Prediction of cyanotic and acyanotic congenital heart disease using machine learning models

BACKGROUND Congenital heart disease is most commonly seen in neonates and it is a major cause of pediatric illness and childhood morbidity and mortality.AIM To identify and build the best predictive model for predicting cyanotic and acyanotic congenital heart disease in children during pregnancy and identify their potential risk factors.METHODS The data were collected from the Pediatric Cardiology Department at Chaudhry Pervaiz Elahi Institute of Cardiology Multan,Pakistan from December 2017 to October 2019.A sample of 3900 mothers whose children were diagnosed with identify the potential outliers.Different machine learning models were compared,and the best-fitted model was selected using the area under the curve,sensitivity,and specificity of the models.RESULTS Out of 3900 patients included,about 69.5%had acyanotic and 30.5%had cyanotic congenital heart disease.Males had more cases of acyanotic(53.6%)and cyanotic(54.5%)congenital heart disease as compared to females.The odds of having cyanotic was 1.28 times higher for children whose mothers used more fast food frequently during pregnancy.The artificial neural network model was selected as the best predictive model with an area under the curve of 0.9012,sensitivity of 65.76%,and specificity of 97.23%.CONCLUSION Children having a positive family history are at very high risk of having cyanotic and acyanotic congenital heart disease.Males are more at risk and their mothers need more care,good food,and physical activity during pregnancy.The best-fitted model for predicting cyanotic and acyanotic congenital heart disease is the artificial neural network.The results obtained and the best model identified will be useful for medical practitioners and public health scientists for an informed decision-making process about the earlier diagnosis and improve the health condition of children in Pakistan.

An EGLN1 mutation may regulate hypoxic response in cyanotic congenital heart disease through the PHD2/HIF-1A pathway

Cyanotic congenital heart disease(CCHD),a term describing the most severe congenital heart diseases are characterized by the anatomic malformation of a right to left shunt.Although the incidence of CCHD are far less than the that of congenital heart diseases(CHD),patients with CCHD always present severe clinical features such as hypoxia,dyspnea,and heart failure.Chronic hypoxia induces hypoxemia that significantly contributes to poor prognosis in CCHD.Current studies have demonstrated that the prolyl-4-hydroxylase2(PHD2,encoded by EGLN1)/hypoxia-inducible factor-1A(HIF-1A)pathway is a key regulator of hypoxic response.Thus,we aim to assess the associations of single polymorphisms(SNPs)of the EGLN1 gene and hypoxic response in CCHD.A missense variant of EGLN1 c.380G>C(rs1209790)was found in 46 patients(46/126),with lower hypoxia incidence and higher rate of collateral vessel formation,compared with the wild type(P<0.05).In vitro experiments,during hypoxia,EGLN1 mutation reduced EGLN1 expression compared with the wild type,with higher HIF-1A,VEGF and EPO expression levels in the mutant.No difference in HK1 expression was observed between the mutant and wild type.CCHD patients with c.380G>C showed improved response to hypoxia compared with the wild-type counterparts.The EGLN1 c.380G>C mutation improves hypoxic response through the PHD2/HIF-1A pathway,which may provide a molecular mechanism for hypoxic response in CCHD.The effects of the EGLN1 c.380G>C mutation on CCHD prognosis deserve further investigation.

Role of Surgery on Growth of Tricuspid Valve in Pulmonary Atresia with Intact Ventricular Septum:Mid-Term Results of Modified Right-Ventricular Overhauling Procedure

Objectives:To access the effectiveness of our modified right-ventricular overhauling procedure on tricuspid valve(TV)growth in patients with pulmonary atresia with intact ventricular septum(PAIVS).Methods:We retrospectively reviewed 21 patients with PAIVS who underwent modified right ventricular overhauling(mRVoh)between 2008 and 2019 at two institutions.Our mRVoh consisted of wide resection of hypertrophied infundibular and trabecular muscle,peeling off fibrotic endocardial tissue in the right ventricle(RV)cavity,surgical pulmonary valvotomy,and Blalock-Taussig shunt or banding of ductus arteriosus under cardiopulmonary bypass.The TV annulus sizes were measured and analyzed using echocardiography before and after mRVoh.Results:No mortalities were observed during a median follow-up of 3 years(interquartile range:1.3–4.7 years)of follow-up were noted.mRVoh was performed at a median age of 163.5 days(range:21–560 days),including seven neonates and two infants(<60 days).During follow-up,the median TV annular z-score increased significantly from−2.24 to−1.15 before and after mRVoh(p=0.004).In ten patients with a prior history of percutaneous interventions for RV outflow tract(RVOT)widening at least 6 months before mRVoh,the TV annular z-score significantly changed during the period after mRVoh(−2.03 to−1.61,p=0.028)compared with the period before mRVoh(−2.51→–2.03,p=0.575)after percutaneous intervention only.Conclusions:mRVoh in PAIVS patients was positively associated with TV annular growth,and it was more effective than percutaneous RVOT widening interventions without mRVoh.

Anesthetic management of a child with double outlet right ventricle and severe polycythemia: A case report

BACKGROUND Double outlet right ventricle(DORV)is a rare and complex congenital heart defect,and the surgical repairs vary with type and pathophysiology consequences.Due to prolonged progressive hypoxemia,severe polycythemia is common in patients with DORV,which ultimately leads to coagulation dysfunction and increases the risk of thrombosis and infarction.Consequently,the anesthetic management is challenging and how to manage severe polycythemia and avoid hypoxia-related complications in such patients is of great significance.CASE SUMMARY Herein,we report the anesthetic management of a 10-year-old female patient with a DORV.She lived in the low-oxygen Qinghai-Tibet Plateau,and presented with severe polycythemia(hemoglobin,24.8 g/dL;hematocrit,75%).She underwent a modified Fontan surgery,which was satisfactory and without any perioperative complications.Our anesthetic management highlights the importance of perioperative hemodilution in decreasing the risk of thromboembolism and the importance of correcting coagulopathy in preventing hemorrhage.CONCLUSION Anesthetic management is challenging in rare cyanotic congenital heart disease patients with severe polycythemia.It is important to adopt perioperative hemodilution and correction of coagulopathy in preventing thrombosis and hemorrhage.