Evidence map›Paper›PMID 42606386›Full record

ArticleFEMS microbiology letters2026

Fantastic microbes and where to find them: evaluating learning-by-doing outcomes in a crowdfunded metagenomics workshop.

Giulia Ghisleni, Ellen Dow, Teresa Iovino, Pamela Jael Colman-Vega, Alessia Dicesare, Emanuele Guanella, Yodit Maria Bacchi, Althea Colombo, Maristella Leccese, Matilde Marzucchi and 10 more

Abstract read
In one paragraph

Article in FEMS microbiology letters, 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

20 authors.

Giulia GhisleniDepartment of Biotechnology and Biosciences, University of Milano-Bicocca, 20126 Milan, Italy.ORCID 0000-0001-7819-8449
Ellen DowEnvironmental Genomics and Systems Biology Division, E.O. Lawrence Berkeley National Laboratory, Berkeley, CA 94720, United States.
Teresa IovinoDepartment of Biotechnology and Biosciences, University of Milano-Bicocca, 20126 Milan, Italy.
Pamela Jael Colman-VegaCatalan Institute for Water Research (ICRA-CERCA), 17003 Girona, Spain.
Alessia DicesareDepartment of Biotechnology and Biosciences, University of Milano-Bicocca, 20126 Milan, Italy.
Emanuele GuanellaDepartment of Biotechnology and Biosciences, University of Milano-Bicocca, 20126 Milan, Italy.
Yodit Maria BacchiDepartment of Biotechnology and Biosciences, University of Milano-Bicocca, 20126 Milan, Italy.
Althea ColomboDepartment of Biotechnology and Biosciences, University of Milano-Bicocca, 20126 Milan, Italy.
Maristella LecceseDepartment of Biotechnology and Biosciences, University of Milano-Bicocca, 20126 Milan, Italy.
Matilde MarzucchiDipartimento di Scienze della Terra e del Mare, University of Palermo, 90128 Palermo, Italy.
Margherita Emma GorlaDepartment of Biotechnology and Biosciences, University of Milano-Bicocca, 20126 Milan, Italy.
Alessandra CaraccioloDepartment of Biotechnology and Biosciences, University of Milano-Bicocca, 20126 Milan, Italy.
Alessio SalaDepartment of Biotechnology and Biosciences, University of Milano-Bicocca, 20126 Milan, Italy.
Polina MakarychevaSchool of Biosciences and Veterinary Medicine, University of Camerino, 62032 Camerino, Italy.
Sharon Cristal RubricaDepartment of Biotechnology and Biosciences, University of Milano-Bicocca, 20126 Milan, Italy.
Andrea FerrierDepartment of Agricultural, Forest and Food Sciences, University of Turin, 10124 Turin, Italy.
Alice ArmanniDepartment of Biotechnology and Biosciences, University of Milano-Bicocca, 20126 Milan, Italy.ORCID 0009-0005-7299-7991
Sara FumagalliDepartment of Biotechnology and Biosciences, University of Milano-Bicocca, 20126 Milan, Italy.ORCID 0000-0002-8314-6085
Elisha Wood-CharlsonEnvironmental Genomics and Systems Biology Division, E.O. Lawrence Berkeley National Laboratory, Berkeley, CA 94720, United States.
Antonia BrunoDepartment of Biotechnology and Biosciences, University of Milano-Bicocca, 20126 Milan, Italy.ORCID 0000-0002-1929-6652

Funding

DOESociety for Experimental BiologyUniversity of Milano-BicoccaU.S. Department of Energy Office of Science DE-AC02-05CH11231U.S. Department of Energy Office of Science DE-AC02-06CH11357U.S. Department of Energy Office of Science DE-AC05-00OR22725U.S. Department of Energy Office of Science DE-SC0012704
6 · The paper itself

Abstract

Metagenomics offers a powerful framework for authentic, interdisciplinary learning, yet it remains underrepresented in undergraduate education due to technical and infrastructural barriers. We hypothesized that a research-based, learning-by-doing metagenomics workshop supported by accessible bioinformatics tools could enhance students' perceived skills, self-efficacy, and conceptual understanding of metagenomic analysis. To test this hypothesis, we designed and evaluated a hybrid hands-on workshop in which undergraduate and postgraduate students analyzed real environmental shotgun metagenomic datasets generated from soil samples collected during a citizen science initiative. Using the graphical workflow platform KBase, participants completed an end-to-end metagenomic analysis, from quality control and assembly to genome reconstruction, taxonomic classification, functional annotation, and scientific presentation of results. Educational outcomes were assessed through validated retrospective pre-post questionnaires, self-efficacy scales, and an open-ended conceptual understanding task. Participants showed significant increases in perceived metagenomic skills and confidence in performing metagenomic analyses, while gains in perceived learning showed a positive trend. Conceptual understanding improved across educational levels, particularly among participants with limited prior experience. Together, these findings demonstrate that authentic, data-driven metagenomics activities can effectively lower barriers to computational biology and foster meaningful learning through hands-on research experiences.

Indexed as

MetagenomicsCitizen ScienceComputational BiologyHumansLearningStudentscitizen sciencecrowdfundingeducational evaluationmetagenomicsmicrobiome educationparticipatory science

Identifiers

PMID42606386
PMCPMC13501537

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.