Neural network combining with clinical ultrasonography: A new approach for classification of salivary gland tumors.

Objective: Little information is available about deep learning methods used in ultrasound images of salivary gland tumors. We aimed to compare the accuracy of the ultrasound-trained model to computed tomography or magnetic resonance imaging trained model.

Materials And Methods: Six hundred and thirty-eight patients were included in this retrospective study.

Relationship between Preoperative Nutritional Status and Clinical Outcomes in Patients with Head and Neck Cancer.

The nutritional status in cancer patients is related to cancer survival and surgical outcome. The objective of this study was to examine the relationship between preoperative prognostic nutritional index (PNI) and post-operative clinical outcomes in head and neck cancer (HNC) patients. A total of 1282 head and neck cancer patients receiving surgical resection in Changhua Christian Hospital between 1 January 2010 and 30 August 2021 were recruited in the final analysis after undergoing propensity score matching analysis.

McMYB4 improves temperature adaptation by regulating phenylpropanoid metabolism and hormone signaling in apple.

Temperature changes affect apple development and production. Phenylpropanoid metabolism and hormone signaling play a crucial role in regulating apple growth and development in response to temperature changes. Here, we found that McMYB4 is induced by treatment at 28 °C and 18 °C, and McMYB4 overexpression results in flavonol and lignin accumulation in apple leaves.