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Chick HM, Rees ME, Lewis ML, Williams LK, Bodger O, Harris LG, Rushton S, Wilkinson TS. Using the Traditional Ex Vivo Whole Blood Model to Discriminate Bacteria by Their Inducible Host Responses. Biomedicines 2024; 12:724. [PMID: 38672079 PMCID: PMC11047930 DOI: 10.3390/biomedicines12040724] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/28/2024] [Revised: 03/21/2024] [Accepted: 03/22/2024] [Indexed: 04/28/2024] Open
Abstract
Whole blood models are rapid and versatile for determining immune responses to inflammatory and infectious stimuli, but they have not been used for bacterial discrimination. Staphylococcus aureus, S. epidermidis and Escherichia coli are the most common causes of invasive disease, and rapid testing strategies utilising host responses remain elusive. Currently, immune responses can only discriminate between bacterial 'domains' (fungi, bacteria and viruses), and very few studies can use immune responses to discriminate bacteria at the species and strain level. Here, whole blood was used to investigate the relationship between host responses and bacterial strains. Results confirmed unique temporal profiles for the 10 parameters studied: IL-6, MIP-1α, MIP-3α, IL-10, resistin, phagocytosis, S100A8, S100A8/A9, C5a and TF3. Pairwise analysis confirmed that IL-6, resistin, phagocytosis, C5a and S100A8/A9 could be used in a discrimination scheme to identify to the strain level. Linear discriminant analysis (LDA) confirmed that (i) IL-6, MIP-3α and TF3 could predict genera with 95% accuracy; (ii) IL-6, phagocytosis, resistin and TF3 could predict species at 90% accuracy and (iii) phagocytosis, S100A8 and IL-10 predicted strain at 40% accuracy. These data are important because they confirm the proof of concept that host biomarker panels could be used to identify bacterial pathogens.
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Affiliation(s)
- Heather M. Chick
- Microbiology and Infectious Disease, Institute of Life Science, Swansea University Medical School, Swansea SA2 8PP, UK; (H.M.C.); (M.E.R.); (M.L.L.); (L.K.W.); (L.G.H.)
| | - Megan E. Rees
- Microbiology and Infectious Disease, Institute of Life Science, Swansea University Medical School, Swansea SA2 8PP, UK; (H.M.C.); (M.E.R.); (M.L.L.); (L.K.W.); (L.G.H.)
| | - Matthew L. Lewis
- Microbiology and Infectious Disease, Institute of Life Science, Swansea University Medical School, Swansea SA2 8PP, UK; (H.M.C.); (M.E.R.); (M.L.L.); (L.K.W.); (L.G.H.)
| | - Lisa K. Williams
- Microbiology and Infectious Disease, Institute of Life Science, Swansea University Medical School, Swansea SA2 8PP, UK; (H.M.C.); (M.E.R.); (M.L.L.); (L.K.W.); (L.G.H.)
- Department of Animal and Agriculture, Hartpury University, Hartpury, Gloucestershire GL19 3BE, UK
| | - Owen Bodger
- Patient and Population Health an Informatics Research, Swansea University Medical School, Swansea SA2 8PP, UK;
| | - Llinos G. Harris
- Microbiology and Infectious Disease, Institute of Life Science, Swansea University Medical School, Swansea SA2 8PP, UK; (H.M.C.); (M.E.R.); (M.L.L.); (L.K.W.); (L.G.H.)
| | - Steven Rushton
- School of Natural and Environmental Sciences, Newcastle University, Newcastle upon Tyne NE1 7RU, UK;
| | - Thomas S. Wilkinson
- Microbiology and Infectious Disease, Institute of Life Science, Swansea University Medical School, Swansea SA2 8PP, UK; (H.M.C.); (M.E.R.); (M.L.L.); (L.K.W.); (L.G.H.)
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Bradbury J, Myers SP, Meyer B, Brooks L, Peake J, Sinclair AJ, Stough C. Chronic Psychological Stress Was Not Ameliorated by Omega-3 Eicosapentaenoic Acid (EPA). Front Pharmacol 2017; 8:551. [PMID: 29163147 PMCID: PMC5671493 DOI: 10.3389/fphar.2017.00551] [Citation(s) in RCA: 10] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/03/2017] [Accepted: 08/07/2017] [Indexed: 12/15/2022] Open
Abstract
Background: Chronic psychological stress and mental health disorders are endemic in Western culture where population dietary insufficiencies of omega-3 fatty acids (n-3FA) from seafood have been observed. Objective: This study was designed to test for a causal relationship between one of the most active components of fish oil, eicosapentaenoic acid (EPA), and chronic psychological stress. Method: A randomized double-blind, placebo-controlled clinical trial with parallel-assignment to two groups was designed (Trial Id: ACTRN12610000404022). The interventions were four EPA-rich fish oil capsules per day, delivering 2.2 g/d EPA (and 0.44 g/d DHA), or identical placebo (low-phenolic olive oil capsules with 5% fish oil to aid blinding). The primary outcome was the between-group difference on the Perceived Stress Scale (PSS-10) after 12 weeks supplementation. An a priori power analysis determined that group sizes of 43 would provide 80% power to detect a significant between-group difference of 12.5%, at α = 0.05. Ninety community members (64 females, 26 males) reporting chronic work stress were recruited via public advertising in northern NSW, Australia. Results: At baseline the omega-3 index (EPA + DHA as % to total fatty acids in red blood cell membranes) was 5.2% in both groups (SD = 1.6% control group; 1.8% active group). After supplementation this remained stable at 5.3% (SD = 1.6%) for the control group but increased to 8.9% (SD = 1.5%) for the active group, demonstrating successful incorporation of EPA into cells. Intention-to-treat (ITT) analysis found no significant between-group differences in PSS outcome scores post-intervention (b = 1.21, p = 0.30) after adjusting for sex (b = 2.36, p = 0.079), baseline PSS (b = 0.42, p = 0.001) and baseline logEPA [b = 1.41, p = 0.185; F(3, 86) = 8.47, p < 0.01, n = 89, R-square = 0.243]. Discussion: Treatment increased cell membrane EPA but, contrary to the hypothesis, there was no effect on perceived stress. Limitations included an imbalance of gender in groups after randomization (68% of the males were in the placebo group). While we found no significant interaction between sex and group on the outcome after adjusting for baseline PSS, larger studies with groups stratified for gender may be required to further confirm these findings. Conclusion: This study demonstrated that 2. 2 g/day of EPA for 12 weeks did not reduce chronic psychological stress.
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Affiliation(s)
- Joanne Bradbury
- School of Health and Human Sciences, Southern Cross University, Gold Coast, QLD, Australia
| | - Stephen P. Myers
- NatMed-Research, Division of Research, Southern Cross University, Lismore, NSW, Australia
| | - Barbara Meyer
- Faculty of Science Medicine and Health, Lipid Research Centre, School of Medicine, University of Wollongong, Wollongong, NSW, Australia
| | - Lyndon Brooks
- Division of Research, Southern Cross University, Lismore, NSW, Australia
| | - Jonathan Peake
- School of Biomedical Sciences and Institute of Health and Biomedical Innovation, Queensland University of Technology, Brisbane, QLD, Australia
| | - Andrew J. Sinclair
- Faculty of Health, Office of Faculty of Health, Deakin University, Melbourne, VIC, Australia
| | - Con Stough
- Centre for Human Psychopharmacology, Swinburne University of Technology, Melbourne, VIC, Australia
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Pottala JV, Djira GD, Espeland MA, Ye J, Larson MG, Harris WS. Structural equation modeling for analyzing erythrocyte fatty acids in Framingham. COMPUTATIONAL AND MATHEMATICAL METHODS IN MEDICINE 2014; 2014:160520. [PMID: 24959197 PMCID: PMC4052884 DOI: 10.1155/2014/160520] [Citation(s) in RCA: 5] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 12/26/2013] [Revised: 02/28/2014] [Accepted: 02/28/2014] [Indexed: 12/19/2022]
Abstract
Research has shown that several types of erythrocyte fatty acids (i.e., omega-3, omega-6, and trans) are associated with risk for cardiovascular diseases. However, there are complex metabolic and dietary relations among fatty acids, which induce correlations that are typically ignored when using them as risk predictors. A latent variable approach could summarize these complex relations into a few latent variable scores for use in statistical models. Twenty-two red blood cell (RBC) fatty acids were measured in Framingham (N = 3196). The correlation matrix of the fatty acids was modeled using structural equation modeling; the model was tested for goodness-of-fit and gender invariance. Thirteen fatty acids were summarized by three latent variables, and gender invariance was rejected so separate models were developed for men and women. A score was developed for the polyunsaturated fatty acid (PUFA) latent variable, which explained about 30% of the variance in the data. The PUFA score included loadings in opposing directions among three omega-3 and three omega-6 fatty acids, and incorporated the biosynthetic and dietary relations among them. Whether the PUFA factor score can improve the performance of risk prediction in cardiovascular diseases remains to be tested.
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Affiliation(s)
- James V. Pottala
- Health Diagnostic Laboratory Inc., Richmond, VA 23219, USA
- Department of Internal Medicine, Sanford School of Medicine, University of South Dakota, Sioux Falls, SD 57105, USA
| | - Gemechis D. Djira
- Department of Mathematics and Statistics, South Dakota State University, Brookings, SD 57007, USA
| | - Mark A. Espeland
- Department of Biostatistical Sciences, Wake Forest School of Medicine, Winston-Salem, NC 27157, USA
| | - Jun Ye
- Department of Statistics, University of Akron, Akron, OH 44325, USA
| | - Martin G. Larson
- Department of Biostatistics, Boston University School of Public Health, Boston, MA 02218, USA
- Department of Mathematics and Statistics, Boston University, Boston, MA 02215, USA
- Framingham Heart Study, Framingham, MA 01702, USA
| | - William S. Harris
- Health Diagnostic Laboratory Inc., Richmond, VA 23219, USA
- Department of Internal Medicine, Sanford School of Medicine, University of South Dakota, Sioux Falls, SD 57105, USA
- OmegaQuant Analytics, Sioux Falls, SD 57107, USA
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Glick NR, Fischer MH. The Role of Essential Fatty Acids in Human Health. J Evid Based Complementary Altern Med 2013. [DOI: 10.1177/2156587213488788] [Citation(s) in RCA: 43] [Impact Index Per Article: 3.6] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/20/2022] Open
Abstract
Fatty acid research began about 90 years ago but intensified in recent years. Essential fatty acids (linoleic and α-linolenic) must come from diet. Other fatty acids may come from diet or may be synthesized. Fatty acids are major components of cell membrane structure, modulate gene transcription, function as cytokine precursors, and serve as energy sources in complex, interconnected systems. It is increasingly apparent that dietary fatty acids influence these vital functions and affect human health. While the strongest evidence for influence is found in cardiovascular disease and mental health, many additional conditions are affected. Problematic changes in the fatty acid composition of human diet have also taken place over the last century. This review summarizes current understanding of the pervasive roles of essential fatty acids and their metabolites in human health.
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