An Evaluation of Diagnostic Approaches for Gestational Diabetes Screening in South Africa

dc.contributor.advisorMadlala, Hlengiwe
dc.contributor.advisorMyer Benjamin
dc.contributor.authorMennen, Mathilda
dc.date.accessioned2025-03-03T13:20:26Z
dc.date.available2025-03-03T13:20:26Z
dc.date.issued2024
dc.date.updated2025-03-03T10:08:28Z
dc.description.abstractBackground: Gestational diabetes mellitus (GDM) poses substantial risks to both mothers and their offspring. In South Africa, screening practices vary, and pregnant women are not screened universally due to resource constraints. This study investigates the implications of using point of-care (POC) capillary glucose measures for GDM screening and explores potential strategies to increase screening capacity by eliminating the reliance on central laboratory facilities or reducing the time spent at antenatal facilities for mothers. Objectives: The prevalence of GDM determined by venous blood glucose (VBG) measures obtained during 2-hour oral glucose tolerance tests (OGTTs) was compared to POC capillary glucose (CBG) tests with immediate results. The agreement between VBG and CBG measures was calculated across the whole cohort and in sub-groups, and the clinical and cost implications of each method explored. Methods: A secondary analysis was conducted on data collected from 400 pregnant participants who were enrolled at 24-28 weeks' gestation into a prospective cohort study at an antenatal clinic in Cape Town. Participants were screened for GDM using a gold-standard 75g OGTT and simultaneously underwent POC capillary glucose testing. GDM was diagnosed via each method according to the International Association of Diabetes and Pregnancy Study Groups (IADPSG) criteria. We calculated the sensitivity and specificity of CBG in detecting VBG-defined GDM at different thresholds and Bland-Altman analyses examined agreement between CBG and VBG. Results: The GDM prevalence was 7% among all participants, resulting from a prevalence of 6% among patients with no risk factors, and 8% among patients with risk factors. Four percent of the cohort was diagnosed with GDM despite having no risk factors. Most cases (96%) were diagnosed on fasting venous measures. Capillary measures overestimated the prevalence of GDM at IADPSG thresholds (25%) and had poor sensitivity (73%). Correlation between venous and capillary measures was lowest in the fasting state (r=0.22, p<0.001). Bland Altman analyses found the average agreement between methods to be lowest in the fasting state. 2 Conclusion: Capillary measures demonstrate poor correlation and agreement with venous measures at 24-28 weeks' gestation, particularly in the fasting state when almost all GDM cases are diagnosed. A fasting plasma glucose, if performed universally as a single measure, outperforms selective risk factor-based OGTT screening and fasting capillary blood glucose in terms of sensitivity and specificity, while reducing the overall number of laboratory-dependent glucose tests performed.
dc.identifier.apacitationMennen, M. (2024). <i>An Evaluation of Diagnostic Approaches for Gestational Diabetes Screening in South Africa</i>. (). University of Cape Town ,Faculty of Health Sciences ,Department of Public Health and Family Medicine. Retrieved from http://hdl.handle.net/11427/41076en_ZA
dc.identifier.chicagocitationMennen, Mathilda. <i>"An Evaluation of Diagnostic Approaches for Gestational Diabetes Screening in South Africa."</i> ., University of Cape Town ,Faculty of Health Sciences ,Department of Public Health and Family Medicine, 2024. http://hdl.handle.net/11427/41076en_ZA
dc.identifier.citationMennen, M. 2024. An Evaluation of Diagnostic Approaches for Gestational Diabetes Screening in South Africa. . University of Cape Town ,Faculty of Health Sciences ,Department of Public Health and Family Medicine. http://hdl.handle.net/11427/41076en_ZA
dc.identifier.ris TY - Thesis / Dissertation AU - Mennen, Mathilda AB - Background: Gestational diabetes mellitus (GDM) poses substantial risks to both mothers and their offspring. In South Africa, screening practices vary, and pregnant women are not screened universally due to resource constraints. This study investigates the implications of using point of-care (POC) capillary glucose measures for GDM screening and explores potential strategies to increase screening capacity by eliminating the reliance on central laboratory facilities or reducing the time spent at antenatal facilities for mothers. Objectives: The prevalence of GDM determined by venous blood glucose (VBG) measures obtained during 2-hour oral glucose tolerance tests (OGTTs) was compared to POC capillary glucose (CBG) tests with immediate results. The agreement between VBG and CBG measures was calculated across the whole cohort and in sub-groups, and the clinical and cost implications of each method explored. Methods: A secondary analysis was conducted on data collected from 400 pregnant participants who were enrolled at 24-28 weeks' gestation into a prospective cohort study at an antenatal clinic in Cape Town. Participants were screened for GDM using a gold-standard 75g OGTT and simultaneously underwent POC capillary glucose testing. GDM was diagnosed via each method according to the International Association of Diabetes and Pregnancy Study Groups (IADPSG) criteria. We calculated the sensitivity and specificity of CBG in detecting VBG-defined GDM at different thresholds and Bland-Altman analyses examined agreement between CBG and VBG. Results: The GDM prevalence was 7% among all participants, resulting from a prevalence of 6% among patients with no risk factors, and 8% among patients with risk factors. Four percent of the cohort was diagnosed with GDM despite having no risk factors. Most cases (96%) were diagnosed on fasting venous measures. Capillary measures overestimated the prevalence of GDM at IADPSG thresholds (25%) and had poor sensitivity (73%). Correlation between venous and capillary measures was lowest in the fasting state (r=0.22, p<0.001). Bland Altman analyses found the average agreement between methods to be lowest in the fasting state. 2 Conclusion: Capillary measures demonstrate poor correlation and agreement with venous measures at 24-28 weeks' gestation, particularly in the fasting state when almost all GDM cases are diagnosed. A fasting plasma glucose, if performed universally as a single measure, outperforms selective risk factor-based OGTT screening and fasting capillary blood glucose in terms of sensitivity and specificity, while reducing the overall number of laboratory-dependent glucose tests performed. DA - 2024 DB - OpenUCT DP - University of Cape Town KW - public health LK - https://open.uct.ac.za PB - University of Cape Town PY - 2024 T1 - An Evaluation of Diagnostic Approaches for Gestational Diabetes Screening in South Africa TI - An Evaluation of Diagnostic Approaches for Gestational Diabetes Screening in South Africa UR - http://hdl.handle.net/11427/41076 ER - en_ZA
dc.identifier.urihttp://hdl.handle.net/11427/41076
dc.identifier.vancouvercitationMennen M. An Evaluation of Diagnostic Approaches for Gestational Diabetes Screening in South Africa. []. University of Cape Town ,Faculty of Health Sciences ,Department of Public Health and Family Medicine, 2024 [cited yyyy month dd]. Available from: http://hdl.handle.net/11427/41076en_ZA
dc.language.rfc3066eng
dc.publisher.departmentDepartment of Public Health and Family Medicine
dc.publisher.facultyFaculty of Health Sciences
dc.publisher.institutionUniversity of Cape Town
dc.subjectpublic health
dc.titleAn Evaluation of Diagnostic Approaches for Gestational Diabetes Screening in South Africa
dc.typeThesis / Dissertation
dc.type.qualificationlevelMasters
dc.type.qualificationlevelMPH
Files
Original bundle
Now showing 1 - 1 of 1
Loading...
Thumbnail Image
Name:
thesis_hsf_2024_mennen mathilda.pdf
Size:
2.86 MB
Format:
Adobe Portable Document Format
Description:
License bundle
Now showing 1 - 1 of 1
Loading...
Thumbnail Image
Name:
license.txt
Size:
1.72 KB
Format:
Item-specific license agreed upon to submission
Description:
Collections