CryoAI: Amortized Inference of Poses for Ab Initio Reconstruction of 3D Molecular Volumes from Real Cryo-EM Images.

Cryo-electron Microscopy Neural Scene Representation

Journal

Computer vision - ECCV ... : ... European Conference on Computer Vision : proceedings. European Conference on Computer Vision
Titre abrégé: Comput Vis ECCV
Pays: Germany
ID NLM: 101151802

Informations de publication

Date de publication:
Oct 2022
Historique:
entrez: 6 2 2023
pubmed: 7 2 2023
medline: 7 2 2023
Statut: ppublish

Résumé

Cryo-electron microscopy (cryo-EM) has become a tool of fundamental importance in structural biology, helping us understand the basic building blocks of life. The algorithmic challenge of cryo-EM is to jointly estimate the unknown 3D poses and the 3D electron scattering potential of a biomolecule from millions of extremely noisy 2D images. Existing reconstruction algorithms, however, cannot easily keep pace with the rapidly growing size of cryo-EM datasets due to their high computational and memory cost. We introduce cryoAI, an

Identifiants

pubmed: 36745134
doi: 10.1007/978-3-031-19803-8_32
pmc: PMC9897229
mid: NIHMS1824058
doi:

Types de publication

Journal Article

Langues

eng

Pagination

540-557

Subventions

Organisme : NIGMS NIH HHS
ID : R01 GM144965
Pays : United States

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Auteurs

Axel Levy (A)

LCLS, SLAC National Accelerator Laboratory, Menlo Park, CA, USA.
Stanford University, Department of Electrical Engineering, Stanford, CA, USA.

Frédéric Poitevin (F)

LCLS, SLAC National Accelerator Laboratory, Menlo Park, CA, USA.

Julien Martel (J)

Stanford University, Department of Electrical Engineering, Stanford, CA, USA.

Youssef Nashed (Y)

ML Initiative, SLAC National Accelerator Laboratory, Menlo Park, CA, USA.

Ariana Peck (A)

LCLS, SLAC National Accelerator Laboratory, Menlo Park, CA, USA.

Nina Miolane (N)

University of California Santa Barbara, Department of Electrical and Computer Engineering, Santa Barbara, CA, USA.

Daniel Ratner (D)

ML Initiative, SLAC National Accelerator Laboratory, Menlo Park, CA, USA.

Mike Dunne (M)

LCLS, SLAC National Accelerator Laboratory, Menlo Park, CA, USA.

Gordon Wetzstein (G)

Stanford University, Department of Electrical Engineering, Stanford, CA, USA.

Classifications MeSH