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      Causal Effects of Body Mass Index and Maternal Age on Oocyte Maturation in Assisted Reproductive Technology: Model-Average Causal Effect and Bayesian LASSO Method

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          Abstract

          Background:

          Body Mass Index (BMI) and maternal age are related to various disorders of the female reproductive system. This study aimed to estimate the causal effects of BMI and maternal age on the rate of meta-phase II oocytes (MII) using a new statistical method based on Bayesian LASSO and model averaging.

          Methods:

          This investigation was a historical cohort study and data were collected from women who underwent assisted reproductive treatments in Tehran, Iran during 2015 to 2018. Exclusion criteria were gestational surrogacy and donor oocyte. We used a new method based on Bayesian LASSO and model average to capture important confounders.

          Results:

          Overall, 536 cycles of 398 women were evaluated. BMI and Age had inverse relationships with the number of MII based on univariate analysis, but after adjusting the effects of other variables, there was just a significant association between age and the number of MII (adjusted incidence rate ratio (aIRR) of age =0.989, 95% CI: [0.979, 0.998], P=0.02). The results of causal inference based on the new presented method showed that the overall effects of age and BMI of all patients were significantly and inversely associated with the number of MII (both P<0.001). Therefore the expected number of MII decreased by 0.99 for an increase of 1 year (95% CI: [−1.00, −0.97]) and decreased by 0.99 for each 1-unit increase in BMI (95% CI: [−1.01, −0.98]).

          Conclusion:

          Maternal age and BMI have significant adverse casual effects on the rate of MII in patients undergoing ART when the effects of important confounders were adjusted.

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          Most cited references27

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          Regression Shrinkage and Selection Via the Lasso

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            The Bayesian Lasso

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              The Central Role of the Propensity Score in Observational Studies for Causal Effects

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                Author and article information

                Journal
                Iran J Public Health
                Iran J Public Health
                IJPH
                IJPH
                Iranian Journal of Public Health
                Tehran University of Medical Sciences
                2251-6085
                2251-6093
                November 2020
                : 49
                : 11
                : 2161-2169
                Affiliations
                [1. ]Department of Epidemiology and Biostatistics, School of Public Health, Tehran University of Medical Sciences, Tehran, Iran
                [2. ]Department of Medical Ethics and Law, Reproductive Biomedicine Research Center, Royan Institute for Reproductive Biomedicine, ACECR, Tehran, Iran
                [3. ]Shahid Akbarabadi Clinical Research Development Unit, Iran University of Medical Sciences, Tehran, Iran
                Author notes
                [* ] Corresponding Author: Email: RahimiFo@ 123456tums.ac.ir
                Article
                IJPH-49-2161
                10.18502/ijph.v49i11.4734
                7917504
                f4944f3f-8860-4c32-a6f1-ba37f09bca0d
                Copyright © 2020 Alizadeh et al. Published by Tehran University of Medical Sciences

                This work is licensed under a Creative Commons Attribution-NonCommercial 4.0 International license ( https://creativecommons.org/licenses/by-nc/4.0/). Non-commercial uses of the work are permitted, provided the original work is properly cited.

                History
                : 21 March 2019
                : 11 May 2019
                Categories
                Original Article

                Public health
                infertility,assisted reproductive technology (art),causal effect,age,body mass index (bmi),lasso regression

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