Developing a machine learning model for accurate nucleoside hydrogels prediction based on descriptors.

Supramolecular hydrogels derived from nucleosides have been gaining significant attention in the biomedical field due to their unique properties and excellent biocompatibility. However, a major challenge in this field is that there is no model for predicting whether nucleoside derivative will form a hydrogel. Here, we successfully develop a machine learning model to predict the hydrogel-forming ability of nucleoside derivatives. The optimal model with a 71% (95% Confidence Interval, 0.69-0.73) accuracy is established based on a dataset of 71 reported nucleoside derivatives. 24 molecules are selected via the optimal model external application and the hydrogel-forming ability is experimentally verified. Among these, two rarely reported cation-independent nucleoside hydrogels are found. Based on their self-assemble mechanisms, the cation-independent hydrogel is found to have potential applications in rapid visual detection of Ag+ and cysteine. Here, we show the machine learning model may provide a tool to predict nucleoside derivatives with hydrogel-forming ability.

Rapid detection of phenytoin sodium by partial-least squares and linear regression models combined with surface-enhanced Raman spectroscopy.

Surface-enhanced Raman spectroscopy (SERS) for quantitative analysis is challenging owing to the unstable enhanced effect. However, it can be improved by combining it with chemometrics. In this study, we established a quantitative analysis method for phenytoin sodium (PS) based on partial least-squares (PLS) and linear regression (LR) models combined with SERS. Gold nanoparticles (AuNPs) were optimally enhanced substrates for PS. 180 PS samples in the concentration range of 0.98 - 980 µg mL-1 were used to establish a quantitative prediction model by PLS regression, and an accurate and robust prediction was achieved. Furthermore, we found that SERS peak intensity showed a good linear correlation with the concentration of PS in the concentration range of 1 - 80 µg mL -1. After using P-mercaptobenzoic acid as an internal standard, the accuracy and precision of the LR model were significantly improved compared with that of the model without an internal standard. In general, PLS chemometrics and LR model with internal standard which were combined with SERS in this paper provide new possible analytical methods for analytes to develop a rapid and sensitive quantitative analysis method.

A simple method for fabricating drugs containing a cis-o-diol structure into guanosine-based supramolecular hydrogels for drug delivery.

Supramolecular hydrogels are attractive biomaterials for local drug delivery owing to their excellent self-healing, injectable, biodegradable, and biocompatible properties. However, traditional drug-loading approaches based on non-covalent encapsulation and covalent bonding have shown problems such as rapid or difficult drug release, complex reaction processes, low reaction efficiency, and decreased drug activity. Therefore, there is a need to find a simple and efficient method to load drugs into hydrogels, which possess stable drug release ability without impairing drug efficacy. In this study, we introduce dynamic borate ester bonds via a simple one-pot method to load cis-o-diol-containing drugs into guanosine (G)-based supramolecular hydrogels. The experimental results confirm that the dynamic covalent borate ester bonds are formed based on the cis-o-diol groups of the drug and the G in these hydrogels. Meanwhile, the as-prepared G-based hydrogels not only possess self-healing properties and injectability but also have satisfactory biodegradability and biocompatibility. Additionally, the drug can be released from the G-based hydrogel according to the pH-responsive cleavage of the borate ester bonds without affecting drug activity. Overall, these results indicate that the simple one-pot method of utilizing the dynamic borate bond can provide a valuable reference for the design of hydrogel dosage forms.

Polymer/lipid interplay in altering in vitro supersaturation and plasma concentration of a model poorly soluble drug.

Supersaturation drug delivery system (SDDS) based on amorphous solid dispersion (ASD) is a widely used strategy to improve oral absorption of poorly water-soluble drugs by achieving a supersaturated state where drug concentration is significantly higher than drug solubility. However, dissolved drugs tend to recrystallize in gastrointestinal (GI) tract if without effective stabilizing excipients. In this paper, well-recognized polymer (polyvinylpyrrolidone, PVP) and lipid (phosphatidylcholine, PC) excipients are combined as ASD carrier, aiming at investigating the effects on evolution of in vitro supersaturation and in vivo plasma concentration of a model poorly soluble drug indomethacin (IND). Fundamental aspects including polymer/lipid composition ratio, drug loading (DL) degree and administration dose were investigated. The in vitro dissolution profiles of ASDs were assessed by supersaturation degree, duration, maximum achievable drug concentration and dose-normalized efficiency, and correlated with in vivo pharmacokinetic data. Results showed that both in vitro and in vivo concentration-time profiles of IND were significantly varying with abovementioned factors. Solution viscosity, solid-state properties and morphology of ASDs were related to the results. This study revealed fundamental mechanisms of PVP/PC mixture effect on IND supersaturation and oral bioavailability, demonstrating that polymer/lipid mixture could be used as a promising carrier to alter supersaturation profile and oral bioavailability of SDDS products.

A novel strategy to evaluate the quality of herbal products based on the chemical profiling, efficacy evaluation and pharmacokinetics.

The purpose of this study was to establish a chemical profiling method to compare the chemical composition of herbal products by using extracts of Belamcandae Rhizoma(EBR) extracted with different polarity solvent as an example, and evaluate the quality of EBR based on the analysis of chemical profiling, efficacy evaluation and pharmacokinetics. As seen from the results of chemical profiling, the PCA and PLS-DA score plot indicated that the dots of Belamcandae Rhizoma water extracts were separated from ethanol extracts obviously, which suggested significant differences of chemical profiling existing in the different solvent extracts. The PCA and PLS-DA loading plot illustrated that the main compounds contributing to chemical profiling differences were tectoridin(TD), iristectorin B(IT B), iridin(ID), tectorigenin(TG), irigenin(IG), iristectorigein A(IG A), dichotomitin(DT) and irisflorentin(IF). Furthermore, the results of HPLC analysis demonstrated that the contents of these main compounds in ethanol extracts were significantly higher than that in water extracts (P < 0.01). Both the pharmacological and hematoxylin-eosin staining studies indicated that the ethanol extracts of Belamcandae Rhizoma had a better therapeutic effect than water extracts in oral ulcer model rats (P<0.01). It is suggested that the ethanol extracts were beneficial to the absorption and bioavailability of TG which was one of the most important bioactive compounds of Belamcandae Rhizoma in pharmacokinetic study in rats. This work provided a novel method to optimize the extraction process of EBR and related herbal products. Compared with the conventional chemical fingerprint methodology, the approach proposed above is not only a powerful tool to identify efficacy-related components for the quality evaluation, but also can be used to predict the therapeutic efficacy of herbal products.

[Self-made pygal cloth sling for the treatment of congenital dislocation of hip in infants].

OBJECTIVE: To investigate the early clinical detection and new method for the treatment of congenital dislocation of hip in infants. METHODS: From 2006 to 2010, 95 infants with congenital dislocation of hip were treated with self-made pygal cloth sling, including 25 males and 70 females, with an average age of 3.2 months old ranging from 0 to 6 months. Some patients were detected incidentally for the symptoms like asymmetric muscle strength or lower limbs range of motion, and all the patients got diagnosed with dislocation. RESULTS: After the treatment, all of the patients received outpatient view once a month and taken X-ray examination bimonthly. Pygal cloth sling was removed after 2 months. According to the assessment criteria made by LIU Yuan-zhong, 90 patients got an excellent result, 2 good, 2 fair and 1 poor. CONCLUSION: Treatment of congenital dislocation of hip in infants with self-made pygal cloth sling promotes the development of acetabulum and femoral head, and worthy further clinical applications.