Literature DB >> 34282276

Preterm birth etiological pathways: a Bayesian networks and mediation analysis approach.

Dario Elias1, Hebe Campaña2,3, Fernando A Poletta2,4, Silvina L Heisecke5, Juan A Gili2,6, Julia Ratowiecki2, Mariela Pawluk2, Maria R Santos2,3,7, Viviana Cosentino2,8, Rocio Uranga2,9, Cesar Saleme10, Monica Rittler2,11, Hugo B Krupitzki5,12, Jorge S Lopez Camelo2,4, Lucas G Gimenez2,4.   

Abstract

BACKGROUND: The aim of this study was to determine the mediating effect of spontaneous preterm birth (PTB) main predictors that would allow to suggest etiological pathways.
METHODS: We carried out a case-control study, including sociodemographic characteristics, habits, health care, and obstetric data of multiparous women who gave birth at a maternity hospital from Tucumán, Argentina, between 2005 and 2010: 998 women without previous PTB who delivered at term and 562 who delivered preterm. We selected factors with the greatest predictive power using a penalized logistic regression model. A data-driven Bayesian network including the selected factors was created where we identified pathways and performed mediation analyses.
RESULTS: We identified three PTB pathways whose natural indirect effect was greater than zero with a 95% confidence interval: maternal age less than 20 years mediated by few prenatal visits, vaginal bleeding in the first trimester mediated by vaginal bleeding in the second trimester, and urinary tract infection mediated by vaginal bleeding in the second trimester. The effect mediated in these pathways showed greater sensitivity to confounders affecting the variables mediator-outcome and exposure-mediator in the same direction.
CONCLUSION: The identified pathways suggest PTB etiological lines related to social disparities and exposure to genitourinary tract infections. IMPACT: Few prenatal visits (<5) and vaginal bleeding are two of the main predictors for spontaneous preterm birth in the studied population. Few prenatal visits mediates part of the risk associated with maternal age less than 20 years and vaginal bleeding in the second trimester mediates part of the risk associated with vaginal bleeding in the first trimester and with urinary tract infection. Social disparities and exposure to genitourinary tract infections would be etiological lines of spontaneous preterm birth.
© 2021. The Author(s), under exclusive licence to the International Pediatric Research Foundation, Inc.

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Year:  2021        PMID: 34282276     DOI: 10.1038/s41390-021-01659-4

Source DB:  PubMed          Journal:  Pediatr Res        ISSN: 0031-3998            Impact factor:   3.953


  38 in total

1.  A Bayesian network approach to the study of historical epidemiological databases: modelling meningitis outbreaks in the Niger.

Authors:  A Beresniak; E Bertherat; W Perea; G Soga; R Souley; D Dupont; S Hugonnet
Journal:  Bull World Health Organ       Date:  2012-01-20       Impact factor: 9.408

Review 2.  Mediation analysis in epidemiology: methods, interpretation and bias.

Authors:  Lorenzo Richiardi; Rino Bellocco; Daniela Zugna
Journal:  Int J Epidemiol       Date:  2013-09-09       Impact factor: 7.196

Review 3.  The enigma of spontaneous preterm birth.

Authors:  Louis J Muglia; Michael Katz
Journal:  N Engl J Med       Date:  2010-02-11       Impact factor: 91.245

4.  ECLAMC: the Latin-American collaborative study of congenital malformations.

Authors:  Eduardo E Castilla; Iêda M Orioli
Journal:  Community Genet       Date:  2004

5.  Regularization Paths for Generalized Linear Models via Coordinate Descent.

Authors:  Jerome Friedman; Trevor Hastie; Rob Tibshirani
Journal:  J Stat Softw       Date:  2010       Impact factor: 6.440

6.  A comparison of LMP-based and ultrasound-based estimates of gestational age using linked California livebirth and prenatal screening records.

Authors:  Patricia M Dietz; Lucinda J England; William M Callaghan; Michelle Pearl; Megan L Wier; Martin Kharrazi
Journal:  Paediatr Perinat Epidemiol       Date:  2007-09       Impact factor: 3.980

7.  Maternal and neonatal epidemiological features in clinical subtypes of preterm birth.

Authors:  Lucas G Gimenez; Hugo B Krupitzki; Allison M Momany; Juan A Gili; Fernando A Poletta; Hebe Campaña; Viviana R Cosentino; César Saleme; Mariela Pawluk; Jeffrey C Murray; Eduardo E Castilla; Enrique C Gadow; Jorge S Lopez-Camelo
Journal:  J Matern Fetal Neonatal Med       Date:  2015-12-23

8.  Environmental risk factors and perinatal outcomes in preterm newborns, according to family recurrence of prematurity.

Authors:  Hugo B Krupitzki; Enrique C Gadow; Juan A Gili; Belén Comas; Viviana R Cosentino; César Saleme; Jeffrey C Murray; Jorge S Lopez Camelo
Journal:  Am J Perinatol       Date:  2012-11-06       Impact factor: 1.862

9.  Association of candidate gene polymorphisms with clinical subtypes of preterm birth in a Latin American population.

Authors:  Lucas G Gimenez; Allison M Momany; Fernando A Poletta; Hugo B Krupitzki; Juan A Gili; Tamara D Busch; Cesar Saleme; Viviana R Cosentino; Mariela S Pawluk; Hebe Campaña; Enrique C Gadow; Jeffrey C Murray; Jorge S Lopez-Camelo
Journal:  Pediatr Res       Date:  2017-05-31       Impact factor: 3.756

10.  Global, regional, and national estimates of levels of preterm birth in 2014: a systematic review and modelling analysis.

Authors:  Saifon Chawanpaiboon; Joshua P Vogel; Ann-Beth Moller; Pisake Lumbiganon; Max Petzold; Daniel Hogan; Sihem Landoulsi; Nampet Jampathong; Kiattisak Kongwattanakul; Malinee Laopaiboon; Cameron Lewis; Siwanon Rattanakanokchai; Ditza N Teng; Jadsada Thinkhamrop; Kanokwaroon Watananirun; Jun Zhang; Wei Zhou; A Metin Gülmezoglu
Journal:  Lancet Glob Health       Date:  2018-10-30       Impact factor: 26.763

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  1 in total

1.  Genes, exposures, and interactions on preterm birth risk: an exploratory study in an Argentine population.

Authors:  Dario E Elias; Maria R Santos; Hebe Campaña; Fernando A Poletta; Silvina L Heisecke; Juan A Gili; Julia Ratowiecki; Viviana Cosentino; Rocio Uranga; Diana Rojas Málaga; Alice Brinckmann Oliveira Netto; Ana Carolina Brusius-Facchin; César Saleme; Mónica Rittler; Hugo B Krupitzki; Jorge S Lopez Camelo; Lucas G Gimenez
Journal:  J Community Genet       Date:  2022-08-17
  1 in total

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