# Cryogenic electron tomography by the numbers: Charting underexplored lineages in structural cell biology

**Authors:** T. Bertie Ansell, Louis Berrios, Kabir G. Peay, Peter D. Dahlberg

PMC · DOI: 10.1073/pnas.2518350123 · Proceedings of the National Academy of Sciences of the United States of America · 2026-02-18

## TL;DR

This paper analyzes cryo-ET data from hundreds of cells to identify trends and underexplored species, aiming to improve imaging methods and expand biological insights.

## Contribution

The study consolidates cryo-ET data across life domains to reveal methodological trends and underrepresented lineages.

## Key findings

- Eukaryotes have 1% lamella coverage compared to 9% in bacteria and 14% in archaea.
- Serial lift-out is identified as a powerful sectioning method for multicellular imaging.
- Cryo-ET biodiversity is 2-5 orders of magnitude lower than predicted species diversity.

## Abstract

Cryogenic electron tomography (cryo-ET) is a powerful method for imaging inside cells, but it is challenging and typically limited to a few cells per study. We consolidate and quantify data from hundreds of cellular cryo-ET studies across the biosphere. The methodological trends we identify will heighten biological insight from underexplored lineages of life on Earth.

Imaging cells and their interactions across the whole biosphere with molecular-scale resolution is key for understanding structure–function relations. Cryogenic electron tomography (cryo-ET) is a powerful method for obtaining this critical information. However, cryo-ET studies are challenging and often limited to a small number of cell types per study. Here, we collate cryo-ET data from hundreds of cells and tissues across the biosphere to i) identify emerging methodological trends, ii) pinpoint strategies to reduce imaging time and costs, iii) quantitatively compare methods for cell freezing and sectioning, and iv) census cryo-ET species coverage across all domains of life. Comparing the fraction of cellular material within a single lamella across all domains of life reveals an order of magnitude difference between eukaryotes (1%) compared to bacteria (9%) and archaea (14%). We calculate the fraction of cellular material which can be imaged using distinct sectioning methods on multicellular communities and tissues—identifying serial lift-out as a powerful approach for obtaining more complete cellular depictions. Finally, we show that the biodiversity of current cryo-ET studies is 2 to 3 orders of magnitude lower than in sequence libraries and 4 to 5 lower than the total predicted on Earth. Our analyses reveal major evolutionary lineages which remain critically understudied and highlight where future cryo-ET research would be most impactful.

## Linked entities

- **Species:** Bacteria (taxon 2), Archaea (taxon 2157)

## Full-text entities

- **Genes:** MYH14 (myosin heavy chain 14) [NCBI Gene 79784] {aka DFNA4, DFNA4A, FP17425, MHC16, MYH17, NMHC II-C}
- **Diseases:** HPF (MESH:D006973), infection (MESH:D007239), Alzheimers (MESH:D000544)
- **Chemicals:** ice (MESH:D007053), argon (MESH:D001128), gallium (MESH:D005708), Cryo (-), ethane (MESH:D004980), xenon (MESH:D014978), salt (MESH:D012492), oxygen (MESH:D010100), gold (MESH:D006046), PNAS (MESH:D020135), nitrogen (MESH:D009584)
- **Species:** Phaeodactylum tricornutum (species) [taxon 2850], Anncaliia algerae [taxon 723287], PX clade (clade) [taxon 569578], Pseudomonas (RNA similarity group I, genus) [taxon 286], Drosophila melanogaster (fruit fly, species) [taxon 7227], Trypanosoma brucei (species) [taxon 5691], Emiliania huxleyi (species) [taxon 2903], Caulobacter vibrioides (species) [taxon 155892], Homo sapiens (human, species) [taxon 9606], Bacteria Latreille et al. 1825 (Bacteria stick insect, genus) [taxon 629395], Macaca (macaque, genus) [taxon 9539], Encephalitozoon hellem (species) [taxon 27973], Chlamydomonas reinhardtii (species) [taxon 3055], Toxoplasma gondii (species) [taxon 5811], C. elegans [taxon 328850], Spinacia oleracea (spinach, species) [taxon 3562], Escherichia coli (E. coli, species) [taxon 562], Borreliella burgdorferi (Lyme disease spirochete, species) [taxon 139], Plasmodium berghei (species) [taxon 5821], Ostreococcus tauri (species) [taxon 70448], Thalassiosira pseudonana (species) [taxon 35128], Saccharomyces cerevisiae (baker's yeast, species) [taxon 4932], Mus musculus (house mouse, species) [taxon 10090], Physcomitrium patens (species) [taxon 3218], Caenorhabditis elegans (species) [taxon 6239]
- **Cell lines:** HeLa — Homo sapiens (Human), Human papillomavirus-related endocervical adenocarcinoma, Cancer cell line (CVCL_0030), HEK293 — Homo sapiens (Human), Transformed cell line (CVCL_0045)

## Full text

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## Figures

4 figures with captions in the complete paper: https://tomesphere.com/paper/PMC12933124/full.md

## References

83 references — full list in the complete paper: https://tomesphere.com/paper/PMC12933124/full.md

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Source: https://tomesphere.com/paper/PMC12933124