A hybrid framework for colorectal cancer detection and U-Net segmentation using polynetDWTCADx.

"PolynetDWTCADx" is a sophisticated hybrid model that was developed to identify and distinguish colorectal cancer. In this study, the CKHK-22 dataset, comprising 24 classes, served as the introduction. The proposed method, which combines CNNs, DWTs, and SVMs, enhances the accuracy of feature extraction and classification.

[Neurochemical mechanisms of tremor in Parkinson's disease].

Tremor is one of the main motor symptoms of Parkinson's disease, and its pathophysiology remains largely unknown. The clinical and pathomorphological heterogeneity of tremor and the not always response to therapy complicate the task of researchers and clinicians. This review discusses the specific degeneration of neurotransmitter systems driving the development of tremor, and the influence of neurotransmitters on specific anatomical entities according to current models explaining tremor.

[Role of superoxide dismutase in acute pancreatitis: from antioxidant protection to gene regulation].

We present modern data on the role of superoxide dismutase (SOD) in antioxidant protection and gene regulation in acute pancreatitis. Antioxidant enzymes are essential in pathogenesis of numerous diseases. SOD is one of the key enzymes of antioxidant system.

HNF4α isoforms regulate the circadian balance between carbohydrate and lipid metabolism in the liver.

Hepatocyte Nuclear Factor 4α (HNF4α), a master regulator of hepatocyte differentiation, is regulated by two promoters (P1 and P2) which drive the expression of different isoforms. P1-HNF4α is the major isoform in the adult liver while P2-HNF4α is thought to be expressed only in fetal liver and liver cancer. Here, we show that P2-HNF4α is indeed expressed in the normal adult liver at Zeitgeber time (ZT)9 and ZT21.

[Slow-wave sleep and the possibilities of modern insomnia therapy].

Effective therapy of insomnia, especially chronic insomnia, is one of the most pressing neuropsychiatric problems. Unfortunately, at present in the Russian Federation, as in most other countries of the world, there are no officially approved drugs for long-term treatment of insomnia. In this regard, the use of medical sedation agents that do not have restrictions on the duration of use is of considerable interest.