An Empirical Model to Predict the Diabetic Positive Using Stacked Ensemble Approach.

Today, disease detection automation is widespread in healthcare systems. The diabetic disease is a significant problem that has spread widely all over the world. It is a genetic disease that causes trouble for human life throughout the lifespan. Every year the number of people with diabetes rises by millions, and this affects children too. The disease identification involves manual checking so far, and automation is a current trend in the medical field. Existing methods use a single algorithm for the prediction of diabetes. For complex problems, a single model is not enough because it may not be suitable for the input data or the parameters used in the approach. To solve complex problems, multiple algorithms are used. These multiple algorithms follow a homogeneous model or heterogeneous model. The homogeneous model means the same algorithm, but the model has been used multiple times. In the heterogeneous model, different algorithms are used. This paper adopts a heterogeneous ensemble model called the stacked ensemble model to predict whether a person has diabetes positively or negatively. This stacked ensemble model is advantageous in the prediction. Compared to other existing models such as logistic regression Naïve Bayes (72), (74.4), and LDA (81%), the proposed stacked ensemble model has achieved 93.1% accuracy in predicting blood sugar disease.

Safety assesment of Bacillus clausii UBBC07, a spore forming probiotic.

Probiotics are vital bacteria that colonize the intestine and modify its microflora with benefits for the host. Very few members of the Bacillus group are recognized as safe for use and hence only a few strains are available as commercial preparations for application in humans and animals. Acute and subacute studies in rats were conducted to establish safety of Bacillus clausii (B. clausii) UBBC07. In the acute toxicity study, the oral LD50 for B. clausii UBBC07 was found to be >5000 mg/kg (630 billion cfu/kg) body weight. The NOAEL for B. clausii UBBC07 was found to be 1000 (126 billion cfu) mg/kg body weight/day by oral route in the subacute toxicity study. There were no significant differences between control and treated groups in any of the endpoints assessed using an OECD443 or OECD407 protocol. B. clausii UBBC07 was found to be resistant to three antibiotics -clindamycin, erythromycin and chloramphenicol. Analysis of the whole genome sequence of B. clausii UBBC07 revealed that the antibiotic resistance genes are present in chromosomal DNA which is intrinsic and not transferable. Toxin genes were also found to be absent. These results suggest consumption of B. clausii UBBC07 is safe for humans.

Pigmented Paget's disease of nipple: A diagnostic challenge on cytology.

Paget's disease is a rare form of breast cancer often associated with an underlying ductal carcinoma in situ or invasive cancer. A 47-year-old female patient presented with bleeding from the left nipple since 4 months. Imprint smears from the lesion showed pleomorphic malignant epithelial cells in singles and in small clusters, many of them containing dark brown cytoplasmic pigment granules. There was no palpable breast lump or axillary lymph node enlargement. Based on the physical examination and cytological features, a diagnosis of malignant melanoma with a differential of Paget's disease of the nipple was made. Biopsy showed features of Paget's disease and immunohistochemistry was positive for HER-2/neu, negative for HMB-45 and S-100, thus confirming the diagnosis. This case has been reported to emphasize the fact that Paget's cells can contain imbibed brown cytoplasmic pigment and should not be mistaken for melanoma cells on cytology smears.

Solitary intramammary schwannoma mimicking phylloides tumor: Cytological clues in the diagnosis.

A 30-year-old woman presented with a huge exophytic lobulated mass in the right breast, clinically and radiologically resembling phylloides tumor. Fine needle aspiration cytology smears showed clusters and singly scattered spindle cells along with structures reminiscent of verocay bodies. However, the epithelial elements were absent. A cytological diagnosis of benign mesenchymal spindle cell lesion, suggestive of schwannoma was rendered. Subsequent histopathological examination and strong S-100 positivity of tumor cells on immunohistochemistry confirmed the diagnosis.Breast is an uncommon location for benign schwannoma. The present case describes the unusual clinical picture, highlights cytological features and discusses the differential diagnoses of schwannoma from other benign spindle cells lesions of the breast on cytology smears.

Clinical and aetiological profile of hepatoma at a tertiary care centre.

Hepatocellular carcinoma (HCC) is one of the most common cancers in the world. Infection with the hepatitis B virus (HBV) is one of the high-risk factors for the development of HCC, particularly in Asia and Africa. Other risk factors include hepatitis C virus (HCV) infection and, to a certain extent, exposure to a liver-specific carcinogen such as aflatoxin B, and alcohol consumption. In the present retrospective study, we analysed the clinical profile and aetiological role of HBV and HCV in HCC. A total of 40 cases of HCC (33 males and 7 females, age range 22-80 years) were seen from January 1999 to June 2001 at our institute. A detailed history of age, sex, past history of liver disease, clinical symptoms and presenting complaints was recorded. The most common presenting complaints were abdominal distention, pedal oedema and pain abdomen. Underlying cirrhosis of the liver was seen in 30 cases (75%), Child's A in 6, Child's B in 11 and Child's C in 13 cases. A history of alcoholism was present in 6 patients. All the patients were tested for HBsAg and anti-HCV by ELISA. HBsAg and anti-HCV was positive in 19 (47.5%) and 8 patients (20%), respectively. The diagnosis in the majority of cases was derived by FNAC and in a few by imaging techniques plus alfa-fetoprotein (AFP) evaluation. The diagnosis was confirmed by FNAC in 34, CT scan and AFP in 2, and ultrasound abdomen and AFP in 4 cases. We conclude that viral infection (HBV > HCV) is still a major aetiological factor and the incidence of HCV infection appears to be increasing. The majority of the cases of HCC studied had a cirrhotic background.

Kinetics and mechanism of protection of adenine from sulphate radical anion by caffeic acid under anoxic conditions.

The rates of photo-oxidation of adenine in the presence of peroxydisulphate (PDS) have been determined by measuring the absorbance of adenine at 260.5 nm spectrophotometrically. The rates and the quantum yields (phi) of oxidation of adenine by sulphate radical anion (SO4(-)) have been determined in the presence of different concentrations of caffeic acid. Increase in the concentration of caffeic acid is found to decrease the rate of oxidation of adenine suggesting that caffeic acid acts as an efficient scavenger of SO4(-) and protects adenine from it; SO4(-) competes for adenine as well as for caffeic acid. From competition kinetics, the rate constant of SO4(-) with caffeic acid has been calculated to be 1.24 +/- 0.2 x 10(10) mol(-1)dm(3)s(-1). The quantum yields of photo-oxidation of adenine have been calculated from the rates of oxidation of adenine and the light intensity absorbed by PDS at 254 nm, the wavelength at which PDS is activated to SO4' -. The results of experimentally determined quantum yields (phi exptl) and the quantum yields calculated (phi cl) by assuming that caffeic acid acts only as a scavenger of SO4(-) radicals show that phi exptl values are lower than phi cl values. The phi prime values, which are experimentally found quantum yield values at each caffeic acid concentration and corrected for SO4(-) scavenging by caffeic acid, are also found to be greater than phi exptI values. These observations suggest that the adenine radicals are repaired by caffeic acid, in addition to scavenging of sulphate radical anions.