Evidence map›Paper›PMID 41419927›Full record

ArticleImmunity & ageing : I & A2025

Association of an inflammaging score based on IL-6, IL-10 and CXCL9, and frailty with long-term mortality in hospitalized older adults.

Matilde Sbriscia, Sonia Fantone, Mirko Di Rosa, Francesca Marchegiani, Rina Recchioni, Giulia Matacchione, Chiara Giordani, Francesco Piacenza, Robertina Giacconi, Davide Gentilini and 30 more

Abstract read
In one paragraph

Article in Immunity & ageing : I & A, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 5 papers.

0numbers the graph read from it
0cells of the map it votes in
5citing 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

5 citing papers in PubMed.

  1. Article
  2. What Do We Know About Immune System Aging from Human and Animal Studies?International journal of molecular sciences · 2026
    Review
  3. Article
  4. Review
  5. Article
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

40 authors.

Matilde Sbriscia *Advanced Technology Center for Aging Research and Geriatric Mouse Clinic, IRCCS INRCA, Ancona, Italy.
Sonia Fantone *Advanced Technology Center for Aging Research and Geriatric Mouse Clinic, IRCCS INRCA, Ancona, Italy.
Mirko Di Rosa *Centre for Biostatistics and Applied Geriatric Clinical Epidemiology, IRCCS INRCA, Ancona, Italy.
Francesca MarchegianiClinic of Laboratory and Precision Medicine, IRCCS INRCA, Ancona, Italy.
Rina RecchioniClinic of Laboratory and Precision Medicine, IRCCS INRCA, Ancona, Italy.
Giulia MatacchioneClinic of Laboratory and Precision Medicine, IRCCS INRCA, Ancona, Italy.
Chiara GiordaniClinic of Laboratory and Precision Medicine, IRCCS INRCA, Ancona, Italy.
Francesco PiacenzaAdvanced Technology Center for Aging Research and Geriatric Mouse Clinic, IRCCS INRCA, Ancona, Italy.
Robertina GiacconiAdvanced Technology Center for Aging Research and Geriatric Mouse Clinic, IRCCS INRCA, Ancona, Italy.
Davide GentiliniBioinformatics and Statistical Genomics Unit, Istituto Auxologico Italiano IRCCS, Cusano Milanino, Italy.
Luciano CalzariBioinformatics and Statistical Genomics Unit, Istituto Auxologico Italiano IRCCS, Cusano Milanino, Italy.
Carlo FortunatoAdvanced Technology Center for Aging Research and Geriatric Mouse Clinic, IRCCS INRCA, Ancona, Italy.
Gretta Veronica Badillo PazmayAdvanced Technology Center for Aging Research and Geriatric Mouse Clinic, IRCCS INRCA, Ancona, Italy.
Monia CecatiAdvanced Technology Center for Aging Research and Geriatric Mouse Clinic, IRCCS INRCA, Ancona, Italy.
Sara CacceseScientific Direction, IRCCS INRCA, Ancona, Italy.
Emanuele FranciniClinic of Laboratory and Precision Medicine, IRCCS INRCA, Ancona, Italy.
Rosanna ManiscalcoAdvanced Technology Center for Aging Research and Geriatric Mouse Clinic, IRCCS INRCA, Ancona, Italy.
Maurizio CardelliAdvanced Technology Center for Aging Research and Geriatric Mouse Clinic, IRCCS INRCA, Ancona, Italy.
Elena TortatoDiabetology Unit, IRCCS INRCA, Ancona, Italy.
Federica LenciUnit of Nephrology and Dialysis, IRCCS INRCA, Ancona, Italy.
Yuri RosatiRespiratory Medicine, IRCCS INRCA, Osimo, Italy.
Maurizio BurattiniInternal Medicine, IRCCS INRCA, Osimo, Italy.
Roberto AntonicelliCardiology Unit, IRCCS INRCA, Ancona, Italy.
Andrea CorsonelloUnit of Geriatric Medicine, IRCCS INRCA, Cosenza, Italy.
Luca SoraciUnit of Geriatric Medicine, IRCCS INRCA, Cosenza, Italy.
Leonardo BiscettiNeurology Unit, IRCCS INRCA, Ancona, Italy.
Massimiliano FedecostanteGeriatria, Accettazione Geriatrica e Centro Di Ricerca Per L'invecchiamento, IRCCS INRCA, Via Tronto 10/A, 60126, Ancona, Italy.
Riccardo SarzaniDepartment of Clinical and Molecular Sciences (DISCLIMO), Università Politecnica Delle Marche, Ancona, Italy.
Marco MalavoltaAdvanced Technology Center for Aging Research and Geriatric Mouse Clinic, IRCCS INRCA, Ancona, Italy.
Tiziana CasoliCenter for Neurobiology of Aging, IRCCS INRCA, Ancona, Italy.
Maria ConteDepartment of Medical and Surgical Sciences (DIMEC), University of Bologna, Bologna, Italy.
Silvia Di ValerioDepartment of Clinical and Molecular Sciences (DISCLIMO), Università Politecnica Delle Marche, Ancona, Italy.
Angelica GiulianiClinic of Laboratory and Precision Medicine, IRCCS INRCA, Ancona, Italy.
Antonio Domenico ProcopioClinic of Laboratory and Precision Medicine, IRCCS INRCA, Ancona, Italy.
Fabrizia LattanzioScientific Direction, IRCCS INRCA, Ancona, Italy.
Anna Rita BonfigliScientific Direction, IRCCS INRCA, Ancona, Italy.
Antonio CherubiniGeriatria, Accettazione Geriatrica e Centro Di Ricerca Per L'invecchiamento, IRCCS INRCA, Via Tronto 10/A, 60126, Ancona, Italy.
Claudio FranceschiInstitute of Biogerontology, Lobachevsky State University, Nizhny Novgorod, Russia.
Jacopo SabbatinelliClinic of Laboratory and Precision Medicine, IRCCS INRCA, Ancona, Italy. j.sabbatinelli@staff.univpm.it.ORCID http://orcid.org/0000-0001-9947-6778
Fabiola OlivieriAdvanced Technology Center for Aging Research and Geriatric Mouse Clinic, IRCCS INRCA, Ancona, Italy.

Funding

European Commission PNRR-MAD-2022-12376806European Commission Project Age-It: "Ageing Well in an Ageing Society"
6 · The paper itself

Abstract

backgroundAging is accompanied by chronic low-grade inflammation ("inflammaging"), which contributes to increased morbidity and mortality in older adults. This study evaluated the prognostic value of circulating inflammatory biomarkers, i.e. interleukin-6 (IL-6), interleukin-10 (IL-10), and CXCL9, and their integration with frailty for long-term risk stratification.

methodsWe analyzed 1,009 patients (median age, 84 years) hospitalized in acute care wards of three Italian geriatric hospitals as part of the ReportAGE cohort. Frailty was assessed using a deficit accumulation–based Frailty Index (FI), and serum cytokines were measured by immunoassay. Cytokine-specific risk categories were combined into a composite I3 score (range, 3–9). Cox proportional hazards models adjusted for age, sex, comorbidity burden, polypharmacy, and laboratory variables were used to assess associations with 10-year mortality. In a subset of 237 patients, DNA methylation–based estimates of cytokine levels were also analyzed.

resultsHigher I3 scores were independently associated with increased mortality (hazard ratio [HR] 2.42, 95% CI 1.74–3.37 for high vs. low scores), with CXCL9 as the strongest individual predictor (HR 1.69, 95% CI 1.30–2.19). The I3 score improved risk prediction beyond FI alone, and their combination identified four distinct risk groups, with the highest mortality observed among patients with both elevated FI and I3 scores. The integrated model (Clinical variables + FI + I3) achieved the greatest discrimination during the first seven years of follow-up. Serum IL-6 and CXCL9 correlated with their DNA methylation–based estimates, supporting an epigenetic contribution to chronic inflammation.

conclusionsThe I3 score complements frailty assessment and enhances long-term mortality prediction in hospitalized older adults.

Indexed as

CXCL9FrailtyInterleukin-10Interleukin-6Mortality

Identifiers

PMID41419927
PMCPMC12750693

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