The development and progression of numerous complex human diseases have been confirmed to be associated with microRNAs (miRNAs) by various experimental and clinical studies. Predicting potential miRNA-disease associations can help us understand the underlying molecular and cellular mechanisms of diseases and promote the development of disease treatment and diagnosis. Due to the high cost of conventional experimental verification, proposing a new computational method for miRNA-disease association prediction is an efficient and economical way. Since previous computational models ignored the hubness phenomenon, we presented a novel computational model of Bipartite Local models and Hubness-Aware Regression for MiRNA-Disease Association prediction (BLHARMDA). In this method, we first used known miRNA-disease associations to calculate the Jaccard similarity between miRNAs and between diseases, then utilized a modified kNNs model in the bipartite local model method. As a result, we effectively alleviated the detriments from 'bad' hubs. BLHARMDA obtained AUCs of 0.9141 and 0.8390 in the global and local leave-one-out cross validation, respectively, which outperformed most of the previous models and proved high prediction performance of BLHARMDA. Besides, the standard deviation of 0.0006 in 5-fold cross validation confirmed our model's prediction stability and the averaged prediction accuracy of 0.9120 showed the high precision of our model. In addition, to further evaluate our model's accuracy, we implemented BLHARMDA on three typical human diseases in three different types of case studies. As a result, 49 (Esophageal Neoplasms), 50 (Lung Neoplasms) and 50 (Carcinoma Hepatocellular) out of the top 50 related miRNAs were validated by recent experimental discoveries.
BACKGROUND:The outcome of cardiopulmonary resuscitation (CPR) may depend on a variety of factors related to patient status or resuscitation management. To evaluate the factors influencing the outcome of CPR after cardiac arrest (CA) will be conducive to improve the effectiveness of resuscitation. Therefore, a study was designed to assess these factors in the emergency department (ED) of a city hospital.METHODS:A CPR registry conforming to the Utstein-style template was conducted in the ED of the First Affiliated Hospital of Wenzhou Medical College from January 2005 to December 2011. The outcomes of CPR were compared in various factors groups. The primary outcomes were rated to return of spontaneous circulation (ROSC), 24-hour survival, survival to discharge and discharge with favorable neurological outcomes. Univariate analysis and multivariable logistic regression analysis were performed to evaluate factors associated with survival.RESULTS:A total of 725 patients were analyzed in the study. Of these patients, 187 (25.8%) had ROSC, 100 (13.8%) survived for 24 hours, 48 (6.6%) survived to discharge, and 23 (3.2%) survived to discharge with favorable neurologic outcomes. A logistic regression analysis demonstrated that the independent predictors of ROSC included traumatic etiology, first monitored rhythms, CPR duration, and total adrenaline dose. The independent predictors of 24-hour survival included traumatic etiology, cardiac etiology, first monitored rhythm and CPR duration. Previous status, cardiac etiology, first monitored rhythms and CPR duration were included in independent predictors of survival to discharge and neurologically favorable survival to discharge.CONCLUSIONS:Shockable rhythms, CPR duration ≤15 minutes and total adrenaline dose ≤5 mg were favorable predictors of ROSC, whereas traumatic etiology was unfavorable. Cardiac etiology, shockable rhythms and CPR duration ≤15 minutes were favorable predictors of 24-hour survival, whereas traumatic etiology was unfavorable. Cardiac etiology, shockable rhythms, CPR duration ≤15 minutes were favorable predictors of survival to discharge and neurologically favorable survival to discharge, but previous terminal illness or multiple organ failure (MOF) was unfavorable.
Spider dragline silk is a remarkable protein fiber that
is mechanically
superior to almost any other natural or synthetic material. As a sustainable
supply of natural dragline silk is not feasible, recombinant production
of silk fibers with native-like mechanical properties and non-native
physiochemical functions is highly desirable for various applications.
Here, we report a new strategy for simultaneous functionalization
and reinforcement of recombinant spider silk fibers by confined nanoparticle
formation. First, a mimic silk protein (N16C) of spider Trichonephila clavipes was recombinantly produced
and wet-spun into fibers. Drawing the as-spun fibers in water led
to post-drawn fibers more suitable for the templated synthesis of
nanoparticles (NPs) with uniform distribution throughout the synthetic
fibers. This was exemplified using a chemical precipitation reaction
to generate copper sulfide nanoparticle-incorporated fibers. These
fibers and the derived fabric displayed a significant photothermal
effect as their temperatures could increase to over 40 °C from
room temperature within 3 min under near-infrared laser irradiation
or simulated sunlight. In addition, the tensile strength and toughness
of the nanofunctionalized fibers were greatly enhanced, and the toughness
of these synthetic fibers could reach 160.1 ± 21.4 MJ m–3, which even exceeds that of natural spider dragline silk (111.19
± 30.54 MJ m–3). Furthermore, the confined
synthesis of gold NPs via a redox reaction was shown
to improve the ultraviolet-protective effect and tensile mechanical
properties of synthetic silk fibers. These results suggest that our
strategy may have great potential for creating functional and high-performance
spider silk fibers and fabrics for wide applications.
Prevention and treatment of brain injury after cardiac arrest was an important part of cardiopulmonary resuscitation. In recent years, some index of early detection of brain injury had been used for prediction, treatment, and outcome assessment in experimental and clinical application studies. Neuroglobin is a third oxygen-carrying globin localized in neurons. [1] Recent studies have suggested that NGB is closely related to ischemic-hypoxic brain damage. [2] Hemin is an activator of neuroglobin, and can resist ischemic-hypoxic injury. [3] To investigate the brain damage and the possible protection mechanism after CPR, we established in this study the animal models of asphyxial cardiac arrest (ACA) by clamping
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