Electrohysterography (EHG) is a promising technique for pregnancy monitoring and preterm risk evaluation. It allows for uterine contraction monitoring as early as the 20th gestational week, and it is a non-invasive technique based on recording the electric signal of the uterine muscle activity from electrodes located in the abdominal surface. In this work, EHG-based contraction detection methodologies are applied using signal envelope features. Automatic contraction detection is an important step for the development of unsupervised pregnancy monitoring systems based on EHG. The exploratory methodologies include wavelet energy, Teager energy, root mean square (RMS), squared RMS, and Hilbert envelope. In this work, two main features were evaluated: contraction detection and its related delineation accuracy. The squared RMS produced the best contraction (97.15 ± 4.66%) and delineation (89.43 ± 8.10%) accuracy and the lowest false positive rate (0.63%). Despite the wavelet energy method having a contraction accuracy (92.28%) below the first-rated method, its standard deviation was the second best (6.66%). The average false positive rate ranged between 0.63% and 4.74%—a remarkably low value.

Introduction: The velocity of fetal deterioration in fetal growth restriction is extremely variable, which makes monitoring and counseling very challenging. The soluble fms‐like tyrosine kinase to placental growth factor (sFlt1/PlGF) ratio provides a readout of the vasoactive environment that correlates with preeclampsia and fetal growth restriction and that could be useful to predict fetal deterioration. Previous studies showed a correlation between higher sFlt1/PlGF ratios and lower gestational ages at birth, although it is unclear whether this is due to the increased incidence of preeclampsia. Our goal was to evaluate whether the sFlt1/PlGF ratio predicts faster fetal deterioration in early fetal growth restriction.Material and methods: This was a historical cohort study in a tertiary maternity hospital. Data from singleton pregnancies with early fetal growth restriction (diagnosed before 32 gestational weeks) confirmed after birth monitored between January 2016 and December 2020 were retrieved from clinical files. Cases of chromosomal/fetal abnormalities, infection and medical terminations of pregnancy were excluded. The sFlt1/PlGF ratio was acquired at diagnosis of early fetal growth restriction in our unit. The correlation of log10 sFlt1/PlGF with latency to delivery/fetal demise was assessed with linear, logistic (positive sFlt1/PlGF if >85) and Cox regression excluding deliveries for maternal conditions and controlling for preeclampsia, gestational age at time of ratio test, maternal age and smoking during pregnancy. Receiver‐operating characteristic (ROC) analysis tested the performance of sFlt1/PlGF ratio in predicting delivery for fetal reasons in the following week.Results: 125 patients were included. Mean sFlt1/PlGF ratio was 91.2 (SD 148.7) and 28% of patients had a positive ratio. A higher log10 sFlt1/PlGF ratio predicted shorter latency for delivery/fetal demise in linear regression after controlling for confounders, β = −3.001, (−3.713 to −2.288). Logistic regression with ratio positivity confirmed these findings (latency for delivery 5.7 ± 3.32 weeks for ratios ≤85 vs 1.9 ± 1.52 weeks for ratios >85); β = −0.698 (−1.064 to −0.332). Adjusted Cox regression showed that a positive ratio confers a significantly positive hazard ratio (HR) for earlier delivery/fetal demise, HR 9.869 (5.061–19.243). ROC analysis showed an area under the curve of 0.847 (SE ± 0.06).Conclusions: sFlt1/PlGF ratio is correlated with faster fetal deterioration in early fetal growth restriction, independently of preeclampsia.

Cardiovascular diseases are the main cause of mortality worldwide, and childhood excess weight/obesity are strong correlators of accumulated risk in later life. A relationship between maternal preeclampsia and offspring’s childhood obesity is recognized, but most studies fail to control for strong confounders. Our goal is to analyze the association between preeclampsia and childhood excess weight/obesity, after accounting for important confounders. We recruited 5133 women with singleton pregnancies during admission for delivery. Sixty-seven pregnancies were complicated by preeclampsia. Maternal and children outcomes were assessed at 10 years of age. We analyzed the association between preeclampsia and childhood excess weight/obesity by fitting a linear regression model (using offspring body mass index (BMI) z-score at 10 years of age) and a logistic regression model (using excess weight/obesity status). We then controlled both models for known confounders, namely maternal prepregnancy BMI, parity, and smoking during pregnancy. At 10 years of age, offspring of preeclamptic mothers had a higher BMI z-score and were more likely classified as overweight/obese, but these differences were not statistically significant. After controlling for maternal prepregnancy BMI, parity, and smoking during pregnancy, there was a high magnitude change in the beta coefficient of preeclampsia in the linear (0.175; −0.014) and the logistic regression models (1.48; 1.23) suggesting that the association between preeclampsia and childhood excess weigh/obesity is significantly confounded by these variables. These confounders also showed a significant association with childhood obesity. This finding suggests that in utero exposure to preeclampsia seems to have less impact in childhood obesity than the previously described confounders.

The ratio of soluble fms-like tyrosine kinase 1 to placental growth factor is a useful biomarker for preeclampsia. Since it is a measure of placental dysfunction, it could also be a predictor of clinical deterioration and fetal tolerance to intrapartum stress. We tested the hypothesis that soluble fms-like tyrosine kinase 1 to placental growth factor ratio predicts time to delivery. Secondary objectives were to examine associations between the soluble fms-like tyrosine kinase 1 to placental growth factor ratio and mode of birth, fetal distress, need for labor induction, and birthweight z score. Secondary analysis of the INSPIRE trial, a randomized interventional study on prediction of preeclampsia/eclampsia in which women with suspected preeclampsia were recruited and their blood soluble fms-like tyrosine kinase 1 to placental growth factor ratio was assessed. We stratified participants into 3 groups according to the ratio result: category 1 (soluble fms-like tyrosine kinase 1 to placental growth factor ≤38); category 2 (soluble fms-like tyrosine kinase 1 to placental growth factor >38 and <85); and category 3 (soluble fms-like tyrosine kinase 1 to placental growth factor ≥85). We modeled time from soluble fms-like tyrosine kinase 1 to placental growth factor determination to delivery using Kaplan-Meier curves and compared the 3 ratio categories adjusting for gestational age at soluble fms-like tyrosine kinase 1 to placental growth factor determination and trial arm with Cox regression. The association between ratio category and mode of delivery, induction of labor, and fetal distress was assessed using a multivariable logistic regression adjusting for gestational age at sampling and trial arm. The association between birthweight z score and soluble fms-like tyrosine kinase 1 to placental growth factor ratio was evaluated using multiple linear regression. Subgroup analysis was conducted in women with no preeclampsia and spontaneous onset of labor; women with preeclampsia; and participants in the nonreveal arm. Higher ratio categories were associated with a shorter latency from soluble fms-like tyrosine kinase 1 to placental growth factor determination to delivery (37 vs 13 vs 10 days for ratios categories 1-3 respectively), hazards ratio for category 3 ratio of 5.64 (95% confidence interval 4.06-7.84, P<.001). A soluble fms-like tyrosine kinase 1 to placental growth factor ratio ≥85 had specificity of 92.7% (95% confidence interval 89.0%-95.1%) and sensitivity of 54.72% (95% confidence interval, 41.3-69.5) for prediction of preeclampsia indicated delivery within 2 weeks. A ratio category 3 was also associated with decreased odds of spontaneous vaginal delivery (Odds ratio [OR] 0.47, 95% confidence interval 0.25-0.89); an almost 6-fold increased risk of emergency cesarean section (OR 5.89, 95% confidence interval 3.05-11.21); and a 2-fold increased risk for intrapartum fetal distress requiring operative delivery or cesarean section (OR 3.04, 95% confidence interval 1.53-6.05) when compared to patients with ratios ≤38. Higher ratio categories were also associated with higher odds of induction of labor when compared to ratios category 1 (category 2, OR 2.20, 95% confidence interval 1.02-4.76; category 3, OR 6.0, 95% confidence interval 2.01-17.93); and lower median birthweight z score. Within subgroups of women a) without preeclampsia and with spontaneous onset of labor and b) women with preeclampsia, the log ratio was significantly higher in patients requiring intervention for fetal distress or failure to progress compared to those who delivered vaginaly without intervention. In the subset of women with no preeclampsia and spontaneous onset of labor, those who required intervention for fetal distress or failure to progress had a significantly higher log ratio than those who delivered vaginaly without needing intervention. The soluble fms-like tyrosine kinase 1 to placental growth factor ratio might be helpful in risk stratification of patients who present with suspected preeclampsia regarding clinical deterioration, intrapartum fetal distress, and mode of birth (including the need for intervention in labor).