Gradient based refinement of CryoET tilt series alignment improves tomogram contrast and structure resolution

Cryogenic electron tomography (CryoET) provides 3D views of vitrified cellular samples, and protein structures can be determined from the tomograms by averaging many copies of the same protein computationally. However, the resolution of these averaged structures, particularly for smaller proteins, is often constrained by the precision of tilt-series alignment. In this study, we introduce a gradient descent-based approach to refine alignment parameters, enhancing the contrast in tomograms of the sample regions. This refinement not only improves contrast but also yields higher-resolution protein structures derived from the same particle populations.

Authors

Institutions

Publication Details

Journal
bioRxiv (Cold Spring Harbor Laboratory)
Published
2026-01-19
DOI
https://doi.org/10.64898/2026.01.16.699989
Primary Topic
Advanced Electron Microscopy Techniques and Applications
Type
article
Field-Weighted Citation Impact
0.00
Controls
|||
ALL TIME
JAN
FEB
MAR
APR
MAY
JUN
JUL
AUG
SEP
OCT
article

Gradient based refinement of CryoET tilt series alignment improves tomogram contrast and structure resolution

Muyuan Chen
bioRxiv (Cold Spring Harbor Laboratory)
Advanced Electron Microscopy Techniques and Applications
article

Gradient based refinement of CryoET tilt series alignment improves tomogram contrast and structure resolution

Muyuan Chen
article en

Abstract

Cryogenic electron tomography (CryoET) provides 3D views of vitrified cellular samples, and protein structures can be determined from the tomograms by averaging many copies of the same protein computationally. However, the resolution of these averaged structures, particularly for smaller proteins, is often constrained by the precision of tilt-series alignment. In this study, we introduce a gradient descent-based approach to refine alignment parameters, enhancing the contrast in tomograms of the sample regions. This refinement not only improves contrast but also yields higher-resolution protein structures derived from the same particle populations.

bioRxiv (Cold Spring Harbor Laboratory)
SLAC National Accelerator Laboratory (US), Stanford University (US)
Sustainable cities and communities
Openalex Percentile: Top 85%
Advanced Electron Microscopy Techniques and Applications
AI Navigator

Ask Laika to Summarize, Analyze, and Connect papers live on the map.

Summarize Papers & Methodologies

Extract key findings, datasets, and comparative methods across publications.

Benchmark Rankings & Visual Analytics

Rank top research institutions, authors, funders, topics, and journals by Field-Weighted Citation Impact (FWCI) and paper volume with instant charts.

Connect Distant Disciplines

Bridge topological clusters on the map to find hidden collaborative intersections.

Gradient based refinement of CryoET tilt series alignment improves tomogram contrast and structure resolution — Muyuan Chen · bioRxiv (Cold Spring Harbor Laboratory) (2026) | TGRS Research Map | TGRS