Multi-level ranking classification algorithm for nuclear cataract based on AS-OCT image / 中华实验眼科杂志

Objective:To investigate the diagnostic value of an intelligent assisted grading algorithm for nuclear cataract using anterior segment optical coherence tomography (AS-OCT) images.Methods:A diagnostic test study was conducted.AS-OCT image data were collected from 939 cases of 1 608 eyes of nuclear cataract patients at the Shanghai Tenth People's Hospital of Tongji University from November 2020 to September 2021.The data were obtained from the electronic case system and met the requirements for clinical reading clarity.Among them, there were 398 cases of 664 male eyes and 541 cases of 944 female eyes.The ages of the patients ranged from 18 to 94 years, with a mean age of (65.7±18.6) years.The AS-OCT images were labelled manually from one to six levels according to the Lens Opacities Classification System Ⅲ (LOCS Ⅲ grading system) by three experienced clinicians.This study proposed a global-local cataract grading algorithm based on multi-level ranking, which contains five basic binary classification global local network (GL-Net).Each GL-Net aggregates multi-scale information, including the cataract nucleus region and original image, for nuclear cataract grading.Based on ablation test and model comparison test, the model's performance was evaluated using accuracy, precision, sensitivity, F1 and Kappa, and all results were cross-validated by five-fold.This study adhered to the Declaration of Helsinjki and was approrved by Shanghai Tenth People's Hospital of Tongji University (No.21K216).Results:The model achieved the results with an accuracy of 87.81%, precision of 88.88%, sensitivity of 88.33%, F1 of 88.51%, and Kappa of 85.22% on the cataract dataset.The ablation experiments demonstrated that ResNet18 combining local and global features for multi-level ranking classification improved the accuracy, recall, specificity, F1, and Kappa metrics.Compared with ResNet34, VGG16, Ranking-CNN, MRF-Net models, the performance index of this model were improved.Conclusions:The deep learning-based AS-OCT nuclear cataract image multi-level ranking classification algorithm demonstrates high accuracy in grading cataracts.This algorithm may help ophthalmologists in improving the diagnostic accuracy and efficiency of nuclear cataract.

The non-communicating intracranial-extracranial Rosai-Dorfman disease: a case report / 中华神经科杂志

Rosai-Dorfman disease (RDD) is a benign self-limited disease characterized by lymphadenopathy and phagocytosis of lymphocytes by histiocytes. A case of intracranial-extracranial non communicating RDD was reported in this paper. The patient was admitted to Shiyan Taihe Hospital in May 2020 because of "the left top scalp tumor was found for 4 months, and the right lower limb was numb for more than half a month". The plain scan and enhanced scan of the patient′s head magnetic resonance imaging (MRI) showed that the disease focus of the left parietal bone was slightly uneven enhanced, its internal and external soft tissues were significantly enhanced, and the local internal and external soft tissues were significantly thickened irregularly, with the size of about 3.2 cm× 4.7 cm, and adjacent brain parenchyma was compressed. After resection of left top mass and intracranial mass, pathological results showed spindle cell proliferation with inflammatory reaction, and immunohistochemical staining results supported the diagnosis of RDD. The neurological function of the patient recovered to normal basically 7 months after operation, and no recurrence of the disease was found in the MRI examination of the head. The treatment effect was satisfactory.

Identification of a functional ITAM-like sequence within G1 cytoplasmic tail of Hantaan virus / 病毒学报

The G1 cytoplasmic tail of Hantaan virus (HTNV) harbors a highly conserved region, which is homologous to immunoreceptor tyrosine-based activation motifs (ITAM) and is termed the ITAM-like sequence. To demonstrate the potential signal-transducing activity of G1 ITAM-like sequence resembling the canonical ITAM within immune and endothelial cells, a series of experiments were performed to define its interaction with cellular kinases. The synthesized G1 ITAM-like peptide was shown to coprecipitate with cellular phosphoprotein complexes by an immune-complex kinase assay. Mutational analyses showed that this ITAM-like sequence was a substrate for the Src family kinase Fyn, and two conserved tyrosine residues were required for coprecipitating Lyn, Syk, and ZAP-70 kinases. These findings demonstrated that HTNV envelope glycoprotein G1 contains a functional ITAM-like sequence in its cytoplasmic tail, which can bind critical cellular kinases that regulate immune and endothelial cell functions.

Spinal cord neuronal apoptosis induced by triorthocresyl phosphate poisoning in hens / 中华劳动卫生职业病杂志

<p><b>OBJECTIVE</b>To investigate the role of neuronal apoptosis in organophosphorus poisoning-induced delayed neuropathy (OPIDN) and its dynamic pathological changes.</p><p><b>METHODS</b>To establish OPIDN animal model, triorthocresyl phosphate (TOCP)was given to hens with a single dose (1 000 mg/kg, im). Changes of neuropathology, number of neurons and apoptotic cells in the third lumbar spinal cord were observed by HE, Nissl and TUNEL methods 3, 5, 7, 10, 14, 18 days after injection.</p><p><b>RESULTS</b>The hens showed OPIDN typical signs (progressive ataxia and hypotonia) about 9 days after TOCP exposure. HE staining revealed dark red nucleus in neurons of anterior horn of lumbar spinal cord 5 days after exposure, but this phenomenon disappeared 18 days later. Nissl method showed that the number of neurons in anterior horn of spinal cord decreased [from (82 +/- 4) cell/mm(2) to (66 +/- 6) cell/mm(2)]. TUNEL positive cells began to appear [(22 +/- 2) cell/mm(2)] 5 days after TOCP exposure, and reached the peak [(27 +/- 3) cell/mm(2)] 7 days later, and disappeared 18 days later.</p><p><b>CONCLUSION</b>Neuronal apoptosis in anterior horn of spinal cord of hens appeared in OPIDN, suggesting that cellular apoptosis may play an important role in the pathogenesis of OPIDN.</p>