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通过图形集群方法,通过生物信息学来识别糖尿病的病理生理标志基因

Muhammad-Redha Abdullah-Zawawi¹, Muhammad Irfan Abdul Jalal¹, Nor Afiqah-Aleng²

¹UKM Medical Molecular Biology Institute (UMBI), Universiti Kebangsaan Malaysia, Jalan Yaacob Latiff, Cheras, Kuala Lumpur, 56000 Malaysia.

Journal of diabetes and metabolic disorders

|June 10, 2025

概括

糖尿病,高血压和肥胖症的三位一体,呈现出诊断挑战. 这项研究确定了14种关键的蛋白质和涉及的途径,为个性化治疗提供了潜在的生物标志物.

科学领域:

生物化学生物化学
基因组学就是基因组学.
系统生物学系统生物学

背景情况:

糖尿病,高血压和肥胖症的复杂相互作用Diabesotension带来了重大的诊断和治疗挑战.
患有糖尿病高血压的人面临微血管和宏血管并发症的风险增加了一倍.
对其分子机制的有限理解妨碍了有效的管理.

研究的目的:

为了确定分子参与者和途径,涉及到diabesotension的病理生理学.
为了发现这种复杂的并发症的潜在蛋白质生物标志物.
为了探索新的治疗目标,用于diabesotension.

主要方法:

构建一个蛋白质-蛋白质相互作用网络.
应用DPClusOST算法用于蛋白质集群识别.
使用费舍尔的精确测试和ROC分析进行显著性评估,随后使用ShinyGO进行途径丰富分析.

主要成果:

包括STX3,VAMP2和PDHA1在内的14种蛋白质被确定与糖尿病血压有显著的关联.
确定的主要途径包括氨基酸代谢,糖解,囊泡运输和胰岛素/葡萄糖信号传递.
发现了新型候选人用于diabesotension生物标志物和治疗点.

结论:

图形集群有效地识别了潜在的生物标志物,用于diabesotension三位一体.
这些发现为加强个性化治疗策略铺平了道路.
这种方法有助于理解复杂的并发症的分子基础.

关键词:

生物标志物生物标志物糖尿病压力是什么意思图形集群是指图形的集群.在高血压的高血压.肥胖问题肥胖问题有2型糖尿病的患者.

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