Latent Class Analysis Reveals Distinct Profiles Associated with Preeclampsia in Nulliparous Pregnancies

Preeclampsia is a major cause of maternal illness and death, with poorly defined risk factors in nulliparous pregnancies. This study used latent class analysis to identify patterns of social, reproductive, health, and behavior factors associated with preeclampsia in 9809 nulliparous individuals who live in a large urban area in the Southeast US. Data were obtained from a perinatal administrative database (2011-2021). Latent indicators included maternal age, sociodemographic factors, foreign-born status, pregnancy intendedness, body mass index, mental and chronic health conditions, drug use, and sexually transmitted infections (STIs). Outcomes were gestational hypertension, preeclampsia, and superimposed preeclampsia. Associations between latent classes and outcomes were examined with structural equation modeling. Of the pregnant patients, 49.1% were < 25 years old, 37.4% were foreign-born, 62.6% were married, 54.4% were on public insurance, 55.3% had unplanned pregnancies, 11.2% had mental health conditions, 5.4% had chronic health conditions, and 8.7% reported drug use. Three latent profiles emerged: Multidomain vulnerability (28%) included those more likely to be < 25 years of age with co-occurring social disadvantage, unplanned pregnancies, STIs, and drug use; social vulnerability (32%) included predominantly foreign-born patients with social disadvantage; health-behavior vulnerability (39%) included those with planned pregnancies and social advantage, but more health and behavior indicators relative to social vulnerability. Multidomain vulnerability (OR 2.0, 95% CI 1.67-2.46) and social vulnerability (OR 2.51, 95% CI 2.09-3.01) had higher odds of preeclampsia compared to the health-behavior vulnerability profile. Our latent class analysis revealed unique clustering of social, behavior, and health risk factors associated with preeclampsia among nulliparous pregnancies.

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Journal
Journal of Urban Health
Published
2026-10-27
DOI
https://doi.org/10.1007/s11524-026-01179-8
Primary Topic
Pregnancy and preeclampsia studies
Type
article
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article

Latent Class Analysis Reveals Distinct Profiles Associated with Preeclampsia in Nulliparous Pregnancies

Emmanuel Amabebe, Levent Dumenci, Brandie DePaoli Taylor, Akaninyene I. Noah et al.
1 links
Journal of Urban Health
Pregnancy and preeclampsia studies
article

Latent Class Analysis Reveals Distinct Profiles Associated with Preeclampsia in Nulliparous Pregnancies

Emmanuel Amabebe, Levent Dumenci, Brandie DePaoli Taylor, Akaninyene I. Noah, Natasha Singh, Rebekah E. Brown, Camillia R. Comeaux, Ashley V. Hill, Veronica Fitzpatrick, Janki Patel
article en

Abstract

Preeclampsia is a major cause of maternal illness and death, with poorly defined risk factors in nulliparous pregnancies. This study used latent class analysis to identify patterns of social, reproductive, health, and behavior factors associated with preeclampsia in 9809 nulliparous individuals who live in a large urban area in the Southeast US. Data were obtained from a perinatal administrative database (2011-2021). Latent indicators included maternal age, sociodemographic factors, foreign-born status, pregnancy intendedness, body mass index, mental and chronic health conditions, drug use, and sexually transmitted infections (STIs). Outcomes were gestational hypertension, preeclampsia, and superimposed preeclampsia. Associations between latent classes and outcomes were examined with structural equation modeling. Of the pregnant patients, 49.1% were < 25 years old, 37.4% were foreign-born, 62.6% were married, 54.4% were on public insurance, 55.3% had unplanned pregnancies, 11.2% had mental health conditions, 5.4% had chronic health conditions, and 8.7% reported drug use. Three latent profiles emerged: Multidomain vulnerability (28%) included those more likely to be < 25 years of age with co-occurring social disadvantage, unplanned pregnancies, STIs, and drug use; social vulnerability (32%) included predominantly foreign-born patients with social disadvantage; health-behavior vulnerability (39%) included those with planned pregnancies and social advantage, but more health and behavior indicators relative to social vulnerability. Multidomain vulnerability (OR 2.0, 95% CI 1.67-2.46) and social vulnerability (OR 2.51, 95% CI 2.09-3.01) had higher odds of preeclampsia compared to the health-behavior vulnerability profile. Our latent class analysis revealed unique clustering of social, behavior, and health risk factors associated with preeclampsia among nulliparous pregnancies.

Journal of Urban Health
University of Illinois Chicago (US), Health Resources in Action (US), Chelsea and Westminster Hospital (GB), Wake Forest University Health Sciences (US), Wake Forest University (US), Imperial College London (GB), The University of Texas Medical Branch at Galveston (US), University of Nebraska Medical Center (US), Temple University (US)
National Institute of Allergy and Infectious Diseases
Good health and well-being, Reduced inequalities
Openalex Percentile: Top 8%
Pregnancy and preeclampsia studies
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