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Research questionHow can protein annotation remain reliable in crowded cryo-ET volumes with limited-angle, corrupted reconstructions?Limited-angle acquisition and measurement corruption can distort or erase structural cues in reconstructed cryo-ET volumes. Overlapping nearby proteins further complicate both identifying protein types and localizing them accurately.
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Latest papersRecent research connected to this question, newest first.The microscope is the mask: privileged views and labels from a cryo-ET forward modelThe evidence concerns models trained with simulated cryo-ET data and evaluated without finetuning on real tomograms. Results cover protein classification and detection across multiple protein types and two tomogram processing types, using simulation-derived forward-model views and protein position and identity information.research paper · Sep 3, 2026
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