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Life course epidemiology of women's reproductive health and its relation to chronic disease

Lead Research Organisation: University of Bristol
Department Name: Social Medicine

Abstract

Reproductive health is important to a woman's overall health and well-being and is increasingly recognised as a marker for other diseases that she might experience later on in life. However there are gaps in our knowledge about what causes some women to have poorer reproductive health, for example, have highly irregular menstrual cycles, difficulties getting pregnant, or experience hot flashes and night sweats around menopause. I propose to answer these gaps. I will use information from several large studies that include many women, some of which have collected information on women since they were in the womb or since their birth. I will use this information to find out what affects their reproductive hormone levels, their menstrual patterns and how easy it is for them to get pregnant in early adulthood, and how likely they are to have complications of pregnancy. This is important as some of the causes of poor reproductive health may be preventable. Also, women are increasingly having children at older ages and it is important that we understand what affects women's chances of getting pregnant and having a healthy pregnancy. There are also gaps in our understanding of why women with poorer reproductive health, including complications of pregnancy, such as pre-eclampsia, are more likely to have other diseases later in their life such as heart disease. Here too I will use large studies of older women, to find out why some women with poorer reproductive health are more likely to have heart disease, diabetes, breast cancer and other diseases later in life. Understanding the relationship between women's reproductive health and other diseases is important as it may identify potential new treatments. I will also assess whether information about reproductive health which women accurately and easily remember can be used to accurately predict their chances of having diabetes, heart and bone disease and dementia later in life. This is important as women at high risk can then be offered advice or treatment that will lower that risk.

Technical Summary

Reproductive health is important to a woman's overall health and well-being and is increasingly recognised as a sentinel for chronic disease in later life. However important knowledge gaps in the life course epidemiology of female reproductive health and in the understanding of the nature of its relation to chronic disease remain. Here I will study multiple exposures from foetal life to adulthood in relation to reproductive health and potential as measured by reproductive hormones in early adulthood, a critical time for family planning. I will use information on multiple reproductive indicators such as menstrual cycle characteristics, parity, pregnancy complications, gynaecological disorders and their treatment, to better characterize women's reproductive health. I will study relations between these reproductive indicators (separately and in combination), reproductive hormones and major chronic disease outcomes (including breast cancer, cardiovascular disease, diabetes, osteoporotic fractures, depression, dementia, and lung disease) and disease markers to study causality and identify mechanistic pathways. Finally, I will examine whether readily available information on indicators of female reproductive health can improve risk stratification in women. I will use data from multiple complimentary studies and a variety of analytical approaches to identify causal pathways, as well as novel statistical methods to formally compare different life course models of the relationship between early life exposures, reproductive health and later disease outcomes. This work has the potential to inform preventive strategies, to identify treatment targets for female reproductive health as well as related chronic diseases, and to improve risk stratification in women at increased risk of diabetes, cardiovascular disease, osteoporosis and dementia. This is important because most are preventable or have a better prognosis if treated earlier and all are costly to health services.

Planned Impact

The aims of this research are to identify the determinants of women's reproductive health and potential in early adulthood, and to clarify whether women's reproductive health is causally related to several major diseases that are prevalent in women and if so, to identify the causal pathways. This has the potential to impact on the following groups of beneficiaries in the short to medium term, i.e. during the life of this fellowship:
1. A wide range of scientists investigating disease mechanisms. As the work proposed here aims to study the aetiology of women's reproductive health and its potential contribution to a range of major disease outcomes, findings may inform the work of colleagues investigating the aetiology of reproductive health but also of breast cancer, cardiovascular disease, diabetes, dementia, depression and lung disease using various approaches from investigations at the molecular level, through to population based approaches.
2. Researchers using a life course approach, as the work proposed here will contribute to developing novel statistical methods to compare different life course models.
3. Both myself and the appointed researcher on this project will gain immediate skills which are particularly relevant to research but that are also transferable and applicable in other contexts. These include skills in project management including people and data management, programming, and communication skills.
Beneficiaries in the medium and longer term, i.e. both during and beyond the life of the fellowship include:
4. Ultimately the goal of this research is to improve the well-being and health of women worldwide. Through better understanding of what affects women's reproductive health and potential; how their reproductive health contributes to the risk of major disease outcomes; and how readily available information on women's reproductive health can be used to identify women at risk of chronic disease, the work proposed here can inform preventive strategies, identify potential treatment targets, as well as ensure more effective provision of care. Improving our understanding of what affects reproductive health and potential in early adulthood can inform women's family planning as well as estimates of future demand for assisted reproduction technologies. By improving the accuracy and/or simplifying existing risk prediction scores, women at increased risk of a range of diseases can be identified and offered effective interventions to prevent, treat and manage their risk. By clarifying the role of pregnancy complications in shaping CVD risk, the management of women who experienced a pregnancy complication in the post-partum period can be improved and potential treatment targets can be identified. More effective risk stratification and healthcare provision is also likely to be of economic benefit to health service providers and to society in general.
5. National and international bodies responsible for issuing clinical guidance on organisation and management of care, screening policies and the use of risk prediction models, such as the UK Royal College of Obstetricians and Gynaecologists and the National Institute for Health and Care Excellence.

Publications

10 25 50

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Howe LD (2016) Relationship between mediation analysis and the structured life course approach. in International journal of epidemiology

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Simpson J (2016) Cord Blood Adipokines and Lipids and Adolescent Nonalcoholic Fatty Liver Disease. in The Journal of clinical endocrinology and metabolism

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Magnus MC (2017) Vanishing twin syndrome among ART singletons and pregnancy outcomes. in Human reproduction (Oxford, England)

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Simpson J (2017) Programming of Adiposity in Childhood and Adolescence: Associations With Birth Weight and Cord Blood Adipokines. in The Journal of clinical endocrinology and metabolism

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Haug EB (2017) Pre-pregnancy Blood Pressure and Offspring Sex in the HUNT Study, Norway. in American journal of hypertension

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Fraser A (2018) Women's Cardiovascular Health After a Hypertensive Disorder of Pregnancy. in Annals of internal medicine

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Magnus MC (2018) Parental Smoking and Risk of Childhood-onset Type 1 Diabetes. in Epidemiology (Cambridge, Mass.)

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Magnus MC (2018) Hypertensive Disorders During Pregnancy and Offspring Retinal Microvasculature During Adolescence. in Journal of the American College of Cardiology

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Falkner B (2018) Cardiac Output Versus Total Peripheral Resistance. in Hypertension (Dallas, Tex. : 1979)

 
Title Painting depicting the link between early life trauma and health in later life 
Description This artwork was produced by Laura Cramer (http://www.cramerpaintings.com) as part of the Creative Reactions project. It depicts Laura's representation of the potential effects of early life trauma on health in later life. 
Type Of Art Artwork 
Year Produced 2018 
Impact The artwork was displayed at the Research Without Borders festival and at an exhibition in Hamilton House in Bristol. 
 
Description Alcohol in pregnancy
Geographic Reach National 
Policy Influence Type Implementation circular/rapid advice/letter to e.g. Ministry of Health
 
Description Light prenatal alcohol consumption
Geographic Reach National 
Policy Influence Type Participation in a guidance/advisory committee
URL https://clahrc-west.nihr.ac.uk/news-item/sobering-evidence-drinking-pregnancy-know-little-much/
 
Description AMS GCRF
Amount £25,000 (GBP)
Funding ID GCRFNG\100313 
Organisation Academy of Medical Sciences (AMS) 
Sector Charity/Non Profit
Country United Kingdom
Start 03/2018 
End 03/2019
 
Description Benjamin Meaker Visiting Professorship
Amount £2,125 (GBP)
Organisation University of Bristol 
Sector Academic/University
Country United Kingdom
Start 03/2018 
End 03/2018
 
Description Benjamin Meaker Visiting Professorships
Amount £1,900 (GBP)
Organisation University of Bristol 
Sector Academic/University
Country United Kingdom
Start 03/2017 
End 03/2017
 
Description Bi-national investigation of placental pathology and maternal cardiovascular health (BI-PATH)
Amount € 1,000,000 (EUR)
Organisation British Heart Foundation (BHF) 
Sector Charity/Non Profit
Country United Kingdom
Start 07/2024 
End 07/2029
 
Description Determinants and health sequelae of intimate partner violence and abuse in young adult relationships: a mixed methods study
Amount £560,069 (GBP)
Funding ID MR/S002634/1 
Organisation Medical Research Council (MRC) 
Sector Public
Country United Kingdom
Start 12/2018 
End 11/2022
 
Description GW4 initiator award
Amount £13,483 (GBP)
Organisation GW4 
Sector Academic/University
Country United Kingdom
Start 01/2016 
End 04/2016
 
Description MRC strategic skills
Amount £354,380 (GBP)
Organisation Medical Research Council (MRC) 
Sector Public
Country United Kingdom
Start  
 
Description MRC strategic skills fellowship
Amount £407,000 (GBP)
Organisation Medical Research Council (MRC) 
Sector Public
Country United Kingdom
Start  
 
Description Placental pathology and the lifelong health of mothers and offspring (PLACENTA-PATH)
Amount € 2,000,000 (EUR)
Organisation European Research Council (ERC) 
Sector Public
Country Belgium
Start 08/2024 
End 08/2029
 
Description The Placenta in Maternal and Fetal Cardiovascular Health and Disease
Amount $8,000,000 (USD)
Organisation The Leducq Foundation 
Sector Charity/Non Profit
Country France
Start 01/2025 
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Title Additional file 10 of Sex differences in systemic metabolites at four life stages: cohort study with repeated metabolomics 
Description Additional file 10: Supplementary Table 9. Sex differences in metabolites in middle adulthood among ALSPAC parents, with menopausal comparisons. 
Type Of Material Database/Collection of data 
Year Produced 2021 
Provided To Others? Yes  
URL https://springernature.figshare.com/articles/dataset/Additional_file_10_of_Sex_differences_in_system...
 
Title Additional file 10 of Sex differences in systemic metabolites at four life stages: cohort study with repeated metabolomics 
Description Additional file 10: Supplementary Table 9. Sex differences in metabolites in middle adulthood among ALSPAC parents, with menopausal comparisons. 
Type Of Material Database/Collection of data 
Year Produced 2021 
Provided To Others? Yes  
URL https://springernature.figshare.com/articles/dataset/Additional_file_10_of_Sex_differences_in_system...
 
Title Additional file 11 of Sex differences in systemic metabolites at four life stages: cohort study with repeated metabolomics 
Description Additional file 11: Supplementary Table 10. Sex differences in metabolites in middle adulthood among ALSPAC parents, with menopausal comparisons and BMI adjustment. 
Type Of Material Database/Collection of data 
Year Produced 2021 
Provided To Others? Yes  
URL https://springernature.figshare.com/articles/dataset/Additional_file_11_of_Sex_differences_in_system...
 
Title Additional file 11 of Sex differences in systemic metabolites at four life stages: cohort study with repeated metabolomics 
Description Additional file 11: Supplementary Table 10. Sex differences in metabolites in middle adulthood among ALSPAC parents, with menopausal comparisons and BMI adjustment. 
Type Of Material Database/Collection of data 
Year Produced 2021 
Provided To Others? Yes  
URL https://springernature.figshare.com/articles/dataset/Additional_file_11_of_Sex_differences_in_system...
 
Title Additional file 12 of Sex differences in systemic metabolites at four life stages: cohort study with repeated metabolomics 
Description Additional file 12: Supplementary Table 11. Sex differences in metabolites in middle adulthood among ALSPAC parents, with menopausal comparisons and BMI adjustment. 
Type Of Material Database/Collection of data 
Year Produced 2021 
Provided To Others? Yes  
URL https://springernature.figshare.com/articles/dataset/Additional_file_12_of_Sex_differences_in_system...
 
Title Additional file 12 of Sex differences in systemic metabolites at four life stages: cohort study with repeated metabolomics 
Description Additional file 12: Supplementary Table 11. Sex differences in metabolites in middle adulthood among ALSPAC parents, with menopausal comparisons and BMI adjustment. 
Type Of Material Database/Collection of data 
Year Produced 2021 
Provided To Others? Yes  
URL https://springernature.figshare.com/articles/dataset/Additional_file_12_of_Sex_differences_in_system...
 
Title Additional file 2 of Identifying potential causal effects of age at menarche: a Mendelian randomization phenome-wide association study 
Description Additional file 2. Analysis code. 
Type Of Material Database/Collection of data 
Year Produced 2020 
Provided To Others? Yes  
URL https://springernature.figshare.com/articles/Additional_file_2_of_Identifying_potential_causal_effec...
 
Title Additional file 2 of Identifying potential causal effects of age at menarche: a Mendelian randomization phenome-wide association study 
Description Additional file 2. Analysis code. 
Type Of Material Database/Collection of data 
Year Produced 2020 
Provided To Others? Yes  
URL https://springernature.figshare.com/articles/Additional_file_2_of_Identifying_potential_causal_effec...
 
Title Additional file 2 of Sex differences in systemic metabolites at four life stages: cohort study with repeated metabolomics 
Description Additional file 2: Supplementary Table 1. Descriptive characteristics of ALSPAC participants eligible vs ineligible for =1 analysis. 
Type Of Material Database/Collection of data 
Year Produced 2021 
Provided To Others? Yes  
URL https://springernature.figshare.com/articles/dataset/Additional_file_2_of_Sex_differences_in_systemi...
 
Title Additional file 2 of Sex differences in systemic metabolites at four life stages: cohort study with repeated metabolomics 
Description Additional file 2: Supplementary Table 1. Descriptive characteristics of ALSPAC participants eligible vs ineligible for =1 analysis. 
Type Of Material Database/Collection of data 
Year Produced 2021 
Provided To Others? Yes  
URL https://springernature.figshare.com/articles/dataset/Additional_file_2_of_Sex_differences_in_systemi...
 
Title Additional file 3 of Identifying potential causal effects of age at menarche: a Mendelian randomization phenome-wide association study 
Description Additional file 3:Table S1. Strength of the genetic instrument in predicting age at menarche in UK Biobank. Table S2. Findings from the main analysis of the genetic risk score for age at menarche. Table S3. Finding from the main analysis of the genetic risk score for age at menarche after additional adjustment for chip used for the genotyping. Table S4. Finding from the main analysis of the genetic risk score for age at menarche after Steiger filtering. Table S5. Findings from the sensitivity analysis of the genetic risk score for age at menarche excluding SNPs associated with childhood body-mass index. Table S6. Findings from the sensitivity analysis of the genetic risk score for age at menarche excluding SNPs associated with childhood and/or adult body-mass index. Table S7. MR-Egger intercept. Table S8. Results from MR-PRESSO global test for pleoitropy and distortion tests. Table S9. Strength of the genetic instrument in predicting age at menarche in ALSPAC. Table S10. Strength of the genetic instrument in predicting body-mass index and height in UK Biobank. Table S11. Findings from the multivariable mendelian randomization analysis further adjusting for body-mass index and height. Table S12. Post hoc power calculation analyses for the replication analyses. 
Type Of Material Database/Collection of data 
Year Produced 2020 
Provided To Others? Yes  
URL https://springernature.figshare.com/articles/Additional_file_3_of_Identifying_potential_causal_effec...
 
Title Additional file 3 of Identifying potential causal effects of age at menarche: a Mendelian randomization phenome-wide association study 
Description Additional file 3:Table S1. Strength of the genetic instrument in predicting age at menarche in UK Biobank. Table S2. Findings from the main analysis of the genetic risk score for age at menarche. Table S3. Finding from the main analysis of the genetic risk score for age at menarche after additional adjustment for chip used for the genotyping. Table S4. Finding from the main analysis of the genetic risk score for age at menarche after Steiger filtering. Table S5. Findings from the sensitivity analysis of the genetic risk score for age at menarche excluding SNPs associated with childhood body-mass index. Table S6. Findings from the sensitivity analysis of the genetic risk score for age at menarche excluding SNPs associated with childhood and/or adult body-mass index. Table S7. MR-Egger intercept. Table S8. Results from MR-PRESSO global test for pleoitropy and distortion tests. Table S9. Strength of the genetic instrument in predicting age at menarche in ALSPAC. Table S10. Strength of the genetic instrument in predicting body-mass index and height in UK Biobank. Table S11. Findings from the multivariable mendelian randomization analysis further adjusting for body-mass index and height. Table S12. Post hoc power calculation analyses for the replication analyses. 
Type Of Material Database/Collection of data 
Year Produced 2020 
Provided To Others? Yes  
URL https://springernature.figshare.com/articles/Additional_file_3_of_Identifying_potential_causal_effec...
 
Title Additional file 3 of Sex differences in systemic metabolites at four life stages: cohort study with repeated metabolomics 
Description Additional file 3: Supplementary Table 2. Descriptive characteristics of participating ALSPAC mothers based on partners' participation status. 
Type Of Material Database/Collection of data 
Year Produced 2021 
Provided To Others? Yes  
URL https://springernature.figshare.com/articles/dataset/Additional_file_3_of_Sex_differences_in_systemi...
 
Title Additional file 3 of Sex differences in systemic metabolites at four life stages: cohort study with repeated metabolomics 
Description Additional file 3: Supplementary Table 2. Descriptive characteristics of participating ALSPAC mothers based on partners' participation status. 
Type Of Material Database/Collection of data 
Year Produced 2021 
Provided To Others? Yes  
URL https://springernature.figshare.com/articles/dataset/Additional_file_3_of_Sex_differences_in_systemi...
 
Title Additional file 4 of Sex differences in systemic metabolites at four life stages: cohort study with repeated metabolomics 
Description Additional file 4: Supplementary Table 3. Descriptive characteristics of participating ALSPAC offspring based on partners' (of mothers) participation status. 
Type Of Material Database/Collection of data 
Year Produced 2021 
Provided To Others? Yes  
URL https://springernature.figshare.com/articles/dataset/Additional_file_4_of_Sex_differences_in_systemi...
 
Title Additional file 4 of Sex differences in systemic metabolites at four life stages: cohort study with repeated metabolomics 
Description Additional file 4: Supplementary Table 3. Descriptive characteristics of participating ALSPAC offspring based on partners' (of mothers) participation status. 
Type Of Material Database/Collection of data 
Year Produced 2021 
Provided To Others? Yes  
URL https://springernature.figshare.com/articles/dataset/Additional_file_4_of_Sex_differences_in_systemi...
 
Title Additional file 5 of Sex differences in systemic metabolites at four life stages: cohort study with repeated metabolomics 
Description Additional file 5: Supplementary Table 4. Sex differences in metabolites at different life stages among ALSPAC offspring and parents. 
Type Of Material Database/Collection of data 
Year Produced 2021 
Provided To Others? Yes  
URL https://springernature.figshare.com/articles/dataset/Additional_file_5_of_Sex_differences_in_systemi...
 
Title Additional file 5 of Sex differences in systemic metabolites at four life stages: cohort study with repeated metabolomics 
Description Additional file 5: Supplementary Table 4. Sex differences in metabolites at different life stages among ALSPAC offspring and parents. 
Type Of Material Database/Collection of data 
Year Produced 2021 
Provided To Others? Yes  
URL https://springernature.figshare.com/articles/dataset/Additional_file_5_of_Sex_differences_in_systemi...
 
Title Additional file 6 of Sex differences in systemic metabolites at four life stages: cohort study with repeated metabolomics 
Description Additional file 6: Supplementary Table 5. Sex differences in metabolites at different life stages among ALSPAC offspring and parents. 
Type Of Material Database/Collection of data 
Year Produced 2021 
Provided To Others? Yes  
URL https://springernature.figshare.com/articles/dataset/Additional_file_6_of_Sex_differences_in_systemi...
 
Title Additional file 6 of Sex differences in systemic metabolites at four life stages: cohort study with repeated metabolomics 
Description Additional file 6: Supplementary Table 5. Sex differences in metabolites at different life stages among ALSPAC offspring and parents. 
Type Of Material Database/Collection of data 
Year Produced 2021 
Provided To Others? Yes  
URL https://springernature.figshare.com/articles/dataset/Additional_file_6_of_Sex_differences_in_systemi...
 
Title Additional file 7 of Sex differences in systemic metabolites at four life stages: cohort study with repeated metabolomics 
Description Additional file 7: Supplementary Table 6. Sex differences in metabolites at different life stages among ALSPAC offspring and parents, with BMI adjustment. 
Type Of Material Database/Collection of data 
Year Produced 2021 
Provided To Others? Yes  
URL https://springernature.figshare.com/articles/dataset/Additional_file_7_of_Sex_differences_in_systemi...
 
Title Additional file 7 of Sex differences in systemic metabolites at four life stages: cohort study with repeated metabolomics 
Description Additional file 7: Supplementary Table 6. Sex differences in metabolites at different life stages among ALSPAC offspring and parents, with BMI adjustment. 
Type Of Material Database/Collection of data 
Year Produced 2021 
Provided To Others? Yes  
URL https://springernature.figshare.com/articles/dataset/Additional_file_7_of_Sex_differences_in_systemi...
 
Title Additional file 8 of Sex differences in systemic metabolites at four life stages: cohort study with repeated metabolomics 
Description Additional file 8: Supplementary Table 7. Sex differences in metabolites at different life stages among ALSPAC offspring and parents, with BMI adjustment. 
Type Of Material Database/Collection of data 
Year Produced 2021 
Provided To Others? Yes  
URL https://springernature.figshare.com/articles/dataset/Additional_file_8_of_Sex_differences_in_systemi...
 
Title Additional file 8 of Sex differences in systemic metabolites at four life stages: cohort study with repeated metabolomics 
Description Additional file 8: Supplementary Table 7. Sex differences in metabolites at different life stages among ALSPAC offspring and parents, with BMI adjustment. 
Type Of Material Database/Collection of data 
Year Produced 2021 
Provided To Others? Yes  
URL https://springernature.figshare.com/articles/dataset/Additional_file_8_of_Sex_differences_in_systemi...
 
Title Additional file 9 of Sex differences in systemic metabolites at four life stages: cohort study with repeated metabolomics 
Description Additional file 9: Supplementary Table 8. Sex differences in metabolites in middle adulthood among ALSPAC parents, with menopausal comparisons. 
Type Of Material Database/Collection of data 
Year Produced 2021 
Provided To Others? Yes  
URL https://springernature.figshare.com/articles/dataset/Additional_file_9_of_Sex_differences_in_systemi...
 
Title Additional file 9 of Sex differences in systemic metabolites at four life stages: cohort study with repeated metabolomics 
Description Additional file 9: Supplementary Table 8. Sex differences in metabolites in middle adulthood among ALSPAC parents, with menopausal comparisons. 
Type Of Material Database/Collection of data 
Year Produced 2021 
Provided To Others? Yes  
URL https://springernature.figshare.com/articles/dataset/Additional_file_9_of_Sex_differences_in_systemi...
 
Description Biosocial effects of trauma 
Organisation Cardiff University
Country United Kingdom 
Sector Academic/University 
PI Contribution Joint grant applications; training of PhD students and early career researchers; joint publications
Collaborator Contribution Joint grant applications; joint publications
Impact Further funding; joint publications
Start Year 2017
 
Description Biosocial effects of trauma 
Organisation Federal University of Pelotas (UFPel)
Country Brazil 
Sector Academic/University 
PI Contribution Joint grant applications; training of PhD students and early career researchers; joint publications
Collaborator Contribution Joint grant applications; joint publications
Impact Further funding; joint publications
Start Year 2017
 
Description Biosocial effects of trauma 
Organisation Universidade de São Paulo
Country Brazil 
Sector Academic/University 
PI Contribution Joint grant applications; training of PhD students and early career researchers; joint publications
Collaborator Contribution Joint grant applications; joint publications
Impact Further funding; joint publications
Start Year 2017
 
Description Biosocial effects of trauma 
Organisation University of Bath
Country United Kingdom 
Sector Academic/University 
PI Contribution Joint grant applications; training of PhD students and early career researchers; joint publications
Collaborator Contribution Joint grant applications; joint publications
Impact Further funding; joint publications
Start Year 2017
 
Description Biosocial effects of trauma 
Organisation University of Cape Town
Country South Africa 
Sector Academic/University 
PI Contribution Joint grant applications; training of PhD students and early career researchers; joint publications
Collaborator Contribution Joint grant applications; joint publications
Impact Further funding; joint publications
Start Year 2017
 
Description Pregnancy complications and CVD: the Swedish PACER study 
Organisation Lund University
Country Sweden 
Sector Academic/University 
PI Contribution Expertise in the shared research agenda
Collaborator Contribution Expertise in the shared research agenda; data
Impact First manuscript submitted
Start Year 2014
 
Description Pregnancy complications and future CVD: the Norwegian HUNT studies 
Organisation Harvard University
Country United States 
Sector Academic/University 
PI Contribution Expertise in the shared research agenda and analytical skills
Collaborator Contribution Expertise in the shared research agenda; data
Impact Several conference presentations and pending publications (under revision)
Start Year 2014
 
Description Pregnancy complications and future CVD: the Norwegian HUNT studies 
Organisation Norwegian University of Science and Technology (NTNU)
Country Norway 
Sector Academic/University 
PI Contribution Expertise in the shared research agenda and analytical skills
Collaborator Contribution Expertise in the shared research agenda; data
Impact Several conference presentations and pending publications (under revision)
Start Year 2014