Biomineralization has intrigued researchers for decades. Although mineralization of type I collagen has been universally investigated, this process remains a great challenge due to the lack of mechanistic understanding of the roles of biomolecules. In our study, dentine was successfully repaired using the biomolecule polydopamine (PDA), and the remineralized dentine exhibited mechanical properties comparable to those of natural dentine. Detailed analyses of the collagen mineralization process facilitated by PDA showed that PDA can promote intrafibrillar mineralization with a decreased heterogeneous nucleation barrier for hydroxyapatite (HAP) by reducing the interfacial energy between collagen fibrils and amorphous calcium phosphate (ACP), resulting in the conversion of an increasing amount of nanoprecursors into collagen fibrils. The present work highlights the importance of interfacial control in dentine remineralization and provides profound insight into the regulatory effect of biomolecules in collagen mineralization as well as the clinical application of dentine restoration.
Product reviews are now widely used by individuals for making their decisions. However, due to the purpose of profit, reviewers game the system by posting fake reviews for promoting or demoting the target products. In the past few years, fake review detection has attracted significant attention from both the industrial organizations and academic communities. However, the issue remains to be a challenging problem due to lacking of labelling materials for supervised learning and evaluation. Current works made many attempts to address this problem from the angles of reviewer and review. However, there has been little discussion about the product related review features which is the main focus of our method. This paper proposes a novel convolutional neural network model to integrate the product related review features through a product word composition model. To reduce overfitting and high variance, a bagging model is introduced to bag the neural network model with two efficient classifiers. Experiments on the real-life Amazon review dataset demonstrate the effectiveness of the proposed approach.
Biomineralization of collagen fibers is regulated by non-collagenous proteins and small biomolecules, which are essential in bone and teeth formation. In particular, small biomolecules such as succinic acid (SA) exist...
Objective:
Previous studies have shown the association between menopause and dyslipidemia. This study was aimed to evaluate the effect of Chinese herbal medicine, tonifying kidney and descending turbidity (TKDT) granule, on serum lipid profiles in postmenopausal women with dyslipidemia.
Methods:
A double-blind randomized, placebo-controlled trial was conducted among 104 postmenopausal Chinese women with mild dyslipidemia. Participants were randomized into treatment group (n = 53) and control group (n = 51). The participants in the treatment group received TKDT granule once per day for 24 weeks, whereas the control group received placebo in the same manner. All participants were subjected to healthy lifestyle during the study. Serum lipid profiles, body weight, waist circumference, and safety indicators were measured both at baseline and 24 weeks after admission.
Results:
Compared with placebo, significant improvements in total cholesterol, low-density lipoprotein cholesterol, apolipoprotein-B (Apo-B), weight, and waist circumference in the TKDT group (P < 0.05) were observed after 24 weeks of treatment. Total cholesterol, low-density lipoprotein cholesterol, and Apo-B were decreased by 0.84 (0.77) mmol/L, 0.72 (0.77) mmol/L, and 0.12 (0.27) mmol/L, mean ± SD respectively. The weight, waist circumference, and body mass index were decreased by 4.07 (3.01) kg, 3.10 (2.95) cm, 1.60 (1.13), respectively. There were no significant differences in triglycerides, high-density lipoprotein cholesterol, and Apo-A between the two groups. Seven participants in the treatment group and six participants in the placebo group had mild or moderate adverse reactions.
Conclusion:
TKDT granule improved the lipid profile and reduced the related metabolic abnormalities in postmenopausal women with mild dyslipidemia based on lifestyle changes.
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