Diagnostic accuracy of maternal serum multiple marker screening for early detection of gestational diabetes mellitus in the absence of a gold standard test

Abstract Background Gestational diabetes mellitus (GDM) is associated with adverse diabetic complications for both mother and child during pregnancy. The common Gold Standard (GS) for diagnosis of GDM is 75 g oral glucose tolerance test (OGTT) during 24–28 gestational weeks which seems a little late...

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Main Authors: Maedeh Amini, Anoshirvan Kazemnejad, Farid Zayeri, Ali Montazeri, Aliakbar Rasekhi, Azam Amirian, Nourossadat Kariman
Format: Article
Language:English
Published: BMC 2020-06-01
Series:BMC Pregnancy and Childbirth
Subjects:
Online Access:http://link.springer.com/article/10.1186/s12884-020-03068-7
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spelling doaj-264ed3a845fa40d9b410d9ec494949c22020-11-25T02:44:19ZengBMCBMC Pregnancy and Childbirth1471-23932020-06-012011910.1186/s12884-020-03068-7Diagnostic accuracy of maternal serum multiple marker screening for early detection of gestational diabetes mellitus in the absence of a gold standard testMaedeh Amini0Anoshirvan Kazemnejad1Farid Zayeri2Ali Montazeri3Aliakbar Rasekhi4Azam Amirian5Nourossadat Kariman6Department of Biostatistics, Faculty of Medical Sciences, Tarbiat Modares UniversityDepartment of Biostatistics, Faculty of Medical Sciences, Tarbiat Modares UniversityProteomics Research Centre and Department of Biostatistics, School of Allied Medical Sciences, Shahid Beheshti University of Medical SciencesHealth Metrics Research Centre, Iranian Institute for Health Sciences Research, ACECRDepartment of Biostatistics, Faculty of Medical Sciences, Tarbiat Modares UniversityDepartment of Midwifery, School of Nursing and Midwifery, Jiroft University of Medical SciencesDepartment of Midwifery and Reproductive Health, School of Nursing and Midwifery, Shahid Beheshti University of Medical SciencesAbstract Background Gestational diabetes mellitus (GDM) is associated with adverse diabetic complications for both mother and child during pregnancy. The common Gold Standard (GS) for diagnosis of GDM is 75 g oral glucose tolerance test (OGTT) during 24–28 gestational weeks which seems a little late for any proper intervention. This study aimed to employ the Bayesian latent class models (LCMs) for estimating the early diagnostic power of combination of serum multiple marker in detecting GDM during 14–17 weeks of gestation. Methods Data from a sample of 523 pregnant women who participated in gestational diabetes screening tests at health centers affiliated to Shahid Beheshti University of Medical Sciences in Tehran, Iran from 2017 to 2018 were used. The beta-human chorionic gonadotropin (β-hCG), unconjugated estriol (uE3), and alfa-fetoprotein (AFP) values were extracted from case records for all participants. The Bayesian LCMs were applied for estimating sensitivity, specificity, and area under receiver operating characteristic curve (AUC) of combining the three biomarkers’ results in the absence of GS, adjusting for maternal age and body mass index. Results The mean (standard deviation) maternal age of the participants was 28.76 (±5.33) years. Additionally, the mean (standard deviation) BMI was 24.57 (±3.22) kg/m2. According to the Bayesian model, the cSensitivity, cSpecificity, and cAUC for the optimal composite diagnostic test were estimated as 94% (95% credible interval (CrI) [0.91–0.99]), 86% (95% CrI [0.80–0.92]), and 0.92 (95% CrI [0.87–0.98]), respectively. Conclusions Overall, the findings revealed that the combination of uE3, AFP, and β-hCG results might be considered as an acceptable predictor for detecting GDM with a rather high level of accuracy in the early second trimester of pregnancy without a GS.http://link.springer.com/article/10.1186/s12884-020-03068-7Gestational diabetes mellitusBeta-human chorionic gonadotropinUnconjugated estriolAlfa-fetoproteinBody mass indexSensitivity
collection DOAJ
language English
format Article
sources DOAJ
author Maedeh Amini
Anoshirvan Kazemnejad
Farid Zayeri
Ali Montazeri
Aliakbar Rasekhi
Azam Amirian
Nourossadat Kariman
spellingShingle Maedeh Amini
Anoshirvan Kazemnejad
Farid Zayeri
Ali Montazeri
Aliakbar Rasekhi
Azam Amirian
Nourossadat Kariman
Diagnostic accuracy of maternal serum multiple marker screening for early detection of gestational diabetes mellitus in the absence of a gold standard test
BMC Pregnancy and Childbirth
Gestational diabetes mellitus
Beta-human chorionic gonadotropin
Unconjugated estriol
Alfa-fetoprotein
Body mass index
Sensitivity
author_facet Maedeh Amini
Anoshirvan Kazemnejad
Farid Zayeri
Ali Montazeri
Aliakbar Rasekhi
Azam Amirian
Nourossadat Kariman
author_sort Maedeh Amini
title Diagnostic accuracy of maternal serum multiple marker screening for early detection of gestational diabetes mellitus in the absence of a gold standard test
title_short Diagnostic accuracy of maternal serum multiple marker screening for early detection of gestational diabetes mellitus in the absence of a gold standard test
title_full Diagnostic accuracy of maternal serum multiple marker screening for early detection of gestational diabetes mellitus in the absence of a gold standard test
title_fullStr Diagnostic accuracy of maternal serum multiple marker screening for early detection of gestational diabetes mellitus in the absence of a gold standard test
title_full_unstemmed Diagnostic accuracy of maternal serum multiple marker screening for early detection of gestational diabetes mellitus in the absence of a gold standard test
title_sort diagnostic accuracy of maternal serum multiple marker screening for early detection of gestational diabetes mellitus in the absence of a gold standard test
publisher BMC
series BMC Pregnancy and Childbirth
issn 1471-2393
publishDate 2020-06-01
description Abstract Background Gestational diabetes mellitus (GDM) is associated with adverse diabetic complications for both mother and child during pregnancy. The common Gold Standard (GS) for diagnosis of GDM is 75 g oral glucose tolerance test (OGTT) during 24–28 gestational weeks which seems a little late for any proper intervention. This study aimed to employ the Bayesian latent class models (LCMs) for estimating the early diagnostic power of combination of serum multiple marker in detecting GDM during 14–17 weeks of gestation. Methods Data from a sample of 523 pregnant women who participated in gestational diabetes screening tests at health centers affiliated to Shahid Beheshti University of Medical Sciences in Tehran, Iran from 2017 to 2018 were used. The beta-human chorionic gonadotropin (β-hCG), unconjugated estriol (uE3), and alfa-fetoprotein (AFP) values were extracted from case records for all participants. The Bayesian LCMs were applied for estimating sensitivity, specificity, and area under receiver operating characteristic curve (AUC) of combining the three biomarkers’ results in the absence of GS, adjusting for maternal age and body mass index. Results The mean (standard deviation) maternal age of the participants was 28.76 (±5.33) years. Additionally, the mean (standard deviation) BMI was 24.57 (±3.22) kg/m2. According to the Bayesian model, the cSensitivity, cSpecificity, and cAUC for the optimal composite diagnostic test were estimated as 94% (95% credible interval (CrI) [0.91–0.99]), 86% (95% CrI [0.80–0.92]), and 0.92 (95% CrI [0.87–0.98]), respectively. Conclusions Overall, the findings revealed that the combination of uE3, AFP, and β-hCG results might be considered as an acceptable predictor for detecting GDM with a rather high level of accuracy in the early second trimester of pregnancy without a GS.
topic Gestational diabetes mellitus
Beta-human chorionic gonadotropin
Unconjugated estriol
Alfa-fetoprotein
Body mass index
Sensitivity
url http://link.springer.com/article/10.1186/s12884-020-03068-7
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