Comparative analysis of chronic kidney disease detection using K-means and FCM technique

2018 ◽  
Vol 61 (3) ◽  
pp. 163-169
Author(s):  
Swapan Samaddar ◽  
Ramaswamy Reddy
2017 ◽  
Vol 98 (1) ◽  
pp. 5-9
Author(s):  
T L Nastausheva ◽  
O A Zhdanova ◽  
N S Nastausheva ◽  
L I Stahurlova ◽  
I V Grebennikova

Aim. To conduct comparative analysis of height, weight and body mass index in children with stages 1 to 3 of chronic kidney disease (CKD) caused by recurrent urinary tract infection due to congenital anomalies of kidney and urinary tract.Methods. The study was performed on 210 children: 110 patients examined in 2001-2002 (group 1) and 100 children examined in 2011-2012 (group 2). Stage 1 of CKD was observed in 94 (85.4%) children in group 1 and in 93 (93%) in group 2, stage 2 - in 16 (14.6%) and 7 (7%) patients, respectively. From both groups patients matched by sex, age, diagnosis and social status were selected: 20 patients with stage 1, 19 children with stage 2; in addition, 6 children with stage 3 were examined.Results. Nowadays children with CKD stage 1 are taller compared to patients of the beginning of the XXI century (Z-score: -0.14±1.43 and 0.20±0.98 respectively, p=0.01). Significant differences in weight were found in children with stage 1 in 2011-2012 compared to the patients in 2001-2002 (0.18±0.46 and 0.78±1.19 for groups 1 and 2, respectively, р=0.026). A tendency towards decrease of average height in children with stage 3 is observed compared to patients with stage 1, i.e. due to the progression of the disease.Conclusion. The data obtained reflect modern tendencies towards increase of children height and weight. No significant differences were found in physical development parameters of children with stages of chronic kidney disease 1 and 2 examined at the same time period but a tendency towards children’s height decrease from stages 1 to 3 of CKD of non-glomerular etiology was revealed.


Author(s):  
M. Kolesnyk ◽  
N. Kozlyuk ◽  
S. Nikolaenko ◽  
N. Stepanova ◽  
Y. Gonchar

The aim of the work was to conduct a comparative analysis of indicators of the performance of nephrological services in the regions of Ukraine by using the method of complex statistical coefficients. Materials and methods. Evaluation of the performance of the system of provision of nephrological services in the regions of Ukraine was made by studying the indicators that characterize the structure, use of health care resources, quality and efficiency of its provision submitted to National Register ofpatients with chronic kidney disease and patients with acute kidney injury (2015). Results. By using rating evaluation methodology, it was identified place of relevant region by each indicator, by each area and by all areas of provision of nephrological services in the region as a whole. Conclusions. As a result of a comprehensive study of the condition of the system of providing nephrological service in the regions, there were identified ranking places of the administrative territories.


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