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基于机器学习辅助智能手机的双响应碳量子点同时检测胞嘧啶和 5-甲基胞嘧啶

Dual-Responsive Carbon Quantum Dots for the Simultaneous Detection of Cytosine and 5-Methylcytosine Interpreted by a Machine Learning-Assisted Smartphone.

机构信息

Department of Physics, Faculty of Science, Khon Kaen University, Khon Kaen 40002, Thailand.

Functional Materials and Nanotechnology Center of Excellence, School of Science, Walailak University, Nakhon Si Thammarat 80160, Thailand.

出版信息

ACS Appl Mater Interfaces. 2023 Aug 30;15(34):40141-40152. doi: 10.1021/acsami.3c00785. Epub 2023 Aug 16.

DOI:10.1021/acsami.3c00785
PMID:37585565
Abstract

DNA methylation is an epigenetic alteration that results in 5-methylcytosine (5-mC) through the addition of a methyl group to the fifth carbon of a cytosine (C) residue. The methylation level, the ratio of 5-mC to C, in urine might be related to the whole-body epigenetic status and the occurrence of common cancers. To date, never before have any nanomaterials been developed to simultaneously determine C and 5-mC in urine samples. Herein, a dual-responsive fluorescent sensor for the urinary detection of C and 5-mC has been developed. This assay relied on changes in the optical properties of nitrogen-doped carbon quantum dots (CQDs) prepared by microwave-assisted pyrolysis. In the presence of C, the blue-shifted fluorescence intensity of the CQDs increased. However, fluorescence quenching was observed upon the addition of 5-mC. This was primarily due to photoinduced electron transfer as confirmed by the density functional theory calculation. In urine samples, our sensitive fluorescent sensor had detection limits for C and 5-mC of 43.4 and 74.4 μM, respectively, and achieved satisfactory recoveries ranging from 103.5 to 115.8%. The simultaneous detection of C and 5-mC leads to effective methylation level detection, achieving recoveries in the range of 104.6-109.5%. Besides, a machine learning-enabled smartphone was also developed, which can be effectively applied to the determination of methylation levels (0-100%). These results demonstrate a simple but very effective approach for detecting the methylation level in urine, which could have significant implications for predicting the clinical prognosis.

摘要

DNA 甲基化是一种表观遗传改变,通过向胞嘧啶(C)残基的第五位碳原子添加一个甲基基团,导致 5-甲基胞嘧啶(5-mC)的形成。尿液中的甲基化水平,即 5-mC 与 C 的比值,可能与全身表观遗传状态和常见癌症的发生有关。迄今为止,还没有开发出任何纳米材料来同时测定尿液样本中的 C 和 5-mC。在此,开发了一种用于尿液中 C 和 5-mC 检测的双重响应荧光传感器。该测定方法依赖于微波辅助热解制备的氮掺杂碳量子点(CQDs)光学性质的变化。在 C 存在的情况下,CQDs 的蓝色荧光强度增加。然而,当添加 5-mC 时,观察到荧光猝灭。这主要是由于密度泛函理论计算所证实的光致电子转移。在尿液样本中,我们灵敏的荧光传感器对 C 和 5-mC 的检测限分别为 43.4 和 74.4 μM,回收率在 103.5%至 115.8%之间令人满意。同时检测 C 和 5-mC 可实现有效的甲基化水平检测,回收率范围在 104.6%至 109.5%之间。此外,还开发了一种基于机器学习的智能手机,可有效应用于甲基化水平(0-100%)的测定。这些结果表明,这是一种简单但非常有效的检测尿液中甲基化水平的方法,对于预测临床预后可能具有重要意义。

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