A flexible Bayesian hierarchical model of preterm birth risk among US Hispanic subgroups in relation to maternal nativity and education.

Jay S Kaufman, Richard F MacLehose, Elizabeth A Torrone, David A Savitz
Author Information
  1. Jay S Kaufman: Department of Epidemiology, Biostatistics and Occupational Health, McGill University, Montreal, QC, Canada. Jay.Kaufman@mcgill.ca

Abstract

BACKGROUND: Previous research has documented heterogeneity in the effects of maternal education on adverse birth outcomes by nativity and Hispanic subgroup in the United States. In this article, we considered the risk of preterm birth (PTB) using 9 years of vital statistics birth data from New York City. We employed finer categorizations of exposure than used previously and estimated the risk dose-response across the range of education by nativity and ethnicity.
METHODS: Using Bayesian random effects logistic regression models with restricted quadratic spline terms for years of completed maternal education, we calculated and plotted the estimated posterior probabilities of PTB (gestational age < 37 weeks) for each year of education by ethnic and nativity subgroups adjusted for only maternal age, as well as with more extensive covariate adjustments. We then estimated the posterior risk difference between native and foreign born mothers by ethnicity over the continuous range of education exposures.
RESULTS: The risk of PTB varied substantially by education, nativity and ethnicity. Native born groups showed higher absolute risk of PTB and declining risk associated with higher levels of education beyond about 10 years, as did foreign-born Puerto Ricans. For most other foreign born groups, however, risk of PTB was flatter across the education range. For Mexicans, Central Americans, Dominicans, South Americans and "Others", the protective effect of foreign birth diminished progressively across the educational range. Only for Puerto Ricans was there no nativity advantage for the foreign born, although small numbers of foreign born Cubans limited precision of estimates for that group.
CONCLUSIONS: Using flexible Bayesian regression models with random effects allowed us to estimate absolute risks without strong modeling assumptions. Risk comparisons for any sub-groups at any exposure level were simple to calculate. Shrinkage of posterior estimates through the use of random effects allowed for finer categorization of exposures without restricting joint effects to follow a fixed parametric scale. Although foreign born Hispanic women with the least education appeared to generally have low risk, this seems likely to be a marker for unmeasured environmental and behavioral factors, rather than a causally protective effect of low education itself.

References

  1. Early Hum Dev. 1983 Oct;8(3-4):189-93 [PMID: 6641564]
  2. Epidemiology. 2007 Mar;18(2):199-207 [PMID: 17272963]
  3. Ethn Dis. 2006 Autumn;16(4):926-32 [PMID: 17061748]
  4. Am J Obstet Gynecol. 2007 Aug;197(2):197.e1-7; discussion 197.e7-9 [PMID: 17689648]
  5. Pediatrics. 2005 Jan;115(1):e20-30 [PMID: 15629963]
  6. J Perinat Neonatal Nurs. 2002 Dec;16(3):22-38 [PMID: 12472187]
  7. Int J Epidemiol. 2000 Feb;29(1):158-67 [PMID: 10750618]
  8. Scand J Soc Med. 1993 Dec;21(4):227-32 [PMID: 8310275]
  9. Ethn Dis. 1998;8(2):209-17 [PMID: 9681286]
  10. Lancet. 2008 Jan 19;371(9608):261-9 [PMID: 18207020]
  11. Biometrics. 2000 Sep;56(3):915-21 [PMID: 10985237]
  12. Am J Epidemiol. 2001 Aug 15;154(4):291-8 [PMID: 11495850]
  13. Soc Sci Med. 2007 Dec;65(12):2503-16 [PMID: 17764796]
  14. N Engl J Med. 2008 Jul 17;359(3):262-73 [PMID: 18635431]

Grants

  1. 1U01-HD061940/NICHD NIH HHS
  2. R21 HD050739/NICHD NIH HHS

MeSH Term

Bayes Theorem
Educational Status
Emigrants and Immigrants
Female
Hispanic or Latino
Humans
Infant, Newborn
Pregnancy
Pregnancy Outcome
Premature Birth
Regression Analysis
Risk
Social Class
United States
Vital Statistics

Word Cloud

Created with Highcharts 10.0.0educationrisknativityforeignborneffectsbirthPTBmaternalrangeHispanicyearsestimatedacrossethnicityBayesianrandomposteriorpretermfinerexposureUsingregressionmodelsagesubgroupsexposuresgroupshigherabsolutePuertoRicansAmericansprotectiveeffectestimatesflexibleallowedwithoutlowBACKGROUND:PreviousresearchdocumentedheterogeneityadverseoutcomessubgroupUnitedStatesarticleconsideredusing9vitalstatisticsdataNewYorkCityemployedcategorizationsusedpreviouslydose-responseMETHODS:logisticrestrictedquadraticsplinetermscompletedcalculatedplottedprobabilitiesgestational<37weeksyearethnicadjustedwellextensivecovariateadjustmentsdifferencenativemotherscontinuousRESULTS:variedsubstantiallyNativeshoweddecliningassociatedlevelsbeyond10foreign-bornhoweverflatterMexicansCentralDominicansSouth"Others"diminishedprogressivelyeducationaladvantagealthoughsmallnumbersCubanslimitedprecisiongroupCONCLUSIONS:usestimaterisksstrongmodelingassumptionsRiskcomparisonssub-groupslevelsimplecalculateShrinkageusecategorizationrestrictingjointfollowfixedparametricscaleAlthoughwomenleastappearedgenerallyseemslikelymarkerunmeasuredenvironmentalbehavioralfactorsrathercausallyitselfhierarchicalmodelamongUSrelation

Similar Articles

Cited By