Cardiotocography (CTG) is a non-invasive and important tool for diagnosing fetal distress during pregnancy. To meet the needs of intelligent fetal heart monitoring based on deep learning, this paper proposes a TWD-MOAL deep active learning algorithm based on the three-way decision (TWD) theory and multi-objective optimization Active Learning (MOAL). During the training process of a convolutional neural network (CNN) classification model, the algorithm incorporates the TWD theory to select high-confidence samples as pseudo-labeled samples in a fine-grained batch processing mode, meanwhile low-confidence samples annotated by obstetrics experts were also considered. The TWD-MOAL algorithm proposed in this paper was validated on a dataset of 16 355 prenatal CTG records collected by our group. Experimental results showed that the algorithm proposed in this paper achieved an accuracy of 80.63% using only 40% of the labeled samples, and in terms of various indicators, it performed better than the existing active learning algorithms under other frameworks. The study has shown that the intelligent fetal heart monitoring model based on TWD-MOAL proposed in this paper is reasonable and feasible. The algorithm significantly reduces the time and cost of labeling by obstetric experts and effectively solves the problem of data imbalance in CTG signal data in clinic, which is of great significance for assisting obstetrician in interpretations CTG signals and realizing intelligence fetal monitoring.
Humans ; Pregnancy ; Female ; Cardiotocography/methods* ; Deep Learning ; Neural Networks, Computer ; Algorithms ; Fetal Monitoring/methods* ; Heart Rate, Fetal ; Fetal Distress/diagnosis* ; Fetal Heart/physiology*

OBJECTIVE: To investigate the change of maternal characteristics, delivery and neonatal outcomes in gestational diabetes mellitus (GDM) over recent 10 years and to identify the risk factors associated with adverse outcome. METHODS: Consecutive GDM patients (n=947) delivered in our institution were included. Research period was arbitrarily divided into 2 periods (period 1: from 2006 to 2010, period 2: from 2011 to 2015). Multiple pregnancies or preexisting diabetes were excluded. Maternal baseline characteristics, delivery and neonatal outcomes were reviewed. Fetal biometric findings by prenatal ultrasonography were collected. Adverse pregnancy outcome (APO) was defined by the presence of one of the followings; shoulder dystocia, neonatal macrosomia (>4 kg), neonatal hypoglycemia (< 35 mg/dL), respiratory distress syndrome (RDS), and admission to the neonatal intensive care unit (NICU) in term pregnancy. RESULTS: Period 2 was associated with older maternal age (34 vs. 33, P < 0.001) and higher proportion of GDM A2 compared to period 1 (30.9% vs. 23.0%, P=0.009). By univariate analysis, APO was associated with increased body mass index (BMI) at pre-pregnancy (23.4 kg/m² vs. 21.8 kg/m², P=0.001) or delivery (27.9 kg/m² vs. 25.8 kg/m², P < 0.001), higher HbA1c at diagnosis (5.6% vs. 5.3%, P < 0.001) or delivery (5.8% vs. 5.5%, P=0.044), and larger fetal biometric findings (abdominal circumference [AC] and estimated fetal weight, P=0.029 and P=0.007, respectively). Multivariate analysis showed pre-pregnancy BMI (odds ratio [OR], 1.101; 90% confidence interval [CI], 1.028–1.180) and fetal AC (OR, 1.218; 90% CI, 1.012–1.466) were independently associated with adverse outcomes. CONCLUSION: Our study demonstrated the trends and relevant factors associated with the adverse outcomes.
Body Mass Index ; Diabetes, Gestational* ; Diagnosis ; Dystocia ; Female ; Fetal Macrosomia ; Fetal Weight ; Humans ; Hypoglycemia ; Infant, Newborn ; Intensive Care, Neonatal ; Maternal Age ; Multivariate Analysis ; Pregnancy ; Pregnancy Outcome ; Pregnancy, Multiple ; Respiratory Distress Syndrome, Newborn ; Risk Factors* ; Shoulder ; Ultrasonography, Prenatal

PURPOSE: Ultrasonography is non-ionizing, easy to operate, and performed at bedside in neonatal intensive care unit (NICU). We investigated the incidence of respiratory distress syndrome (RDS) with or without using lung ultrasound (LUS) in late preterm infants with postnatal respiratory difficulties. METHODS: We retrospectively reviewed medical records of 494 late preterm infants born at 34–36 weeks' gestation at Keimyung University Dongsan Medical Center. Fifty infants with postnatal respiratory difficulties were admitted to the NICU between May 2015 to October 2015 (period I), and forty-one were between November 2015 to February 2016 (period II). The diagnosis of RDS was based on chest radiography in period I. LUS was additionally performed at bedside in period II. All infants with RDS were received exogenous surfactant therapy. RESULTS: The overall incidence of RDS with surfactant replacement therapy was decreased in period II period II (9.4%, 20/212) compared to period I (14.5%, 41/282) (P=0.088). In terms of infants with postnatal respiratory difficulties, the incidence of RDS in period II (48.8%, 20/41) was significantly lower than that in period I (82.0%, 41/50) (P=0.001). There are no difference in the rate of reintubation, repeated doses of surfactant, oxygen demand at 48 hours after birth, air leak syndrome, pulmonary hemorrhage, persistent pulmonary hypertension of newborn, and mortality (P> 0.05). CONCLUSION: We could decrease the incidence of RDS with surfactant replacement therapy by using LUS in late preterm infants with postnatal respiratory difficulties. Further prospective studies are needed to apply LUS clinically to diagnose RDS.
Diagnosis* ; Female ; Hemorrhage ; Humans ; Incidence* ; Infant ; Infant, Newborn ; Infant, Premature* ; Intensive Care, Neonatal ; Lung* ; Medical Records ; Mortality ; Oxygen ; Parturition ; Persistent Fetal Circulation Syndrome ; Pregnancy ; Prospective Studies ; Radiography ; Respiratory Distress Syndrome, Newborn ; Retrospective Studies ; Thorax ; Ultrasonography*

A 32-year-old pregnant woman (34 + 5 weeks) was admitted with dizziness, nausea, and vomiting. Previously, she was diagnosed with gestational diabetes mellitus at 28 weeks with 100 g-OGTT and insulin therapy was started. Her average fasting glucose level was 97 mg/dL and postprandial 1-hour glucose level was 130 mg/dL with basal-bolus insulin therapy (total dose of 28-30 IU/day). At 34 + 0 weeks of gestational age, polyuria and unexpected weight loss (2 kg/week) with hyperglycemia occurred, and total dose of daily insulin requirement was increased up to 50 IU/day. At admission, her serum glucose level was high (502 mg/dL), and urinalysis revealed ketonuria +3. Arterial blood gas analysis revealed pH of 6.83, pCO2 of 9 mmHg, and bicarbonate of 2 mmol/L with an anion gap of 23.5 mmol/L. The diagnosis of diabetic ketoacidosis was established and emergency caesarean section was conducted due to fetal distress. She was finally diagnosed with fulminant type 1 diabetes mellitus, and multiple daily insulin injection therapy was continued after delivery.
Acid-Base Equilibrium ; Adult ; Blood Gas Analysis ; Blood Glucose ; Cesarean Section ; Diabetes Mellitus, Type 1 ; Diabetes, Gestational* ; Diabetic Ketoacidosis ; Diagnosis ; Dizziness ; Emergencies ; Fasting ; Female ; Fetal Distress ; Gestational Age ; Glucose ; Humans ; Hydrogen-Ion Concentration ; Hyperglycemia ; Insulin ; Ketosis ; Nausea ; Polyuria ; Pregnancy* ; Pregnant Women ; Urinalysis ; Vomiting ; Weight Loss

OBJECTIVE: The purpose of this case series was to retrospectively examine records of cases with uterine rupture in pregnancies following myomectomy and to describe the clinical features and pregnancy outcomes. METHODS: This study was conducted as a multicenter case series. The patient databases at 7 tertiary hospitals were queried. Records of patients with a diagnosis of uterine rupture in the pregnancy following myomectomy between January 2012 and December 2014 were retrospectively collected. The uterine rupture cases enrolled in this study were defined as follows: through-and-through uterine rupture or tear of the uterine muscle and serosa, occurrence from 24+0 to 41+6 weeks' gestation, singleton pregnancy, and previous laparoscopic myomectomy (LSM) or laparotomic myomectomy (LTM) status. RESULTS: Fourteen pregnant women experienced uterine rupture during their pregnancy after LSM or LTM. Preterm delivery of less than 34 weeks' gestation occurred in 5 cases, while intrauterine fetal death occurred in 3, and 3 cases had fetal distress. Of the 14 uterine rupture cases, none occurred during labor. All mothers survived and had no sequelae, unlike the perinatal outcomes, although they were receiving blood transfusion or treatment for uterine artery embolization because of uterine atony or massive hemorrhage. CONCLUSION: In women of childbearing age who are scheduled to undergo LTM or LSM, the potential risk of uterine rupture on subsequent pregnancy should be explained before surgery. Pregnancy in women after myomectomy should be carefully observed, and they should be adequately counseled during this period.
Animals ; Blood Transfusion ; Diagnosis ; Female ; Fetal Death ; Fetal Distress ; Hemorrhage ; Humans ; Mice ; Mothers ; Myometrium ; Pregnancy Outcome ; Pregnancy* ; Pregnant Women ; Retrospective Studies ; Serous Membrane ; Tears ; Tertiary Care Centers ; Uterine Artery Embolization ; Uterine Inertia ; Uterine Rupture*

Spontaneous complete chorioamniotic membrane separation (CMS) without invasive fetal procedure is extremely rare and associated with adverse perinatal outcomes. A woman with complete CMS which was detected at the 21 weeks' gestation. She did not take any fetal invasive procedures before the diagnosis. At 27 weeks' gestation, an emergency Caesarean section was performed because of fetal distress. The defect of the uterine muscle was detected on the fundus. The baby has grown well without any morbidity. This is the first reported case of complete CMS relative to uterine scar. And we suggest that the pregnancy can be maintained successfully if there is no fetal abnormality when complete CMS is detected on ultrasound.
Animals ; Cesarean Section ; Cicatrix* ; Diagnosis ; Emergencies ; Female ; Fetal Distress ; Humans ; Live Birth* ; Membranes* ; Mice ; Myometrium ; Pregnancy ; Ultrasonography

The preoperative diagnosis of uterine torsion is very difficult due to the rarity of this disorder and its nonspecific clinical course. A primigravida woman visited our hospital with severe abdominal pain at 34 weeks of gestation. Emergency cesarean section was carried out due to development of fetal distress and severe abdominal pain. During the cesarean section, we noticed the uterus was rotated 180 degrees and the torsion was corrected after the delivery by making a vertical incision at the posterior uterine wall. High degree of suspicion and prompt management are important factors contributing to good prognosis of uterine torsion.
Abdominal Pain ; Cesarean Section ; Diagnosis ; Emergencies ; Female ; Fetal Distress ; Humans ; Pregnancy ; Pregnancy Trimester, Third* ; Prognosis ; Uterus

The preoperative diagnosis of uterine torsion is very difficult due to the rarity of this disorder and its nonspecific clinical course. A primigravida woman visited our hospital with severe abdominal pain at 34 weeks of gestation. Emergency cesarean section was carried out due to development of fetal distress and severe abdominal pain. During the cesarean section, we noticed the uterus was rotated 180 degrees and the torsion was corrected after the delivery by making a vertical incision at the posterior uterine wall. High degree of suspicion and prompt management are important factors contributing to good prognosis of uterine torsion.
Abdominal Pain ; Cesarean Section ; Diagnosis ; Emergencies ; Female ; Fetal Distress ; Humans ; Pregnancy ; Pregnancy Trimester, Third* ; Prognosis ; Uterus

INTRODUCTIONFetal distress is a result of acute or chronic disturbances in the system of "mother-placenta-fetus" in pre-eclampsia (PE). The aim of the investigation was to compare the accuracy of antenatal fetal distress diagnostics in cases of traditional cardiotocography (CTG) waveform evaluation and analysis of morphological non-invasive electrocardiogram (ECG) parameters in anterpartum patients with PE.

MATERIALS AND METHODSFetal non-invasive ECG antenatal recordings of 122 pregnant patients at 34 to 40 weeks of gestation were examined. In Group I, there were 32 women with physiological gestation and normal fetal condition according to haemodynamic Doppler values. Group II involved 48 patients with mild and moderate PE whom were performed Doppler investigation. In Group III, 42 patients with severe PE were monitored with haemodynamic Doppler.

RESULTSFetal autonomic tone was lower with the relative increase of low frequency (LF) branch in the patients of pre-eclamptic group. The increased value of the amplitude of mode (AMo) and stress index (SI) was associated with adrenergic overactivity. It has induced pQ and QT shortening, increased T/QRS ratio and decelerations appearance. The rate of antenatal fetal distress retrospectively was 31.1 % in PE. The traditional analysis of CTG parameters has showed sensitivity (72.7%) and specificity (87.1%). In addition to the conventional CTG analysis, evaluation of ECG parameters has contributed to better diagnostics of fetal distress. Sensitivity and specificity of non-invasive fetal ECG were absolutely equal in this study (100%).

CONCLUSIONThe results suggest that fetal non-invasive ECG monitoring is more objective than conventional CTG.

Cardiotocography ; methods ; Cross-Sectional Studies ; Electrocardiography ; methods ; Female ; Fetal Distress ; diagnosis ; physiopathology ; Fetal Monitoring ; Heart Rate, Fetal ; Humans ; Pre-Eclampsia ; Pregnancy ; Pregnancy Trimester, Third ; Retrospective Studies ; Sensitivity and Specificity ; Severity of Illness Index ; Ultrasonography, Doppler ; Ultrasonography, Prenatal

Umbilical cord blood (UCB)-derived mesenchymal stem cells (MSCs) have been introduced as a possible therapy in acute lung injury and acute respiratory distress syndrome (ARDS). This case history is reported of a 59-yr-old man who was treated with MSCs in the course of ARDS and subsequent pulmonary fibrosis. He received a long period of mechanical ventilation and weaning proved difficult. On hospital day 114, he underwent the intratracheal administration of UCB-derived MSCs at a dose of 1 x 10(6)/kg. After cell infusion, an immediate improvement was shown in his mental status, his lung compliance (from 22.7 mL/cmH2O to 27.9 mL/cmH2O), PaO2/FiO2 ratio (from 191 mmHg to 334 mmHg) and his chest radiography over the course of three days. Even though he finally died of repeated pulmonary infection, our current findings suggest the possibility of using MSCs therapy in an ARDS patient. It is the first clinical case of UCB-derived MSCs therapy ever reported.
Bacterial Infections/diagnosis ; Drug Resistance, Multiple, Bacterial ; Fetal Blood/*cytology ; Humans ; Male ; *Mesenchymal Stem Cell Transplantation ; Mesenchymal Stromal Cells/*cytology ; Middle Aged ; Respiratory Distress Syndrome, Adult/complications/radiography/*surgery ; Seizures/etiology ; Shock, Septic/diagnosis ; Tomography, X-Ray Computed ; Treatment Outcome