Skip to main page content
U.S. flag

An official website of the United States government

Dot gov

The .gov means it’s official.
Federal government websites often end in .gov or .mil. Before sharing sensitive information, make sure you’re on a federal government site.

Https

The site is secure.
The https:// ensures that you are connecting to the official website and that any information you provide is encrypted and transmitted securely.

Access keys NCBI Homepage MyNCBI Homepage Main Content Main Navigation
. 2022 Oct:252:51-59.
doi: 10.1016/j.ahj.2022.06.004. Epub 2022 Jun 23.

Inflammatory biomarkers and risk of cardiovascular events in patients undergoing coronary angiography

Affiliations

Inflammatory biomarkers and risk of cardiovascular events in patients undergoing coronary angiography

Reza Mohebi et al. Am Heart J. 2022 Oct.

Abstract

Background: Inflammation, measured by traditional biomarkers such as C-reactive protein, has been linked to cardiovascular (CV) events. Recent technological advancement has allowed for measuring larger numbers of inflammatory biomarkers. A contemporary evaluation with established and novel biomarkers of inflammation is needed.

Methods: 1,090 individuals who underwent coronary angiography were enrolled. Twenty-four inflammatory biomarkers were collected prior to angiography. Unsupervised machine learning cluster analyses determined unique patterns of inflammatory biomarkers. Cox proportional hazard regression assessed both association of inflammatory biomarker clusters and individual biomarker associations with major adverse cardiovascular events (MACE; non-fatal myocardial infarction or stroke, and CV death) during a median follow-up of 3.67 years.

Results: Four distinct clusters were recognized. Incremental increases in inflammatory biomarkers were observed from cluster 1 to cluster 4. During follow-up, 263 MACE were ascertained. Considering cluster 1 as a reference, study participants with inflammatory cluster 2 (Hazard ratio [HR] 1.55, 95% confidence interval [CI]: 1.01-2.37), cluster 3 (HR 1.89, CI: 1.25-2.85), and cluster 4 (HR 2.93, CI: 1.95-4.42) were at increased risk of MACE. Interleukin (IL)-1α IL-6, IL-8, IL-10, IL-12, Adhesion molecule-1 high-sensitivity C-reactive protein, ferritin, myeloperoxidase, macrophage inflammatory protein (MIP)-1a, MIP 3, and macrophage colony-stimulating factor-1 were independently associated with MACE.

Conclusions: Among persons undergoing coronary angiography procedures, distinct clusters of inflammatory biomarker distributions with significant prognostic meaning may be identified. These results may identify unique targets for anti-inflammatory treatments aimed at CV disease.

PubMed Disclaimer

Figures

Image, graphical abstract
Graphical abstract
Figure 1
Figure 1
Association of inflammatory cluster groupings with cardiovascular outcomes. Models were adjusted for age, sex, history of diabetes mellitus, hypertension, chronic kidney disease, coronary artery disease, acute coronary syndrome as well as statin use and concentrations of low density and high-density lipoprotein cholesterol. MACE: major adverse cardiovascular outcome (MI, stroke, and CV mortality), MI: myocardial infarction, CV: cardiovascular, HR: hazard ratio, CI: confidence interval.
Figure 2
Figure 2
Event rate based on Kaplan-Meier curve across the clusters. Patients in cluster 4 had higher rate of adverse events; A) Major adverse cardiovascular events, B) myocardial infarction C) cardiovascular death D) all-cause death.
Figure 3
Figure 3
Most influential factors associated with major adverse cardiovascular events according to LASSO regression IL: interleukin, MCSF-1: macrophage colony-stimulating factor-1, hxdm2: history of diabetes mellitus.

Similar articles

Cited by

References

    1. Libby P. Inflammation in atherosclerosis. Arterioscler Thromb Vasc Biol. 2012;32:2045–2051. - PMC - PubMed
    1. Ait-Oufella H, Taleb S, Mallat Z, Tedgui A. Recent advances on the role of cytokines in atherosclerosis. Arterioscler Thromb Vasc Biol. 2011;31:969–979. - PubMed
    1. Guedeney P, Claessen BE, Kalkman DN, et al. Residual inflammatory risk in patients with low LDL cholesterol levels undergoing percutaneous coronary intervention. J Am Coll Cardiol. 2019;73:2401–2409. - PubMed
    1. Libby P, Hansson GK. From focal lipid storage to systemic inflammation: JACC review topic of the week. J Am Coll Cardiol. 2019;74:1594–1607. - PMC - PubMed
    1. Lawler PR, Bhatt DL, Godoy LC, et al. Targeting cardiovascular inflammation: next steps in clinical translation. Eur Heart J. 2021;42:113–131. - PubMed