Evidence map›Paper›PMID 42779743›Full record

ArticlebioRxiv : the preprint server for biology2026

The CAHRA Challenge: A Community-Wide Assessment of Cryo-EM Heterogeneous Reconstruction Algorithms.

J Ryan Feathers, Robert C Heeter, Geoffrey Woollard, Sonya M Hanson, Pilar Cossio, Joel Greer, Tom Burnley, Ellen D Zhong

Abstract readPreprint
In one paragraph

Article in bioRxiv : the preprint server for biology, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

0numbers the graph read from it
0cells of the map it votes in
0citing papers in PubMed
–field-weighted citation impact
1 · What the graph read from it

What it found

Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.

The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.

2 · The registry

The trial behind it

Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.

Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.

3 · Its place in the literature

Who cites it

0 citing papers in PubMed.

No citing paper in PubMed yet.

4 · The record

Corrections and comments

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

8 authors.

J Ryan FeathersDepartment of Computer Science, Princeton University, Princeton, NJ, USA.ORCID 0000-0002-4402-4659
Robert C HeeterOmenn-Darling Bioengineering Institute, Princeton University, Princeton, NJ, USA.ORCID 0000-0001-7565-2087
Geoffrey WoollardDepartment of Computer Science, University of British Columbia, Vancouver, BC, Canada.
Sonya M HansonCenter for Computational Biology, Flatiron Institute, New York, NY, USA.ORCID 0000-0001-8960-5353
Pilar CossioCenter for Computational Biology, Flatiron Institute, New York, NY, USA.ORCID 0000-0002-5404-9948
Joel GreerScientific Computing Department, Science and Technology Facilities Council, Harwell, UK.ORCID 0000-0001-6161-4354
Tom BurnleyScientific Computing Department, Science and Technology Facilities Council, Harwell, UK.ORCID 0000-0001-5307-348X
Ellen D ZhongDepartment of Computer Science, Princeton University, Princeton, NJ, USA.ORCID 0000-0001-6345-1907

Funding

Algorithms and Software for Biomolecular Structure Determination at the Proteome ScaleDP2GM164606 · NIGMS · PRINCETON UNIVERSITY · PI ZHONG, ELLEN DEE · 2025 to 2025
$1.5M
NIGMS NIH HHS DP2 GM164606
6 · The paper itself

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 image pose. We describe the design, construction, and validation of these datasets, as well as their use in the recently completed CAHRA Challenge.

Identifiers

PMID42779743
PMCPMC13596359

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Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.