Literature DB >> 33338984

Trace element, immune and opioid biomarkers of unstable angina, increased atherogenicity and insulin resistance: Results of machine learning.

Hasan Abbas Qazmooz1, Hasan Najah Smesam2, Rana Fadhil Mousa3, Hussein Kadhem Al-Hakeim4, Michael Maes5.   

Abstract

BACKGROUND: Aberrations in endothelial cells, immune and oxidative pathways are associated with atherosclerosis (ATS) and unstable angina (UA). The role of trace elements, minerals, and the endogenous opioid system (EOS) in UA are less well established.
METHODS: We measured lipid, insulin resistance (IR), and immune, trace element (copper and zinc), mineral (magnesium, calcium), EOS (β-endorphin and mu-opioid receptor (MOR)) and antioxidant (vitamin D3) biomarkers in patients with ATS (n = 60) and UA (n = 60) and healthy controls (n = 58).
RESULTS: ATS patients showed increased atherogenic and IR indices, IL-6, IL-10, β-endorphin, copper and magnesium, and lower zinc than healthy controls. Logistic regression showed that UA was significantly discriminated from ATS without UA with an accuracy of 85.5 % using calcium, IL-10, β-endorphin, MOR, triglycerides, IR (all positively), and copper and vitamin D3 (inversely). Neural networks showed that UA was discriminated from ATS without UA with an area under the ROC curve of 0.942 using MOR, β-endorphin, calcium, insulin resistance, vitamin D3 and copper as input variables. We found that 50.0 % of the variance in IR was explained by the regression on copper, IL-10, IL-6 (all positively), and zinc (inversely), while 32.9 % of the variance in the atherogenic index of plasma was explained by copper, IL-10 (both positively), and magnesium (inversely).
CONCLUSION: UA is not only mediated by insulin resistance, atherogenicity, and immune disorders, but also by aberrations in the endogenous opioid system and trace elements as well as lowered antioxidant levels. Copper appears to play a key role in IR and atherogenicity.
Copyright © 2020 Elsevier GmbH. All rights reserved.

Entities:  

Keywords:  Antioxidants; Atherogenicity; Biomarkers; Inflammation; Oxidative stress; Unstable angina

Year:  2020        PMID: 33338984     DOI: 10.1016/j.jtemb.2020.126703

Source DB:  PubMed          Journal:  J Trace Elem Med Biol        ISSN: 0946-672X            Impact factor:   3.849


  4 in total

Review 1.  Crosstalk of Magnesium and Serum Lipids in Dyslipidemia and Associated Disorders: A Systematic Review.

Authors:  Mihnea-Alexandru Găman; Elena-Codruța Dobrică; Matei-Alexandru Cozma; Ninel-Iacobus Antonie; Ana Maria Alexandra Stănescu; Amelia Maria Găman; Camelia Cristina Diaconu
Journal:  Nutrients       Date:  2021-04-22       Impact factor: 5.717

Review 2.  A Study of the Recent Trends of Immunology: Key Challenges, Domains, Applications, Datasets, and Future Directions.

Authors:  Sharnil Pandya; Aanchal Thakur; Santosh Saxena; Nandita Jassal; Chirag Patel; Kirit Modi; Pooja Shah; Rahul Joshi; Sudhanshu Gonge; Kalyani Kadam; Prachi Kadam
Journal:  Sensors (Basel)       Date:  2021-11-23       Impact factor: 3.576

3.  The immune-opioid axis in prediabetes: predicting prediabetes with insulin resistance by plasma interleukin-10 and endomorphin-2 to kappa-opioid receptors ratio.

Authors:  Shatha Rouf Moustafa
Journal:  Diabetol Metab Syndr       Date:  2021-06-07       Impact factor: 3.320

4.  Intersections between Copper, β-Arrestin-1, Calcium, FBXW7, CD17, Insulin Resistance and Atherogenicity Mediate Depression and Anxiety Due to Type 2 Diabetes Mellitus: A Nomothetic Network Approach.

Authors:  Hussein Kadhem Al-Hakeim; Hadi Hasan Hadi; Ghoufran Akeel Jawad; Michael Maes
Journal:  J Pers Med       Date:  2022-01-01
  4 in total

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