Abstract
Objectives:
1) To determine whether decreased fetal growth velocity precedes antepartum fetal death, and 2) to evaluate whether fetal growth velocity is a better predictor of antepartum fetal death compared to a single fetal biometric measurement at the last available ultrasound scan prior to diagnosis of demise.
Methods:
We conducted a retrospective, longitudinal study of 4,285 singleton pregnancies in African-American women who underwent at least two fetal ultrasound examinations between 14 and 32 weeks of gestation and delivered a live born neonate (controls; n=4,262) or experienced antepartum fetal death (cases; n=23). Fetal death was defined as death diagnosed at ≥20 weeks of gestation and confirmed by ultrasound examination. Exclusion criteria were congenital anomaly, birth <20 weeks of gestation, multiple gestation, and intrapartum fetal death. The ultrasound examination performed at the time of fetal demise was not included in the analysis. Percentiles for estimated fetal weight (EFW) and individual biometric parameters were determined according to the Hadlock and the Perinatology Research Branch/Eunice Kennedy Shriver National Institute of Child Health and Human Development (PRB/NICHD) fetal growth standards. Fetal growth velocity was defined as the slope of the regression line of the measurement percentiles as a function of gestational age based on two or more measurements in each pregnancy.
Results:
1) Cases had significantly lower growth velocities of EFW (p<0.001) and of fetal head circumference, biparietal diameter, abdominal circumference, and femur length (all, p<0.05) compared to controls, according to the PRB/NICHD and Hadlock growth standard; 2) fetuses with EFW growth velocity <10th percentile of the controls had a 9.4-fold and an 11.2-fold increased risk of antepartum death, based on the Hadlock and customized PRB/NICHD standards, respectively; 3) at a 10% false-positive rate, the sensitivity of EFW growth velocity for predicting antepartum fetal death was 56.5%, compared to 26.1% for a single EFW percentile evaluation at the last available ultrasound examination, according to the customized PRB/NICHD standard.
Conclusions:
Given that 74% of antepartum fetal death cases were not diagnosed as small-for-gestational-age (EFW <10th percentile) at the last ultrasound examination when the fetuses were alive, alternative approaches are needed to improve detection of fetuses at risk of fetal death. Longitudinal sonographic evaluation to determine growth velocity doubles the sensitivity for prediction of antepartum fetal death compared to a single EFW measurement at the last available ultrasound examination, yet the performance is still suboptimal.
Keywords: abdominal circumference, biparietal diameter, customized growth standard, head circumference, small for gestational age, stillbirth
INTRODUCTION
Fetal death diagnosed after 20 weeks of gestation occurs in 6 per 1000 births and accounts for more than one-half of annual infant deaths in the United States.1 More than 80% of fetal deaths occur prior to the onset of labor.2–5
Since birthweight has been considered as a surrogate of fetal growth, and a small-for-gestational-age (SGA) neonate was associated with fetal death,6–10 fetal growth restriction (FGR) is frequently cited as a precedent of antepartum stillbirth.7, 11–14
The relationship between fetal growth and stillbirth is poorly understood for several reasons. First, the exact time of death is unknown and an overestimation of the gestational age leads to increased frequency of SGA among stillbirths.6, 10, 14–18 Second, although, most cases of FGR and fetal overgrowth result in a live birth,11, 19–21 abnormal fetal growth may still be a cause of fetal death.6, 10, 14, 15, 22–24 Third, it is unclear whether impaired fetal growth is a cause of fetal death2 or is a result of placental dysfunction. Fourth, maternal characteristics affecting growth of normal live-born neonates are also risk factors for stillbirth.25 Finally, given that most reports examine maternal-fetal conditions present at the time of or after fetal death, longitudinal studies are needed to gain insight into causality.7, 19, 26–29
Although improvement in prediction of SGA at birth by serial ultrasound examinations compared to a single, last-available estimated fetal weight (EFW) measurement is controversial,30–32 the assessment of fetal growth velocity has been proposed to improve the detection of growth-restricted fetuses at increased risk of adverse perinatal outcome.33–36. Studies conducted in Sweden,37 Norway,38 and Denmark22,23 have reported that impairment of fetal growth was associated with fetal and/or neonatal death; yet, the association between growth velocity and fetal death was not assessed. Although Hirst et al.4 reported that a reduced fetal size doubled the risk of fetal death, the authors did not find evidence of decreased velocity of either head circumference (HC) or abdominal circumference (AC) among cases with antepartum fetal death.
We therefore aimed to 1) determine whether fetal growth velocity is decreased in pregnancies that experience antepartum fetal death compared to those that deliver a live-born neonate, and 2) to evaluate whether growth velocity is a better predictor of antepartum fetal death than a single, last-available ultrasound scan prior to diagnosis of demise.
METHODS
Study population
This was a retrospective study of 5,846 singleton pregnancies enrolled from August 2006 through April 2017 at the Center for Advanced Obstetrical Care and Research of Hutzel Women’s Hospital, affiliated with the Wayne State University (WSU) School of Medicine and the Detroit Medical Center, Detroit, Michigan. The clinical database is housed by the Perinatology Research Branch (PRB), Eunice Kennedy Shriver National Institute of Child Health and Human Development (NICHD), National Institutes of Health, U.S. Department of Health and Human Services, Detroit, Michigan. All study participants had provided written informed consent for their data to be used in future research, prior to the collection of demographic or clinical information, images and samples.. The use of demographic, clinical, and ultrasound data for research purposes was approved by the Human Investigation Committee of Wayne State University and the Institutional Review Board of NICHD.
Given that most of the study participants self-reported as African American (92%) and that we aimed at comparing growth velocity based on changes in growth percentiles obtained not only with the Hadlock standard but also with the customized PRB/NICHD standard, which was established in an African-American population, we restricted our analysis to the African-American population.
A retrospective, longitudinal study was designed based on the following inclusion criteria: 1) singleton pregnancy; 2) African-American maternal ethnicity; 3) at least two fetal ultrasound examinations performed between 14 and 32 weeks of gestation; and 4) availability of relevant perinatal information. Participants were classified according to pregnancy outcome as controls, if pregnancy resulted in delivery of a live born neonate, or as cases, if antepartum fetal death occurred. Antepartum fetal death was defined as death diagnosed at ≥20 weeks of gestation and confirmed by ultrasound examination prior to the onset of labor.39 Pregnancies with congenital anomalies, intrapartum fetal death or birth <20 weeks of gestation and cases that were lost to follow-up were not included in the study. Detailed data on demographic characteristics, medical history and pregnancy outcome were extracted from the electronic medical records of the patients.
Ultrasound examination
Transabdominal ultrasound examinations were performed to obtain the fetal biometric parameters by using methods previously described by Chitty and Altman and colleagues40–42 and Altman and Chitty,43 which are consistent with recommendations of the International Society of Ultrasound in Obstetrics and Gynecology (ISUOG)44 and the American Institute of Ultrasound in Medicine (AIUM).45 Fetal biometric parameters included 1) BPD, outer edge to inner edge of the calvarium; 2) HC, ellipse around the outside of the calvarium; 3) AC, ellipse placed at the outer surface of the skin; and 4) FL, calipers placed at the ends of the ossified diaphysis.
Clinical definitions
Risk factors associated with fetal death2, 4 that were considered, included maternal medical chronic conditions, pregnancy complications, maternal age >35 years, and maternal age <20 years. Obesity was defined as a pre-pregnancy body mass index > 30 kg/m2. Maternal chronic medical conditions included obesity, hypertension, diabetes mellitus, asthma, anemia, thyroid disease, epilepsy, liver disease, kidney disease, neurologic or psychiatric disease, and maternal syphilis. Pregnancy complications considered were the presence of any of the following conditions: preeclampsia, eclampsia, gestational hypertension, HELLP (hemolysis, elevated liver enzymes and low platelet count) syndrome, cervical insufficiency, placental abruption, preterm labor, preterm prelabor rupture of the fetal membranes (PPROM), clinical chorioamnionitis, and preterm delivery. Medically indicated preterm delivery was defined as birth <37 weeks of gestation as a consequence of a medical intervention indicated to end the pregnancy in the presence of serious maternal or fetal compromise.46
Statistical analysis
Demographic data were compared between cases and controls using the Wilcoxon signed-rank test for continuous variables and the Fisher’s exact test for categorical variables. EWF was calculated from fetal AC, FL, and HC using Hadlock’s formula.47 The EFW percentiles were computed according to the PRB/NICHD48 and the Hadlock49 fetal growth standards. The INTERGROWTH-21st growth standard was also considered but was not included since percentiles could not be derived for scans obtained prior to 22 weeks of gestation50. EFW percentiles for all standards were obtained using the fetal GPS calculator.51 Growth velocity was defined as the change in the percentile of EFW or individual fetal parameters per week of gestation and was determined as the linear regression slope of measurement percentiles as a function of gestational age from all measurements from 14 to 32 weeks of gestation, unless otherwise specified (see a spreadsheet calculator in File S1). The upper limit of gestational age corresponded to the highest gestational age at the last scan among cases before diagnosis of fetal death. Growth velocity below zero represents deceleration, while positive values represent acceleration, and zero denoting no change in the percentile with gestational age.
Receiver operating characteristic (ROC) curves were used to compare prediction of fetal death based on the following parameters: 1) growth velocity of EFW percentiles according to the PRB/NICHD and the Hadlock standards; 2) growth velocity of percentiles for HC, BPD, AC, and FL based on the non-customized PRB/NICHD and Hadlock standards; and 3) EFW percentile at the last-available scan in cases and matched controls.
A p-value <0.05 was considered statistically significant. All statistical analyses were performed using the R programming language (version 3.5.1) (https://www.r-project.org).
RESULTS
Among 5,846 participants with a singleton pregnancy enrolled during the study period, 5,375 (91.9%) were of African-American ethnicity. Of these, 4,290 underwent two or more ultrasound examinations between 14 and 32 weeks of gestation. Among these pregnancies, 28 cases had antepartum fetal death and 4,262 delivered a live-born neonate.
Of the 28 cases of antepartum fetal death, only 28.6% (8/28) had an EFW <10th percentile at the last ultrasound examination, according to either of the two standards considered. Figure 1 depicts the longitudinal EFW percentiles of the 28 cases according to the two standards, and a downward trend with gestational age was observed, suggesting a decline in EFW percentile with each advancing gestational week. Five of the 28 cases with antepartum fetal death were excluded from further analysis because they had only two ultrasound examinations, of which the latter examination was performed after fetal demise was diagnosed. The clinical characteristics of the study group (4,262 controls and 23 cases) are shown in Table 1. The median gestational age at delivery and neonatal weight were lower in cases than in controls (p<0.001, for both). The frequency of induction of labor was higher in cases than in controls (p<0.001), and the frequency of spontaneous vaginal delivery was lower in cases than in controls (p<0.001). Compared to controls, cases had a higher rate of induction of labor (p<0.001) and a lower rate of spontaneous vaginal delivery (p<0.001). There were no differences in maternal age, maternal height, body mass index, parity, smoking status, rate of cesarean delivery and fetal sex between cases and controls. Cases had a significantly higher rate of placental abruption (relative risk (RR), 16.4 (95%CI, 5.4–49.5); p=0.001), preterm delivery (RR, 7.1 (95%CI, 6.1–8.2); p<0.001) and indicated preterm delivery (RR, 10.6 (95% CI, 8.3–13.4); p<0.001) compared to controls.
Figure 1. Longitudinal estimated fetal weight (EFW) percentiles as a function of gestational age.
The figure shows EFW percentiles according to the customized PRB/NICHD growth standard (A), and the Hadlock growth standard (B) for 28 cases of fetal death. There was a downward trend of EFW percentiles with advancing gestation. Only 28.6% (8/28) of cases had an EFW <10th percentile at the last scan, using either of the two fetal growth standards. The red horizontal line shows the 10th percentile line.
Table 1.
Clinical Characteristics of the Study Population
| Characteristics | Controls (n=4,262) | Cases (n=23) | p- value |
|---|---|---|---|
| Age in years old, median (IQR) | 23(20–27) | 20(19–28.5) | 0.23 |
| Height in centimeters, median (IQR) | 162.56(157.48–167.64) | 160.02(157.48–170.18) | 0.92 |
| Weight in kilograms, median (IQR) | 73.03(60.78–89.81) | 77.11(62.37–90.72) | 0.77 |
| Body mass index in kg/m2, median (IQR) | 27.4(22.90–33.6) | 30.45(22–35.78) | 0.9 |
| Parous women in %, (n) | 63 (2683/4262) | 52.2 (12/23) | 0.29 |
| Gestation age at delivery in weeks, median (IQR) | 39.1(38–40.1) | 28.6(23.7–30.35) | <.001 |
| Neonatal weight in grams, median (IQR) | 3155(2811.25–3475) | 930(408.5–1295) | <.001 |
| Cesarean delivery in % (n) | 31.1 (1326/4262) | 13 (3/23) | 0.07 |
| Spontaneous labor in % (n) | 56.9 (2425/4261) | 17.4 (4/23) | <.001 |
| Induction of labor in % (n)) | 32.9 (1401/4262) | 78.3 (18/23) | <.001 |
| Fetal male sex in % (n) | 51.2 (2181/4262) | 60.9 (14/23) | 0.41 |
| Medical chronic conditions in % (n) | 64.1 (2732/4262) | 73.9 (17/23) | 0.39 |
| Smoking in % (n) | 17.9 (764/4262) | 17.4 (4/23) | 1.0 |
| Drugs abuse in % (n) | 27.1 (1153/4262) | 30.4 (7/23) | 0.81 |
| Alcohol abuse in % (n) | 3.1 (133/4262) | 4.3 (1/23) | 0.52 |
| Chronic hypertension in % (n) | 6.0 (255/4262) | 8.7 (2/23) | 0.65 |
| Gestational diabetes in % (n) | 3.9 (165/4262) | 8.7 (2/23) | 0.23 |
| Preeclampsia in % (n) | 6.1 (260/4262) | 13 (3/23) | 0.16 |
| Chronic hypertension with preeclampsia in % (n) | 2.8 (120/4262) | 8.7 (2/23) | 0.14 |
| Gestational hypertension in % (n) | 12.2 (521/4262) | 13 (3/23) | 0.76 |
| Placental abruption in % (n) | 0.8 (34/4262) | 13 (3/23) | 0.001 |
| Preterm labor in % (n) | 6.5 (278/4262) | 13 (3/23) | 0.19 |
| Preterm prelabor rupture of membranes in % (n) | 3.3 (140/4262) | 4.3 (1/23) | 0.54 |
| Clinical chorioamnionitis in % (n) | 6 (257/4262) | 8.7 (2/23) | 0.65 |
| Preterm delivery in % (n) | 13.0 (552/4262) | 91.3 (21/23) | <.001 |
| Medically -indicated preterm delivery in % (n) | 7.4 (316/4262 | 78.3 (18/23) | <.001 |
| Spontaneous preterm labor with preterm delivery in % (n) | 5.5 (236/4262) | 13 (3/23) | 0.13 |
%: percentage; IQR: Interquartile range
An EFW <50th percentile at the last scan before diagnosis of fetal death carried a 3-fold increase in the risk of fetal death using the PRB/NICHD standard (p<0.05), yet it did not reach significance according to the Hadlock standard (p=0.08).
Estimated fetal weight percentiles at the first and last ultrasound examinations
The EFW percentiles were compared between cases and controls in two gestational-age intervals corresponding to the range of gestational age at the first (14.1 – 26.6 weeks) and last (19.4 – 30.6 weeks) ultrasound examination of the cases (n=23). There were 4,115 controls that matched with cases at the first ultrasound examination, and 2,634 controls that matched with cases at the last ultrasound examination. The median gestational age of the first ultrasound examination was 17.4 weeks (interquartile range, IQR: 15.9−19.9 weeks), and the median gestational age at the last ultrasound examination was 28.9 weeks (IQR: 26.9–30.1 weeks). At the first ultrasound examination, there were no differences in the median EFW percentile between cases and controls, regardless of the growth standard (PRB/NICHD: 49.61 (IQR, 33.8–66.84) vs 49.12 (IQR, 25.18–72.86); P=0.709 (Figure 2a) and Hadlock: 49.3 (IQR, 32.45–61.65) vs 43.4 (IQR, 24.3–67.2); P=0.556 (Figure 2b)). The median EFW at the first ultrasound examination was close to the 50th percentile according to both standards in cases and controls (Figure 2). However, the median EFW percentile at the last ultrasound examination was lower in cases compared to gestational age-matched controls according to both standards (PRB/NICHD: 22.22 (IQR, 6.12–38.14) vs 46.02 (IQR, 22.41–71.25); p=0.002 (Figure 2a) and Hadlock: 21.5 (IQR, 7.55–35.85) vs 32.5 (IQR, 16.8–54.7); p=0.015 (Figure 2b)). Of note, at the last scan before 30.6 weeks, the median EFW of controls using the PRB/NICHD standard was on the 46th (and not the 50th) percentile because the control group included all pregnancies, with and without complications, in which a live birth occurred. In addition, the median EFW percentile at last examination among controls according to the Hadlock standard was even lower (33rd) compared to that obtained with the PRB/NICHD standard (46th), which is in agreement with previous reports on disparity between the study population (African-American) and the population used to derive the Hadlock standard (Caucasian).48, 52
Figure 2. Estimated fetal weight (EFW) percentiles at the first and last ultrasound examinations.
The figure shows EFW percentiles before 32 weeks in the study group according to the PRB/NICHD growth standard (A), and the Hadlock growth standard (B). There was no significant difference in the median percentile between cases and controls at the first ultrasound examination. However, the EFW percentiles of cases were lower than those of controls at the last ultrasound examination. IQR: Interquartile range.
Association between EFW growth velocity and fetal death based on two or more longitudinal scans
The EFW growth velocity was analyzed for all available ultrasound examinations performed before 32 weeks of gestation in each pregnancy. The distributions of EFW growth velocities in cases and controls are shown in Figure 3. The median EFW growth velocity was −0.14 (IQR: −1.66 to 1.23) percentiles/week in controls and −4.53 (IQR: −8.56 to −0.38) percentiles/week in cases (p<0.001), according to the customized PRB/NICHD standard (Figure 3A). The growth deceleration among controls was expected given the cross-sectional EFW percentile results described above (median EFW percentile was 49th percentile at the first scan and decreased to the 46th at the last scan before 31 weeks of gestation). Similarly, when EFW percentiles were derived using the Hadlock standard, the median EFW percentile velocity was −0.8 (IQR: −2.28 to 0.39) percentiles/week in controls and −4.27 (IQR: −8.82 to −1.13) percentiled/week in cases (p < 0.001) (Figure 3B). Overall, these results suggest that a reduced EFW growth velocity precedes diagnosis of fetal death according to both fetal growth standards. For example, the median EFW growth velocity of cases (about −4.5 percentiles/week) would correspond with a pregnancy outcome of fetal death in a pregnancy that had an EFW on the 50th percentile at 20 weeks of gestation, which decreased to the 5th percentile at 30 weeks of gestation.
Figure 3. Differences in estimated fetal weight (EFW) percentile velocity between cases and controls.
The figure shows EFW percentile velocity according to the PRB/NICHD standard (A), and the Hadlock standard (B). EFW velocity was calculated as the change in the EFW percentile per week by fitting a linear regression model to the percentile values of each patient. Cases had significantly lower EFW velocity compared to controls, according to the two growth standards.
Although the analyses presented above were based on data collected in women who self-identified as African-American, the decline in EFW growth velocity preceding fetal death is likely not to be unique to this ethnic group. Expanding the analysis to include data from 379 additional women (148 Caucasian, 28 Hispanic, 20 Asian, and 183 Other), with one additional case of fetal death, resulted in similar results. According to the Hadlock standard, while the median EFW growth velocity of African-American controls was declining by 0.8 percentiles/week, it was declining slightly less steeply (0.5 percentiles/week) in all other pregnancies (p=0.002), yet the decline in EFW growth velocity among the cases remained substantially steeper (4.15 percentiles/week) (p<0.001) (Figure S1).
Association between growth velocity of individual fetal biometric parameters and fetal death based on two or more longitudinal scans
The differences in EFW growth velocity between cases and controls according to the customized PRB/NICHD and non-customized Hadlock standards have been presented above. To assess the differences in growth velocity of individual fetal biometric parameters, we used the Hadlock standard and the PRB/NICHD African-American standards that were not customized for additional maternal characteristics and fetal sex.
The medians of fetal HC, BPD, AC, and FL growth velocities calculated by using the non-customized PRB/NICHD standard were significantly lower in cases than in controls (p<0.05 for all). Similarly, medians of fetal HC, BPD, AC, and FL growth velocities calculated by using the Hadlock standard were significantly lower in cases than in controls (p<0.05 for all).
Prediction of antepartum fetal death by fetal growth velocity
The area under the ROC curve (AUC) for prediction of fetal death by EFW growth velocity was similar for the two growth standards: PRB/NICHD 0.74 (95% CI, 0.57–0.85), and Hadlock 0.73 (95% CI, 0.57–0.85) (Figure 4). At a 10% false-positive rate, the sensitivity of EFW growth velocity for prediction of antepartum fetal death, using the customized PRB/NICHD and Hadlock standards, was 56.5% (95% CI, 34.8%−78.3%) for both. When the EFW growth velocity was calculated by using only the first and last available scans from 14–32 weeks of gestation, as opposed to two or more scans, the AUC for prediction of fetal death, using the PRB/NICHD standard, decreased slightly from 0.74 (95% CI, 0.57−0.85) to 0.73 (95% CI, 0.59−0.86). When utilizing the same two scans from each patient to calculate the EFW velocity percentile using the NICHD calculator (https://www.nichd.nih.gov/fetalvelocitycalculator),32 as opposed to the EFW growth percentile velocity based on the customized PRB/NICHD standard, the point estimate of AUC for prediction of fetal death decreased further to 0.70 (95% CI, 0.56−0.82), although not significantly (Figure S2).
Figure 4. Receiver Operating Characteristic (ROC) curve for the prediction of antepartum fetal death by a low growth velocity.
The ROC curves are constructed from EFW percentile velocity data based on the PRB/NICHD growth standard, and the Hadlock growth standards. AUC: area under the ROC curve. 95% confidence intervals are provided.
The performance of prediction of antepartum fetal death based on different EFW growth velocity cut-offs for the PRB/NICHD and Hadlock growth standards is displayed in Table 2. Fetuses with growth velocity <50th percentile among controls had a 4.7-fold increased risk of antepartum fetal death according to both growth standards. According to the PRB/NICHD standard, an EFW growth velocity below the 40th, 30th, 20th, 10th, and 5th percentiles carried a 3.4-, 4.3-, 6.1-, 11.2-, and 13.6-fold increased risk of antepartum death, respectively. Similarly, according to the Hadlock standard, an EFW growth velocity less than the 40th, 30th, 20th, 10th, and 5th percentiles carried a 3.4-, 3.6-, 5.1-, 9.4-, and 13.6-fold increased risk of anterpartum death, respectively (Table 2).
Table 2. Prediction performance for antepartum fetal death by estimated fetal weight percentile velocity.
For each standard, the estimated fetal weight (EFW) percentile velocity are determined in cases and controls. Test positive is defined as EFW percentile velocity <pth percentile of velocities among controls. Statistics are shown with 95% confidence intervals.
| Standard | Cut-off (% ile) | EFW percentile velocity in controls | Relative risk | Sensitivity | Specificity | Positive likelihood ratio | Negative likelihood ratio |
|---|---|---|---|---|---|---|---|
| PRB/ NICHD | 50th | −0.115 | 4.7 (1.6–13.77) | 0.83 (0.61–0.95) | 0.5 (0.48–0.52) | 1.36 (1.65–2) | 0.35 (0.14–0.85) |
| PRB/ NICHD | 40th | −0.712 | 3.39 (1.4–8.21) | 0.7 (0.47–0.87) | 0.6 (0.58–0.62) | 1.32 (1.74–2.29) | 0.51 (0.27–0.94) |
| PRB/ NICHD | 30th | −1.395 | 4.31 (1.84–10.13) | 0.65 (0.43–0.84) | 0.7 (0.68–0.72) | 1.6 (2.17–2.95) | 0.5 (0.28–0.87) |
| PRB/ NICHD | 20th | −2.291 | 6.08 (2.65–13.98) | 0.61 (0.39–0.8) | 0.8 (0.78–0.82) | 2.17 (3.04–4.26) | 0.49 (0.29–0.81) |
| PRB/ NICHD | 10th | −3.662 | 11.17 (4.94–25.23) | 0.57 (0.34–0.77) | 0.9 (0.89–0.91) | 3.87 (5.64–8.22) | 0.48 (0.3–0.77) |
| PRB/ NICHD | 5th | −5.223 | 13.62 (6.08–30.53) | 0.43 (0.23–0.66) | 0.95 (0.94–0.96) | 5.29 (8.68–14.23) | 0.6 (0.42–0.85) |
| Hadlock | 50th | −0.765 | 4.7 (1.6–13.77) | 0.83 (0.61–0.95) | 0.5 (0.48–0.52) | 1.36 (1.65–2) | 0.35 (0.14–0.85) |
| Hadlock | 40th | −1.33 | 3.39 (1.4–8.21) | 0.7 (0.47–0.87) | 0.6 (0.58–0.62) | 1.32 (1.74–2.29) | 0.51 (0.27–0.94) |
| Hadlock | 30th | −1.989 | 3.59 (1.56–8.25) | 0.61 (0.39–0.8) | 0.7 (0.68–0.72) | 1.45 (2.03–2.83) | 0.56 (0.34–0.93) |
| Hadlock | 20th | −2.881 | 5.1 (2.25–11.56) | 0.57 (0.34–0.77) | 0.8 (0.78–0.82) | 1.96 (2.83–4.08) | 0.54 (0.34–0.87) |
| Hadlock | 10th | −4.139 | 9.41 (4.19–21.13) | 0.52 (0.31–0.73) | 0.9 (0.89–0.91) | 3.46 (5.21–7.83) | 0.53 (0.35–0.81) |
| Hadlock | 5th | −5.467 | 13.62 (6.08–30.53) | 0.43 (0.23–0.66) | 0.95 (0.94–0.96) | 5.29 (8.68–14.23) | 0.6 (0.42–0.85) |
The ROC curves for prediction of antepartum fetal death by the growth velocities of HC, BPD, AC, FL, and EFW based on the non-customized PRB/NICHD and Hadlock charts are displayed in Figure 5. Regardless of the non-customized standard considered, low growth velocities of HC and EFW predicted antepartum fetal death with AUCs of 0.74 and 0.73, respectively, which were higher compared to those for BPD, AC, or FL. Among the latter parameters, BPD growth velocity also predicted antepartum fetal death [AUC=0.67(95% CI, 0.51–0.80)] based on the PRB/NICHD standard (Figure 5A), while AC growth velocity also predicted fetal death [AUC=0.70 (95% CI, 0.54−0.84)] based on the Hadlock standard (Figure 5B).
Figure 5. Prediction of antepartum fetal death by non-customized percentiles velocity.
ROC curves were obtained based on percentile velocity of estimated fetal weight (EFW), fetal head circumference (HC), biparietal diameter (BPD), abdominal circumference (AC), and femur length (FL) based on non-customized PRB/NICHD (A) and Hadlock (B) standards. AUC: area under the ROC curve. 95% confidence intervals are provided.
Comparison of prediction performance for antepartum fetal death between EFW percentile velocity and EFW percentile at the last scan
To assess the benefit of EFW growth velocity relative to a single EFW determination, we retained the last ultrasound examination of controls within the same range of gestational age as the last available scan in cases. The AUC of EFW percentile velocity for prediction of fetal death was slightly higher compared to that of the EFW percentile at the last scan for both standards, although the difference did not reach statistical significance: PRB/NICHD standard, EFW percentile velocity AUC= 0.72 (95% CI, 0.57–0.86) versus last scan EFW percentile AUC= 0.69 (95% CI, 0.58–0.79), p-value=0.46; Hadlock standard, EFW percentile velocity AUC=0.71 (95% CI, 0.56–0.85) versus EFW percentile AUC= 0.65 (0.53–0.76), p-value = 0.16. However, for both standards, the sensitivity (10% false positive rate) of EFW percentile velocity rate was two times higher than that of the last EFW percentile evaluation: PRB/NICHD standard sensitivity (95% confidence interval): EFW percentile velocity 56.5% (34.8%−76.2%) versus EFW percentile last scan 26.1% (8.7%−43.5%), p value=0.02; Hadlock standard sensitivity (95% confidence interval): EFW percentile velocity 52.2%(30.4%−69.6%) versus EFW percentile last scan 26.1% (8.7%−43.5%), p value =0.03.
DISCUSSION
Results in the context of what is known
The current study demonstrates, for the first time, that a reduced fetal growth velocity, expressed as change in growth percentile per week for individual fetal biometry (HC, BPD, AC, and FL) and EFW, precedes antepartum fetal death. This concept complements four previous studies22, 23, 37, 38 that reported that impaired fetal growth was associated with perinatal death; however, none of these studies evaluated EFW and fetal biometric parameter velocity. Of note, when data from only two scans are analyzed, the growth percentile regression slope is the same as the difference in percentiles between scans divided by the difference in gestational ages. For the purpose of ranking fetuses from the lowest to highest growth velocity based on two scans, our approach is equivalent to the one based on the difference in Z-scores34, 53.
Most cases of antepartum fetal death are not small-for-gestational-age fetuses
Only 26% (6/23) of cases of fetal death herein were SGA (EFW<10th percentile) at the last scan prior to diagnosis of fetal demise. Moreover, an EFW<50th percentile at the last available examination carried a three- fold increased risk of fetal death using PRB/NICHD growth standard, which is consistent with Williams et al. who found that birthweight <50th or >90th percentile were associated with fetal death54. Others have reported that the stillbirth was associated with birthweight <40th or ≥95th percentiles55, <75th or ≥95th percentiles56 and <80th or >95th 57.
Customized versus non-customized fetal growth standards for prediction of antepartum fetal death
Sovio et al.34 have found that the association between birthweight percentile and adverse neonatal outcome was similar when customized or non-customized birthweight or fetal growth standards were applied in nulliparous women. Similarly, others observed no improvements by customized fetal growth standards relative to non-customized ones for the prediction of neonatal morbidity58–60 and stillbirth,59, 60. However, we have recently demonstrated that there was a modest benefit in customized evaluation of fetal growth for prediction of perinatal mortality, yet the choice of the customized and non-customized standard being compared can also be a factor58.
Although the PRB/NICHD standard was superior to Hadlock standard when a single ultrasound scan was considered for prediction of perinatal death58, the two standards performed similarly when velocity of the percentiles were evaluated in the current study. Possible explanations are that 1) fetal growth velocity already accounts for some of the effects of maternal factors on fetal growth, and 2) the current study involved growth evaluation at earlier gestational ages compared to the previous report58.
Clinical Implications
In the current study, 74% of cases with antepartum fetal death occurred in fetuses that were not SGA. Given that a meta-analysis of randomized control trials reported no reduction of perinatal death or perinatal morbidity by routine ultrasound examination in late pregnancy,61 and the routine ultrasound examination is associated with a high iatrogenic prematurity rate among pregnancies incorrectly suspected with an SGA neonate,62 the strategy to prevent antepartum fetal death must change, and the use of fetal growth velocity can be a useful tool for detection and prevention of this complication.
We found that a fetus with a decline of EFW percentile velocity <50th percentile among controls have a 4.7-fold increased risk to die antepartum using Hadlock or PRB/NICHD growth standards. These findings are in line with a recent definition of late FGR by 56 participating experts63 which consider that a decline of more than two quartiles in a growth chart is a criterion for late FGR. Previous studies have demonstrated that a decline in fetal growth velocity is a major determinant of adverse perinatal outcome both in small31, 34, 53 and appropriately grown64–67 fetuses. According to Chatzakis et al,67 a fetal growth deceleration ≥ 50th percentile in non-SGA fetuses was associated with increased risk for neonatal intensive care unit (NICU) admission (OR 1.8) and perinatal death (OR 3.8).
The result of the current study is also in line with reported relationship between low growth velocity and intrapartum operative delivery and admission to the NICU in both low-risk33 and high-risk populations53, 64, 68–70. In addition, growth velocity of the fetal AC in the lowest decile distinguished SGA newborns who experience increased morbidity.71 These observations indicate that fetal growth velocity has more clinical utility for identifying adverse perinatal outcomes or neonatal anthropometric features of FGR. 32, 36, 72
Research Implications
The current study strengthens the importance of considering reduction in fetal growth velocity as a herald of antepartum fetal death. Given the moderate sensitivity (57% at 10% false positive rate) and low prevalence of fetal death, the prediction performance based on ultrasound alone is sub-optimal; hence, additional biochemical markers are needed to improve the prediction of fetal death. For instance, an abnormal low maternal plasma Angiogenic index-1 (ratio of placental growth factor [PlGF] to soluble fms-like tyrosine kinase 1 [sFlt-1]) determined at 24–28 weeks29 or 30–34 weeks28 of gestation carries a 29-fold and 23-fold increased risk for stillbirth, respectively. Doppler uterine velocimetry73 or maternal serum alpha fetoprotein/pregnancy-associated plasma protein-A ratio74 during the first trimester of pregnancy have been also proposed as potential predictors of stillbirth. Future studies that combine maternal risk factors, placental biomarkers, and fetal growth velocity in pregnancy to predict stillbirth are warranted.
Strengths and Limitations
The strengths of the current study are: 1) this is the largest study of fetal growth velocity in fetal death in an African-American population; 2) patient enrollment took place at a single ultrasound unit and a consistent protocol was implemented to acquire ultrasound data by sonographers blinded to the clinical information, and 3) the use of both customized and non-customized standards to determine percentile velocity provided additional generalization to the findings. Since fetal growth velocity was expressed as the regression line slope of growth percentiles with gestational age based on two or more serial measurements prior to 32 weeks, a possible limitation is the irregularity in the distribution of gestational ages.
Conclusion
Antepartum fetal death is preceded by a significant decrease in fetal growth velocity. Given that three out of four antepartum fetal death cases had EFW > 10th percentile at last scan when they were alive, fetal growth velocity percentile may be a useful tool for improving prediction of pregnancies at risk for antepartum fetal death. Longitudinal sonographic evaluations to determine growth velocity doubles the sensitivity for predicting antepartum fetal death compared to a single ultrasound examination.
Supplementary Material
CONTRIBUTION.
What are the novel findings of this work?
Pregnancies that resulted in antepartum fetal death had significantly lower growth velocities of fetal head circumference (HC), biparietal diameter (BPD), abdominal circumference (AC), femur length (FL), and estimated fetal weight (EFW) than pregnancies with a live-born neonate, according to the PRB/NICHD and the Hadlock fetal growth standards.
What are the clinical implications of this work?
Assessment of fetal growth velocity doubles the detection rate of antepartum fetal death compared to a single EFW measurement at the last available ultrasound scan before diagnosis of demise. Fetuses with EFW growth velocity <10th percentile value of pregnancies with a live birth had a 9.4-fold and 11.2-fold increased risk of antepartum death, based on the Hadlock and PRB/NICHD growth standards, respectively.
Funding:
This research was supported, in part, by the Perinatology Research Branch, Division of Obstetrics and Maternal-Fetal Medicine, Division of Intramural Research, Eunice Kennedy Shriver National Institute of Child Health and Human Development, National Institutes of Health, U.S. Department of Health and Human Services (NICHD/NIH/DHHS); and, in part, with Federal funds from NICHD/NIH/DHHS under Contract No. HHSN275201300006C.
Dr. Romero has contributed to this work as part of his official duties as an employee of the United States Federal Government.
Footnotes
Disclosure Statement: The authors report no conflicts of interest.
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