Evidence map›Paper›PMID 40811858›Full record

ArticleJournal of chemical theory and computation2025

Structure Determination from Single-Molecule X-ray Scattering Images Using Stochastic Gradient Ascent.

Steffen Schultze, D Russell Luke, Helmut Grubmüller

Abstract read
In one paragraph

Article in Journal of chemical theory and computation, 2025. 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

3 authors.

Steffen SchultzeMax Planck Institute for Multidisciplinary Sciences, Am Fassberg 11, 37077 Göttingen, Germany.ORCID 0000-0002-0136-8013
D Russell LukeInstitute for Numerical and Applied Mathematics, University of Göttingen, Lotzestraße 16-18, 37073 Göttingen, Germany.
Helmut GrubmüllerMax Planck Institute for Multidisciplinary Sciences, Am Fassberg 11, 37077 Göttingen, Germany.ORCID 0000-0002-3270-3144

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Scattering experiments using ultrashort X-ray free electron laser pulses have opened a new path for structure determination of a wide variety of specimens, including nanocrystals and entire viruses, approaching atomistic spatial and femtoseconds time resolution. However, random and unknown sample orientations as well as low signal-to-noise ratios have so far prevented a successful application to smaller specimens like single biomolecules. We here present resolution-annealed stochastic gradient ascent (RASTA), a new approach for direct atomistic electron density determination, which utilizes our recently developed rigorous Bayesian treatment of single-particle X-ray scattering. We demonstrate electron density determination at 2 Å resolution of various small proteins from synthetic scattering images with as low as 15 photons per image.

Identifiers

PMID40811858
PMCPMC12392449

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Registered trials

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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.