An IL-6-IL-8 score derived from principal component analysis is predictive of adverse outcome in acute myocardial infarction. Issue 4 (December 2020)
- Record Type:
- Journal Article
- Title:
- An IL-6-IL-8 score derived from principal component analysis is predictive of adverse outcome in acute myocardial infarction. Issue 4 (December 2020)
- Main Title:
- An IL-6-IL-8 score derived from principal component analysis is predictive of adverse outcome in acute myocardial infarction
- Authors:
- Kristono, Gisela A.
Holley, Ana S.
Hally, Kathryn E.
Brunton-O'Sullivan, Morgane M.
Shi, Bijia
Harding, Scott A.
Larsen, Peter D. - Abstract:
- Highlights: Principal component analysis (PCA) can create scores from collinear markers. This study shows a PCA-derived score can combine cytokines in AMI patients. An IL-6-IL-8 score using PCA independently predicts poor outcomes in AMI. Abstract: Introduction: Many studies have shown that elevated biomarkers of inflammation following acute myocardial infarction (AMI) are associated with major adverse cardiovascular events (MACE). However, the optimal way of measuring the complex inflammatory response following AMI has not been determined. In this study we explore the use of principal component analysis (PCA) utilising multiple inflammatory cytokines to generate a combined cytokine score that may be predictive of MACE post-AMI. Methods: Thirteen inflammatory cytokines were measured in plasma of 317 AMI patients, drawn 48–72 h following symptom onset. Patients were followed-up for one year to determine the incidence of MACE. PCA was used to generate a combined score using six cytokines that were detectable in the majority of patients (IL-1β, -6, -8, and -10; MCP-1; and RANTES), and using a subset of cytokines that were associated with MACE on univariate analysis. Multivariate models using baseline characteristics, elevated individual cytokines and PCA-derived scores determined independent predictors of MACE. Results: IL-6 and IL-8 were significantly associated with MACE on univariate analysis and were combined using PCA into an IL-6-IL-8 score. The combined cytokine scoreHighlights: Principal component analysis (PCA) can create scores from collinear markers. This study shows a PCA-derived score can combine cytokines in AMI patients. An IL-6-IL-8 score using PCA independently predicts poor outcomes in AMI. Abstract: Introduction: Many studies have shown that elevated biomarkers of inflammation following acute myocardial infarction (AMI) are associated with major adverse cardiovascular events (MACE). However, the optimal way of measuring the complex inflammatory response following AMI has not been determined. In this study we explore the use of principal component analysis (PCA) utilising multiple inflammatory cytokines to generate a combined cytokine score that may be predictive of MACE post-AMI. Methods: Thirteen inflammatory cytokines were measured in plasma of 317 AMI patients, drawn 48–72 h following symptom onset. Patients were followed-up for one year to determine the incidence of MACE. PCA was used to generate a combined score using six cytokines that were detectable in the majority of patients (IL-1β, -6, -8, and -10; MCP-1; and RANTES), and using a subset of cytokines that were associated with MACE on univariate analysis. Multivariate models using baseline characteristics, elevated individual cytokines and PCA-derived scores determined independent predictors of MACE. Results: IL-6 and IL-8 were significantly associated with MACE on univariate analysis and were combined using PCA into an IL-6-IL-8 score. The combined cytokine score and IL-6-IL-8 PCA-derived score were both significantly associated with MACE on univariate analysis. In multivariate models IL-6-IL-8 scores (OR = 2.77, p = 0.007) and IL-6 levels (OR = 2.18, p = 0.035) were found to be independent predictors of MACE. Conclusion: An IL-6-IL-8 score derived from PCA was found to independently predict MACE at one year and was a stronger predictor than any individual cytokine, which suggests this may be an appropriate strategy to quantify inflammation post-AMI. Further investigation is required to determine the optimal set of cytokines to measure in this context. … (more)
- Is Part Of:
- Cytokine. Volume 2:Issue 4(2020)
- Journal:
- Cytokine
- Issue:
- Volume 2:Issue 4(2020)
- Issue Display:
- Volume 2, Issue 4 (2020)
- Year:
- 2020
- Volume:
- 2
- Issue:
- 4
- Issue Sort Value:
- 2020-0002-0004-0000
- Page Start:
- Page End:
- Publication Date:
- 2020-12
- Subjects:
- Cytokine score -- Principal component analysis -- Interleukin-6 -- Interleukin-8 -- Acute myocardial infarction -- Major adverse cardiovascular events
ACS Acute coronary syndrome -- AF Atrial fibrillation -- AMI Acute myocardial infarction -- AUC Area under the curve -- BMI Body mass index -- CAD Coronary artery disease -- CBA Cytometric bead array -- CHF Chronic heart failure -- CI Confidence interval -- CVD Cardiovascular disease -- EFA Exploratory factor analysis -- ELISA Enzyme-linked immunosorbent assay -- GDF-15 Growth differentiation factor-15 -- GM-CSF Granulocyte-macrophage colony-stimulating factor -- h Hours -- HTN Hypertension -- IFNγ Interferon gamma -- IL-(number) Interleukin-(number) -- IQR Interquartile range -- MCP-1 Monocyte chemoattractant protein-1 -- MFI Mean fluorescence intensity -- MACE Major adverse cardiovascular events -- MI Myocardial infarction -- NSTEMI Non-ST elevation myocardial infarction -- OR Odds ratio -- p P-value -- PCA Principal component analysis -- PCI Percutaneous coronary intervention -- RANTES Regulated upon activation normal T-cell expressed and secreted -- ROC Receiver operator characteristic -- STEMI ST-elevation myocardial infarction -- TGF-β1 Tumour growth factor-beta 1 -- TIA Transient ischaemic attack -- TNF-α Tumour necrosis factor alpha -- TnT Troponin T -- TRAIL-R2 Tumour necrosis factor-related apoptosis-inducing ligand receptor 2 -- VEGF Vascular endothelial growth factor - Journal URLs:
- http://www.sciencedirect.com/ ↗
- DOI:
- 10.1016/j.cytox.2020.100037 ↗
- Languages:
- English
- ISSNs:
- 2590-1532
- Deposit Type:
- Legaldeposit
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