T cell receptor (TCR) antigen–specific recognition is essential for the adaptive immune system. However, building a TCR-antigen interaction map has been challenging due to the staggering diversity of TCRs and antigens. Accordingly, highly multiplexed dextramer-TCR binding assays have been recently developed, but the utility of the ensuing large datasets is limited by the lack of robust computational methods for normalization and interpretation. Here, we present a computational framework comprising a novel method, ICON (Integrative COntext-specific Normalization), for identifying reliable TCR-pMHC (peptide–major histocompatibility complex) interactions and a neural network–based classifier TCRAI that outperforms other state-of-the-art methods for TCR-antigen specificity prediction. We further demonstrated that by combining ICON and TCRAI, we are able to discover novel subgroups of TCRs that bind to a given pMHC via different mechanisms. Our framework facilitates the identification and understanding of TCR-antigen–specific interactions for basic immunological research and clinical immune monitoring.
Background: Postpartum hemorrhage (PPH) is a leading cause of maternal morbidity and mortality worldwide but the incidence and its risk factors in China is limited. The objective of this study is to investigate the incidence and the risk factors of PPH in Chinese women.Methods: A multi-center retrospective study of pregnant women at ≥28 weeks of gestation was conducted. Logistic regression was used to identify potential risk factors of PPH and receiver operating characteristic curve was used to evaluate the predictive performance of the identified risk factors. Subgroup analysis focusing on the number of fetus and the mode of delivery was conducted.Results: A total of 99,253 pregnant women were enrolled and 804 (0.81%) experienced PPH. The subgroup analysis revealed that the incidence of PPH was 0.75, 2.65, 1.40, and 0.31% in singletons, twin pregnancies, cesarean sections, and vaginal deliveries, respectively. Placenta previa and placenta accreta were the predominant risk factors of PPH in the overall population and all subgroups. A twin pregnancy was a risk factor for PPH regardless of the mode of delivery. Obesity, and multiparity were risk factors for PPH in both singletons and cesarean section cases, but the latter predicted a reduced probability of PPH in vaginal deliveries. Macrosomia was associated with increased risk of PPH in singletons or vaginal deliveries. In women who delivered vaginally, preeclampsia was associated with a higher risk of PPH. The areas under the curve for the overall cohort, singletons, twin pregnancies, cesarean section cases, and vaginal deliveries were 0.832 (95% confidence interval [CI] 0.813–0.851), 0.824 (95% CI 0.803–0.845), 0.686 (95% CI 0.617–0.755), 0.854 (95% CI 0.834–0.874), and 0.690 (95% CI 0.646–0.735), respectively.Conclusions: The risk factors of PPH varied slightly based on the number of fetuses and the mode of delivery, while placenta previa and placenta accreta were the two major risk factors. A combination of the identified risk factors yielded a satisfactory predictive performance in determining PPH in the overall cohort, singletons pregnancies, and women who delivered by cesarean section, whereas the performance was moderate in twin pregnancies and in women delivering vaginally.
Introduction: More than 42 million people are estimated to suffer from valvular heart disease (VHD) worldwide with a prevalence of 5.3% to 7.7% in the Chinese adult population. The purpose of this study was to examine the associations between symptoms, hope, self-management behaviors, and quality of life (QOL) for preoperative patients with symptomatic VHD in a rural area of China. Method: This was a descriptive comparative study that took place in Nanning, China, between January 2015 and March 2016. The sample was 128 preoperative patients with symptomatic VHD. Data were collected using the Symptom Distress Questionnaire, Herth Hope Index, Self-Management Scale, and Minnesota Living with Heart Failure Questionnaire. Results: Data from 122 patients were included in the final analysis. Mean scores of hope, self-management, and QOL were 36.71, 55.27, and 55.56. Worse total scores of symptom severity ( r = 0.57 to 0.69, p < .001) and self-management behaviors ( r = −0.22 to −0.25, p < .05) were associated with poorer QOL. Fatigue, loss of appetite, and self-management behaviors explained 49.90% variance of QOL ( p < .001). Discussion: Fatigue, loss of appetite, and self-management influenced QOL of patients with symptomatic VHD. Interventions aimed at strengthening self-management and relieving symptoms should be tailored for patients with symptomatic VHD base on their traditional animist belief and food culture in rural areas of China such as the Zhuang Autonomous Region.
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