Risk factors for late (28+ weeks’ gestation) stillbirth in the United States, 2014–2015
PLOS ONE
RESEARCH ARTICLE
Risk factors for late (28+ weeks’ gestation)
stillbirth in the United States, 2014–2015
Darren Tanner1*, Sushama Murthy1¤, Juan M. Lavista Ferres1, Jan-Marino Ramirez2,3,
Edwin A. Mitchell ID4
1 AI for Good Research Lab, Microsoft Corporation, Redmond, WA, United States of America, 2 Center for
Integrative Brain Research, Seattle Children’s Research Institute, Seattle, WA, United States of America,
3 Departments of Neurological Surgery and Pediatrics, School of Medicine, University of Washington,
Seattle, WA, United States of America, 4 Department of Paediatrics, Child and Youth Health, The University
of Auckland, Auckland, New Zealand
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¤ Current address: Meta Reality Labs, Meta, Menlo Park, CA, United States of America
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Abstract
OPEN ACCESS
Citation: Tanner D, Murthy S, Lavista Ferres JM,
Ramirez J-M, Mitchell EA (2023) Risk factors for
late (28+ weeks’ gestation) stillbirth in the United
States, 2014–2015. PLoS ONE 18(8): e0289405.
https://doi.org/10.1371/journal.pone.0289405
Editor: Samantha Frances Ehrlich, University of
Tennessee Knoxville, UNITED STATES
Background
In the United States (US) late stillbirth (at 28 weeks or more of gestation) occurs in 3/1000
births.
Aim
We examined risk factors for late stillbirth with the specific goal of identifying modifiable factors that contribute substantially to stillbirth burden.
Received: October 8, 2022
Accepted: July 5, 2023
Published: August 30, 2023
Copyright: © 2023 Tanner et al. This is an open
access article distributed under the terms of the
Creative Commons Attribution License, which
permits unrestricted use, distribution, and
reproduction in any medium, provided the original
author and source are credited.
Data Availability Statement: All data underlying
the results presented in the study are available
from the United States Centers for Disease Control
Vital Statistics Online Data Portal (https://www.cdc.
gov/nchs/data_access/vitalstatsonline.htm).
Funding: DT, SM, and JLF received salary from
Microsoft Corporation while conducting this study.
The funders had no role in study design, data
collection and analysis, decision to publish, or
preparation of the manuscript. The specific roles of
these authors are articulated in the ‘author
contributions’ section.
Setting
All singleton births in the US for 2014–2015.
Methods
We used a retrospective population-based design to assess the effects of multiple factors
on the risk of late stillbirth in the US. Data were drawn from the US Centers for Disease Control and Prevention live birth and fetal death data files.
Results
There were 6,732,157 live and 18,334 stillbirths available for analysis (late stillbirth rate =
2.72/1000 births). The importance of sociodemographic determinants was shown by higher
risks for Black and Native Hawaiian and Other Pacific Islander mothers compared with
White mothers, mothers with low educational attainment, and older mothers. Among modifiable risk factors, delayed/absent prenatal care, diabetes, hypertension, and maternal smoking were associated with increased risk, though they accounted for only 3–6% of stillbirths
each. Two factors accounted for the largest proportion of late stillbirths: high maternal body
mass index (BMI; 15%) and infants who were small for gestational age (38%). Participation
PLOS ONE | https://doi.org/10.1371/journal.pone.0289405 August 30, 2023
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PLOS ONE
Competing interests: DT, SM, and JLF received
salary from Microsoft Corporation while
conducting this study. There are no patents,
products in development or marketed products
associated with this research to declare. This does
not alter our adherence to PLOS ONE policies on
sharing data and materials.
Risk factors for late stillbirth in the United States, 2014–2015
in the supplemental nutrition for women, infants and children program was associated with a
28% reduction in overall stillbirth burden.
Conclusions
This study provides population-based evidence for stillbirth risk in the US. A high proportion
of late stillbirths was associated with high maternal BMI and small for gestational age,
whereas participation in supplemental nutrition programs was associated with a large reduction in stillbirth burden. Addressing obesity and fetal growth restriction, as well as broadening participation in nutritional supplementation programs could reduce late stillbirths.
Introduction
Fetal loss is the death of the fetus during pregnancy or labor. In the United States (US) a death
that occurs prior to 20 weeks’ gestation is usually classified as either a spontaneous miscarriage
or termination of pregnancy; those occurring after 20 weeks constitute a stillbirth. Because of
differences in reporting and definitions of stillbirth across countries, the World Health Organization (WHO) uses fetal deaths from 28 weeks’ gestation for international comparisons.
Using this definition more than 2.6 million stillbirths occur per year worldwide, most of which
are in low and middle-income countries where they are frequently related to lack of access to
adequate care in pregnancy and labor [1].
In high-income countries, stillbirth rates declined markedly between 1940 and 1990 due
largely to improvements in maternity care [2]. However, this decline has slowed: between 1990
and 2008, late stillbirth rates declined by only 14% across 12 high-income countries [3]. Since
then, the decline in late stillbirth rates in the US has further slowed: rates plateaued between
2006 (2.97/1000 births) and 2012 (2.96/1000) [4], though the rate had declined slightly by 2019
(2.73/1000), although at least part of this reported decrease is due a change in definition used
to measure gestational age [5].
Rates also vary between high-income countries. In the US in 2015 the late stillbirth rate was
3.0/1000 births compared with Iceland 1.3/1000, Denmark 1.7/1000, The Netherlands 1.8/
1000, Norway 2.2/1000 and UK 2.9/1000 [6]. This suggests there is considerable room for
improvement in the US.
Known risk factors for stillbirth in high-income countries include mothers who are nulliparous, have a plural pregnancy, are older, belong to ethnic minority groups, experience socioeconomic disadvantage, have high BMI, smoke tobacco, have delayed or absent prenatal care,
have diabetes, and/or have hypertension [7]. However, most of the studies reporting these factors have defined stillbirth as occurring after 20 weeks’ gestation rather than the WHO’s 28
weeks’ definition. The Stillbirth Collaborative Research Network has shown that the cause of
stillbirth varies by gestational age, with relative rates of causes differing between those that
occur between 20–27 weeks of gestation (“early” stillbirth) and those occurring at 28 completed weeks of gestation or more (“late” stillbirth): obstetric complications were the cause in
39.8% of early but only 17.4% in late stillbirths; infections were implicated in 16.9% of early
but (...truncated)