Evidence map›Paper›PMID 41931477›Full record

ArticlePLoS computational biology2026

Training biologists in Unix command-line skills: From curriculum to interactive online tutorials.

Lucie Khamvongsa-Charbonnier, Robert Aboukhalil, Hélène Chiapello, Thomas Denecker, Pierre Poulain, Denis Puthier, Olivier Sand, Morgane Thomas-Chollier, Claire Toffano-Nioche

Erratum issuedAbstract read
In one paragraph

Article in PLoS computational biology, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. An erratum has been issued. Cited by 2 papers.

0numbers the graph read from it
0cells of the map it votes in
2citing 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

2 citing papers in PubMed.

  1. Article
  2. Article
4 · The record

Corrections and comments

5 · Who and what money

Authors and funding

9 authors.

Lucie Khamvongsa-CharbonnierIFB-core, Institut Français de Bioinformatique (IFB), CNRS, INSERM, INRAE, CEA, Villejuif, France.ORCID https://orcid.org/0000-0002-1194-0546
Robert AboukhalilOMGenomics Labs, San Francisco, California, United States of America.ORCID https://orcid.org/0009-0005-0602-8703
Hélène ChiapelloIFB-core, Institut Français de Bioinformatique (IFB), CNRS, INSERM, INRAE, CEA, Villejuif, France.ORCID https://orcid.org/0000-0001-5102-0632
Thomas DeneckerIFB-core, Institut Français de Bioinformatique (IFB), CNRS, INSERM, INRAE, CEA, Villejuif, France.ORCID https://orcid.org/0000-0003-1421-7641
Pierre PoulainUniversité Paris Cité, CNRS, Laboratoire de Biochimie Théorique, Paris, France.ORCID https://orcid.org/0000-0003-4177-3619
Denis PuthierAix-Marseille Université, INSERM, TAGC, TGML, MarMaRa Institute, Turing Centre for Living systems, Transcriptomics and Genomics Marseille Luminy (TGML), Marseille, France.ORCID https://orcid.org/0000-0002-7240-5280
Olivier SandIFB-core, Institut Français de Bioinformatique (IFB), CNRS, INSERM, INRAE, CEA, Villejuif, France.ORCID https://orcid.org/0000-0003-1465-1640
Morgane Thomas-ChollierIFB-core, Institut Français de Bioinformatique (IFB), CNRS, INSERM, INRAE, CEA, Villejuif, France.ORCID https://orcid.org/0000-0003-2608-476X
Claire Toffano-NiocheUniversité Paris-Saclay, CEA, CNRS, Institute for Integrative Biology of the Cell (I2BC), Gif-sur-Yvette, France.ORCID https://orcid.org/0000-0003-4134-6844

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

As the generation of data in the life and health sciences expands rapidly, there is a growing need for professionals and students in these fields to master core bioinformatics skills, particularly those relating to Unix-like systems, most commonly used in bioinformatics. This paper introduces two key contributions to address this need: (1) A Unix curriculum for life scientists with little or no command-line experience, based on progressive Unix skill levels for bioinformatics and (2) An implementation of this curriculum into a series of interactive online tutorials deployed through Sandbox.bio-an open-source platform for learning bioinformatics that embeds a command line in the browser, which removes barriers related to software installation and access. We performed an overall evaluation of this teaching framework in different contexts. This inclusive, sustainable approach provides widespread access to essential bioinformatics skills for life science students and professionals alike.

Indexed as

Computational BiologyComputer-Assisted InstructionCurriculumHumansInternetSoftwareUser-Computer Interface

Identifiers

PMID41931477
PMCPMC13048368

What OpenQuestion holds

Textmetadata
LicenceCC BY
Read underepoch 390

Registered trials

None linked

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.