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2021 Sarah Nørgaard – MSc

  • 2015 Ann-Marie Malby Schoos, MD PhD
    • Thesis_2015_Ann-Marie_Schoos
  • 2014 Marie Kragh, MSc PhD
    • Thesis_2014_Marie-Kragh.pdf
  • 2014 Eskil Kreiner-Møller, MD PhD
    • Thesis_2014_Eskil-Kreiner-Moller
  • 2014 Nadja Hawwa Vissing, MD PhD
    • Thesis_2014_Nadja-Vissing
  • 2014 Anna Hammerich Thysen, Msc PhD
    • Thesis_2014_Anna-Thysen
  • 2013 Charlotte Giwercman Carson MD, PhD
    • Thesis_2013_Charlotte-Giwercman
  • 2013 Anne Louise Bischoff MD, PhD
    • Thesis_2013_Anne-Bischoff
  • 2012 Louise Pedersen, MD, PhD
    • Thesis_2012_Louise-Pedersen
  • 2012 Jakob Stokholm, MD, PhD
    • Thesis_2012_Jakob-Stokholm
  • 2012 Nilofar Følsgaard, MD, PhD
    • Thesis_2012_Nilo-Foelsgaard
  • 2011 Martin Brasholt, MD, PhD
    • Thesis_2011_Martin-Brasholt
  • 2011 Bo Chawes, MD, PhD
    • Thesis_2011_Bo-Chawes
  • 2010 Klaus Bønnelykke, MD, PhD
    • Thesis_2010_Klaus-Bonnelykke
  • 2010 Porntiva Poorisrisak, MD, PhD
    • Thesis_2010_Porntiva-Poorisrisak
  • 2009 Mette N Hermansen, MD, PhD
    • Thesis_2009_Mette-Hermansen
  • 2006 Liselotte B Halkjær, MD, PhD
    • Thesis_2006_Liselotte-Halkjær
  • 2006 Birgitte Boysen Kjær, MD, PhD
  • 2004 Lotte Loland, MD, PhD
    • Thesis_2004_Lotte-Loland
  • 2002 Frederik F Buchvald, MD, PhD
    • Thesis_2002_Frederik-Buchvald
  • 1999 Marianne Stubbe Østergaard, MD, PhD
  • 1993 Jytte Fogh, MD, PhD
  • 2017 Elín Bjarnadóttir, MD PhD
  • 2017 Helene Wolsk, MD
  • 2017 Tine Marie Pedersen, MD
  • 2017 Astrid Sevelsted, MSc
  • 2017 Rebecca Kofod Vinding, MD
  • 2019 Lambang Arianto, MD
  • 2018 Henrik Hallas, MD
  • 2018 Jonathan Thorsen, MD
  • 2018 Nadia Rahman Fink, MD
  • 2019 Christian Carlsson, MD
  • 2019 Christian Carlsson, MD
  • 2019 Ni Wang, MD
  • 2021 Sarah Nørgaard – MSc
  • 2020 Asja Kunøe – MD
  • 2021 Nicklas Brustad – MD
  • 2021 Anders Eliasen – MSc
  • 2021 Lærke Sass – MD
Home Home Dissemination Theses 2021 Sarah Nørgaard – MSc

From micro to macro level characterization of early childhood health

By Sarah Nørgaard

Summary

Chariman: Zorana Jovanovic Andersen

Opponent: Urs Frey

Opponent: Anders Gorm Pedersen

ABSTRACT

Childhood illness is very common in otherwise healthy children, particularly in the first 3 years of life. The major part of illness is simple infections that are mild and easily treated, but due to their high frequency, they still constitute a sizeable economic burden to society due to health care utilization and parents’ work absentee. Furthermore, since the immune system is primed in early life there is growing interest in the potential long term effects of early life infections and illness.

The overall objective of this thesis was to describe childhood health on three different levels. 1) the symptoms experienced by the child 2) the costs of illness to society and 3) the consequences of childhood asthma-like symptoms in adulthood.

The work presented in this thesis is based on two cohorts, COPSAC2010 and COPSAC1960. The COPSAC2010 is a prospective mother-child population based cohort of 700 children born in eastern Denmark 2008-2011. Costs of contact with health care providers were required from the Danish National Registries. The COPSAC1960 is recruited from The Copenhagen Perinatal Cohort consisting of children born at Rigshospitalet in Copenhagen from 1959 to 1961. This cohort was linked with registry information of in- and out-patient admissions and prescription medication of respiratory diseases.

In paper I, we investigated 10 common symptoms of illness (cold, cough, breathlessness, wheeze, pneumonia, fever, gastric infections, inflammation of the throat, inflammation of the ear, and eczema) the first three years of life. Episodes of illness were defined and described, a factor model was developed to describe the variation between symptoms the second year of life. A graphical partial correlation network was used to describe correlations over time and between symptoms and also how early exposures such as preterm delivery, parental disease etc. were correlated to this symptom network.

In paper II, we developed the method that was used to investigate the partial correlations in paper I. We used kernels to harmonize heterogeneous data including binary risk factors, longitudinal episode records as well as survival outcomes. We proposed a two-step algorithm to find sparse partial correlation networks with an inner and an outer model illustrated with graphical network based on unfolded kernels and L1 norm penalized inverse covariance estimation.

In paper III, we examined the costs of illness including parent absenteeism the first three years of life. The direct costs were estimated as the sum of all costs of contact with health care providers and the total costs were estimated as the sum of the direct costs and the costs of parent absenteeism.

In paper IV, we investigated how asthma-like symptoms before the age of six years were associated with hospital admissions and prescription medicine for respiratory diseases in adulthood in the COPSAC1960 cohort.

In conclusion, his thesis shows the etiology of common symptoms of illness the first three years of life. Important findings are that respiratory symptoms and eczema are not correlated, and that preterm birth and low gestational age associates with a more than two fold higher number of days with cough. With these analyses we also proposed a new method of exploratory analyses of heterogeneous data via kernelization. The median overall costs of childhood illness were about 11,000 Euros (2017 price level) per child throughout the first three years of life. Gestational age was consequently also the strongest predictor for higher costs, together with cesarean delivery which was associated with 30-45% higher costs of illness. Finally, we showed that asthma-like symptoms the first six years of life were associated with a 1.88 fold amount of hospital admissions and a more than two fold higher use of prescription of long-acting muscarinic antagonists in adulthood.


CONTACT

COPSAC
Copenhagen Prospective Studies on Asthma in Childhood
Copenhagen University Hospital, Herlev-Gentofte
phone +45 3867 7360
contact@copsac.com
COPSAC • Copenhagen University Hospital, Herlev-Gentofte • Denmark © 2023
  • About COPSAC
    • Organization Diagram
    • Board of Directors
    • Research team
    • Scientific visitors
    • Hall of Fame
    • Expatriates
    • Research Students
    • Location
    • Funding
    • Press photos and logoes
    • Personal privacy policy
    • Open positions
  • COPSAC cohorts
    • COPSAC2000 cohort
    • COPSAC2010 cohort
    • COPSACSEVERE cohort
    • Available data
      • COPSAC2000 Clinic
      • COPSAC2000 Exposures
      • COPSAC2000 Omics
      • COPSAC2000 Biobank
      • COPSAC2010 Clinic
      • COPSAC2010 Exposures
      • COPSAC2010 Omics
      • COPSAC2010 Biobank
  • Dissemination
    • Publications
    • Theses
    • Research Awards and Honors
    • Literature for parents
  • Research Projects
    • COPSYCH
    • EAGLE Consortium
    • EarlyVir
  • Strategy
    • Author guidelines
  • Methods
  • ‌
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