Multiplex flow magnetic tweezers reveal rare enzymatic events with single molecule precision.
Rohit AgarwalKarl E DuderstadtPublished in: Nature communications (2020)
The application of forces and torques on the single molecule level has transformed our understanding of the dynamic properties of biomolecules, but rare intermediates have remained difficult to characterize due to limited throughput. Here, we describe a method that provides a 100-fold improvement in the throughput of force spectroscopy measurements with topological control, which enables routine imaging of 50,000 single molecules and a 100 million reaction cycles in parallel. This improvement enables detection of rare events in the life cycle of the cell. As a demonstration, we characterize the supercoiling dynamics and drug-induced DNA break intermediates of topoisomerases. To rapidly quantify distinct classes of dynamic behaviors and rare events, we developed a software platform with an automated feature classification pipeline. The method and software can be readily adapted for studies of a broad range of complex, multistep enzymatic pathways in which rare intermediates have escaped classification due to limited throughput.
Keyphrases
- single molecule
- drug induced
- atomic force microscopy
- living cells
- machine learning
- deep learning
- liver injury
- life cycle
- high throughput
- single cell
- gene expression
- hydrogen peroxide
- cell therapy
- mesenchymal stem cells
- bone marrow
- genome wide
- circulating tumor
- loop mediated isothermal amplification
- circulating tumor cells
- fluorescent probe