Programmable nano-reactors for stochastic sensing.
Wendong JiaChengzhen HuYuqin WangYuming GuGuangrui QianXiaoyu DuLiying WangYao LiuJiao CaoShanyu ZhangShuanghong YanPan-Ke ZhangJing MaHong-Yuan ChenShuo HuangPublished in: Nature communications (2021)
Chemical reactions of single molecules, caused by rapid formation or breaking of chemical bonds, are difficult to observe even with state-of-the-art instruments. A biological nanopore can be engineered into a single molecule reactor, capable of detecting the binding of a monatomic ion or the transient appearance of chemical intermediates. Pore engineering of this type is however technically challenging, which has significantly restricted further development of this technique. We propose a versatile strategy, "programmable nano-reactors for stochastic sensing" (PNRSS), by which a variety of single molecule reactions of hydrogen peroxide, metal ions, ethylene glycol, glycerol, lactic acid, vitamins, catecholamines or nucleoside analogues can be observed directly. PNRSS presents a refined sensing resolution which can be further enhanced by an artificial intelligence algorithm. Remdesivir, a nucleoside analogue and an investigational anti-viral drug used to treat COVID-19, can be distinguished from its active triphosphate form by PNRSS, suggesting applications in pharmacokinetics or drug screening.
Keyphrases
- single molecule
- artificial intelligence
- hydrogen peroxide
- machine learning
- lactic acid
- deep learning
- sars cov
- living cells
- atomic force microscopy
- anaerobic digestion
- coronavirus disease
- big data
- nitric oxide
- quantum dots
- clinical trial
- transcription factor
- wastewater treatment
- emergency department
- patient reported outcomes
- randomized controlled trial
- adverse drug
- phase ii
- drug induced
- electronic health record
- dna binding
- high resolution