bioRxivBioinformaticsPreprint
Surforama: interactive exploration of volumetric data by leveraging 3D surfaces
Kevin A. YamauchiiD, Lorenz LammiD, Lorenzo GaifasiD, Ricardo Diogo RighettoiD, Daniil LitvinoviD, Benjamin D. EngeliD, Kyle HarringtoniD
Abstract
MotivationVisualization and annotation of segmented surfaces is of paramount importance for studying membrane proteins in their native cellular environment by cryogenic electron tomography (cryo-ET). Yet, analyzing membrane proteins and their organization is challenging due to their small sizes and the need to consider local context constrained to the membrane surface. ResultsTo interactively visualize, annotate, and analyze proteins in cellular context from cryo-ET data, we have developed Surforama, a Python package and napari plugin. For interactive visualization of membrane proteins in tomograms, Surforama renders the local densities projected on the surface of the segmentations. Suforama additionally provides tools to annotate and analyze particles on the membrane surfaces. Finally, for compatibility with other tools in the cryo-ET analysis ecosystem, results can be exported as RELION-formatted STAR files. As a demonstration, we performed subtomogram averaging and neighborhood analysis of photosystem II proteins in thylakoid membranes from the green alga Chlamydomonas reinhardtii. Availability and implementationPython package, code and examples are available at: https://github.com/cellcanvas/surforama
- assay: imaging
- research focus: cell type annotation
- research focus: clustering
- research focus: dimensionality reduction
- research focus: software / tool
- approach: experimental assay
- Citations
- 7
Reproducibility ledger
Nobody has reported trying to reproduce this paper yet. Did you replicate an experiment or run the code? Your report saves the next lab a week.
Sign in to file a reproducibility report.
Related papers
- Interactive segmentation of membrane and membrane mimic densities in cryo-EM maps
Alok Bharadwaj, Lotte Veerbeek, Arjen J. Jakobi·Acta Crystallographica Section D Structural BiologyPeer-reviewed·Jul 7, 2026
- MemBrain v2: an end-to-end tool for the analysis of membranes in cryo-electron tomography
Lorenz Lamm, Simon Zufferey, … Tingying Peng·Nature MethodsPeer-reviewed·Sep 8, 2026
- ColabSeg: An interactive tool for editing, processing, and visualizing membrane segmentations from cryo-ET data
Marc Siggel, Rasmus K. Jensen, … Jan Kosiński·Journal of Structural BiologyPeer-reviewed·Feb 15, 2024
- Cryo-electron tomography pipeline for plasma membranes.
Willy W. Sun, Dennis J. Michalak, … Justin W. Taraska·Nature CommunicationsPeer-reviewed·Jan 20, 2025
- TOMOMAN: a software package for large scale cryo-electron tomography data preprocessing, community data sharing, and collaborative computing
Sagar Khavnekar, Philipp S. Erdmann, William Wan·Journal of Applied CrystallographyPeer-reviewed·Nov 11, 2024
- Rendering protein structures inside cells at the atomic level with Unreal Engine
M. Chen·bioRxiv·Dec 8, 2023