Surgery is the only long-lasting effective treatment for morbid obesity. Prediction on successful weight loss after surgery by data mining technologies is lacking. We analyze the available ...information during the initial evaluation of patients referred to bariatric surgery by data mining methods for predictors of successful weight loss.
249 patients undergoing laparoscopic mini-gastric bypass (LMGB) or adjustable gastric banding (LAGB) were enrolled. Logistic Regression and Artificial Neural Network (ANN) technologies were used to predict weight loss. Overall classification capability of the designed diagnostic models was evaluated by the misclassification costs.
We studied 249 patients consisting of 72 men and 177 women over 2 years. Mean age was 33 +/- 9 years. 208 (83.5%) patients had successful weight reduction while 41 (16.5%) did not. Logistic Regression revealed that the type of operation had a significant prediction effect (P = 0.000). Patients receiving LMGB had a better weight loss than those receiving LAGB (78.54% +/- 26.87 vs 43.65% +/- 26.08). ANN provided the same predicted factor on the type of operation but it further proposed that HbAlc and triglyceride were associated with success. HbAlc is lower in the successful than failed group (5.81 +/- 1.06 vs 6.05 +/- 1.49; P = NS), and triglyceride in the successful group is higher than in the failed group (171.29 +/- 112.62 vs 144.07 +/- 89.90; P = NS).
Artificial neural network is a better modeling technique and the overall predictive accuracy is higher on the basis of multiple variables related to laboratory tests. LMGB, high preoperative triglyceride level, and low HbAlc level can predict successful weight reduction at 2 years.
In recent years, many companies have started to launch "retro" edition products. This study introduces Air Jordan retro shoes as the experimental case and uses a questionnaire survey to determine ...whether the product attributes and brand awareness have influence on consumers. In addition, we consider product knowledge as a moderator to examine whether product knowledge has a moderating effect between the two independent variables (product attributes and brand awareness) and consumers. The results of this study are, as follows: 1. Regarding product attributes, expressive performance can make consumers have higher purchase intention and perceived value than instrumental performance. 2. Brand awareness has a significantly positive relation with purchase intention and perceived value. 3. Product knowledge has no moderating effect between product attributes and consumers. 4. Product knowledge has no moderating effect between brand awareness and consumers.
This study uses Spotify as the main brand, and aims to investigate the effects of different product categories (hedonic products /utilitarian products), brand alliance fitness, and locus of control ...on customer's brand attitude and purchase intention. A total of 309 valid samples were collected. The results show that the different product categories of cooperative brands affect customer's brand attitude and purchase intention, especially for hedonic products. And locus of control has moderating effects in some cases. Based on the results, this study proposes marketing practice suggestion for Spotify about choosing cooperation brand and some recommendation for the future research.
IntroductionRapid detection of Shiga toxin-producing Escherichia coli (STEC) enables appropriate treatment. Numerous commercially available molecular tests exist, but they vary in clinical ...performance. This systematic review aims to synthesise available evidence to compare the clinical performance of enzyme immunoassay (EIA) and nucleic acid amplification tests (NAATs) for the detection of STEC.Methods and analysisThe following databases will be searched employing a standardised search strategy: Medline, Embase, Cochrane CENTRAL Register of Controlled Trials, Cochrane Database of Systematic Reviews, PubMed, Scopus and Web of Science. Grey literature will be searched under advice from a medical librarian. Independent reviewers will screen titles, abstracts and full texts of retrieved studies for relevant studies. Data will be extracted independently by two reviewers, using a piloted template. Quality Assessment of Diagnostic Accuracy Studies-2 will be employed to assess the risk of bias of individual studies, and the quality of evidence will be assessed with the Grading of Recommendations Assessment, Development and Evaluation approach. A bivariate random-effects model will be used to meta-analyse the sensitivity and specificity of commercial STEC diagnostic tests, and a hierarchical summary receiver operator characteristic curve will be constructed. Studies of single test accuracy of EIA and NAATs and studies of comparative accuracy will be analysed separately.Ethics and disseminationEthics approval was not required for this systematic review and meta-analysis. Findings will be disseminated in conferences, through a peer-reviewed journal and via personal interactions with relevant stakeholders.PROSPERO registration numberCRD42018099119.
Obesity is a chronic inflammatory condition, with related steatohepatitis and liver fibrosis. The authors analyzed the hepatic histopathology in morbidly obese patients and predictors of concurrence ...of clinical and/ or histopathologic findings of steatohepatitis with other forms of chronic liver disease.
The histopathologic findings in the liver of 160 patients who were undergoing laparoscopic gastric bypass or gastric banding for morbid obesity, were examined. Clinical data (gender, age, BMI and associated diseases) and laboratory evaluation were obtained from the patient records. The degree of steatosis, ballooning degeneration, lobular inflammation and fibrosis were determined and scored.
Among the patients, 62.5% (n=100) were females and 37.5% (n=60) were males, age 27 +/- 12 years, with mean BMI 43 +/- 5.8 kg/m(2). 63, 54, 26, 15 and 2 patients were diagnosed as non-nonalcoholic steatohepatitis (non-NASH), NASH, chronic hepatitis B (CHB), alcoholic steatohepatitis and chronic hepatitis C (CHC), respectively. The prevalence of NASH was 33.8%, of which 5 patients (9.2%) had bridging fibrosis, but no cirrhosis was found in the NASH group. The prevalence of CHB was 16.3%, of which 3 patients (11.6%) had bridging fibrosis and/or cirrhosis. Multivariate analysis showed an association between steatosis and AST, ALT, GGT, C-peptide, insulin, HOMA-IR and adiponectin. The predictors of ballooning degeneration were serum sugar and AST, whereas the predictors of lobular inflammation were AST and ALT. There was a trend toward a correlation between abnormal liver function, insulin resistance, steatosis, liver cell injury and Mallory body in the NASH population. BMI, C-peptide, steatosis, ballooning degeneration and portal inflammation were significantly different between NASH and CHB groups, but only steatosis and ballooning degeneration were independent factors of NASH compared with CHB group after multivariate analysis. Overall, AST, AST/ALT ratio, uric acid and portal inflammation were independently associated with advanced fibrosis, while only Mallory body (P=0.033) and portal inflammation (P=0.015) were significantly different between mild-moderate fibrosis and advanced fibrosis in the NASH patients.
Hepatic steatosis, features of metabolic syndrome and liver cell injuries were common in morbidly obese patients. Abnormal liver function and portal inflammation were related to hepatic fibrosis. The coexistance of clinical and histologic features of steatohepatitis with another chronic liver disease may reflect the biological significance of the chronic inflammatory condition in the obese population, which requires further investigation.
Bariatric surgery is the only proven method that produces sustained weight loss. We aimed to investigate the Gastrointestinal Quality of Life Index (GIQLI) differences between obese patients ...following laparoscopic mini-gastric bypass (LMGB), laparoscopic adjustable gastric banding (LAGB) and laparoscopic sleeve gastrectomy (LSG) in this study.
From December 2005 to December 2007, we enrolled 152 patients who received bariatric surgery, including 41 men and 111 women, mean age 32.6±9.4 years and mean BMI 37.4±7.9kg/m2 (range 32.0-64.9). Clinical characteristics and quality of life were analyzed.
One year after bariatric surgery, the mean general score of GIQLI improved significantly (p=0.000). All patients had improvement in three domains of the questionnaire (social function, physical status and emotional status) but not in gastrointestinal symptoms. The preoperative general score was 105.9±15.4 points in LMGB group, 110.9±14.8 points in LAGB group and 99.0±19.8 points in LSG group, respectively. Despite a significant difference between three groups regarding preoperative GIQLI scores (p=0.001), the 1-year results failed to show any significant difference in a comparison of postoperative GIQLI scores (p=0.082).
In conclusion, our study has demonstrated significant improvement in quality of life 1-year after laparoscopic bariatric surgery. The improvement of GIQLI scores in three domains of social function, physical status and emotional status can be offered to obese patients before surgery.
Anemia is the most common nutritional deficiency after bariatric surgery. The predictors of anemia have not been clearly identified. This issue is useful for selecting an appropriate surgery ...procedure for morbid obesity.
From December 2000 to October 2007, a retrospective study of 442 obese patients after bariatric surgery with two years' follow-up data was conducted. Anemia was defined by hemoglobin (Hb) under 13mg/dL in male and 11.5mg/dL in female. We analyzed the clinical information and laboratory data during the initial evaluation of patients referred to bariatric surgery for predictors of anemia development after surgery. All data were analyzed by using multivariate adaptive regression splines (MARS) method.
Of the patients, the mean age was 30.8±8.6 years; mean BMI was 40.7±7.8kg/m2 and preoperative mean hemoglobin (Hb) was 13.7±1.5g/ dL. The prevalence of anemia increased from preoperatively 5.4% to 38.0% two years after surgery. Mean Hb was significantly lower in patients receiving gastric bypass than in restrictive type surgery (11.9mg/dL vs. 13.1mg/dL, p=0.040) two years after surgery. Besides, the preoperative optimal value of hemoglobin to predict future anemia in MARS model is 15.6mg/dL.
The prevalence of anemia increased to 38.0% two years after bariatric surgery. We obtained an optimal preoperative value of hemoglobin 15.6mg/dL to predict postoperative anemia, which was important in preoperative assessment for bariatric surgery. Patients undergone gastric bypass surgery developed more severe anemia than gastric banding or sleeve gastrectomy.
Without employing protection and deprotection processes, two series of triazine-based dendrons were efficiently prepared by a convergent method and fully characterized; their physical properties, ...including acidic, thermal, electrical, and optical stabilities were also studied.
The effectiveness of laparoscopic sleeve gastrectomy (LSG) in measuring the quality of life (QOL) and personality in obese patients has not been previously investigated. This study aims to ...investigate different clinical outcome variables, the relationships between quality of life and different personality one-year after LSG in obese patients.
Sixty-one consecutive obese patients (49 females) who underwent LSG were evaluated for clinical characteristics after weight reduction. Chinese Personality Assessment Inventory and Gastrointestinal Quality-of-Life Index (GIQLI) were analyzed.
One year after LSG, mean body weight (BW), mean body mass index (BMI) and excess weight loss (EWL) were 66.5±13.6kg, 24.4±4.4kg/m2 and 88.1±32.5%, respectively. Metabolic syndrome decreased from 45.1% to 9.8%. The significant variables were systolic blood pressure, fasting glucose, triglyceride, uric acid, aspartate aminotransferase, alanine aminotransferase, insulin, high sensitivity C-reactive protein, HbA1c, C-peptide and HOMA. All patients demonstrated improvement in two domains of the questionnaire (physical status and emotion status), but not in gastrointestinal symptoms. Although the 'Agreeableness' dimension of Chinese personality had a lower presenting BMI (23.9kg/m2) and better excess weight loss (88.0%), this group showed less improvement in gastrointestinal symptoms and had poorer physical status.
LSG provided meaningful weight loss and improvement in quality of life. Chinese personality was the predictor of weight loss and GIQLI.
Bariatric surgery is the only long-lasting effective treatment to reduce body weight in morbid obesity. Previous literature in using data mining techniques to predict weight loss in obese patients ...who have undergone bariatric surgery is limited. This study used initial evaluations before bariatric surgery and data mining techniques to predict weight outcomes in morbidly obese patients seeking surgical treatment.
251 morbidly obese patients undergoing laparoscopic mini-gastric bypass (LMGB) or adjustable gastric banding (LAGB) with complete clinical data at baseline and at two years were enrolled for analysis. Decision Tree, Logistic Regression and Discriminant analysis technologies were used to predict weight loss. Overall classification capability of the designed diagnostic models was evaluated by the misclassification costs.
Two hundred fifty-one patients consisting of 68 men and 183 women was studied; with mean age 33 years. Mean +/- SD weight loss at 2 year was 74.5 +/- 16.4 kg. During two years of follow up, two-hundred and five (81.7%) patients had successful weight reduction while 46 (18.3%) were failed to reduce body weight. Operation methods, alanine transaminase (ALT), aspartate transaminase (AST), white blood cell counts (WBC), insulin and hemoglobin A1c (HbA1c) levels were the predictive factors for successful weight reduction.
Decision tree model was a better classification models than traditional logistic regression and discriminant analysis in view of predictive accuracies.
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