A joint analysis proposal of nonlinear longitudinal and time-to-event right-, interval-censored data for modeling pregnancy miscarriage

De la Cruz-Mesia, Rolando; Lavielle, Marc; MEZA-BECERRA, CRISTIAN ENRIQUE; Núñez-Antón, Vicente

Abstract

Pregnancy in-vitro fertilization (IVF) cases are associated with adverse first-trimester outcomes in comparison to spontaneously achieved pregnancies. Human chorionic gonadotrophin β subunit (β-HCG) is a well-known biomarker for the diagnosis and monitoring of pregnancy after IVF. Low levels of β-HCG during this period are related to miscarriage, ectopic pregnancy, and IVF procedure failures. Longitudinal profiles of β-HCG can be used to distinguish between normal and abnormal pregnancies and to assist and guide the clinician in better management and monitoring of post-IVF pregnancies. Therefore, assessing the association between longitudinally measured β-HCG serum concentration and time to early miscarriage is of crucial interest to clinicians. A common joint modeling approach is to use the longitudinal β-HCG trajectory to determine the risk of miscarriage. This work was motivated by a follow-up study with normal and abnormal pregnancies where β-HCG serum concentrations were measured in 173 young women during a gestational age of 9–86 days in Santiago, Chile. Some women experienced a miscarriage event, and their exact event times were unknown, so we have interval-censored data, with the event occurring between the last time of the observed measurement and ten days later. However, for those women belonging to the normal pregnancy group; that is, carrying a pregnancy to a full-term event, right censoring data are observed. Estimation procedures are based on the Stochastic Approximation of the Expectation–Maximization (SAEM) algorithm.

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Título según SCOPUS: ID SCOPUS_ID:85205371125 Not found in local SCOPUS DB
Título de la Revista: COMPUTERS IN BIOLOGY AND MEDICINE
Volumen: 182
Editorial: PERGAMON-ELSEVIER SCIENCE LTD
Fecha de publicación: 2024
DOI:

10.1016/J.COMPBIOMED.2024.109186

Notas: SCOPUS