Evidence map›Paper›PMID 41125997›Full record

ArticleGeroScience2026

Methylation patterns associated with TTV load in geriatric hospitalized patients: an exploratory functional analysis.

Carlo Fortunato, Pietro Giorgio Spezia, Federica Novazzi, Gretta Veronica Badillo Pazmay, Laura Cianfruglia, Francesca Drago Ferrante, Davide Gentilini, Luciano Calzari, Paolo Antonio Grossi, Nicasio Mancini and 14 more

Abstract read
In one paragraph

Article in GeroScience, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. 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. 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

24 authors.

Carlo FortunatoAdvanced Technology Center for Aging Research, IRCCS INRCA, Ancona, Italy.
Pietro Giorgio SpeziaLaboratory of Virology, National Institute for Infectious Diseases, Lazzaro Spallanzani- IRCCS, Rome, Italy.
Federica NovazziDepartment of Medicine and Technological Innovation, University of Insubria, Varese, Italy.
Gretta Veronica Badillo PazmayAdvanced Technology Center for Aging Research, IRCCS INRCA, Ancona, Italy.
Laura CianfrugliaAdvanced Technology Center for Aging Research, IRCCS INRCA, Ancona, Italy.
Francesca Drago FerranteLaboratory of Microbiology, ASST Sette Laghi, Varese, Italy.
Davide GentiliniDepartment of Brain and Behavioral Sciences, University of Pavia, Pavia, Italy.
Luciano CalzariBioinformatics and Statistical Genomics Unit, Istituto Auxologico Italiano IRCCS, Cusano Milanino, Milan, Italy.
Paolo Antonio GrossiDepartment of Medicine and Technological Innovation, University of Insubria, Varese, Italy.
Nicasio ManciniDepartment of Medicine and Technological Innovation, University of Insubria, Varese, Italy.
Luigi RosaLaboratory of Virology, National Institute for Infectious Diseases, Lazzaro Spallanzani- IRCCS, Rome, Italy.
Mirko Di RosaUnit of Geriatric Pharmacoepidemiology and Biostatistics, IRCCS INRCA, Ancona, 60124, Italy.
Anna Rita BonfigliScientific Direction, IRCCS INRCA, Ancona, Italy.
Roberta GaleazziClinic of Laboratory and Precision Medicine, IRCCS INRCA, Ancona, 60121, Italy.
Antonio CherubiniGeriatria, Accettazione Geriatrica e Centro Di Ricerca Per L'invecchiamento,IRCCS INRCA, Ancona, 60127, Italy.
Leonardo BiscettiNeurology Unit, IRCCS INRCA, Ancona, Italy.
Riccardo SarzaniDepartment of Clinical and Molecular Sciences (DISCLIMO), Università Politecnica Delle Marche, Ancona, Italy.
Fabrizia LattanzioScientific Direction, IRCCS INRCA, Ancona, Italy.
Maurizio CardelliAdvanced Technology Center for Aging Research, IRCCS INRCA, Ancona, Italy.
Fabiola OlivieriAdvanced Technology Center for Aging Research, IRCCS INRCA, Ancona, Italy.
Marco MalavoltaAdvanced Technology Center for Aging Research, IRCCS INRCA, Ancona, Italy.
Francesco PiacenzaAdvanced Technology Center for Aging Research, IRCCS INRCA, Ancona, Italy. f.piacenza@inrca.it.
Fabrizio MaggiLaboratory of Virology, National Institute for Infectious Diseases, Lazzaro Spallanzani- IRCCS, Rome, Italy.
Robertina GiacconiAdvanced Technology Center for Aging Research, IRCCS INRCA, Ancona, Italy. r.giacconi@inrca.it.ORCID http://orcid.org/0000-0002-1468-2140

Funding

Ministero della Salute PNRR-MAD-2022-12376334
6 · The paper itself

Abstract

Torque Teno Virus (TTV) is a widespread commensal virus within the human virome, characterized by a high prevalence in human population and an unclear pathogenic role. Over the past three decades, TTV has garnered increasing attention due to its ability to establish lifelong chronic viremia, which intriguingly fluctuates among individuals in relation to immune competence status, with a typical peak after an organ transplantation, followed by a plateau and a slow decrease. The regulatory mechanisms underlying TTV infection remain elusive, and factors influencing its interactions with the immune system have yet to be identified. To explore this complex interplay, we analyzed DNA methylation patterns associated with TTV load in older adult hospitalized patients (mean age: 83.15 ± 7.49) from the PROMOTERA cohort. In this study, we present for the first time the identification of differentially methylated probes (DMPs) correlated to TTV load in our cohort. The statistically significant DMPs were located in genes involved in immune regulation and lipid metabolism. To further characterize these findings, we performed an exploratory enrichment analysis by applying several p-value thresholds, which yielded multiple gene lists derived from the sets of significant probes. Genes associated with this epigenetic signature were found to enrich functional pathways related to immune activation, leukocyte differentiation, and cytokine production, while additional significantly enriched gene sets were involved in cell-cell adhesion and cell migration processes. Since our analysis followed an exploratory approach, these results should be interpreted as hypothesis-generating and warrant further investigation.

Indexed as

DNA MethylationDNA Virus InfectionsTorque teno virusViral LoadAgedAged, 80 and overFemaleHospitalizationHumansMaleAgingDifferential methylation analysisGene set enrichment analysisImmunityTorque Teno Virus

Identifiers

PMID41125997
PMCPMC13575009

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.