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二甲双胍通过深度学习抑制硫代乙酰胺诱导的胆管纤维化进展。

Metformin dampens the progression of cholangiofibrosis induced by thioacetamide using deep learning.

作者信息

Li Chaofu, Deng Yating, Pan Yating, Liao Xinyi, Xie Huadong, Xue Xiaoli, Yu Shaoqing, Yu Wenlong, Yu Guanzhen

机构信息

Department of Oncology, Liuzhou Worker's Hospital, Guangxi, 545005, China.

Department of Oncology, Longhua Hospital Affiliated to Shanghai University of Traditional Chinese Medicine, Shanghai, 200032, China.

出版信息

Heliyon. 2024 Sep 7;10(18):e37347. doi: 10.1016/j.heliyon.2024.e37347. eCollection 2024 Sep 30.

Abstract

PURPOSE

The consistent use of metformin has been linked to a reduced incidence of neoplastic diseases among diabetic populations. As a preventive intervention, metformin may offer a more favorable risk-benefit profile. Here, we explored the efficacy of metformin in the primary prevention of cholangiofibrosis, which can precede the carcinogen-induced development of cholangiocarcinoma (CCA). Our objective was to assess the potential of metformin to act as an intervention prior to the onset of these conditions.

METHODS

A rat model of thioacetamide (TAA)-induced cholangiofibrosis was utilized to assess the impact of metformin on the induction process of cholangiocarcinoma (CCA). Liver tissues were harvested and analyzed histologically using light microscopy, complemented by a deep-learning convolutional neural network for enhanced evaluation. Additionally, RNA sequencing (RNA-seq) was performed to investigate the genetic alterations associated with metformin treatment in this TAA-induced cholangiofibrosis model.

RESULTS

In the rat model, the TAA control group exhibited an increased incidence and average count of cholangiofibrosis cases in the liver, with rates of 100 % and an average of 12.0, compared to the metformin-treated group, which showed an incidence of 70 % and an average of 3.3. Notably, the progression from normal cholangioles to cholangiofibrosis was associated with the upregulation of several proteins critical for metabolic processes and the tumor microenvironment. These alterations were significantly mitigated by metformin treatment.

CONCLUSIONS

Long-term metformin use may offer protective benefits against cholangiofibrosis, partially by regulating metabolic processes and improving the tumor microenvironment.

摘要

目的

在糖尿病患者群体中,持续使用二甲双胍与肿瘤性疾病发病率降低有关。作为一种预防性干预措施,二甲双胍可能具有更有利的风险效益比。在此,我们探讨了二甲双胍在胆管纤维化一级预防中的疗效,胆管纤维化可先于致癌物诱导的胆管癌(CCA)发生。我们的目标是评估二甲双胍在这些疾病发病前作为干预措施的潜力。

方法

利用硫代乙酰胺(TAA)诱导的胆管纤维化大鼠模型,评估二甲双胍对胆管癌(CCA)诱导过程的影响。采集肝脏组织,通过光学显微镜进行组织学分析,并辅以深度学习卷积神经网络以加强评估。此外,进行RNA测序(RNA-seq)以研究在该TAA诱导的胆管纤维化模型中与二甲双胍治疗相关的基因改变。

结果

在大鼠模型中,TAA对照组肝脏中胆管纤维化病例的发病率和平均计数增加,发生率为100%,平均为12.0,而二甲双胍治疗组的发生率为70%,平均为3.3。值得注意的是,从正常胆小管到胆管纤维化的进展与几种对代谢过程和肿瘤微环境至关重要的蛋白质的上调有关。二甲双胍治疗可显著减轻这些改变。

结论

长期使用二甲双胍可能对胆管纤维化具有保护作用,部分原因是通过调节代谢过程和改善肿瘤微环境。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/b783/11416239/9ebfde74ed71/gr1.jpg

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