The CAHRA Challenge: A Community-Wide Assessment of Cryo-EM Heterogeneous Reconstruction Algorithms
J. Ryan FeathersiD, Robert C. HeeteriD, Geoffrey WoollardiD, Sonya M. HansoniD, Pilar CossioiD, Joel GreeriD, B. Tom BurnleyiD, Ellen D. ZhongiD
Abstract
The ability of cryo-electron microscopy (cryo-EM) to interrogate the atomic structure and motion of biomolecules has motivated the development of a wide range of algorithms for heterogeneity analysis. However, evaluating and comparing these methods remains challenging because ground-truth structures are generally unknown for experimental samples. Here, we introduce the 2026 Community-Wide Assessment of Heterogeneous Reconstruction Algorithms (CAHRA), a community-wide challenge centered on three benchmark datasets that probe distinct tasks in heterogeneity analysis. These include (1) compositional heterogeneity arising from mixtures of distinct protein complexes, (2) continuous conformational variability and atomic modeling, and (3) entanglement between molecular conformation and particle pose. We describe the design, construction, and validation of these datasets, as well as their use in the recently completed CAHRA Challenge.
02 /Specification & Classification
Click any tag to browse matching papers- Citations
- 0
- Assay
- Research Focus
- Approach
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
- Heterogeneous reconstruction algorithms for cryoEM achieve limited particle classification accuracy on real benchmark datasets
Laurel F. Kinman, Andrew V. Grassetti, … Joseph H. Davis·bioRxiv·May 11, 2026
- Roodmus: A toolkit for benchmarking heterogeneous electron cryo-microscopy reconstructions
Maarten Joosten, Joel Greer, … Arjen J. Jakobi·IUCrJPeer-reviewed·Oct 8, 2024
- The Inaugural Flatiron Institute Cryo-EM Conformational Heterogeneity Challenge
Miro A. Astore, Geoffrey Woollard, … Sonya M. Hanson·bioRxiv·Jul 18, 2025
- Merging conformational landscapes in a single consensus space with FlexConsensus algorithm
David Herreros, Carlos P. Mata, … J.M. Carazo·Nature MethodsPeer-reviewed·Sep 25, 2025
- Separating distinct structures of multiple macromolecular assemblies from cryo-EM projections
E. J. Verbeke, Y. Zhou, … E. M. Marcotte·bioRxiv·Apr 30, 2019
- Engineered Cas9 complexes establish an experimentally grounded benchmark for heterogeneous cryoEM reconstruction methods
Andrew V. Grassetti, Laurel F. Kinman, Joseph H. Davis·bioRxiv·May 7, 2026