nextPYP: a comprehensive and scalable platform for characterizing protein variability in situ using single-particle cryo-electron tomography

Author:

Liu Hsuan-FuORCID,Zhou YeORCID,Huang QinwenORCID,Piland JonathanORCID,Jin Weisheng,Mandel Justin,Du XiaochenORCID,Martin Jeffrey,Bartesaghi AlbertoORCID

Abstract

AbstractSingle-particle cryo-electron tomography is an emerging technique capable of determining the structure of proteins imaged within the native context of cells at molecular resolution. While high-throughput techniques for sample preparation and tilt-series acquisition are beginning to provide sufficient data to allow structural studies of proteins at physiological concentrations, the complex data analysis pipeline and the demanding storage and computational requirements pose major barriers for the development and broader adoption of this technology. Here, we present a scalable, end-to-end framework for single-particle cryo-electron tomography data analysis from on-the-fly pre-processing of tilt series to high-resolution refinement and classification, which allows efficient analysis and visualization of datasets with hundreds of tilt series and hundreds of thousands of particles. We validate our approach using in vitro and cellular datasets, demonstrating its effectiveness at achieving high-resolution and revealing conformational heterogeneity in situ. The framework is made available through an intuitive and easy-to-use computer application, nextPYP (http://nextpyp.app).

Funder

U.S. Department of Health & Human Services | NIH | National Institute of General Medical Sciences

Silicon Valley Community Foundation

U.S. Department of Health & Human Services | NIH | National Institute of Allergy and Infectious Diseases

Publisher

Springer Science and Business Media LLC

Subject

Cell Biology,Molecular Biology,Biochemistry,Biotechnology

Cited by 22 articles. 订阅此论文施引文献 订阅此论文施引文献,注册后可以免费订阅5篇论文的施引文献,订阅后可以查看论文全部施引文献

1. Accurate size-based protein localization from cryo-ET tomograms;Journal of Structural Biology: X;2024-12

2. Expanding insights from in situ cryo-EM;Current Opinion in Structural Biology;2024-10

3. Recent technical advances in cellular cryo-electron tomography;The International Journal of Biochemistry & Cell Biology;2024-10

4. MiLoPYP: self-supervised molecular pattern mining and particle localization in situ;Nature Methods;2024-09-09

5. An image processing pipeline for electron cryo‐tomography in RELION‐5;FEBS Open Bio;2024-08-15

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