Evidence map›Paper›PMID 42515034›Full record

Observational studyPathogens (Basel, Switzerland)2026

Microbial Contamination of Gym Equipment: Diversity Patterns, Temporal Dynamics, Staphylococcus Hotspots, and Device-Level Risk Indices.

Alexander Martens, Markus Schauer, Mohamad Motevalli, Susanne Mair, Brigitte König

Abstract readObservational Study
In one paragraph

Observational study in Pathogens (Basel, Switzerland), 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

5 authors.

Alexander MartensInstitute for Medical Microbiology and Virology, University of Leipzig Medical Center, University of Leipzig, 04103 Leipzig, Germany.
Markus SchauerDepartment of Sport Science, German University of Health & Sport (DHGS), 85737 Ismaning, Germany.
Mohamad MotevalliDepartment of Sport Science, German University of Health & Sport (DHGS), 85737 Ismaning, Germany.ORCID 0000-0001-6453-9695
Susanne MairDepartment of Sport Science, German University of Health & Sport (DHGS), 85737 Ismaning, Germany.
Brigitte KönigInstitute for Medical Microbiology and Virology, University of Leipzig Medical Center, University of Leipzig, 04103 Leipzig, Germany.ORCID 0000-0002-5073-3849

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

backgroundPublic fitness facilities are high-contact environments that facilitate microbial transfer via shared surfaces; however, temporal dynamics and device-specific contamination patterns remain insufficiently characterized.

methodsA repeated-measures observational study was conducted in a fitness facility over five consecutive weekdays (Monday to Friday). A total of 180 surface samples were collected from 12 gym devices, each sampled three times daily (morning, noon, and evening). Surface-associated cultivable bacteria were recovered using culture-based methods followed by MALDI-TOF MS identification. Ecological metrics, including species richness and Shannon diversity, were calculated, and taxa were classified by origin (skin-associated versus environmental). Device-specific contamination profiles were developed using a composite index incorporating pathogen presence, contamination frequency, and persistence. Temporal trends and predictors of contamination were analyzed using mixed-effects regression models. All statistical analyses were performed in R.

resultsA total of 248 bacterial isolates were identified, representing 61 species across 32 families, with a predominance of skin-associated taxa (72.2%). Sampling time point was a strong independent predictor of contamination (adjusted OR for noon vs. morning: 7.19;

conclusionsGym equipment surfaces harbor predominantly human-associated microbial communities exhibiting dynamic temporal contamination patterns, and on selected devices, increasing the baseline contamination across consecutive cleaning cycles. The findings indicate that contamination patterns on shared fitness equipment are dominated by taxa commonly associated with human skin and support targeted hygiene interventions focused on frequently contacted devices and periods of elevated contamination.

Indexed as

Environmental MicrobiologyEquipment ContaminationFitness CentersSports EquipmentStaphylococcusBacteriaBiodiversityHumansSkin Microbiomeathletic environmentsbacterial interactionscontact transmissionenvironmental microbiologyfitness clubmicrobial diversitymicrobial pathogensskin microbiotaStaphylococcus aureussurface microbiome

Identifiers

PMID42515034
PMCPMC13415148

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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.