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TitleA self-supervised workflow for particle picking in cryo-EM.
Journal, issue, pagesIUCrJ, Vol. 7, Issue Pt 4, Page 719-727, Year 2020
Publish dateJul 1, 2020
AuthorsDonal M McSweeney / Sean M McSweeney / Qun Liu /
PubMed AbstractHigh-resolution single-particle cryo-EM data analysis relies on accurate particle picking. To facilitate the particle picking process, a self-supervised workflow has been developed. This includes an ...High-resolution single-particle cryo-EM data analysis relies on accurate particle picking. To facilitate the particle picking process, a self-supervised workflow has been developed. This includes an iterative strategy, which uses a 2D class average to improve training particles, and a progressively improved convolutional neural network for particle picking. To automate the selection of particles, a threshold is defined (%/Res) using the ratio of percentage class distribution and resolution as a cutoff. This workflow has been tested using six publicly available data sets with different particle sizes and shapes, and can automatically pick particles with minimal user input. The picked particles support high-resolution reconstructions at 3.0 Å or better. This workflow is a step towards automated single-particle cryo-EM data analysis at the stage of particle picking. It may be used in conjunction with commonly used single-particle analysis packages such as , , , and .
External linksIUCrJ / PubMed:32695418 / PubMed Central
MethodsEM (single particle)
Resolution2.4 - 3.0 Å
Structure data

EMDB-22025:
Reprocessing of EMPIAR-10204 data (beta-galactosidase) with particles picked by Kpicker
Method: EM (single particle) / Resolution: 2.66 Å

EMDB-22026:
Reprocessing of EMPIAR-10218 data (20S proteasome) with particles picked by Kpicker
Method: EM (single particle) / Resolution: 2.4 Å

EMDB-22027:
Reprocessing of EMPIAR-10184 data (aldolase) with particles picked by Kpicker
Method: EM (single particle) / Resolution: 2.45 Å

EMDB-22028:
Reprocessing of EMPIAR-10059 data (TRPV1 in complex with DkTx and RTX) with particles picked by Kpicker
Method: EM (single particle) / Resolution: 3.0 Å

EMDB-22029:
Reprocessing of EMPIAR-10028 data (80S ribosome) with particles picked by Kpicker
Method: EM (single particle) / Resolution: 2.85 Å

EMDB-22030:
Reprocessing of EMPIAR-10335 data (streptavidin) with particles picked by Kpicker
Method: EM (single particle) / Resolution: 2.69 Å

Source
  • Escherichia coli (E. coli)
  • Thermoplasma acidophilum (acidophilic)
  • Oryctolagus cuniculus (rabbit)
  • Rattus norvegicus (Norway rat)
  • Plasmodium falciparum (malaria parasite P. falciparum)
  • Streptomyces avidinii (bacteria)

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