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Towards community-driven visual proteomics with large-scale cryo-electron tomography of Chlamydomonas reinhardtii

This is an accompanying repository to the work doi:10.1101/2024.12.28.630444 and the dataset of 1829 cryo-electron tomograms presented within. This repository serves as a central location for exchnage of additional resources and community contributions related to this dataset. The intended audience includes researchers and practitioners in cryo-electron tomography, structural biology, and visual proteomics. It is designed for those interested in exploring large-scale cryo-ET datasets, developing new analysis tools, or contributing annotations and resources to advance the field. Students and educators in related disciplines may also find the repository valuable for learning and teaching. Licensing information can be found in LICENSE.

Dataset of 1829 cryo-electron tomograms

The tomograms are available for download from EMPIAR-11830 and CZI-10302. Parameters of data acquisition are listed in Section Cryo-ET data acquisition of the article.

Available sets:

  • Tilt-series in EER format & Metadata (26.8TB)
  • Reconstructions (bin4) denoised with cryo-CARE (3.6TB) - These files are not 3D CTF-corrected
  • Reconstructions (bin4) 3D CTF-corrected with IMOD (1.8TB) - These files are not cryo-CARE denoised

How to contribute?

We welcome contributions from the community to enhance the utility of this dataset. Read how you can get involved in CONTRIBUTING.md. We look forward to seeing your contributions!

Resources (original or contributed)


Particle annotations of ATPase, Microtubule, Nucleosome, Clathrin, Photosystem II, Rubisco, Ribosome

Article: Towards community-driven visual proteomics with large-scale cryo-electron tomography of Chlamydomonas reinhardtii
Authors: Kelley, R., Khavnekar, S., Righetto, R.D., Heebner, J., Obr, M., Zhang, X., Chakraborty, S., Tagiltsev, G., Michael, A.K., van Dorst, S., Waltz, F., McCafferty, C.L., Lamm, L., Zufferey, S., Van der Stappen, P., van den Hoek, H., Wietrzynski, W., Harar, P., Wan, W., Briggs, J.A.G., Plitzko, J.M., Engel, B.D., Kotecha, A.
DOI: 10.1101/2024.12.28.630444
REPO: github.com/Chromatin-Structure-Rhythms-Lab/ChlamyAnnotations
Subfolder in this repository: 10.1101-2024.12.28.630444
Data source & version: EMPIAR (as of 28.02.2025)


Manual tomogram annotation spreadsheet

Article: Towards community-driven visual proteomics with large-scale cryo-electron tomography of Chlamydomonas reinhardtii
Authors: Kelley, R., Khavnekar, S., Righetto, R.D., Heebner, J., Obr, M., Zhang, X., Chakraborty, S., Tagiltsev, G., Michael, A.K., van Dorst, S., Waltz, F., McCafferty, C.L., Lamm, L., Zufferey, S., Van der Stappen, P., van den Hoek, H., Wietrzynski, W., Harar, P., Wan, W., Briggs, J.A.G., Plitzko, J.M., Engel, B.D., Kotecha, A.
DOI: 10.1101/2024.12.28.630444
REPO: github.com/Chromatin-Structure-Rhythms-Lab/ChlamyAnnotations
Subfolder in this repository: 10.5281-zenodo.13941456/


Comprehensive segmentation of 25 macromolecules and organelles across the full dataset

Paper: Scaling data analyses in cellular cryoET using comprehensive segmentation
Authors: Last, M.G.F., Voortman, L.M. and Sharp, T.H.
DOI: 10.1101/2025.01.16.633326
REPO: github.com/bionanopatterning/Pom
APP: https://cryopom.streamlit.app
Segmented features: cytoplasm, mitochondrion, nuclear envelope, nucleoplasm, pyrenoid tube, thylakoid, vesicle, Golgi, pyrenoid, stroma, lipid droplet, endoplasmic reticulum, nuclear pore complex, starch granule, cilum, intermediate-filament rich areas, cell wall, chloroplast outer membrane, dense layer, membrane, ribosome, ATP synthase, RuBisCo, TRiC, proteasome.
Subfolder in this repository: 10.1101-2025.01.16.633326
Data source & version: CryoET Data Portal deposition 10314


chlamydataset2relion5: script to import EMPIAR-11830 data into RELION-5 for subtomogram averaging

Authors: Righetto, R.D. & Van der Stappen, P.
REPO: github.com/Chromatin-Structure-Rhythms-Lab/ChlamyAnnotations
Subfolder in this repository: chlamydataset2relion5


TomoGuide – a cryo-electron tomography processing workflow tutorial

Authors: Van der Stappen, P. & Waltz, F.
DOI: 10.5281/zenodo.15358525
REPO: github.com/TomoGuide/TomoGuide.github.io
Subfolder in this repository: 10.5281-zenodo.15358525


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Particle annotations for the large-scale cryo-ET dataset of Chlamydomonas reinhardtii

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