Zhou Xueling, Wang Shaohua, Yu Dandan, Niu Tong
School of Medicine, Southeast University, Nanjing, China.
Department of Endocrinology, Affiliated Zhongda Hospital of Southeast University, Nanjing, China.
Diabetol Metab Syndr. 2024 Aug 24;16(1):206. doi: 10.1186/s13098-024-01449-y.
Type 2 diabetes mellitus (T2DM) has beenis known as an important risk factor for cognitive impairment. Meanwhile, the liver plays a central role in the development of T2DM and insulin resistance. The present study attempted to identify and validate marker genes for mild cognitive impairment (MCI) in patients with T2DM.
In this study, insulin resistance-related differentially expressed genes were identified from the liver tissues of individuals with T2DM and those with normal glucose tolerance using the Gene Expression Omnibus database and MCI-associated genes were identified using the GeneCards database. Next, enrichment analysis was performed with overlapping T2DM and MCI genes, followed by the identification of specific genes using the LASSO logistic regression and SVM-RFE algorithms. An important experiment involved the implementation of clinical and in vitro validation using real-time quantitative polymerase chain reaction (RT-qPCR). Finally, multiple linear regression, binary logistic regression, and receiver operating characteristic curve analyses were performed to investigate the relationship between the key gene and cognitive function in these patients.
The present study identified 40 overlapping genes between MCI and T2DM, with subsequent enrichment analysis revealing their significant association with the roles of neuronal and glial projections. The marker gene complement receptor 1(CR1) was identified for both diseases using two regression algorithms. Based on RT-qPCR validation in 65 T2DM patients with MCI (MCI group) and 65 T2DM patients without MCI (NC group), a significant upregulation of CR1 mRNA in peripheral blood mononuclear cells was observed in the MCI group (P < 0.001). Furthermore, the CR1 gene level was significantly negatively associated with MoCA and MMSE scores, which reflect the overall cognitive function, and positively correlated with TMTB scores, which indicate the executive function. Finally, elevated CR1 mRNA levels were identified as an independent risk factor for MCI (OR = 1.481, P < 0.001).
These findings suggest that CR1 is an important predictor of MCI in patients with T2DM. Thus, CR1 has potential clinical significance, which may offer new ideas and directions for the management and treatment of T2DM. The identification and clinical validation of dysregulated marker genes in both T2DM and MCI can offer valuable insights into the intrinsic association between these two conditions. The current study insights may inspire the development of novel strategies for addressing the complicated issues related to cognitive impairment associated with diabetes.
2型糖尿病(T2DM)是认知障碍的重要危险因素。同时,肝脏在T2DM和胰岛素抵抗的发生发展中起核心作用。本研究试图识别并验证T2DM患者轻度认知障碍(MCI)的标记基因。
在本研究中,利用基因表达综合数据库从T2DM患者和糖耐量正常者的肝脏组织中鉴定出胰岛素抵抗相关差异表达基因,并利用基因卡片数据库鉴定出MCI相关基因。接下来,对T2DM和MCI重叠基因进行富集分析,然后使用套索逻辑回归和支持向量机递归特征消除算法鉴定特定基因。一项重要实验是使用实时定量聚合酶链反应(RT-qPCR)进行临床和体外验证。最后,进行多元线性回归、二元逻辑回归和受试者工作特征曲线分析,以研究关键基因与这些患者认知功能之间的关系。
本研究在MCI和T2DM之间鉴定出40个重叠基因,随后的富集分析揭示它们与神经元和神经胶质投射的作用显著相关。使用两种回归算法鉴定出两种疾病的标记基因补体受体1(CR1)。基于对65例合并MCI的T2DM患者(MCI组)和65例未合并MCI的T2DM患者(NC组)的RT-qPCR验证,MCI组外周血单个核细胞中CR1 mRNA显著上调(P<0.001)。此外,CR1基因水平与反映整体认知功能的蒙特利尔认知评估量表(MoCA)和简易精神状态检查表(MMSE)评分显著负相关,与反映执行功能的数字符号替换测验B(TMTB)评分正相关。最后,CR1 mRNA水平升高被确定为MCI的独立危险因素(OR=1.481,P<0.001)。
这些发现表明CR1是T2DM患者MCI的重要预测指标。因此,CR1具有潜在的临床意义,可能为T2DM的管理和治疗提供新思路和方向。T2DM和MCI中失调标记基因的鉴定和临床验证可为这两种疾病之间的内在关联提供有价值的见解。当前的研究见解可能会激发针对糖尿病相关认知障碍复杂问题制定新策略。