Evidence map›Paper›PMID 39817606›Full record

ArticleScandinavian journal of medicine & science in sports2025

Single-Cell RNA Sequencing Analysis Reveals Exercise-Induced Transcriptional Dynamics in Half-Marathon Runners.

Laura Veschetti, Cristina Patuzzo, Mirko Treccani, Lucas Moron Dalla Tor, Michela Deiana, Samuele Cheri, Francesca Griggio, Giuseppe Lippi, Federico Schena, Daniele De Santis and 5 more

Abstract read
In one paragraph

Article in Scandinavian journal of medicine & science in sports, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 1 paper.

0numbers the graph read from it
0cells of the map it votes in
1citing 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

1 citing paper in PubMed.

  1. Review
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

15 authors.

Laura VeschettiInfections and Cystic Fibrosis Unit, Division of Immunology, Transplantation and Infectious Diseases, IRCCS San Raffaele Scientific Institute, Milano, Italy.ORCID https://orcid.org/0000-0002-0413-6031
Cristina PatuzzoDepartment of Neurosciences, Biomedicine and Movement Sciences, University of Verona, Verona, Italy.
Mirko TreccaniDepartment of Surgical Sciences, Dentistry, Gynaecology and Paediatrics, University of Verona, Verona, Italy.ORCID https://orcid.org/0000-0002-9175-9455
Lucas Moron Dalla TorDepartment of Medicine and Surgery, University of Parma, Parma, Italy.ORCID https://orcid.org/0000-0002-6080-7864
Michela DeianaDepartment of Infectious-Tropical Diseases and Microbiology, IRCCS Sacro Cuore Don Calabria Hospital, Verona, Italy.
Samuele CheriDepartment of Biomedical Sciences, University of Cagliari, Cagliari, Italy.
Francesca GriggioCentro Piattaforme Tecnologiche, University of Verona, Verona, Italy.
Giuseppe LippiDepartment of Engineering for Innovation Medicine, University of Verona, Verona, Italy.
Federico SchenaDepartment of Neurosciences, Biomedicine and Movement Sciences, University of Verona, Verona, Italy.
Daniele De SantisDepartment of Surgical Sciences, Dentistry, Gynaecology and Paediatrics, University of Verona, Verona, Italy.
Luca Dalle CarbonareDepartment of Engineering for Innovation Medicine, University of Verona, Verona, Italy.
Cantor TarperiDepartment of Neurosciences, Biomedicine and Movement Sciences, University of Verona, Verona, Italy.ORCID https://orcid.org/0000-0002-7208-9484
Elisabetta TrabettiDepartment of Neurosciences, Biomedicine and Movement Sciences, University of Verona, Verona, Italy.
Maria Teresa ValentiDepartment of Neurosciences, Biomedicine and Movement Sciences, University of Verona, Verona, Italy.
Giovanni MalerbaDepartment of Surgical Sciences, Dentistry, Gynaecology and Paediatrics, University of Verona, Verona, Italy.ORCID https://orcid.org/0000-0001-8705-8560

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Previous studies in sports science suggested that regular exercise has a positive impact on human health. However, the effects of endurance sports and their underlying mechanisms are still not completely understood. One of the main debates regards the modulation of immune dynamics in high-intensity exercise. As part of the "Run 4 Science" project in Verona, Italy, we conducted a single-cell RNA sequencing analysis on half-marathon amateur runners to investigate the transcriptional dynamics of peripheral blood mononuclear cells following endurance exercise. Blood samples were collected from four participants before and after running a half-marathon to carry out a comprehensive transcriptomic analysis of immune cells at the single-cell level. Our analysis revealed significant alterations in the transcriptional profiles following endurance physical exercise. Modulations in myeloid cells suggested the activation of stress response (6 related pathways, p < 0.04) and pathways related to viral processes (4 related pathways, p < 0.03), while in lymphoid cells they hinted to a shift towards immune activation (24 related pathways, p < 0.01). Additionally, transcriptional changes in platelets point to an activation of the coagulation process (5 related pathways, p < 0.005). Single-cell data was also analyzed following a pseudo-bulk approach (i.e., simulating a bulk RNAseq experiment) to gain further biological insights. Our findings suggest that a pseudo-bulk analysis could offer complementary findings to classical single-cell analysis methods and demonstrate that endurance physical exercise, such as running a half-marathon, induces substantial changes in the transcriptional dynamics of immune cells. These insights contribute to a better understanding of the immune modulation mediated by endurance exercise and may inform future training routines or nutritional guidelines based on individual gene expression levels.

Indexed as

Leukocytes, MononuclearMarathon RunningPhysical EnduranceRunningSingle-Cell AnalysisTranscription, GeneticTranscriptomeAdultFemaleHumansMaleSequence Analysis, RNAimmune modulationrunningsingle‐cell RNA sequencing

Identifiers

PMID39817606
PMCPMC11737006

What Socratic holds

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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 Socratic graph.