Data-driven analytics for student reviews in China's higher vocational education MOOCs: A quality improvement perspective.

Higher vocational education is the core component of China's national education system and shoulders the mission of cultivating high-skilled and applied talents. The wide application of Massive Open Online Courses (MOOCs) has effectively improved the curriculum system of China's higher vocational education. In the meantime, some MOOCs suffer from poor course quality. Therefore, from the perspective of sustainable course quality improvement, we propose a data-driven framework for mining and analyzing student reviews in China's higher vocational education MOOCs. In our framework, we first mine multi-level student demands hidden in MOOC reviews by combining web crawlers and text mining. Then we use an artificial neural network and the KANO model to classify the extracted student demands, thereby designing effective and sustainable MOOC quality improvement strategies. Based on the real data from China's higher vocational education MOOCs, we validate the effectiveness of the proposed data-driven framework.

Health risk assessment of lead via the ingestion pathway for preschool children in a typical heavy metal polluted area.

The problems of environmental lead (Pb) pollution caused by mining activities have attracted global attention. Preschool children are vulnerable to exposure to Pb from the environment. To investigate the health risk of multiple exposures to Pb via oral ingestion (soil, water, rice, wheat, and vegetables) for preschool children in typical polluted areas, in this study, preschool children in Baiyin city were selected as the potential receptors, Pb concentrations in 28 soil samples and 33 vegetable samples were collected and measured. In addition, the Pb concentrations in local water, rice, and wheat were obtained by searching the literature. The Monte Carlo simulation was used in the uncertainty and sensitivity analysis of the parameters. Results showed that Pb concentrations in spinach, tomato, cushaw, lettuce, broad bean, pea, eggplant, and radish exceeded the standards (GB 2762-2017), and 42.86% of soil samples exceeded screening values (GB 15618-2018). The non-carcinogenic risk was as high as 3.58. Vegetables and wheat were the major contributors in the oral ingestion pathway. Furthermore, the carcinogenic risk of preschool children was 6.02E-06, which was acceptable. Monte Carlo simulations showed that health risk assessment results were most likely to be influenced by Pb concentrations in the media. In conclusion, the food safety of vegetables in soil-polluted areas deserves more attention, and certain measures should be taken to reduce the health risks to preschool children.

Assessment of heavy metal pollution and preschool children health risk in urban street dusts from different functional areas in a typical industrial and mining city, NW China.

To assess the pollution characteristics and health risks associated with street dust exposure among preschool children in typical industrial and mining areas, we analyzed heavy metal concentrations of 20 urban street dusts in commercial area (CA), residential area (RA), scientific and educational area (SEA) and industrial and mining area (IMA) from Baiyin, NW China. The average concentrations of Cr, Mn, Ni, Cu, Zn, Cd, Pb, As and Hg were 614.96, 484.25, 1757.74, 6868.86, 893.19, 77.62, 1473.99, 15.01 and 0.59 mg·kg-1, respectively. The ecological risk indexes for Cd, Cu and Hg were found as 20,075.20, 1425.07 and 1174.86, respectively, and the ecological risk was extremely high. The pollution load indexes (PLI) were > 1 for all four functional areas. The total hazard index (THI) for different functional areas were more than 1, and the main exposure pathway for children was ingestion route. Heavy metals in street dust of the IMA had the highest THI for children (43.88), and HI of Pb was being most significant (17.38). In addition, the carcinogenic risk to children via the respiratory route was acceptable. Furthermore, factor analysis and cluster analysis classified heavy metals into two groups, indicating common anthropogenic sources for Cr, Ni, Cu, Zn, Cd, Pb, As and Hg. In conclusion, urban street dusts from industrial and mining area of Baiyin, NW China were found polluted by heavy metals and the pollution would pose an obvious non-carcinogenic risk to preschool children.

Application of liquid chromatography-tandem mass spectrometry to study the effect of docetaxel on pharmacokinetics and tissue distribution of apatinib in mice.

Apatinib, a highly selective small-molecule inhibitor of vascular endothelial growth factor receptor-2 (VEGFR-2), has attracted many attentions due to its anticancer activity in various malignancies containing non-small-cell lung cancer (NSCLC). Our previous preclinical study confirmed the enhanced anti-tumor efficacy of combined treatment between apatinib and docetaxel for NSCLC. However, the effects of docetaxel on pharmacokinetics and tissue distribution of apatinib are not clear. In present study, a reliable HPLC-MS/MS method was established for determination of apatinib. This method had a good linearity in the range of 1-5000 ng/mL, and the recovery and matrix effect were 100.1-103.5%, 77.6-83.5%, respectively. Plasma exposure level of apatinib and the values of Cmax, AUC0-12h, T1/2, and MRT were not affected by multi-dose of docetaxel. The tissue distributions (kidney, heart, lung, spleen) of apatinib in combined treatment group were lower at 0.25 h but higher at 2 h, and that in intestine and liver were not significantly changed compared with control group. However, pre-treatment with docetaxel had no significant effect on AUC0-4h of apatinib in tissues in mice. In conclusion, plasma and tissues exposure levels of apatinib were not affected by long-termed treatment with docetaxel, indicating that docetaxel is less likely to increase the side effect of apatinib such as hypertension, hand-foot syndrome and so on.

Quantitative GC-MS assay of citric acid from humans and db/db mice blood serum to assist the diagnosis of diabetic nephropathy.

The early diagnosis of diabetic nephropathy (DN) is rather challenging. Our previous study suggested that citric acid is a potential marker for the early diagnosis of diabetic nephropathy in db/db mice. For the first time, in this study, a surrogate analyte of 13C6-citric acid was employed to generate calibration curves for the quantitative measurement of the endogenous citric acid in the sera of db/db mice and diabetic nephropathy patients by GC/MS after the analytes were extracted, methoximated and trimethylsilylated. The constant response factor of 13C6-citric acid versus citric acid over the linear range indicated the identical ionization efficiency of these two compounds. The full validation assessments suggested that the method is sensitive, specific, reliable, reproducible and has acceptable parameters. Statistical analysis revealed cut-off citric acid concentrations of 29.24 µg/mL with a 95% confidence interval between 32.75 and 39.16 µg/mL in the diabetic nephropathy patients and 16.74 and 22.57 µg/mL in the normal controls. The areas under the receiver operating characteristic curves indicated accuracies of over 90% for the diagnoses of early diabetic nephropathy in both humans and db/db mice, which suggests that the serum citric acid level is potentially a biomarker that could assist in the diagnosis of diabetic nephropathy.

Sensitive analysis and pharmacokinetic study of epalrestat in C57BL/6J mice.

Epalrestat is clinically applied for the management of diabetic peripheral neuropathy, yet its pharmacokinetic properties are not well understood. In this study, a rapid and sensitive LC-MS/MS method was established for assaying epalrestat in bio-samples of mice. The method was validated and it showed a good linearity over the range of 2-5000ng/mL, a precision of less than 12.3%, and recovery and matrix effects of 112.5-123.6% and 87.9-89.5%, respectively. After administration of a single dose of epalrestat administered, the exposure level of AUC0-∞ was positively dose-dependent and the mean Cmax, AUC0-12h, T1/2, and MRT were 36.23±7.39µg/mL, 29,086.5µg/Lh, 1.2h and 1.8h, respectively. Epalrestat was highly exposed in stomach, intestine, liver and kidney, and only a small amount was detected in brain, urine and feces. Multi-dose of epalrestat significantly increased MRT and apparent volume of distribution (Vd) relative to those of a single-dose.

Whole-genome sequencing of Mesorhizobium huakuii 7653R provides molecular insights into host specificity and symbiosis island dynamics.

BACKGROUND: Evidence based on genomic sequences is urgently needed to confirm the phylogenetic relationship between Mesorhizobium strain MAFF303099 and M. huakuii. To define underlying causes for the rather striking difference in host specificity between M. huakuii strain 7653R and MAFF303099, several probable determinants also require comparison at the genomic level. An improved understanding of mobile genetic elements that can be integrated into the main chromosomes of Mesorhizobium to form genomic islands would enrich our knowledge of how genome dynamics may contribute to Mesorhizobium evolution in general. RESULTS: In this study, we sequenced the complete genome of 7653R and compared it with five other Mesorhizobium genomes. Genomes of 7653R and MAFF303099 were found to share a large set of orthologs and, most importantly, a conserved chromosomal backbone and even larger perfectly conserved synteny blocks. We also identified candidate molecular differences responsible for the different host specificities of these two strains. Finally, we reconstructed an ancestral Mesorhizobium genomic island that has evolved into diverse forms in different Mesorhizobium species. CONCLUSIONS: Our ortholog and synteny analyses firmly establish MAFF303099 as a strain of M. huakuii. Differences in nodulation factors and secretion systems T3SS, T4SS, and T6SS may be responsible for the unique host specificities of 7653R and MAFF303099 strains. The plasmids of 7653R may have arisen by excision of the original genomic island from the 7653R chromosome.

Optimal body fat percentage cut-offs for obesity in Chinese adults.

Obesity results in an increased risk of metabolic syndrome (MetS) and Type 2 diabetes (T2DM). Body fat percentage (BF%) is a common index of body composition. The aim of the present study was to determine the optimal BF% cut-offs for obesity to predict MetS and T2DM in Chinese adults. The baseline study group comprised 3916 Chinese adults (age 30-70 years of age); 2033 subjects without MetS or T2DM were followed up for a maximum of 5.5 years. The BF% was estimated using bioelectrical impedance analysis. Optimal BF% cut-offs were analysed by receiver operating characteristic (ROC) curves. Binary logistic regression analysis was performed to measure the association between obesity at baseline defined by BF% and newly developed MetS and T2DM. Mean BF% levels were lower in men than in women (23.9 ± 6.1% vs 33.5 ± 7.1%, respectively; P < 0.01). For men, the optimal BF% cut-offs for the prediction of MetS and T2DM were 25.45% and 26.65%, respectively; for women, the corresponding values were 34.95% and 36.55%. Subjects with high BF% (≥ 25% in men; ≥ 35% in women) had higher risks of incident MetS or T2DM than those with low BF% (< 25% in men; < 35% in women). The relative risks were 3.43 (95% confidence intervals (CI) 2.59-4.54) and 2.92 (95% CI 1.85-4.60), respectively. The optimal BF% cut-offs for obesity for the prediction of MetS and T2DM in Chinese men and women were around 25% and 35%, respectively.

Determination of diabetic retinopathy prevalence and associated risk factors in Chinese diabetic and pre-diabetic subjects: Shanghai diabetic complications study.

BACKGROUND: The prevalence of diabetic retinopathy is not well studied in the Chinese pre-diabetic population, also known as impaired glucose regulation. Hence, we investigated the prevalence of and risk factors associated with retinopathy in diabetic and pre-diabetic subjects from Chinese communities. METHODS: A total of 3736 Chinese subjects were recruited from urban communities in Shanghai. The participants were classified as normal glucose tolerance, impaired glucose regulation (IGR) and diabetes based on the 75 g oral glucose tolerance test. The levels of diabetic retinopathy (DR) were assessed with non-mydriatic retinal photographs according to the Diabetic Retinopathy Disease Severity Scale. RESULTS: The prevalence of diabetic retinopathy in patients with diabetes and impaired glucose regulation subjects was 9.4% and 2.5%, respectively. In subjects with IGR, hypertension (odds ratio: 3.54, p = 0.028), including elevated systolic and diastolic blood pressure and obesity (odds ratio: 3.53, p = 0.028) were significantly associated with diabetic retinopathy after age and sex adjustments. The factors associated with retinopathy in diabetes included diabetes duration, blood glucose levels, glycated hemoglobin levels, and the presence of albuminuria. Diabetic retinopathy was significantly associated with fasting plasma glucose in known diabetes, whereas in newly-diagnosed subjects, diabetic neuropathy was closely correlated to postprandial plasma glucose. CONCLUSIONS: Hyperglycemia was a strong risk factor for diabetic retinopathy. In pre-diabetic subjects, diabetic retinopathy was also associated with hypertension and obesity.

Cigarette smoking increases risk for incident metabolic syndrome in Chinese men-Shanghai diabetes study.

OBJECTIVE: To determine whether smoking increases the risk for developing metabolic syndrome (MetS) in Chinese men. METHODS: A total of 693 men with no MetS at baseline were followed for 2.9-5.5 years. Subjects were divided into nonsmokers, ex-smokers, and current smokers according to baseline smoking status. RESULTS: After adjusting for age, education level, alcohol intake, fasting plasma insulin, HOMA-IR index, and BMI at baseline and weight change, current smokers were dose-dependently associated with increased risk for developing new MetS compared with nonsmokers. The odds ratio (OR) was 2.131 (95% CI, 1.264, 3.592; P<0.01) for the NCEPIII definition or 3.083 (95% CI, 1.807, 5.295; P<0.01) for the JCDCG definition of MetS. Ex-smokers who had quit for ≥13 years significantly decreased the risk for developing new MetS defined by the JCDCG definition. Compared with nonsmokers, current smokers were significantly associated with increased incidence of hypertriglyceridemia and low HDL-C. CONCLUSION: Smoking is a risk factor for developing MetS in Chinese men after adjusting for age, education level, alcohol intake, fasting plasma insulin, HOMA-IR, BMI, and weight change. This could be due to an increased incidence of dyslipidemia. Smoking cessation for >13 years decreased the risk for developing MetS defined by the JCDCG definition.

[Construction of Astragalus sinicus AD-cDNA library and identification of proteins interact with the leghemoglobin].

OBJECTIVE: The objectives of this work were (i) to construct a yeast two-hybrid AD-cDNA library of Astragalus sinicus and provide a fundamental system to screen target proteins involved symbiotic nitrogen fixation, and (ii) to isolate the target proteins interacting with the leghemoglobin. METHODS: By using the Matchmaker Library Construction & Screening Kit (Clontech), we constructed a yeast AD-cDNA library basing on the total RNA, which was isolated from the root and nodule tissues of A. sinicus at different developmental stages infected by Mesorhizobium huakuii 7653R. RESULTS: The quality examination of the AD-cDNA library showed that the transformation efficiency was 1.0 x 10(6) transformants/3 microg pGADT7-Rec DNA, and the average length of cDNA inserts was around 1.0 kb. The library was then screened with the leghemoglobin AsB2510 as bait by yeast two-hybrid system, and 26 positive clones was obtained on SD/-Leu/-Trp/-His/-Ade containing X-gal. 10 of them were individually further confirmed by resuing the plasmid, amplifying the cDNA insert and retesting the protein-interacting phenotype. CONCLUSIONS: The cDNA inserts of positive clones were sequenced and undertaken a blast analysis in NCBI database, it was found that clone LY-53 contained a tify domain and divergent CCT motif, which was an important transcription factor needs in-depth investigation.

[Prevalence of and risk factors associated with diabetic retinopathy in pre-diabetic and diabetic population in Shanghai community].

OBJECTIVE: To determine the prevalence and risk factors of diabetic retinopathy (DR) in the Diabetes Mellitus (DM) and impaired glucose regulation (IGR) population in Shanghai Community. METHODS: DR screening after the epidemiologic study of metabolic syndrome in Huayang and Caoyang Community, Shanghai was conducted among 1300 patients with DM or IGR during June 2005 and March 2006, Digital non-mydriatic fundus photography was performed for each eye in all subjects. Other factors, including diabetes related history, BMI, WHR, fasting plasma glucose, HbA1c, serum lipid and blood pressure were also assessed. 642 patients, 312 males and 330 females, aged 65 +/- 13, with complete data were enrolled into the analysis. RESULTS: The prevalence of DR was 19.9% in the diabetic population, and the prevalence of mild, moderate, severe non-proliferative retinopathy and proliferative retinopathy was 12.0%, 5.1%, 2.3% and 0.5%, respectively; the prevalence of DR in IGR reached 8.0%. Logistic regression analysis revealed that HbA1c level and diabetes duration were both independently associated with diabetic retinopathy. CONCLUSION: The prevalence of DR was high in both DM and IGR population. Bad blood glucose control and long diabetes duration both increased occurrence of DR.

Prevalence and risk factors of albuminuria and chronic kidney disease in Chinese population with type 2 diabetes and impaired glucose regulation: Shanghai diabetic complications study (SHDCS).

BACKGROUND: Diabetes is a major risk factor for the development of kidney disease. We aimed to determine the prevalence of albuminuria and chronic kidney disease (CKD) in Chinese subjects with diabetes and pre-diabetes and the risk factors for kidney disease. METHODS: An urban community-based sample of 3714 adults in Shanghai was classified into normal glucose tolerance (NGT), impaired glucose regulation (IGR) and diabetes. The estimated glomerular filtration rate (eGFR) and the urinary albumin-to-creatinine ratio (ACR) were applied to designate renal function and albuminuria, respectively. Binary logistic regression was performed to analyse the contribution of risk factors to CKD. Polynominal regression was used to determine the trends of eGFR with the increment of ACR. RESULTS: The prevalence of microalbuminuria, macroalbuminuria and CKD in subjects with diabetes was 22.8%, 3.4% and 29.6%, respectively, which was significantly higher than that in non-diabetes subjects. After adjustment for age, the odds ratio of hypertension for albuminuria and renal insufficiency (eGFR <60 mL/min/1.73 m(2,) stages 3-5 of CKD) were 1.23 (P = 0.000) and 2.55 (P = 0.000). Diabetes and cardiovascular disease (CVD) both increased the risk for albuminuria significantly, with the odds ratio of 1.22 (P = 0.04) and 1.36 (P = 0.006), respectively. Diabetes and CVD were not independent risk factor for renal insufficiency. Although the worsening trends of eGFR are similar in diabetes and IGR subjects, IGR was not a significant risk factor for albuminuria and renal insufficiency. CONCLUSION: Screening for albuminuria and eGFR is highly recommended for older patients with diabetes, hypertension and CVD to prevent end-stage kidney disease.

Risk factors for overweight and obesity, and changes in body mass index of Chinese adults in Shanghai.

BACKGROUND: Over the past two decades, the prevalence of overweight or obesity has increased in China. The aims of this study were to firstly assess the baseline prevelences and the risk factors for overweight and obesity, and secondly to detect the changes of body mass index (BMI) over a follow-up period in Chinese adults in Shanghai. METHODS: The data set of a population-based longitudinal study was analyzed. Anthropometric and biochemical data were collected for 5364 subjects (aged 25-95 years) during a period of 1998-2001. Among those individuals, 3032 subjects were interviewed and reexamined at the second survey from 2003 to 2004. Then the standardized prevalences for overweight and obesity were calculated using baseline data; the possible contributing factors of overweight and obesity were detected using binary logistic regression analysis; and the changes of BMI were evaluated after an average of 3.6-year follow-up period. RESULTS: (1) According to the WHO standard and the Chinese standard, the sex- and age-standardized prevalences were 27.5% and 32.4% for overweight, and 3.7% and 9.1% for obesity, respectively. (2) The risks of overweight and obesity differed among different age groups. Family history of obesity increased the risk of overweight and obesity by about 1.2-fold for both genders. Current male smokers had a lower risk of overweight and obesity (OR = 0.76, p < 0.05) than nonsmokers. In contrast, current male drinkers had a higher risk of overweight and obesity (OR = 1.42, p < 0.05) than nondrinkers. Compared with low-educated women, medium- and high- educated women were at lower risk of overweight and obesity, and the corresponding ORs (95% CIs) were 0.64 (0.52-0.79) and 0.50(0.36-0.68), respectively. (3) The annual changes of BMI means ranged from an increase of 0.1 kg/m2 to a decrease of 0.2 kg/m2 (by genders and age groups). Meanwhile, the BMI increase was statistically significant in the 35-44 years age group, and the BMI decrease was significant above 65 years for both genders. CONCLUSION: This study showed high prevalence of overweight and obesity in Shanghai metropolis populations. The risk factors of overweight and obesity were multifactorial and gender specific. After 3.6 years, BMI means changed slightly, BMI increased mainly in middle-aged individuals and decreased in old individuals.

[Orthogonal factor analysis on metabolic syndrome].

To elucidate the principal of orthogonal factor analysis, using an example of factor analysis of metabolic syndrome. The basic structures and the fundamental concepts of orthogonal factor analysis were introduced and data involving 1877 women aged of 35-65 years, selected from a cross-sectional study, which was conducted in 1998 - 2001 in Shanghai, were included in this study. Factor analysis was carried out using principle components analysis with Varimax orthogonal rotation of the components of the metabolic syndrome. The different components of the metabolic syndrome were not linked closely with the other components and loaded on the six different factors,which mainly reflected by the variables of obesity, blood pressure, plasma glucose, plasma insulin, triglycerides and HDL-cholesterol respectively. Six major factors of the metabolic syndrome were uncorrelated with each other and explained 86% of the variance in the original data. The factor score and total factor score for the individual could be obtained according to the component score coefficient matrix. Although the components of the metabolic syndrome were related statistically, the finding of six factors suggested that the components of the metabolic syndrome did not show high degrees of intercorrelation. As a linear method of data reduction, the mode reduced a large set of measured intercorrelation variables into a smaller set of uncorrelated factors, which explained the majority of the variance in the original variables. Factor analysis was well suited for revealing underlying patterns or structure among variables showing high degrees of intercorrelation.

[Serum lipid profile changes of the adults in Shanghai communities].

OBJECTIVE: To explore the adult lipid profile of Huayang community from 1998 to 2000 and Caoyang communities in 2001. METHODS: Representative serum samples of 5628 adults (aged 20 - 95 years) were obtained in Huayang and Caoyang communities during 1998.9 and 2001.11. Standard epidemiology questionnaire, physical check-ups and serum lipids data were analyzed. RESULTS: After standardization to Chinese census statistics of 2000, the age-and sex-standardized means of total cholesterol, HDL-C, LDL-C and triglycerides of the two communities (Huayang vs. Caoyang) were 5.01 mmol/L vs. 4.43 mmol/L, 1.28 mmol/L vs. 1.32 mmol/L, 3.37 mmol/L vs. 2.99 mmol/L, 1.97 mmol/L vs. 1.60 mmol/L respectively, and the age- and sex- standardized prevalence of dyslipidemia was 52.9% vs. 25.1%, and the prevalence for borderline dyslipidemia was 76.0% vs. 56.2%, respectively. The decreasing order of dyslipidemia prevalence of the two communities was: elevated TG, decreased HDL-C, elevated LDL-C and TC. The standardized proportions of optimal HDL-C level were only 15.7% and 16.1% in Huayang and Caoyang respectively which was much lower than these of TG, LDL and TC. CONCLUSIONS: The standardized prevalence of adult dyslipidemia and borderline dyslipidemia in the two communities were high. Dyslipidemia of the two communities was TG and decreased.