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We thank all the volunteers for their participation. We also thank the staff of the Center for Omics Sciences (COS) for generating the metabolomics data. The authors also appreciate the support of the Departament de Recerca i Universitats de la Generalitat de Catalunya al Grup de Recerca Nutrition and Metabolic Health (Codi: 2021 SGR 00213). The author's contributions were as follows: M.Bu. conceived and designed the study, obtained funds and supervised the analysis and drafting; C.P. contributed to the study design, supervised the analysis, and the manuscript drafting. L.G.-T. analyzed data and drafted the manuscript; M.R.-C., M.M., and L.P. contributed to the analysis; P.G.-G., A.R., J.L.C., M.M., M.Bo., and M.A. were involved in the study execution and acquired the data; H.M., N.N.-F., J.M.-F., D.P., and H.R. provided substantial intellectual contributions. All authors have approved the manuscript and agree with its publication.

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Article

Metabolic Signature of Insulin Resistance and Risk of Alzheimer's Disease

Publicated to:Journals Of Gerontology Series A-Biological Sciences And Medical Sciences. 80 (3): glae283- - 2025-02-10 80(3), DOI: 10.1093/gerona/glae283

Authors: Gutierrez-Tordera, Laia; Panisello, Laura; Garcia-Gonzalez, Pablo; Ruiz, Agustin; Cantero, Jose Luis; Rojas-Criollo, Melina; Mursil, Muhammad; Atienza, Mercedes; Novau-Ferre, Nil; Mateu-Fabregat, Javier; Mostafa, Hamza; Puig, Domenec; Folch, Jaume; Rashwan, Hatem; Marquie, Marta; Boada, Merce; Papandreou, Christopher; Bullo, Monica

Affiliations

Inst Hlth Pere Virgili IISPV, Reus 43204, Spain - Author
Pablo Olavide Univ UPO, Lab Funct Neurosci, Seville 41013, Spain - Author
Rovira i Virgili Univ URV, Dept Biochem & Biotechnol, Nutr & Metab Hlth Res Grp, Reus 43201, Spain - Author
Rovira i Virgili Univ URV, Dept Comp Engn & Math, Tarragona 43007, Spain - Author
Univ Int Catalunya UIC, ACE Alzheimer Ctr Barcelona, Barcelona 08028, Spain - Author
Univ Texas Hlth Sci Ctr San Antonio, Glenn Biggs Inst Alzheimers & Neurodegenerat Dis, San Antonio, TX USA - Author
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Abstract

Background Substantial evidence supports the relationship between peripheral insulin resistance (IR) and the development of Alzheimer's disease (AD)-dementia. However, the mechanisms explaining these associations are only partly understood. We aimed to identify a metabolic signature of IR associated with the progression from mild cognitive impairment (MCI) to AD-dementia. Methods This is a case-control study on 400 MCI subjects, free of type 2 diabetes, within the ACE cohort, including individuals ATN + and ATN-. After a median of 2.1 years of follow-up, 142 subjects converted to AD-dementia. IR was assessed using the homeostasis model assessment for insulin resistance (HOMA-IR). A targeted multiplatform approach profiled over 600 plasma metabolites. Elastic net penalized linear regression with 10-fold cross-validation was employed to select those metabolites associated with HOMA-IR. The prediction ability of the signature was assessed using support vector machine and performance metrics. The metabolic signature was associated with AD-dementia risk using a multivariable Cox regression model. Using counterfactual-based mediation analysis, we investigated the mediation role of the metabolic signature between HOMA-IR and AD-dementia. The metabolic pathways in which the metabolites were involved were identified using MetaboAnalyst. Results The metabolic signature comprised 18 metabolites correlated with HOMA-IR. After adjustments by confounders, the signature was associated with increased AD-dementia risk (HR = 1.234; 95% CI = 1.019-1.494; p < .05). The metabolic signature mediated 35% of the total effect of HOMA-IR on AD-dementia risk. Significant metabolic pathways were related to glycerophospholipid and tyrosine metabolism. Conclusions We have identified a blood-based metabolic signature that reflects IR and may enhance our understanding of the biological mechanisms through which IR affects AD-dementia.

Keywords
BiomarkersBloodDementiaMetabolomicMetabolomicsMild cognitive impairmentPredicSensitivity

Quality index

Bibliometric impact. Analysis of the contribution and dissemination channel

The work has been published in the journal Journals Of Gerontology Series A-Biological Sciences And Medical Sciences due to its progression and the good impact it has achieved in recent years, according to the agency WoS (JCR), it has become a reference in its field. In the year of publication of the work, 2025, it was in position 18/74, thus managing to position itself as a Q1 (Primer Cuartil), in the category Geriatrics & Gerontology.

Impact and social visibility

From the perspective of influence or social adoption, and based on metrics associated with mentions and interactions provided by agencies specializing in calculating the so-called "Alternative or Social Metrics," we can highlight as of 2025-05-15:

  • The use, from an academic perspective evidenced by the Altmetric agency indicator referring to aggregations made by the personal bibliographic manager Mendeley, gives us a total of: 7.
  • The use of this contribution in bookmarks, code forks, additions to favorite lists for recurrent reading, as well as general views, indicates that someone is using the publication as a basis for their current work. This may be a notable indicator of future more formal and academic citations. This claim is supported by the result of the "Capture" indicator, which yields a total of: 7 (PlumX).

With a more dissemination-oriented intent and targeting more general audiences, we can observe other more global scores such as:

  • The Total Score from Altmetric: 11.6.
  • The number of mentions on the social network X (formerly Twitter): 4 (Altmetric).
Leadership analysis of institutional authors

This work has been carried out with international collaboration, specifically with researchers from: United States of America.

There is a significant leadership presence as some of the institution’s authors appear as the first or last signer, detailed as follows: First Author (GUTIERREZ TORDERA, LAIA) and Last Author (Bulló Bonet, Mònica).

the authors responsible for correspondence tasks have been Papandreou, Christopher and Bulló Bonet, Mònica.