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Published in: European Journal of Epidemiology 10/2016

01-10-2016 | PERINATAL EPIDEMIOLOGY

Three alternative methods to resolve paradoxical associations of exposures before term

Authors: Nathalie Auger, Ashley I. Naimi, William D. Fraser, Jessica Healy-Profitós, Zhong-Cheng Luo, Anne Monique Nuyt, Jay S. Kaufman

Published in: European Journal of Epidemiology | Issue 10/2016

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Abstract

To propose three methods to estimate associations between pregnancy exposures and outcomes before term, including the association between preeclampsia and preterm fetal-infant mortality, while avoiding the selection bias found in conventional analytic designs. Population-level analysis of 1,099,839 women who delivered live or stillborn infants in Quebec hospitals from 1989 to 2012, covering nearly a quarter of Canadian births. The exposure of interest was preeclampsia at 20–29, 30–33, 34–36, and ≥37 weeks of gestation. We compared preeclamptic with non-preeclamptic pregnancies in parametric survival models with a Weibull distribution using three analytic designs: (1) fetuses-at-risk; (2) bias correction factors; and (3) analysis of pregnancies at high risk of preterm delivery. Main outcome measures were occurrence of fetal or postnatal infant death before discharge. In models affected by bias due to selection of preterm births, women with preeclampsia early in gestation had paradoxically lower risks of fetal and infant mortality than women without preeclampsia. All three analytic approaches reversed the associations, showing a harmful effect of preeclampsia before term. At 20–29 weeks, for example, preeclampsia was associated with 1.35 times the risk of infant mortality (95 % confidence interval 1.14–1.60) and 1.40 times the risk of stillbirth (95 % confidence interval 1.18–1.67) with the fetuses-at-risk approach. Paradoxically protective benefits of exposures such as preeclampsia before term are artifacts of inappropriate analytic design. Outcomes before term should be analyzed with care, using methods that address bias due to selection of preterm deliveries.
Literature
1.
go back to reference McElrath TF, Allred EN, Boggess KA, Kuban K, O’Shea TM, Paneth N. Maternal antenatal complications and the risk of neonatal cerebral white matter damage and later cerebral palsy in children born at an extremely low gestational age. Am J Epidemiol. 2009;170:819–28.CrossRefPubMedPubMedCentral McElrath TF, Allred EN, Boggess KA, Kuban K, O’Shea TM, Paneth N. Maternal antenatal complications and the risk of neonatal cerebral white matter damage and later cerebral palsy in children born at an extremely low gestational age. Am J Epidemiol. 2009;170:819–28.CrossRefPubMedPubMedCentral
2.
go back to reference Chen X, Wen S, Smith G, Yang Q, Walker M. General obstetrics: pregnancy-induced hypertension is associated with lower infant mortality in preterm singletons. BJOG. 2006;113:544–51.CrossRefPubMed Chen X, Wen S, Smith G, Yang Q, Walker M. General obstetrics: pregnancy-induced hypertension is associated with lower infant mortality in preterm singletons. BJOG. 2006;113:544–51.CrossRefPubMed
3.
go back to reference Piper JM, Langer O, Xenakis EM-J, McFarland M, Elliott BD, Berkus MD. Perinatal outcome in growth-restricted fetuses: Do hypertensive and normotensive pregnancies differ? Obstet Gynecol. 1996;88:194–9.CrossRefPubMed Piper JM, Langer O, Xenakis EM-J, McFarland M, Elliott BD, Berkus MD. Perinatal outcome in growth-restricted fetuses: Do hypertensive and normotensive pregnancies differ? Obstet Gynecol. 1996;88:194–9.CrossRefPubMed
5.
go back to reference Goldenberg RL, Culhane JF, Iams JD, Romero R. Epidemiology and causes of preterm birth. Lancet. 2008;371:75–84.CrossRefPubMed Goldenberg RL, Culhane JF, Iams JD, Romero R. Epidemiology and causes of preterm birth. Lancet. 2008;371:75–84.CrossRefPubMed
7.
go back to reference Schiff E, Friedman SA, Mercer BM, Sibai BM. Fetal lung maturity is not accelerated in preeclamptic pregnancies. Am J Obstet Gynecol. 1993;169:1096–101.CrossRefPubMed Schiff E, Friedman SA, Mercer BM, Sibai BM. Fetal lung maturity is not accelerated in preeclamptic pregnancies. Am J Obstet Gynecol. 1993;169:1096–101.CrossRefPubMed
8.
go back to reference Hernán MA, Hernández-Díaz S, Robins JM. A structural approach to selection bias. Epidemiology. 2004;15:615–25.CrossRefPubMed Hernán MA, Hernández-Díaz S, Robins JM. A structural approach to selection bias. Epidemiology. 2004;15:615–25.CrossRefPubMed
9.
go back to reference Greenland S. Quantifying biases in causal models: classical confounding vs collider-stratification bias. Epidemiology. 2003;14:300–6.PubMed Greenland S. Quantifying biases in causal models: classical confounding vs collider-stratification bias. Epidemiology. 2003;14:300–6.PubMed
10.
go back to reference VanderWeele TJ, Hernández-Diaz S. Is there a direct effect of pre-eclampsia on cerebral palsy not through preterm birth? Paediatr Perinat Epidemiol. 2011;25:111–5.CrossRefPubMed VanderWeele TJ, Hernández-Diaz S. Is there a direct effect of pre-eclampsia on cerebral palsy not through preterm birth? Paediatr Perinat Epidemiol. 2011;25:111–5.CrossRefPubMed
12.
go back to reference Gagliardi L. On the importance—and unimportance—of gestational age. Acta Paediatr. 2015;104:544–6.CrossRefPubMed Gagliardi L. On the importance—and unimportance—of gestational age. Acta Paediatr. 2015;104:544–6.CrossRefPubMed
14.
go back to reference Auger N, Gilbert NL, Naimi AI, Kaufman JS. Fetuses-at-risk, to avoid paradoxical associations at early gestational ages: extension to preterm infant mortality. Int J Epidemiol. 2014;43:1154–62.CrossRefPubMedPubMedCentral Auger N, Gilbert NL, Naimi AI, Kaufman JS. Fetuses-at-risk, to avoid paradoxical associations at early gestational ages: extension to preterm infant mortality. Int J Epidemiol. 2014;43:1154–62.CrossRefPubMedPubMedCentral
15.
go back to reference Ministère de la santé et des services sociaux. Cadre Normatif de Système Med-Écho. 2015, p. 155–204. Ministère de la santé et des services sociaux. Cadre Normatif de Système Med-Écho. 2015, p. 155–204.
16.
17.
go back to reference Melamed N, Ray JG, Hladunewich M, Cox B, Kingdom JC. Gestational hypertension and preeclampsia: are they the same disease? J Obstet Gynaecol Can. 2014;36:642–7.CrossRefPubMed Melamed N, Ray JG, Hladunewich M, Cox B, Kingdom JC. Gestational hypertension and preeclampsia: are they the same disease? J Obstet Gynaecol Can. 2014;36:642–7.CrossRefPubMed
18.
go back to reference Auger N, Park AL, Gamache P, Pampalon R, Daniel M. Weighing the contributions of material and social area deprivation to preterm birth. Soc Sci Med. 2012;75:1032–7.CrossRefPubMed Auger N, Park AL, Gamache P, Pampalon R, Daniel M. Weighing the contributions of material and social area deprivation to preterm birth. Soc Sci Med. 2012;75:1032–7.CrossRefPubMed
19.
go back to reference Goldenberg RL, Hauth JC, Andrews WW. Intrauterine infection and preterm delivery. N Engl J Med. 2000;342:1500–7.CrossRefPubMed Goldenberg RL, Hauth JC, Andrews WW. Intrauterine infection and preterm delivery. N Engl J Med. 2000;342:1500–7.CrossRefPubMed
20.
go back to reference Yu VYH. Is neonatal intensive care justified in all preterm infants? Croat Med J. 2005;46:744–50.PubMed Yu VYH. Is neonatal intensive care justified in all preterm infants? Croat Med J. 2005;46:744–50.PubMed
22.
go back to reference Platt RW, Joseph KS, Ananth CV, Grondines J, Abrahamowicz M, Kramer MS. A proportional hazards model with time-dependent covariates and time-varying effects for analysis of fetal and infant death. Am J Epidemiol. 2004;160:199–206.CrossRefPubMed Platt RW, Joseph KS, Ananth CV, Grondines J, Abrahamowicz M, Kramer MS. A proportional hazards model with time-dependent covariates and time-varying effects for analysis of fetal and infant death. Am J Epidemiol. 2004;160:199–206.CrossRefPubMed
23.
go back to reference Lin DY, Wei LJ. The robust inference for the Cox proportional hazards model. J Am Stat Assoc. 1989;84:1074–8.CrossRef Lin DY, Wei LJ. The robust inference for the Cox proportional hazards model. J Am Stat Assoc. 1989;84:1074–8.CrossRef
24.
go back to reference Kramer MS, Zhang X, Platt RW. Analyzing risks of adverse pregnancy outcomes. Am J Epidemiol. 2014;179:361–7.CrossRefPubMed Kramer MS, Zhang X, Platt RW. Analyzing risks of adverse pregnancy outcomes. Am J Epidemiol. 2014;179:361–7.CrossRefPubMed
25.
go back to reference Ananth CV, VanderWeele TJ. Placental abruption and perinatal mortality with preterm delivery as a mediator: disentangling direct and indirect effects. Am J Epidemiol. 2011;174:99–108.CrossRefPubMedPubMedCentral Ananth CV, VanderWeele TJ. Placental abruption and perinatal mortality with preterm delivery as a mediator: disentangling direct and indirect effects. Am J Epidemiol. 2011;174:99–108.CrossRefPubMedPubMedCentral
26.
go back to reference VanderWeele TJ, Hernández-Díaz S. Is there a direct effect of pre-eclampsia on cerebral palsy not through preterm birth? Paediatr Perinat Epidemiol. 2010;25:111–5.CrossRefPubMed VanderWeele TJ, Hernández-Díaz S. Is there a direct effect of pre-eclampsia on cerebral palsy not through preterm birth? Paediatr Perinat Epidemiol. 2010;25:111–5.CrossRefPubMed
28.
go back to reference Mendola P, Mumford SL, Männistö TI, Holston A, Reddy UM, Laughon SK. Controlled direct effects of preeclampsia on neonatal health after accounting for mediation by preterm birth. Epidemiology. 2015;26:17–26.CrossRefPubMed Mendola P, Mumford SL, Männistö TI, Holston A, Reddy UM, Laughon SK. Controlled direct effects of preeclampsia on neonatal health after accounting for mediation by preterm birth. Epidemiology. 2015;26:17–26.CrossRefPubMed
29.
go back to reference Joseph KS. Commentary: exegesis of effect modification—biological or spurious? Paediatr Perinat Epidemiol. 2009;23:417–20.CrossRefPubMed Joseph KS. Commentary: exegesis of effect modification—biological or spurious? Paediatr Perinat Epidemiol. 2009;23:417–20.CrossRefPubMed
31.
go back to reference Hernández-Díaz S, Schisterman EF, Hernán MA. The birth weight “paradox” uncovered? Am J Epidemiol. 2006;164:1115–20.CrossRefPubMed Hernández-Díaz S, Schisterman EF, Hernán MA. The birth weight “paradox” uncovered? Am J Epidemiol. 2006;164:1115–20.CrossRefPubMed
35.
go back to reference Schisterman EF, Sjaarda LA. No right answers without knowing your question. Paediatr Perinat Epidemiol. 2016;30:20–2.CrossRefPubMed Schisterman EF, Sjaarda LA. No right answers without knowing your question. Paediatr Perinat Epidemiol. 2016;30:20–2.CrossRefPubMed
36.
go back to reference Manktelow BN, Lal MK, Field DJ, Sinha SK. Antenatal corticosteroids and neonatal outcomes according to gestational age: a cohort study. Arch Dis Child Fetal Neonatal Ed. 2010;95:F95–8.CrossRefPubMed Manktelow BN, Lal MK, Field DJ, Sinha SK. Antenatal corticosteroids and neonatal outcomes according to gestational age: a cohort study. Arch Dis Child Fetal Neonatal Ed. 2010;95:F95–8.CrossRefPubMed
37.
Metadata
Title
Three alternative methods to resolve paradoxical associations of exposures before term
Authors
Nathalie Auger
Ashley I. Naimi
William D. Fraser
Jessica Healy-Profitós
Zhong-Cheng Luo
Anne Monique Nuyt
Jay S. Kaufman
Publication date
01-10-2016
Publisher
Springer Netherlands
Published in
European Journal of Epidemiology / Issue 10/2016
Print ISSN: 0393-2990
Electronic ISSN: 1573-7284
DOI
https://doi.org/10.1007/s10654-016-0175-1

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