Clinical feasibility of deep learning-driven magnetic resonance angiography collateral map in acute anterior circulation ischemic stroke.

To validate the clinical feasibility of deep learning-driven magnetic resonance angiography (DL-driven MRA) collateral map in acute ischemic stroke. We employed a 3D multitask regression and ordinal regression deep neural network, called as 3D-MROD-Net, to generate DL-driven MRA collateral maps. Two raters graded the collateral perfusion scores of both conventional and DL-driven MRA collateral maps and measured the grading time.

Implications of scale up flexible plastic packaging recycling in the United States.

Flexible plastic packaging (FPP) is a growing waste source in the United States. Currently, FPP has a recycling rate of only 2% in the U.S.

Metastatic Anaplastic Thyroid Carcinoma to the Right Ventricle.

Anaplastic thyroid carcinoma (ATC) is a rare, yet extremely aggressive form of thyroid cancer characterized by rapid growth and early metastasis to distant sites. Cardiac involvement is very uncommon and the presentation of cardiac metastasis in ATC can vary widely, highlighting the importance of early clinical recognition. We describe an extremely rare case of metastatic ATC that spread to the right ventricle.

Merged Red and NIR Light Sources for Photobiomodulation Therapy in Diabetic Wound Healing.

Photobiomodulation (PBM) is considered an effective and safe therapeutic modality in supporting the treatment of complications from a global pandemic-diabetes. In this study, PBM therapy is investigated to accelerate wound healing in diabetic mice (DM), under the combined biological effects of red light from a red organic light-emitting diode (ROLED) and near-infrared (NIR) light from an NIR conversion film (NCF) with dispersed CuInS/ZnS quantum dots (QDs). The QD concentration and the NCF structure were optimized to maximize the optical properties and mechanical stability.