Supported Applications
cryoDRGN
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Description
a neural network based algorithm for heterogeneous cryo-EM reconstruction. In particular, the method models a continuous distribution over 3D structures by using a neural network based representation for the volume.
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Installation
Use the following command to install this title with the CLI client:$ sbgrid-cli install cryodrgn
Available operating systems: Linux 64 -
Primary Citation*
E. D. Zhong, T. Bepler, B. Berger, and J. H. Davis. 2021. CryoDRGN: reconstruction of heterogeneous cryo-EM structures using neural networks. Nature methods. 18(2): 176-185.
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*Full citation information available through
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Citation Note
Uncovering structural ensembles from single particle cryo-EM data using cryoDRGN.
Laurel Kinman, Barrett Powell, Ellen Zhong*, Bonnie Berger*, Joey Davis*
Nature Protocols 2023.
CryoDRGN: Reconstruction of heterogeneous cryo-EM structures using neural networks.
Ellen D. Zhong, Tristan Bepler, Bonnie Berger*, Joseph H Davis*
Nature Methods 2021.
Reconstructing continuous distributions of 3D protein structure from cryo-EM images.
Ellen D. Zhong, Tristan Bepler, Joseph H. Davis*, Bonnie Berger*
ICLR 2020.
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Webinars
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Keywords
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Default Versions
Linux 64:  1.1.2 (6.7 GB)
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Other Versions
Linux 64:
0.3.3b (4.8 GB) , 0.3.4 (4.8 GB) , 0.3.4_cu11 (7.6 GB) , 1.1.0 (7.6 GB) , 2.0.0-beta (11.8 GB) , 2.2.0 (7.6 GB) , 2.3.0 (5.4 GB)
Developers
Ellen Zhong, Bonnie Berger