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The proposed method gave better results than the other methods using both random forest and SVM classifiers on all the datasets among all the feature selection methods.

The proposed method showed improved performance in terms of classification accuracy, Brier score and sensitivity, and hence, could be used as a novel method for gene selection to classify tissue samples into their correct classes.

The proposed method showed improved performance in terms of classification accuracy, Brier score and sensitivity, and hence, could be used as a novel method for gene selection to classify tissue samples into their correct classes.

To determine the predictability of humour styles on psychological and Somatic health of university students.

The study was carried out at COMSATS University Islamabad, Lahore Campus during the period of 1st September 2018 to 30th December, 2018. Correlation research design was used to assess the study objectives. A sample of 199 (93 females & 106 males) university students falling in age range from 18 to 26 years with mean age =21.02±1.78 years were assessed on self-report measures to Humour styles questionnaire, Physical Health Questionnaire, and Depression, Anxiety and Stress Scale.

It was found from simultaneous regression analyses that after controlling potential confounding effects due to demographic, affiliative humour was a negative predictor of stress, anxiety, and depression; while aggressive humour was a positive predictor of stress only. However, both negative humour styles, that are aggressive and self defeating humour styles, were negative predictors of somatic health.

It was concluded that relationship oriented positive humour style is a protective factor against psychological distress but negative humour styles are detrimental for physical health.

It was concluded that relationship oriented positive humour style is a protective factor against psychological distress but negative humour styles are detrimental for physical health.

To determine the diagnostic accuracy of Cannabinoids testing by LC-MS/MS in human hair and compare it with urine in civil heavy vehicle drivers.

Current study was a diagnostic accuracy study done in "Armed Forces Institute of Pathology Rawalpindi, Pakistan" from February to November 2017. Urine and hair samples were collected by non-probability convenient sampling technique from 151 heavy vehicle drivers from Punjab. Hair and urine samples were collected from each subject. Separation of compounds was performed on Agilent Poroshell and analyzed using 6460 Triple Quadrapole LC-MS along-with software Mass hunter ©.

Study population (151 civil heavy vehicle drivers) was divided into three main divisions There were 69 (46%) truck drivers,43 (28.5%) twenty-wheeler drivers and 39 (26%) bus drivers. Mean age of study participants was 36±10.82 years. Paired t-test was applied to check mean difference between the two tests' concentration (i.e urine and hair analysis for cannabis) which showed significant difference at p<0.001. Among the different factors of diagnostic accuracy in hair and urine specimens were Sensitivity (96% and 62%), Specificity (93% and 95%) Positive Predictive Value (88% and 87%), Negative Predictive Value (97% and 82%) respectively. Overall diagnostic accuracy of Cannabinoids detection in hair was 94% while in urine it was 83%. ROC curve showed area under curve of 0.79 and 0.96 for urine and hair samples respectively.

Current study signified hair as a substitute matrix owing to its non-invasive specimen collection, better diagnostic yield and wider detection period compared to urine.

Current study signified hair as a substitute matrix owing to its non-invasive specimen collection, better diagnostic yield and wider detection period compared to urine.

To find the effect of pathogenic Mitofusin 2 mutations, responsible for Charcot-Marie-Tooth hereditary neuropathy type 2A, on protein structure.

The study was conducted at department of biosciences COMSATS University Islamabad, Sahiwal campus from September 2016 to July 2017, and comprised patients with Charcot Marie-Tooth hereditary neuropathy type 2A who were divided into early-onset severe group A and late-onset mild group B. Bioinformatics and molecular analysis was done to find the changes in the protein structure caused by the mutation. Three mutations were selected in two domains of the gene. These were p. Arg94Trp, p. His165Arg and p. Thr362Met.

Of the 10 patients, 5(50%) were in each of the two groups. Change in the structure was predicted in the mutated protein at position p. Arg94Trp, and, due to the mutation, an extra alpha helix was formed in the mutated protein.

Change in the structure of protein can be in a critical position that is involved in the mitochondrial fusion process. However, further studies are required to validate and explain the findings.

Change in the structure of protein can be in a critical position that is involved in the mitochondrial fusion process. However, further studies are required to validate and explain the findings.

To compare risk factors related to medical students' failure based on gender, year of study and living away from home.

The cross-sectional, non-interventional, comparative study was conducted at a private medical college of Islamabad, Pakistan from 2015 to 2017, and comprised students who had even once scored <50% marks in their professional examinations. Data was collected using a questionnaire that was scored on a five-point Likert scale. Data was analyzed using SPSS 23.

Of the 115 students, 62(52%) were day scholars compared to 55(48%) hostellers; 64(56%) were females compared to 51(44%) males; and 50(43%) belonged to the second year. Overall, differences in terms of gender, year of study and living away from home were not significant (p>0.05).

Risk factors for poor academic performance were found to be common among all students.

Risk factors for poor academic performance were found to be common among all students.

Adult congenital heart diseases (ACHD) have distinct health care needs that require life-long care. Aminoguanidine hydrochloride in vitro Limited data is available from low-middle income countries (LMIC). This descriptive study conducted in Pakistan, aimed to assess patients and health care professionals understanding of the needs for ACHD care and the perceived barriers to care.

A telephone survey was conducted of ACHD patients. An e mail survey was sent to the paediatric and adult cardiologists of five institutions (3 public and 2 private) that provide ACHD services in Pakistan. Descriptive statistics (frequencies, mean ± SD, median) were used for data analysis.

A total of 128 ACHD patients were surveyed, 65 (51%) were females with a mean age of 29.4±10.4 years. Atrial septal defect repair was the most common surgical procedure. Mean age at surgery was 25.6±10.49 years, and a surgical follow-up period of 3.8±2.3 years. Majority (n=3, 60%) of the health care professionals (HCPs) responded that 75-100% of the ACHD surgical patients would need lifelong care, yet 10-25% return to their cardiology clinics.

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