{
  "abstract": "Aging is a complex biological process influenced by chronic low-grade inflammation, oxidative stress, and metabolic dysregulation, collectively termed inflammaging. The HEBE (Healthy aging versus inflamm-aging: the role of physical Exercise in modulating the Biomarkers of age-associated and Environmentally determined chronic diseases) project developed and implemented a consortium-driven, cost-effective methodological framework for biomarker profiling aimed at capturing these mechanisms and their modulation by lifestyle interventions, particularly physical exercise. This framework integrates interdisciplinary expertise and high-throughput analytical strategies to guide biomarker selection while balancing physiological relevance, analytical feasibility, and cost-effectiveness. The framework was applied within a large multidisciplinary consortium structured across multiple research lines (RLs), each addressing specific domains of inflammaging-related conditions, including obesity, cancer, frailty, cardiovascular and respiratory diseases, neuroinflammation, psychological stress, autoimmune disorders, and fertility. The resulting biomarker panel spans molecular, cellular, and systemic levels, encompassing inflammatory cytokines, metabolic regulators, neurotrophic factors, extracellular vesicle-derived molecules, lipidomics, proteomics, and platelet activation markers. A key output of this framework is the harmonized integration of cross-disciplinary biomarker data while minimizing biological sample consumption and analytical costs. The prioritization of multiplex technologies and targeted omics approaches enables the simultaneous assessment of multiple biomarkers from limited biospecimens, enhancing efficiency and scalability. Centralized data management and statistical coordination further support consistency of implementation. This work also highlights methodological challenges inherent to large-scale biomarker studies, including inter-individual variability, platform standardization, and the need for longitudinal validation. Addressing these issues through harmonized protocols and extended follow-up will be essential to strengthen future empirical applications. By formalizing and documenting this consortium-driven approach, the HEBE Project provides a transferable methodological framework to support biomarker-based monitoring of aging processes and lifestyle interventions in complex, resource-constrained research settings.",
  "abstract_shown": true,
  "affiliations": [],
  "article_type": null,
  "arxiv": null,
  "author_total": 104,
  "authors": [
    {
      "name": "Valentina Bollati"
    },
    {
      "name": "Federica Rota"
    },
    {
      "name": "Daniela Lucini"
    },
    {
      "name": "Chiara Mandò"
    },
    {
      "name": "Francesca Bianchi"
    },
    {
      "name": "Mario Clerici"
    },
    {
      "name": "Elia Mario Biganzoli"
    },
    {
      "name": "the HEBE Consortium"
    },
    {
      "name": "Ambrogi Federico"
    },
    {
      "name": "Arosio Beatrice"
    },
    {
      "name": "Aureli Massimo"
    },
    {
      "name": "Baron Giovanna"
    },
    {
      "name": "Baruscotti Mirko"
    },
    {
      "name": "Battaglia Cristina"
    },
    {
      "name": "Bellocchi Chiara"
    },
    {
      "name": "Bellosta Stefano"
    },
    {
      "name": "Bernardelli Clara"
    },
    {
      "name": "Bernardelli Giuseppina"
    },
    {
      "name": "Bianchi Francesca"
    },
    {
      "name": "Biganzoli Elia"
    },
    {
      "name": "Bollati Valentina"
    },
    {
      "name": "Bonomi Marco"
    },
    {
      "name": "Bravi Francesca"
    },
    {
      "name": "Brocca Paola"
    },
    {
      "name": "Brucato Antonio"
    },
    {
      "name": "Bucchi Annalisa"
    },
    {
      "name": "Camera Marina"
    },
    {
      "name": "Caporale Nicolò"
    },
    {
      "name": "Cappelletti Graziella"
    },
    {
      "name": "Caretti Anna"
    },
    {
      "name": "Casati Lavinia"
    },
    {
      "name": "Castaldi Silvana"
    },
    {
      "name": "Castiglioni Sara"
    },
    {
      "name": "Cattaneo Maria Grazia"
    },
    {
      "name": "Cazzola Roberta"
    },
    {
      "name": "Centanni Stefano"
    },
    {
      "name": "Cetin Irene"
    },
    {
      "name": "Chiaramonte Raffaella"
    },
    {
      "name": "Chiodini Iacopo"
    },
    {
      "name": "Chiricozzi Elena"
    },
    {
      "name": "Ciana Paolo"
    },
    {
      "name": "Citro Valentina"
    },
    {
      "name": "Clerici Mario Salvatore"
    },
    {
      "name": "Cogliati Chiara Beatrice"
    },
    {
      "name": "Corbetta Sabrina Luigia"
    },
    {
      "name": "D.’addio Francesca"
    },
    {
      "name": "D.’amato Alfonsina"
    },
    {
      "name": "Dallanoce Clelia Mariangiola Luisa"
    },
    {
      "name": "Dei Cas Michele Vittorio"
    },
    {
      "name": "Del Favero Elena"
    },
    {
      "name": "Delle Fave Antonella"
    },
    {
      "name": "Dias Rodrigues Gabriel"
    },
    {
      "name": "Dozio Elena"
    },
    {
      "name": "Edefonti Valeria"
    },
    {
      "name": "Fenizia Claudio"
    },
    {
      "name": "Ferrari Luca"
    },
    {
      "name": "Ferraroni Monica"
    },
    {
      "name": "Fiorina Paolo"
    },
    {
      "name": "Fornasari Diego Maria Michele"
    },
    {
      "name": "Fumagalli Marta"
    }
  ],
  "bibtex": "https://research.draconitic.com/paper/fb3prgrb7f47y.bib",
  "cited_by": 0,
  "doi": "10.1038/s41598-026-72802-6",
  "fulltext_url": null,
  "id": "fb3prgrb7f47y",
  "issns": [
    "2045-2322"
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  "landing_url": "https://www.nature.com/articles/s41598-026-72802-6",
  "language": null,
  "licence": "CC-BY-4.0",
  "licence_label": "CC BY 4.0",
  "licence_source": "article",
  "licence_url": "https://creativecommons.org/licenses/by/4.0",
  "metadata_licence": null,
  "native_subjects": [
    [
      "openalex",
      "2307|Health, Environment, Cognitive Aging"
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  "pdf_url": "https://www.nature.com/articles/s41598-026-72802-6_reference.pdf",
  "pmcid": null,
  "pmid": null,
  "published": "2026-10-11",
  "publisher": "Springer Science and Business Media LLC",
  "ris": "https://research.draconitic.com/paper/fb3prgrb7f47y.ris",
  "sources": [
    {
      "first_seen": "2026-10-30T12:17:26Z",
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      "url": "https://www.nature.com/articles/s41598-026-72802-6"
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  "subjects": [
    {
      "field": "medicine",
      "origin": "openalex:2307|Health, Environment, Cognitive Aging",
      "subfield": "pharmacology-toxicology"
    }
  ],
  "title": "A consortium-driven framework for biomarker prioritization in the HEBE aging study",
  "title_text": "A consortium-driven framework for biomarker prioritization in the HEBE aging study",
  "type": "peer-reviewed",
  "updated_at": "2026-10-30T12:17:26Z",
  "url": "https://research.draconitic.com/paper/fb3prgrb7f47y",
  "venue": "Scientific Reports",
  "versions": []
}