Optical coherence tomography-based diabetic macula edema screening with artificial intelligence
JOURNAL OF THE CHINESE MEDICAL ASSOCIATION
Authors: Hwang, De-Kuang; Chou, Yu-Bai; Lin, Tai-Chi; Yang, Hsin-Yu; Kao, Zih-Kai; Kao, Chung-Lan; Yang, Yi-Ping; Chen, Shih-Jen; Hsu, Chih-Chien; Jheng, Ying-Chun
Abstract
Background: Optical coherence tomography (OCT) is considered as a sensitive and noninvasive tool to evaluate the macular lesions. In patients with diabetes mellitus (DM), the existence of diabetic macular edema (DME) can cause significant vision impairment and further intravitreal injection (IVI) of anti-vascular endothelial growth factor (VEGF) is needed. However, the increasing number of DM patients makes it a big burden for clinicians to manually determine whether DME exists in the OCT images. The artificial intelligence (AI) now enormously applied to many medical territories may help reduce the burden on clinicians. Methods: We selected DME patients receiving IVI of anti-VEGF or corticosteroid at Taipei Veterans General Hospital in 2017. All macular cross-sectional scan OCT images were collected retrospectively from the eyes of these patients from January 2008 to July 2018. We further established AI models based on convolutional neural network architecture to determine whether the DM patients have DME by OCT images. Results: Based on the convolutional neural networks, InceptionV3 and VGG16, our AI system achieved a high DME diagnostic accuracy of 93.09% and 92.82%, respectively. The sensitivity of the VGG16 and InceptionV3 models was 96.48% and 95.15%., respectively. The specificity was corresponding to 86.67% and 89.63% for VGG16 and InceptionV3, respectively. We further developed an OCT-driven platform based on these AI models. Conclusion: We successfully set up AI models to provide an accurate diagnosis of DME by OCT images. These models may assist clinicians in screening DME in DM patients in the future.
Expression and Clinical Significance of Neuropilin-1 in Patients With Multiple Myeloma
ANTICANCER RESEARCH
Authors: Karczmarczyk, Agnieszka; Bilska, Sylwia; Korpysz, Maciej; Purkot, Joanna; Grzasko, Norbert; Hus, Marek; Giannopoulos, Krzysztof
Abstract
Background: Neuropilin-1 ( NRP1) is a receptor for vascular endothelial growth factor A (VEGFA), and has been reported to be overexpressed in several malignancies. Since angiogenesis plays an important role in pathogenesis of multiple myeloma (MM) and the role of NRP1 in MM has not been studied yet, we characterized the expression of NRP1 in this disease. Materials and Methods: The expression level of NRP1 was measured in 140 patients newly diagnosed with MM and 28 healthy controls by flow cytometry and quantitative reverse transcriptase polymerase chain reaction. Results: Expression of NRP1 was significantly reduced on plasma cells (median=2.05%) compared to that on B-cells (median=10.05%, p<0.0001) in bone marrow of patients with MM. In MM, the expression of NRP1 was high on plasmacytoid dendritic cells ( median=85.85%) and low on regulatory T-cells (median=0.6%). Conclusion: In MM, NRP1 is regulated differentially as compared to other B-cell malignancies at both the RNA and protein level.