johnson, J. A., Jeffrey, A., & Maddigan, S. L. (2004). Performance of the RAND-12 and SF- 12 Summary Scores in Type-2 Diabetes. Quality of Life Research, 13(2), 449–456.

    Article  PubMed  Google Scholar 

  32. Landgraf, J. M. (1994). The infant-toddler child health questionnaire: Conceptual framework, logic content, and preliminary psychometric results. Boston: Health Act.

    Google Scholar 

  33. Raat, H., Landgraf, J. M., Oostenbrink, R., Moll, H. A., & Essink-Bot, M. L. (2007). Reliability and validity of the Infant and Toddler Quality of Life Questionnaire (ITQOL) in a general population and respiratory disease sample. Quality of Life Research, 16(3), 445–460.

    Article  PubMed  Google Scholar 

  34. Klassen, A. F., Landgraf, J. M., Lee, S. K., Barer, M., Raina, P., Chan, H. W., et al. (2003). Health related quality of life in 3 and 4 year old children and their parents: preliminary findings about a new questionnaire. Health Qual Life Outcomes, 1, 81.

    Article  PubMed  Google Scholar 

  35. Klassen, A. F., Lee, S. K., Raina, P., Chan, H. W., Matthew, D., & Brabyn, D. (2004). Health status and health-related quality of life in a population-based sample of neonatal intensive care unit graduates. Pediatrics, 113(3 Pt 1), 594–600.

    Article  PubMed  Google Scholar 

  36. Nathan, P. C., Furlong, W., DePauw, S., Horsman, J., van Schaik, C., Rolland, M., et al. (2004). Health status of young children during various phases of therapy for advanced neuroblastoma. Pediatric Blood & Cancer, 43(6), 659–667.

    Article  CAS  Google Scholar 

  37. Saigal, S., Rosenbaum, P., Stoskopf, B., et al. (2005). Development, reliability and validity of a new measure of overall health for pre-school children. Quality of Life Research, 14, 243–257.

    Article  CAS  PubMed  Google Scholar 

  38. Synnes, A. R., Lefebvre, F., & Cake, H. A. (2006). Current status of neonatal follow-up in Canada. Paediatr Child Health, 11(5), 271–274.

    PubMed  Google Scholar 

  39. Guillemin, F., Bombardier, C., & Beaton, D. (1993). Cross-cultural adaptation of health- related quality of life measures: literature review and proposed guidelines. Journal of Clinical Epidemiology, 46(12), 1417–1432.

    Article  CAS  PubMed  Google Scholar 

  40. Landgraf, J. M., Abetz, L., & Ware, J. E. (1996). The CHQ user’s manual. Boston: The Health Institute, New England Medical Center.

    Google Scholar 

  41. Gorelick, M. H., Scribano, P. V., Stevens, M. W., & Schultz, T. R. (2003). Construct validity and responsiveness of the child health questionnaire in children with acute asthma. Annals of Allergy, Asthma & Immunology, 90(6), 622–628.

    Article  Google Scholar 

  42. Ruperto, N., Ravelli, A., Pistorio, A., Malattia, C., Cavuto, S., Gado-West, L., et al. (2001). Cross-cultural adaptation and psychometric evaluation of the Childhood Health Assessment Questionnaire (CHAQ) and the Child Health Questionnaire (CHQ) in 32 countries. Review of the general methodology. Clinical and Experimental Rheumatology, 4 Suppl 23(23), S1–S9.

    Google Scholar 

  43. Goldstein, H. (1995). Multilevel statistical models (2nd ed.). London: Edward Arnold.

    Google Scholar 

  44. Hirschhorn, J. N., & Daly, M. J. (2005). Genome-wide association studies for common diseases and complex traits. Nature reviews. Genetics, 6, 95–108.

    Article  CAS  PubMed  Google Scholar 

  45. Hofman, A., Breteler, M. M., van Duijn, C. M., Krestin, G. P., Pols, H. A., Stricker, B. H., et al. (2007). The rotterdam study: Objectives and design update. European Journal of Epidemiology, 22, 819–829.

    Article  PubMed  Google Scholar 

  46. Sprangers, M. A. G., et al. (2010). Scientific imperatives, clinical implications, and theoretical underpinnings for the investigation of the relationship between genetic variables and patient-reported quality-of-life outcomes. Quality of Life Research. doi:10.1007/s11136-010-9759-5.

  47. Lubetkin, E. I., Jia, H., Franks, P., & Gold, M. R. (2005). Relationship among sociodemographic factors, clinical conditions, and health-related quality of life: Examining the EQ-5D in the U.S. general population. Quality of Life Research, 14, 2187–2196.

    Article  PubMed  Google Scholar 

  48. Panepinto, J. A., O’Mahar, K. M., DeBaun, M. R., Loberiza, F. R., & Scott, J. P. (2005). Health-related quality of life in children with sickle cell disease: Child and parent perception. British Journal Haematology, 130(3), 437–444.

    Article  Google Scholar 

  49. Houtzager, B. A., Grootenhuis, M. A., Caron, H. N., & Last, B. F. (2005). Sibling self-report, parental proxies, and quality of life: the importance of multiple informants for siblings of a critically ill child. Pediatric Hematology and Oncology, 22(1), 25–40.

    Article  CAS  PubMed  Google Scholar 

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Acknowledgments

The Generation R Study is conducted by the Erasmus Medical Center Rotterdam in close collaboration with the Faculty of Social Sciences of the Erasmus University Rotterdam, the Municipal Health Service Rotterdam area, the Rotterdam Homecare Foundation and the Stichting Trombosedienst & Artsenlaboratorium Rijnmond (STAR), Rotterdam. We gratefully acknowledge the contribution of general practitioners, hospitals, midwives and pharmacies in Rotterdam.

Conflict of interest

It should be noted that David Feeny has a proprietary interest in Health Utilities Incorporated, Dundas, Ontario, Canada. HUInc. distributes copyrighted Health Utilities Index (HUI) materials and provides methodological advice on the use of HUI.It should be noted that Jeanne M. Landgraf is affiliated with HealthActCHQ, Cambridge, MA, USA. HealthActCHQ distributes copyrighted Infant-Toddler Quality of Life (ITQOL) questionnaire and Child Health Questionnaire (CHQ) materials and provides methodological advice on the use of ITQOL and CHQ.

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Raat, H., van Rossem, L., Jaddoe, V.W.V. et al. The Generation R study: a candidate gene study and genome-wide association study (GWAS) on health-related quality of life (HRQOL) of mothers and young children. Qual Life Res 19, 1439–1446 (2010). https://doi.org/10.1007/s11136-010-9773-7

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