Original Article A deep learning model for the differential diagnosis of benign and malignant salivary gland tumors based on ultrasound imaging and clinical data Gang Zhang, Li Zhu, Rong Huang, Yushan Xu, Xiaokai Lu, Yumei Chen, Chen Li, Yujie Lei, Xiaomao Luo, Zhiyao Li, Sanli Yi, Jianfeng He, Chenhong Zheng

The high expression of programmed death 1 (PD-1) is a hallmark of T cell exhaustion, consequently inhibiting the anti-tumor immunity, tumor-associated macrophages (TAMs) aggravate Osteosarcoma (OS) progression. However, PD-1 expression on TAMs in OS metastasis remains unclear. Here, we used scRNA-Seq of 15500 individual cells from human OS lung metastatic lesion, identified thirteen major cell clusters. Our data revealed that tumor-infiltrating lymphocytes (TILs) OS lung metastatic accompanied by accumulation of exhausted T cells and regulatory T cells (Tregs). CD3⁺ T cells from human OS lung metastatic exhibited lower proliferation than in primary tissue. Importantly, TAMs mainly comprise immunosuppressive M2 phenotype in OS metastasis. Mechanistically, we found that PD-1 of TAMs inhibits the phagocytic potency, further promoting the progression of OS metastasis. Therefore, the study provides a strong technical support for OS immunotherapy based on PD-1 inhibitors.

Background: Autoimmune hepatitis (AIH) is a chronic liver disease characterized by immune-mediated liver inflammation. Despite its global prevalence, the pathogenesis of AIH remains poorly understood, and there is a lack of specific biomarkers and targeted treatments. This study aimed to investigate the role of hsa_circ_0109623, hsa-miR-146b-3p, and Sortilin 1 (SORT1) in AIH and their potential as therapeutic targets. Methods: We collected liver tissue samples and peripheral blood mononuclear cells from patients with AIH and healthy controls and performed RT-PCR, western blotting, flow cytometry, and other molecular biology techniques to analyze the expression of hsa_circ_0109623, hsa-miR-146b-3p, and SORT1. We also used bioinformatics tools to predict the interaction between these molecules and conducted luciferase reporter assays to confirm their binding. Results: hsa_circ_0109623 was significantly upregulated in patients with AIH and positively correlated with inflammatory activity. We also found that hsa_circ_0109623 could enhance CD4+ T-cell activation and promote the expression of proinflammatory cytokines. Conversely, hsa-miR-146b-3p was downregulated in patients with AIH and negatively correlated with the expression of hsa_circ_0109623 and SORT1. In addition, hsa-miR-146b-3p acted as a sponge for hsa_circ_0109623, inhibiting CD4+ Th1 cell polarization and cytokine production. SORT1 was also upregulated in patients with AIH and acted as a sponge for hsa-miR-146b-3p, promoting CD4+ Th1 cell polarization and cytokine expression. Furthermore, hsa_miR_146b-3p/SORT1 can regulate the STAT1/STAT4 signaling pathway mediating the progression of AIH. Conclusions: The hsa_circ_0109623/hsa-miR-146b-3p/SORT1 axis plays a crucial role in the pathogenesis of AIH by regulating CD4+ T-cell activation and cytokine production. These molecules may serve as potential biomarkers and therapeutic targets for AIH. Further research is needed to validate these findings and explore their clinical applications.

Under the new development pattern of dual circulation economy, the reform of state-owned enterprises has entered the deep water area, and the operating environment of power grid enterprises has changed significantly, which has a profound impact on the capital operation strategy and effect of the enterprises. This paper analyzes the new characteristics of capital operation of power grid enterprises under the new development pattern, constructs the incentive and restriction index system of capital operation of power grid enterprises, designs the incentive and restraint mechanism of capital operation of power grid enterprises, and verifies the scientificity and applicability of the mechanism by financial evaluation and analysis. The research results enrich the theory of capital operation management based on financial evaluation, and provide theoretical basis and practical reference for grid enterprises to optimize the distribution of capital investment and improve the efficiency of capital operation.