Development and Clinical Validation of a Novel Inflamm-Aging Score in Cardiovascular Disease
https://doi.org/10.24017/
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Chronic low-grade inflammation associated with aging "inflamm-aging" contributes to cardiovascular disease (CVD), yet traditional risk assessment relies on single biomarkers. This cross-sectional study aims to evaluate and validate a composite inflamm-aging score in 65 patients with CVD and 55 age-matched healthy controls. The score was derived from three biomarkers of interleukin 6 (IL-6), high-sensitivity c-reactive protein (hsCRP), and matrix metalloproteinase-9 (MMP9)- using principal component analysis (PCA). The PCA yielded one component with an eigenvalue of 2.172 (72.4% variance), and the second component's eigenvalue was 0.52 (<1.0, Kaiser criterion). The biomarker loadings were IL-6 (0.58), hsCRP (0.54), and MMP9 (0.61). The weighted composite was adjusted for age (β = 0.045/year, p=0.002) and sex (β = 0.31 female vs. male, p = 0.018) using multiple linear regression among the controls (R² = 0.246). The final score was calculated as the residual. The score distinguished CVD from the controls with an area under the curve of 0.89 (an optimal cutoff of >1.20) with 81.5% sensitivity and 87.3% specificity. The score correlated strongly with N-terminal pro-B-type natriuretic peptide (ρ=0.71) and the soluble suppression of tumorigenicity 2 (ρ=0.58), independent of traditional risk factors including hypertension, diabetes, and dyslipidemia. A significant age-by-disease interaction (p=0.008) indicated accelerated inflamm-aging in older CVD patients. The inflamm-aging score is a promising novel biomarker of CVD severity beyond traditional assessments, potentially guiding individualized anti-inflammatory therapy. Independent external validation is required before clinical implementation.
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References
G. Victor, K. Shishani, E. Vellone, and E. S. Froelicher, "The global burden of cardiovascular disease in adults: a mapping review," Journal of Cardiovascular Nursing, p. 10.1097, 2025. doi: 10.1097/JCN.0000000000001200.
G. A. Roth et al., "Global burden of cardiovascular diseases and risk factors, 1990–2019: update from the GBD 2019 study," Journal of the American College of Cardiology, vol. 76, no. 25, pp. 2982-3021, 2020. doi: 10.1016/j.jacc.2020.11.010.
J. Ayoub, H. Leppäniemi, A. Al-Jawaldeh, and M. Taktouk, "Management of noncommunicable diseases in the Eastern Mediterranean Region. doi: 10.17605/osf.io/gkfsc.
M. A. Jalal et al., "Epidemiological trends and clinical characteristics of measles in Iraq (2023–2024): a retrospective cross-sectional study," BMC Infectious Diseases, vol. 25, no. 1, p. 487, 2025. doi: 10.1186/s12879-025-10904-8.
W. H. Organization, Suicide worldwide in 2021: Global Health Estimates. World Health Organization, 2025. ISBN: 978-92-4-011006-9.
S. Zivkovic, G. Maric, N. Cvetinovic, D. Lepojevic-Stefanovic, and B. Bozic Cvijan, "Anti-inflammatory effects of lipid-lowering drugs and supplements—a narrative review," Nutrients, vol. 15, no. 6, p. 1517, 2023. doi: 10.3390/nu15061517.
D. Yu and J. K. Liao, "Emerging views of statin pleiotropy and cholesterol lowering," Cardiovascular Research, vol. 118, no. 2, pp. 413-423, 2022. doi: 10.1093/cvr/cvab032.
M. Abohelwa, J. Kopel, S. Shurmur, M. M. Ansari, Y. Awasthi, and S. Awasthi, "The Framingham study on cardiovascular disease risk and stress-defenses: a historical review," Journal of Vascular Diseases, vol. 2, no. 1, pp. 122-164, 2023. doi: 10.3390/jvd2010010.
E. W. Abd El-Wahab, "Predicting coronary heart disease using risk assessment charts and risk factor categories," Journal of Public Health, vol. 29, no. 5, pp. 1037-1045, 2021. doi: 10.1007/s10389-020-01224-z.
J. P. Ferreira, F. Vasques-Nóvoa, J. S. Neves, F. Zannad, and A. Leite-Moreira, "Comparison of interleukin-6 and high-sensitivity C-reactive protein for cardiovascular risk assessment: findings from the MESA study," Atherosclerosis, vol. 390, p. 117461, 2024. doi: 10.1016/j.atherosclerosis.2024.117461.
Y.-H. Chan and D. P. Ramji, "Key roles of inflammation in atherosclerosis: Mediators involved in orchestrating the inflammatory response and its resolution in the disease along with therapeutic avenues targeting inflammation," in: Ramji, D. (eds) Atherosclerosis. Methods in Molecular Biology, vol 2419. Humana, New York, NY. vol. 2419, pp. 21-37, 2022. doi: 10.1007/978-1-0716-1924-7_2.
K. Kalra et al., "Skeletal muscle-cardiac muscle aging: shared mechanisms and multimodal Interventions," JACC: Advances, vol. 4, no. 12_Part_1, p. 102347, 2025. doi: 10.1016/j.jacadv.2025.102347.
L. Nedkoff et al., "Sex-and age-specific differences in risk profiles and early outcomes in adults with acute coronary syndromes," Heart, Lung and Circulation, vol. 33, no. 3, pp. 332-341, 2024. doi: 10.1016/j.hlc.2023.11.016.
M. Learmonth, A. Corker, S. Dasgupta, K. Y. DeLeon-Pennell, and K. Y. DeLeon-Pennell, "Regulation of cardiac fibroblasts by lymphocytes after 1 playing in the major league 2." American Journal of Physiology-Heart and Circulatory Physiology, vol. 325, no. 3, pp. H-553-H561, 2023. doi: 10.1152/ajpheart.00250.2023.
M. Torzewski, "The initial human atherosclerotic lesion and lipoprotein modification—a deep connection," International Journal of Molecular Sciences, vol. 22, no. 21, p. 11488, 2021. doi: 10.3390/ijms222111488.
A. Imbesi, A. Greco, and D. Capodanno, "Anti-inflammatory strategies for patients with atherosclerotic coronary disease," Expert Review of Cardiovascular Therapy, vol. 23, no. 11, pp. 703-721, 2025. doi: 10.1080/14779072.2025.2564137.
S. Costanzo et al., "Reduced pulmonary function, low-grade inflammation and increased risk of total and cardiovascular mortality in a general adult population: prospective results from the Moli-sani study," Respiratory Medicine, vol. 184, p. 106441, 2021. doi: 10.1016/j.rmed.2021.106441.
M. Bonaccio et al., "Association of a traditional Mediterranean diet and non-Mediterranean dietary scores with all-cause and cause-specific mortality: prospective findings from the Moli-sani Study," European Journal of Nutrition, vol. 60, no. 2, pp. 729-746, 2021. doi: 10.1007/s00394-020-02272-7.
W. H. Organization, Best practices for haemoglobin measurement in population-level anaemia surveys: technical brief. World Health Organization, 2024. ISBN: 9789240087651.
M. Abinti et al., "Associations of intact and C-terminal FGF23 with inflammatory markers in older patients affected by advanced chronic kidney disease," Journal of Clinical Medicine, vol. 13, no. 13, p. 3967, 2024. doi: 10.3390/jcm13133967.
F. Z. Rahali, N. Mimouni, A. Boukhira, and S. Chellak, "The clinical utility of standard and high-sensitivity C-Reactive protein: a narrative review," SN Comprehensive Clinical Medicine, vol. 6, no. 1, p. 65, 2024. doi: 10.1007/s42399-024-01693-3.
S. Blankenberg et al., "Plasma concentrations and genetic variation of matrix metalloproteinase 9 and prognosis of patients with cardiovascular disease," Circulation, vol. 107, no. 12, pp. 1579-1585, 2003. doi: 10.1161/01.CIR.0000058700.41738.12.
J. L. Januzzi et al., "NT-proBNP testing for diagnosis and short-term prognosis in acute destabilized heart failure: an international pooled analysis of 1256 patients: The international collaborative of NT-proBNP Study," European Heart Journal, vol. 27, no. 3, pp. 330-337, 2006. doi: 10.1093/eurheartj/ehi631.
B. Dieplinger and T. Mueller, "Soluble ST2 in heart failure," Clinica Chimica Acta, vol. 443, pp. 57-70, 2015. doi: 10.1016/j.cca.2014.09.021.
Z. Katambara, "Multivariate analysis of evaporation drivers in mbeya, tanzania using principal component analysis," Asian Journal of Water, Enviroment and Pollution, vol. 22, no. 5 pp. 231-244, 2024. doi: 10.36922/AJWEP025250201.
A. R. Caldwell, "SimplyAgree: an R package and jamovi module for simplifying agreement and reliability analyses," Journal of Open Source Software, vol. 7, no. 71, p. 4148, 2022. doi: 10.21105/joss.04148.
J. Chiarelli, M. A. St. Hilaire, B. L. Baldock, J. Franco, S. Theberge, and A. L. Fernandez, "Calculating the precision of student-generated datasets using RStudio," Journal of Chemical Education, vol. 102, no. 2, pp. 909-916, 2025. doi: 10.1021/acs.jchemed.4c00870.
P. Soysal, F. Arik, L. Smith, S. E. Jackson, and A. T. Isik, "Inflammation, frailty and cardiovascular disease," Frailty and cardiovascular diseases: Research into an Elderly Population, pp. 55-64, 2020. doi: 10.1007/978-3-030-33330-0_7.
P. Libby, "The changing landscape of atherosclerosis," Nature, vol. 592, no. 7855, pp. 524-533, 2021. doi: 10.1038/s41586-021-03392-8.
J. F. Aranda, C. M. Ramírez, and M. Mittelbrunn, "inflammageing, a targetable pathway for preventing cardiovascular diseases," Cardiovascular Research, vol. 121, no. 10, pp. 1537-1550, 2025. doi: 10.1093/cvr/cvae240.
F. De Luca et al., "From Senescent Cells to Systemic inflammation: The Role of inflammaging in Age-Related Diseases and Kidney Dysfunction," Cells, vol. 14, no. 22, p. 1831, 2025. doi: 10.3390/cells14221831.
A. Bayes-Genis et al., "Practical algorithms for early diagnosis of heart failure and heart stress using NT-proBNP: a clinical consensus statement from the Heart Failure Association of the ESC," European Journal of Heart Failure, vol. 25, no. 11, pp. 1891-1898, 2023. doi: 10.1002/ejhf.3036.
K. Davidson-Turner, M. P. Farina, and M. D. Hayward, "Racial/ethnic differences in inflammation levels among older adults 56+: an examination of sociodemographic differences across inflammation measure," Biodemography and Social Biology, vol. 69, no. 2, pp. 75-89, 2024. doi: 10.1080/19485565.2024.2356672.
E. Zhou, J. Wu, X. Zhou, and Y. Yin, "Systemic inflammatory biomarkers are novel predictors of all-cause and cardiovascular mortality in individuals with osteoarthritis: a prospective cohort study using data from the NHANES," BMC Public Health, vol. 24, no. 1, p. 1586, 2024. doi: 10.1186/s12889-024-19105-5.
A. Gaafar, A. A. Sedeek, M. Farouk, and Y. A. Sadek, "Assessment of soluble ST2 as a biomarker for cardiac remodeling in heart failure patients," Al-Azhar International Medical Journal, vol. 2025, no. 11, pp. 1-8, 2025. doi: 10.21608/aimj.2025.403866.2656.
K. N. Abdulla, R. K. Khudhur, A. M. Said, A. H. Jumaa, and Y. S. Yasin, "Laetrile and methotrexate: A dual-drug approach to inhibiting cervical cancer cell proliferation," Journal of Cancer Research Updates, vol. 14, pp. 52-62, 2025. doi: 10.30683/1929-2279.2025.14.06.
M. Bonaccio et al., "A score of low-grade inflammation and risk of mortality: prospective findings from the Moli-sani study," Haematologica, vol. 101, no. 11, p. 1434, 2016. doi: 10.3324/haematol.2016.144055.
M. Puzianowska-Kuźnicka et al., "Interleukin-6 and C-reactive protein, successful aging, and mortality: the PolSenior study," Immunity and Ageing, vol. 13, no. 1, p. 21, 2016. doi: 10.1186/s12979-016-0076-x.
T. Takahashi and A. Iwasaki, "Sex differences in immune responses," Science, vol. 371, no. 6527, pp. 347-348, 2021. doi: 10.1126/science.abe7199.
T. T. Al-Mahdwi, A. M. Said, I. M. Hade, Y. S. Yasin, and A. H. Jumaa, "Synergistic cytotoxic impact of linagliptin-ciprofloxacin combination on cervical cancer cell line: insights into targeting heat shock protein 60," Asian Pacific Journal of Cancer Prevention, vol. 26, no. 6, p. 2117, 2025. doi: 10.31557/APJCP.2025.26.6.2117.
C. Murphy, E. Deplazes, C. G. Cranfield, and A. Garcia, "The role of structure and biophysical properties in the pleiotropic effects of statins," International Journal of Molecular Sciences, vol. 21, no. 22, p. 8745, 2020. doi: 10.3390/ijms21228745.
M. I. Mubarok, M. Rochmanti, M. Yusuf, and M. Thaha, "The anti-inflammatory effect of ACE-I/ARBs drug on hs-CRP and HDL-cholesterol in CKD patient," Indian Journal of Forensic Medicine and Toxicology, vol. 15, no. 3, pp. 3743-3750, 2021. doi: 10.37506/ijfmt.v15i3.15878.
M. Ekholm and T. Kahan, "The impact of the renin-angiotensin-aldosterone system on inflammation, coagulation, and atherothrombotic complications, and to aggravated COVID-19," Frontiers in Pharmacology, vol. 12, p. 640185, 2021. doi: 10.3389/fphar.2021.640185.
P. M. Ridker and M. Rane, "Interleukin-6 signaling and anti-interleukin-6 therapeutics in cardiovascular disease," Circulation Research, vol. 128, no. 11, pp. 1728-1746, 2021. doi: 10.1161/circresaha.121.319077.
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Copyright (c) 2026 Aiad Gaber Arean, Amenh Mohammed Abdulrahman, Abdullah Ali Mohammed, Waleed Khalid Ahmed , Youssef Shakuri Yasin, Azal Hamoody Jumaa (Author)

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