We present an analytic framework based on Self-Organizing Map (SOM) machine learning to study large scale patient data sets.The potency of the approach is demonstrated in a case study using gene expression data of more than 200 mature aggressive B-cell lymphoma patients.The method portrays each sample with individual resolution, Collections charact
Research in photobiology is currently limited by a lack of devices capable of delivering precise and tunable irradiation to cells in a high-throughput format.This limits researchers to using expensive commercially available or custom-built light sources which make it difficult to replicate, standardize, optimize, and scale experiments.Here we prese
Some new, Collections unlisted types of Samarian coins have appeared recently on the antiquities market.In the present paper I would like to discuss some points concerning one of them, which is especially interesting because of its iconography.The coin appeared on the market in Autumn 2021.Its reverse shows an image of a cavalryman with a spear or
Physiological and Bottle Opener sanitary seed quality is essential for rapid and uniform crop establishment at field, a factor which contributes to vegetable crop production success.The aim was to evaluate physiological and sanitary quality of lettuce and cabbage seeds coming three lots acquired in trade.Physiological quality was determined by mean
The presence of expansive clay causes roads to undergo damage such as wavy, cracked, and even potholes.This type of soil shows that the soil is prone to swelling and shrinking.A base soil handling method against the effects of swelling and shrinking is chemical soil stabilization such as mixing the soil with lime, cement or additional materials.In