Evidence map›Paper›PMID 41425652›Full record

ArticleBioinformatics advances2025

Mapping educational needs in bioinformatics in Brazil: adapting ISCB 3.0 competencies to a regional context.

Bernardo Velozo, Clara Carvalho, Rayssa Feitosa, Lucas Aleixo Leal Pedroza, Emerson Danzer, Sandy Ingrid Aguiar Alves, Maira Neves, Bibiana Fam

Abstract read
In one paragraph

Article in Bioinformatics advances, 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

8 authors.

Bernardo VelozoGraduate Program in Biochemistry, Department of Biochemistry, Institute of Chemistry, Federal University of Rio de Janeiro, Rio de Janeiro, Brazil.
Clara CarvalhoInterunit Graduate Program in Bioinformatics, University of São Paulo, São Paulo, Brazil.
Rayssa FeitosaGenetics and Genome Biology Department, The Hospital for Sick Children, Toronto, ON, M5G 1X8, Canada.
Lucas Aleixo Leal PedrozaGraduate Program in Biology Applied to Health, Keizo Asami Institute, Federal University of Pernambuco, Recife, Brazil.
Emerson DanzerInterunit Graduate Program in Bioinformatics, Federal University of Minas Gerais, Belo Horizonte, Minas Gerais, Brazil.
Sandy Ingrid Aguiar AlvesGraduate Program in Biology of Infectious and Parasitic Agents, Federal University of Pará, Belém, Pará, Brazil.ORCID https://orcid.org/0000-0002-9768-4319
Maira NevesInterunit Graduate Program in Bioinformatics, University of São Paulo, São Paulo, Brazil.
Bibiana FamLaboratory of Genomic Medicine, Center for Experimental Research, Hospital de Clínicas de Porto Alegre, Porto Alegre, RS, Brazil.ORCID https://orcid.org/0000-0002-6654-6415

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Motivation: Bioinformatics drives modern biological discovery, and Brazil has become an important contributor to genomics and computational biology. However, bioinformatics education across the country struggles to meet diverse regional and professional demands. To respond to these challenges, the Regional Student Group of Brazil created an Educational Committee in 2019 to expand Portuguese-language resources and evaluate national training needs. Here, we apply the Core Competency 3.0 framework to establish a seven-domain training model spanning foundational biological, statistical, and computational skills, ethical principles, applied bioinformatics practices, communication abilities, and continuous professional development. Results: A nationwide survey of 375 respondents from more than 21 Brazilian states revealed pronounced geographic and career-based disparities in bioinformatics training. Individuals who primarily use bioinformatics tools, largely students, showed strong interest in phylogenetics and evolutionary analyses, while those focused on software and tool development prioritized computational methods. These findings demonstrate how educational needs differ across profiles and regions, emphasizing the importance of localized strategies to address Brazil's heterogeneous training landscape. Unlike broad competency frameworks, this data-driven approach identifies specific gaps and areas of high demand. Availability and implementation: By integrating these insights, the Regional Student Group of Brazil proposes an equitable and scalable education model that supports curriculum development and helps strengthen training in regions with limited opportunities, offering a framework adaptable to global scientific communities facing similar socioeconomic challenges.

Identifiers

PMID41425652
PMCPMC12714386

What OpenQuestion holds

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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.