TY - JOUR
T1 - Ophthalmic artery Doppler for pre-eclampsia prediction at the first trimester
T2 - a Bayesian survival-time model
AU - Kusuma, Raden Aditya
AU - Nurdiati, Detty Siti
AU - Al Fattah, Adly Nanda
AU - Danukusumo, Didi
AU - Abdullah, Sarini
AU - Sini, Ivan
N1 - Publisher Copyright:
© 2022, Società Italiana di Ultrasonologia in Medicina e Biologia (SIUMB).
PY - 2023/3
Y1 - 2023/3
N2 - Objective: To develop a Bayesian survival-time model for the prediction of pre-eclampsia (PE) at the first trimester using a combination of established biomarkers including maternal characteristics and history, mean arterial pressure (MAP), uterine artery Doppler pulsatility index (UtA-PI), and Placental Growth Factor (PlGF)) with an ophthalmic artery Doppler peak ratio (PR) analysis. Methods: The receiving operator curve (ROC) analysis was used to determine the area under the curve (AUC), detection rate (DR), and positive screening cut-off value of the model in predicting the occurrence of early-onset PE (< 34 weeks’ gestation) and preterm PE (< 37 weeks’ gestation). Results: Of the 946 eligible participants, 71 (7.49%) subjects were affected by PE. The incidences of early-onset and preterm PE were 1% and 2.2%, respectively. At a 10% false-positive rate, using the high-risk cut-off 1:49, with AUC 0.981 and 95%CI 0.965–0.998, this model had an 100% of DR in predicting early-onset PE. The DR of this model in predicting preterm PE is 71% when using 1:13 as the cut-off, with AUC 0.919 and 95%CI 0.875–0.963. Conclusion: Combination ophthalmic artery Doppler PR with the previously established biomarkers could improve the accuracy of early and preterm PE prediction at the first trimester screening.
AB - Objective: To develop a Bayesian survival-time model for the prediction of pre-eclampsia (PE) at the first trimester using a combination of established biomarkers including maternal characteristics and history, mean arterial pressure (MAP), uterine artery Doppler pulsatility index (UtA-PI), and Placental Growth Factor (PlGF)) with an ophthalmic artery Doppler peak ratio (PR) analysis. Methods: The receiving operator curve (ROC) analysis was used to determine the area under the curve (AUC), detection rate (DR), and positive screening cut-off value of the model in predicting the occurrence of early-onset PE (< 34 weeks’ gestation) and preterm PE (< 37 weeks’ gestation). Results: Of the 946 eligible participants, 71 (7.49%) subjects were affected by PE. The incidences of early-onset and preterm PE were 1% and 2.2%, respectively. At a 10% false-positive rate, using the high-risk cut-off 1:49, with AUC 0.981 and 95%CI 0.965–0.998, this model had an 100% of DR in predicting early-onset PE. The DR of this model in predicting preterm PE is 71% when using 1:13 as the cut-off, with AUC 0.919 and 95%CI 0.875–0.963. Conclusion: Combination ophthalmic artery Doppler PR with the previously established biomarkers could improve the accuracy of early and preterm PE prediction at the first trimester screening.
KW - Bayesian
KW - Ophthalmic artery
KW - Pre-eclampsia
KW - Survival model
UR - http://www.scopus.com/inward/record.url?scp=85135224732&partnerID=8YFLogxK
U2 - 10.1007/s40477-022-00697-w
DO - 10.1007/s40477-022-00697-w
M3 - Article
AN - SCOPUS:85135224732
SN - 1971-3495
VL - 26
SP - 155
EP - 162
JO - Journal of Ultrasound
JF - Journal of Ultrasound
IS - 1
ER -