在2型糖尿病患者中循环CCN6/WISP3及其与胰岛素抵抗和炎症的相关性:统计和机器学习分析
Reza Afrisham1, Yasaman Jadidi2, Nariman Moradi3
1Department of Medical Laboratory Sciences, School of Allied Medical Sciences, Tehran University of Medical Sciences, Tehran, Iran. rafrisham@sina.tums.ac.ir.
BMC medical informatics and decision making
|March 6, 2025
概括
较低的血清CCN6水平与2型糖尿病 (T2DM) 有关. 这项研究表明,CCN6可能作为T2DM风险和炎症的潜在生物标志物.
科学领域:
- 内分泌学和新陈代谢学
- 生物标志物发现发现
- 分子生物学分子生物学
背景情况:
- 细胞通信网络因子6 (CCN6) 是一种涉及代谢障碍的阿迪波金.
- 与肥胖相关的阿迪波金功能障碍有助于胰岛素抵抗和2型糖尿病 (T2DM).
- 作为一个潜在的T2DM生物标志物的CCN6的作用需要研究.
研究的目的:
- 调查血清中CCN6水平与T2DM之间的关联.
- 探索CCN6和T2DM风险因素之间的关系.
- 评估CCN6作为T2DM的潜在诊断生物标志物.
主要方法:
- 一项涉及80名T2DM患者和80名健康对照者的病例控制研究.
- 测量血清中CCN6,阿迪波内克丁,炎症性细胞因子 (TNF-α,IL-6) 和胰岛素.
- 生物化学分析,包括葡萄糖,脂质和肝酶.
- 使用学生t测试,后勤回归和机器学习模型 (Gini指数) 的统计分析.
主要成果:
- 与对照组相比,T2DM患者的血清CCN6水平显著降低 (P < 0.001).
- 在T2DM患者中,血清CCN6与胰岛素,HOMA-IR,BMI,IL-6和TNF-α负相关.
- 1527.95 pg/mL的CCN6切线预测了T2DM,具有86.3%的灵敏度和73.8%的特异性.
结论:
- 在T2DM患者中,血清中CCN6水平显著降低.
- CCN6显示了与T2DM可能性和炎症标志物的负相关性.
- CCN6有可能成为T2DM的新生物标志物,需要进一步的临床验证.
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