Evidence map›Paper›PMID 41617854›Full record

ArticleScientific reports2026

Serial femtosecond crystallography data processing at the global science data hub center at KISTI.

Ki Hyun Nam, Sang-Ho Na

Abstract read
In one paragraph

Article in Scientific reports, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 4 papers.

0numbers the graph read from it
0cells of the map it votes in
4citing 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

4 citing papers in PubMed.

  1. Article
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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

2 authors.

Ki Hyun NamCollege of General Education, Kookmin University, Seoul, 02707, Republic of Korea. structure@kookmin.ac.kr.
Sang-Ho NaGlobal Scientific Data hub Center, Korea Institute of Science and Technology Information, Daejeon, 34141, Republic of Korea. shna@kisti.re.kr.

Funding

National Research Foundation of Korea NRF-2021R1I1A1A01050838PAL-XFEL XFEL2025-01
6 · The paper itself

Abstract

Serial crystallography (SX) is an emerging technique for determining the room-temperature structures of macromolecules or small molecules, while minimizing radiation damage. SX combined with pump–probe or mix-and-inject experiments further enables the visualization of time-resolved molecular dynamics involved in reaction mechanisms. In SX experiments, hundreds of thousands to millions of diffraction images are typically collected to determine the three-dimensional structure, and high-performance computing resources are required to efficiently process such large datasets. In this study, we introduced the computing infrastructure of the Global Science Data hub Center (GSDC) at the Korea Institute of Science and Technology Information (KISTI) for Serial femtosecond crystallography (SFX) data processing generated using the Pohang Accelerator Laboratory X-ray Free Electron Laser (PAL-XFEL). We describe the hardware and software specifications of three dedicated servers for SX data processing at GSDC. Using this system, we processed SFX data for three different datasets, incorporating various inputs such as parallel processing with CPUs, indexing algorithms, and other indexing parameters, to understand the correlation between data processing speed and indexing efficiency. These results provide practical guidelines for SX data processing using the GSDC infrastructure and offer valuable insights for designing efficient data collection and analysis strategies.

Indexed as

Data processingGlobal science data hub centerSerial crystallography

Identifiers

PMID41617854
PMCPMC12916989

What OpenQuestion holds

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LicenceCC BY-NC-ND
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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.