Participant Recruitment and Screening
Women 18+ years old (at 8-17 weeks gestation) were recruited and screened while waiting for a perinatal care visit at three obstetrics and gynecology clinics affiliated with an academic health system. Participants were required to have a singleton pregnancy, be fluent in written and spoken English, and be willing to give written informed consent. Exclusions included reporting a serious medical or neurological illness, an active psychiatric illness, or a history of drug or alcohol abuse within the previous two years, feeling sad most days over the past two weeks, using steroid drugs or antihypertensives during pregnancy, having a history of fetal loss or preterm birth, or having a known abnormality with the current pregnancy or fetus. Eligible women were invited to undergo full screening for a longitudinal study that spanned pregnancy to six months postpartum. We recruited equal numbers of women reporting 0-1 and 2+ ACEs based on previous research demonstrating that 2+ ACEs increase risk for preterm birth (42), depression (43), cognitive complaints (44), and gut microbiota associated with inflammation (45) in women during reproductive transitions. All analyses in this paper focus on the sample of 147 participants who had FAV data from at least one of the two ultrasounds (both ultrasounds: N=128; only one ultrasound: N=19; first ultrasound: N=140; second ultrasound: N=138), which occurred on average (SD) at 21.5 (1.4) weeks gestation and 29.5 (1.4) weeks gestation. The timepoints were chosen based on precedent for measuring fetal adrenal gland size (29,46), physiological relevance as indicated by previous studies (47,48), and feasibility constrained by when women typically present for their first perinatal visit as well as when FAV can be most accurately visualized by 3D ultrasound. The University of Pennsylvania’s institutional review board approved all research activities. Our data is publicly available at Open Science Framework (https://osf.io/bp7as/). For participant characteristics, see Table 1.
Study Procedures
Self-report measures at initial and full screening (Table 2)
At initial screening, participants completed the Adverse Childhood Experiences Questionnaire (ACE-Q) (49), the Edinburgh Postnatal Depression Scale (EPDS) (50), and a questionnaire assessing demographics as well as medical/obstetrics history. At full screening, participants were administered the Structured Clinical Interview for DSM-IV-TR (SCID) (51) to rule out current psychiatric illness and the Hamilton Depression Rating Scale (HAM-D) (52) to assess for subclinical depressive symptoms. At this visit, they also completed the EPDS and the Spielberger State‐Trait Anxiety Inventory (STAI) (53). At the full screening and at each ultrasound visit, participants completed the Perceived Stress Scale (PSS) (54).
Fetal adrenal volume
For each ultrasound, either the right or left adrenal gland was selected to be measured based upon which adrenal had the clearest boundaries. Two raters (GE, EW) then measured the adrenal gland in replicate, repeating the measurement either two or three times. The replicates were averaged within rater and then between raters. The intraclass correlation coefficients were excellent for both ultrasounds within rater (ultrasound 1, rater 1: 0.899, 95% CI: [0.875, 0.920]; ultrasound 1, rater 2: 0.902, 95% CI: [0.878, 0.923]; ultrasound 2, rater 1: 0.859, 95% CI: [0.825, 0.888]; ultrasound 2, rater 2: 0.912 95% CI: [0.891, 0.931]) and between raters (ultrasound 1: 0.973, 95% CI: [0.964, 0.980]; ultrasound 2: 0.979, 95% CI: [0.971, 0.984]). Fetal body weight was estimated using a formula that included abdominal circumference, femur length, and head circumference (55). We then divided FAV (cm3) by body weight (kg) to yield weight-adjusted FAV (waFAV cm3/kg). See Tables 3 and 4 for raw data stratified by maternal ACE group and offspring sex for ultrasounds 1 and 2 and Figures 1S and 2S in supplementary materials for histograms. For details on 3-D ultrasound methods, see supplementary materials and Kim et al. (30). During a postpartum visit, fetal sex was confirmed.
Statistical Plan
Rationale for ACE as a dichotomous variable
Through visualization of the data, we determined that the relationship between maternal ACE and waFAV was not linear. To assess the validity of our a priori hypothesis that 2+ ACEs would indicate the risk group in this sample, we tested whether continuous ACEs versus dichotomized ACEs (at all possible cutoff points) produced the best fitting model. As such, we modeled the three-way interaction of maternal ACEs, offspring sex (male vs. female), and time (ultrasound 1 vs. 2) on weight-adjusted fetal adrenal volume in a linear mixed effects model with a random intercept for each participant. We found that dichotomizing ACE by a low (0-1 ACEs) and high (2+ ACEs) group led to the best fitting model (Table 1S).
Testing for covariates
To determine which participant characteristics from Table 1 to include as covariates in the FAV analyses, we tested for their associations with waFAV at the first and second ultrasound. Variables that were significantly associated with waFAV (p < 0.05) at either ultrasound were included as covariates in all models with waFAV as the outcome.
Modeling the effect of maternal ACE group, offspring sex, and time on fetal adrenal volume
To determine whether a three-way interaction existed between maternal ACE group (low vs. high), offspring sex (male vs. female), and time (ultrasound 1 vs. 2) on waFAV, we modeled the effect of maternal ACE group, offspring sex, time, and all combinations of their interactions using a linear mixed effects model with a random intercept for each participant. This allowed us to model data even if participants were missing one of the ultrasounds.