Methods based on kernel density estimation have been successfully applied for various data mining tasks. Their natural interpretation together with suitable properties make them an attractive tool among others in clustering problems. In this paper, the Complete Gradient Clustering Algorithm has been used to investigate a real data set of grains. The wheat varieties, Kama, Rosa and Canadian, characterized by measurements of main grain geometric features obtained by X-ray technique, have been analyzed. The proposed algorithm is expected to be an effective tool for recognizing wheat varieties. A comparison between the clustering results obtained from this method and the classical k-means clustering algorithm shows positive practical features of the Complete Gradient Clustering Algorithm.
The role of T helper 17 (Th17) and T regulatory cells (Treg) in the pathogenesis of Graves' disease (GD) remains uncertain. The influence of methimazole (MMI) on the human immune system is still poorly understood. The aim of the present research was to assess changes in the frequencies of peripheral blood Th17 and Treg cells during GD treatment in the group of teenagers. The frequencies of Th17 and Treg were measured by flow cytometry in 60 adolescents at the time of GD diagnosis and after achieving MMI-induced euthyreosis. The control group consisted of 20 healthy volunteers. Lower percentages and absolute counts of Treg cells were found in the study group before the treatment in comparison with healthy controls (p = 0.032 and p = 0.006, respectively). Treatment with MMI caused an increase in the percentages and absolute counts of Treg lymphocytes (p = 0.037 and p = 0.007). After the treatment, no clinically significant differences in Treg cells between GD patients and controls were found. Higher absolute counts of Th17 lymphocytes were found in hyperthyroid adolescents before the treatment initiation and after achieving euthyreosis than in healthy individuals (p = 0.0001 and p = 0.047). Treatment with MMI caused a significant decrease in the percentages and absolute counts of Th17 lymphocytes (p = 0.047 and p = 0.043). The present study demonstrates that both Th17 and Treg cells might play a role in the pathogenesis of GD. Increased percentage of Treg after MMI therapy seems a predictor of response to anti-hypertensive treatment as it is associated with the normalization of thyroid hormone levels.
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