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基于数据挖掘和算法预测探索参梅方防治大肠腺瘤复发的机制

Exploring the Mechanism of Canmei Formula in Preventing and Treating Recurrence of Colorectal Adenoma Based on Data Mining and Algorithm Prediction.

作者信息

Fu Xiaoling, Xu Yimin, Han Xinyue, Lin Xiangying, Wang Jingnan, Li Guanhong, Fu Xiaochen, Zhang Min

机构信息

Department of Oncology, Yueyang Hospital of Integrated Traditional Chinese and Western Medicine, Shanghai University of Traditional Chinese Medicine, Shanghai, 200437, China.

Yiwu Traditional Chinese Medicine Hospital, Jinhua, 322000, China.

出版信息

Biol Proced Online. 2025 Feb 1;27(1):4. doi: 10.1186/s12575-025-00266-5.

Abstract

BACKGROUND

The high incidence of recurrence and malignant transformation of colorectal adenoma (CRA) are current issues that need to be addressed in clinical practice. Canmei Formula (CMF) has shown promising results in the prevention and treatment, however, it lacks effective clinical data support and its mechanism of action is not fully elucidated.

OBJECTIVE

The aim of this study is to evaluate the clinical efficacy and safety of CMF in preventing and treating CRA, and to explore its effective chemical components and pharmacological mechanisms.

METHOD

A randomized controlled clinical trial was conducted, with patients diagnosed with CRA within 6 months as the study subjects. After randomization, the patients were divided into a treatment group (receiving CMF granules) or a control group (receiving berberine hydrochloride tablets). The one-year recurrence rate of CRA was used as the key efficacy indicator to assess the effectiveness of CMF in preventing and treating CRA. The chemical components of CMF were identified using the UFLC-Q-TOF-MS/MS combined system. Data mining and the wSDTNBI algorithm were combined to construct a differential expression gene (DEG) - CMF prediction target interaction network for CRA. The core targets of CMF in CRA prevention and treatment were identified through topological analysis, and validated using molecular docking and in vitro experiments.

RESULT

During the period from October 1 2021 to December 31 2023, a total of 228 participants were included in the study. After block randomization, 114 patients were assigned to each group. In the treatment group, 98 patients completed follow-up examinations, with 16 patients (14.0%) exhibiting shedding, Adenoma recurrence was identified in 24 (24.5%) patients through colonoscopy. In the control group, 99 cases completed the follow-up examination, while 15 cases (13.2%) were lost to follow-up. There were 45 cases (45.5%) experienced recurrence of adenomas. During the follow-up period, no cases of colorectal cancer or severe adverse reactions were reported. UFLC-QTOF-MS/MS identification was combined with traditional Chinese medicine database mining to obtain 192 active chemical components of Canmei Formula. Using the wSDTNBI algorithm, 1044 prediction targets were predicted, and 3308 differentially expressed genes of CRA were extracted from the TCGA database. Network topology analysis and bioinformatics analysis were performed on 164 intersecting core targets. Molecular docking and qPCR analysis revealed that CMF downregulates angiotensin II type 1 receptor (AT1R) and regulated interleukin-8 (CXCL8) and matrix metalloproteinase 13 (MMP13) within the REN/Ang II/AT1R axis of the renin-angiotensin signaling pathway, thereby preventing and treating CRA.

CONCLUSION

This small-scale randomized controlled clinical trial showed that CMF granules can safely and effectively reduce the risk of CRA recurrence. CMF prevents and treats colorectal adenomas by modulating the renin-angiotensin signaling pathway and the inflammatory response.

摘要

背景

大肠腺瘤(CRA)的高复发率和恶变率是目前临床实践中需要解决的问题。肠美方(CMF)在防治方面已显示出有前景的结果,然而,它缺乏有效的临床数据支持,其作用机制也尚未完全阐明。

目的

本研究旨在评估CMF防治CRA的临床疗效和安全性,并探索其有效化学成分和药理机制。

方法

进行一项随机对照临床试验,将6个月内诊断为CRA的患者作为研究对象。随机分组后,患者被分为治疗组(服用CMF颗粒)或对照组(服用盐酸小檗碱片)。将CRA的一年复发率作为关键疗效指标,以评估CMF防治CRA的有效性。使用超高效液相色谱-四极杆飞行时间串联质谱联用系统鉴定CMF的化学成分。结合数据挖掘和wSDTNBI算法构建CRA的差异表达基因(DEG)-CMF预测靶点相互作用网络。通过拓扑分析确定CMF在CRA防治中的核心靶点,并通过分子对接和体外实验进行验证。

结果

在2021年10月1日至2023年12月31日期间,共有228名参与者纳入研究。区组随机化后,每组分配114例患者。治疗组中,98例患者完成随访检查,16例患者(14.0%)失访,通过结肠镜检查发现24例患者(24.5%)腺瘤复发。对照组中,99例完成随访检查,15例患者(13.2%)失访,有45例患者(45.5%)出现腺瘤复发。随访期间,未报告结直肠癌病例或严重不良反应。将超高效液相色谱-四极杆飞行时间串联质谱联用鉴定结果与中药数据库挖掘相结合,获得肠美方192种活性化学成分。使用wSDTNBI算法预测1044个预测靶点,并从TCGA数据库中提取3308个CRA差异表达基因。对164个相交的核心靶点进行网络拓扑分析和生物信息学分析。分子对接和qPCR分析显示,CMF下调肾素-血管紧张素信号通路的肾素/血管紧张素II/1型血管紧张素受体(AT1R)轴内的血管紧张素II 1型受体(AT1R),并调节白细胞介素-8(CXCL8)和基质金属蛋白酶13(MMP13),从而防治CRA。

结论

这项小规模随机对照临床试验表明,CMF颗粒可安全有效地降低CRA复发风险。CMF通过调节肾素-血管紧张素信号通路和炎症反应来防治大肠腺瘤。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/5ce4/11786495/93e1a282b5b0/12575_2025_266_Fig1_HTML.jpg

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