逻辑回归
医学
曲线下面积
接收机工作特性
Lasso(编程语言)
环状RNA
1型糖尿病
背景(考古学)
糖尿病
内科学
曲线下面积
微阵列
2型糖尿病
下调和上调
肿瘤科
生物信息学
计算生物学
生物
内分泌学
基因表达
遗传学
基因
计算机科学
药代动力学
古生物学
万维网
作者
Ziwei Zhang,Shuoming Luo,Zilin Xiao,Wenfeng Yin,Xiajie Shi,Hongzhi Chen,Zhiguo Xie,Zhenqi Liu,Xia Li,Zhiguang Zhou
标识
DOI:10.1210/clinem/dgad761
摘要
CONTEXT: The role of circular RNAs (circRNAs) in type 1 diabetes (T1D) is largely unknown. OBJECTIVE: We aimed to identify some circRNAs as differential diagnostic biomarkers for T1D to distinguish between patients with latent autoimmune diabetes in adults (LADA) and type 2 diabetes (T2D). METHODS: The circRNA expression profiles were determined by Arraystar human circRNA microarray in T1D compared to controls (n = 6 each). The differentially expressed circRNAs were validated by real-time quantitative polymerase chain reaction using a validation cohort with 20 T1D and 20 controls. The diagnostic performances of the candidate circRNAs and the clinical parameters were assessed using the logistic least absolute shrinkage and selection operator (LASSO) regression model in a larger cohort with 457 individuals, including patients with T1D, T2D, and LADA, and controls. RESULTS: We identified 110 differentially expressed circular transcripts (53 upregulated and 57 downregulated) in T1D patients compared with controls. Further analysis showed that the levels of hsa_circRNA_405498 and hsa_circRNA_100033 were significantly downregulated in T1D compared to controls (both P < .05). Moreover, the expression levels of these 2 circRNAs showed sequential downregulation from controls, patients with T2D, LADA, to T1D (P < .05). The area under the curve (AUC) of receiver operating characteristic plots in logistic LASSO regression model showed high diagnostic accuracy for combination model with the 2 circRNAs and some clinical parameters in distinguishing T1D from LADA (AUC = 0.915), T2D (AUC = 0.993), and controls (AUC = 0.992). CONCLUSION: Our study demonstrated that hsa_circRNA_405498 and hsa_circRNA_100033 are promising novel differential diagnostic biomarkers for T1D.
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