Nanopore Identification of Polyglutamine Length via Cross-Slit Sensing.

IF 4.8 2区 化学 Q2 CHEMISTRY, PHYSICAL
Changxiong Huang, Huan Chen, Jun Luo, Ninggui Ma, Zhen Li, Xiao Cheng Zeng, Jun Fan
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引用次数: 0

Abstract

Nanopore sensing is now reshaping analytical proteomics with its simplicity, convenience, and high sensitivity. Determining the length of polyglutamine (polyQ) is crucial for the rapid screening of Huntington's disease. In this computational study, we present a cross-nanoslit detection approach to determine the polyQ length, where the nanoslit is carved within a two-dimensional (2D) in-plane heterostructure of graphene (GRA) and hexagonal boron nitride (hBN). We designed a heterostructure with an hBN strip embedded in the graphene sheet. With such a design, polyQ peptides can spontaneously and linearly stretch out on the hBN stripe. By tuning the strength of an external in-plane electric field, molecular transportation of polyQ peptides along the hBN stripe can be effectively regulated. Subsequent cross-nanoslit motion can be applied to record time-dependent electric signals. The signal features are then utilized to train the machine learning classification models. The machine-learning-assisted recognition enables accurate determination of the protein's length. This nanoslit-sensing method may offer theoretical guidance on 2D heterostructure design for the detection of polyQ peptide lengths and rapid screening of protein-related diseases.

Abstract Image

通过交叉光斑传感纳米孔鉴定多聚谷氨酰胺长度
纳米孔传感技术以其简单、方便和高灵敏度的特点正在重塑蛋白质组学分析。确定多聚谷氨酰胺(polyQ)的长度对于快速筛查亨廷顿氏病至关重要。在这项计算研究中,我们提出了一种交叉纳米光斑检测方法来确定多聚谷氨酰胺的长度,在这种方法中,纳米光斑被雕刻在由石墨烯(GRA)和六方氮化硼(hBN)组成的二维(2D)面内异质结构中。我们设计了一种异质结构,在石墨烯薄片中嵌入了一个六方氮化硼条带。通过这种设计,聚 Q 肽可以自发地在氮化硼条纹上线性伸展。通过调节外部平面内电场的强度,可以有效地调节聚 Q 肽沿 hBN 条纹的分子运输。随后的跨纳米裂片运动可用于记录随时间变化的电信号。然后利用信号特征来训练机器学习分类模型。机器学习辅助识别可以准确地确定蛋白质的长度。这种纳米光传感方法可为二维异质结构设计提供理论指导,用于检测多Q肽长度和快速筛查蛋白质相关疾病。
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来源期刊
The Journal of Physical Chemistry Letters
The Journal of Physical Chemistry Letters CHEMISTRY, PHYSICAL-NANOSCIENCE & NANOTECHNOLOGY
CiteScore
9.60
自引率
7.00%
发文量
1519
审稿时长
1.6 months
期刊介绍: The Journal of Physical Chemistry (JPC) Letters is devoted to reporting new and original experimental and theoretical basic research of interest to physical chemists, biophysical chemists, chemical physicists, physicists, material scientists, and engineers. An important criterion for acceptance is that the paper reports a significant scientific advance and/or physical insight such that rapid publication is essential. Two issues of JPC Letters are published each month.
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