Predictors for insulin use in gestational diabetes mellitus. (May 2022)
- Record Type:
- Journal Article
- Title:
- Predictors for insulin use in gestational diabetes mellitus. (May 2022)
- Main Title:
- Predictors for insulin use in gestational diabetes mellitus
- Authors:
- Ford, Heather Louise
Champion, Isabella
Wan, Anna
Reddy, Maya
Mol, Ben Willem
Rolnik, Daniel Lorber - Abstract:
- Abstract: Objectives: Gestational diabetes mellitus (GDM) affects about 15% of pregnancies in Australia, with approximately 30% of those diagnosed with GDM requiring insulin therapy. There are several established risk factors for developing GDM, however limited studies show how these can be used to predict need for insulin treatment. The aim of this study is to identify predictors of insulin therapy in women diagnosed with GDM once an oral glucose tolerance test (OGTT) is performed during pregnancy. Study design: This is a retrospective cohort study of women with singleton pregnancies complicated by GDM between 2016 and 2017 at a single, large health network in Melbourne, Australia. Data were obtained from hospital record and pathology result systems. Univariable and multivariable logistic regression models were fit to the data to obtain crude and adjusted odds ratios. Results: Of 2, 048 women diagnosed with GDM, 647 (31.6%) required insulin therapy. Positive predictors included in the final multivariable model after backwards, stepwise elimination were an elevated fasting result on an OGTT (adjusted odds ratio (AOR) 2.93 [95% CI 2.34–3.66]), previous birth weight greater than 90th% (AOR 2.04 [95% CI 1.412.94]), previous diagnosis of GDM (AOR 1.68 [95% CI 1.28–2.21]), being born in the South Asian region (AOR 1.58 [95% CI 1.27–1.98]), the 2hr OGTT result (AOR 1.14 [95% CI 1.05–1.24]), body mass index (BMI; AOR 1.13 [95% CI 1.04-1.23]) and age (AOR 1.03 [95% CI 1.00-1.05])Abstract: Objectives: Gestational diabetes mellitus (GDM) affects about 15% of pregnancies in Australia, with approximately 30% of those diagnosed with GDM requiring insulin therapy. There are several established risk factors for developing GDM, however limited studies show how these can be used to predict need for insulin treatment. The aim of this study is to identify predictors of insulin therapy in women diagnosed with GDM once an oral glucose tolerance test (OGTT) is performed during pregnancy. Study design: This is a retrospective cohort study of women with singleton pregnancies complicated by GDM between 2016 and 2017 at a single, large health network in Melbourne, Australia. Data were obtained from hospital record and pathology result systems. Univariable and multivariable logistic regression models were fit to the data to obtain crude and adjusted odds ratios. Results: Of 2, 048 women diagnosed with GDM, 647 (31.6%) required insulin therapy. Positive predictors included in the final multivariable model after backwards, stepwise elimination were an elevated fasting result on an OGTT (adjusted odds ratio (AOR) 2.93 [95% CI 2.34–3.66]), previous birth weight greater than 90th% (AOR 2.04 [95% CI 1.412.94]), previous diagnosis of GDM (AOR 1.68 [95% CI 1.28–2.21]), being born in the South Asian region (AOR 1.58 [95% CI 1.27–1.98]), the 2hr OGTT result (AOR 1.14 [95% CI 1.05–1.24]), body mass index (BMI; AOR 1.13 [95% CI 1.04-1.23]) and age (AOR 1.03 [95% CI 1.00-1.05]) The final predictive model had an area under the receiver-operating characteristics (ROC) curve of 0.744 (95% CI 0.720-0.767). Conclusions: This study highlights the possible predictors of insulin use, informing counselling for women who are newly diagnosed with gestational diabetes. … (more)
- Is Part Of:
- European journal of obstetrics, gynecology, and reproductive biology. Volume 272(2022)
- Journal:
- European journal of obstetrics, gynecology, and reproductive biology
- Issue:
- Volume 272(2022)
- Issue Display:
- Volume 272, Issue 2022 (2022)
- Year:
- 2022
- Volume:
- 272
- Issue:
- 2022
- Issue Sort Value:
- 2022-0272-2022-0000
- Page Start:
- 177
- Page End:
- 181
- Publication Date:
- 2022-05
- Subjects:
- Diabetes -- Gestational -- Insulin -- Glucose tolerance test -- Pregnancy complications -- Logistic models
Obstetrics -- Periodicals
Gynecology -- Periodicals
Reproductive health -- Periodicals
Gynecology -- Periodicals
Obstetrics -- Periodicals
Reproduction -- Periodicals
Obstétrique -- Périodiques
Gynécologie -- Périodiques
Reproduction -- Périodiques
Verloskunde
Gynaecologie
Voortplanting (biologie)
Gynecology
Obstetrics
Reproduction
Electronic journals
Periodicals
Electronic journals
618.05 - Journal URLs:
- http://www.sciencedirect.com/science/journal/03012115 ↗
http://www.ingentaconnect.com/content/els/00282243 ↗
http://www.clinicalkey.com/dura/browse/journalIssue/03012115 ↗
http://www.clinicalkey.com.au/dura/browse/journalIssue/03012115 ↗
http://www.elsevier.com/journals ↗ - DOI:
- 10.1016/j.ejogrb.2022.03.025 ↗
- Languages:
- English
- ISSNs:
- 0301-2115
- Deposit Type:
- Legaldeposit
- View Content:
- Available online (eLD content is only available in our Reading Rooms) ↗
- Physical Locations:
- British Library DSC - 3829.733000
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- 21542.xml