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Pilot study of myocardial ischemia-induced metabolomic changes in emergency department patients undergoing stress testing
BACKGROUND: The heart is a metabolically active organ, and plasma acylcarnitines are associated with long-term risk for myocardial infarction. We hypothesized that myocardial ischemia from cardiac stress testing will produce dynamic changes in acylcarnitine and amino acid levels compared to levels s...
Autores principales: | , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Public Library of Science
2019
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6358091/ https://www.ncbi.nlm.nih.gov/pubmed/30707740 http://dx.doi.org/10.1371/journal.pone.0211762 |
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author | Limkakeng, Alexander T. Henao, Ricardo Voora, Deepak O’Connell, Thomas Griffin, Michelle Tsalik, Ephraim L. Shah, Svati Woods, Christopher W. Ginsburg, Geoffrey S. |
author_facet | Limkakeng, Alexander T. Henao, Ricardo Voora, Deepak O’Connell, Thomas Griffin, Michelle Tsalik, Ephraim L. Shah, Svati Woods, Christopher W. Ginsburg, Geoffrey S. |
author_sort | Limkakeng, Alexander T. |
collection | PubMed |
description | BACKGROUND: The heart is a metabolically active organ, and plasma acylcarnitines are associated with long-term risk for myocardial infarction. We hypothesized that myocardial ischemia from cardiac stress testing will produce dynamic changes in acylcarnitine and amino acid levels compared to levels seen in matched control patients with normal stress tests. METHODS: We analyzed targeted metabolomic profiles in a pilot study of 20 case patients with inducible ischemia on stress testing from an existing prospectively collected repository of 357 consecutive patients presenting with symptoms of Acute Coronary Syndrome (ACS) in an Emergency Department (ED) observation unit between November 2012 and September 2014. We selected 20 controls matched on age, sex, and body-mass index (BMI). A peripheral blood sample was drawn <1 hour before stress testing and 2 hours after stress testing on each patient. We assayed 60 select acylcarnitines and amino acids by tandem mass spectrometry (MS/MS) using a Quattro Micro instrument (Waters Corporation, Milford, MA). Metabolite values were log transformed for skew. We then performed bivariable analysis for stress test outcome and both individual timepoint metabolite concentrations and stress-delta metabolite ratios (T2/T0). False discovery rates (FDR) were calculated for 60 metabolites while controlling for age, sex, and BMI. We built multivariable regularized linear models to predict stress test outcome from metabolomics data at times 0, 2 hours, and log ratio between these two. We used leave-one-out cross-validation to estimate the performance characteristics of the model. RESULTS: Nine of our 20 case subjects were male. Cases’ average age was 55.8, with an average BMI 29.5. Bivariable analysis identified 5 metabolites associated with positive stress tests (FDR < 0.2): alanine, C14:1-OH, C16:1, C18:2, C20:4. The multivariable regularized linear models built on T0 and T2 had Area Under the ROC Curve (AUC-ROC) between 0.5 and 0.55, however, the log(T2/T0) model yielded 0.625 AUC, with 65% sensitivity and 60% specificity. The top metabolites selected by the model were: Ala, Arg, C12-OH/C10-DC, C14:1-OH, C16:1, C18:2, C18:1, C20:4 and C18:1-DC. CONCLUSIONS: Stress-delta metabolite analysis of patients undergoing stress testing is feasible. Future studies with a larger sample size are warranted. |
format | Online Article Text |
id | pubmed-6358091 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2019 |
publisher | Public Library of Science |
record_format | MEDLINE/PubMed |
spelling | pubmed-63580912019-02-15 Pilot study of myocardial ischemia-induced metabolomic changes in emergency department patients undergoing stress testing Limkakeng, Alexander T. Henao, Ricardo Voora, Deepak O’Connell, Thomas Griffin, Michelle Tsalik, Ephraim L. Shah, Svati Woods, Christopher W. Ginsburg, Geoffrey S. PLoS One Research Article BACKGROUND: The heart is a metabolically active organ, and plasma acylcarnitines are associated with long-term risk for myocardial infarction. We hypothesized that myocardial ischemia from cardiac stress testing will produce dynamic changes in acylcarnitine and amino acid levels compared to levels seen in matched control patients with normal stress tests. METHODS: We analyzed targeted metabolomic profiles in a pilot study of 20 case patients with inducible ischemia on stress testing from an existing prospectively collected repository of 357 consecutive patients presenting with symptoms of Acute Coronary Syndrome (ACS) in an Emergency Department (ED) observation unit between November 2012 and September 2014. We selected 20 controls matched on age, sex, and body-mass index (BMI). A peripheral blood sample was drawn <1 hour before stress testing and 2 hours after stress testing on each patient. We assayed 60 select acylcarnitines and amino acids by tandem mass spectrometry (MS/MS) using a Quattro Micro instrument (Waters Corporation, Milford, MA). Metabolite values were log transformed for skew. We then performed bivariable analysis for stress test outcome and both individual timepoint metabolite concentrations and stress-delta metabolite ratios (T2/T0). False discovery rates (FDR) were calculated for 60 metabolites while controlling for age, sex, and BMI. We built multivariable regularized linear models to predict stress test outcome from metabolomics data at times 0, 2 hours, and log ratio between these two. We used leave-one-out cross-validation to estimate the performance characteristics of the model. RESULTS: Nine of our 20 case subjects were male. Cases’ average age was 55.8, with an average BMI 29.5. Bivariable analysis identified 5 metabolites associated with positive stress tests (FDR < 0.2): alanine, C14:1-OH, C16:1, C18:2, C20:4. The multivariable regularized linear models built on T0 and T2 had Area Under the ROC Curve (AUC-ROC) between 0.5 and 0.55, however, the log(T2/T0) model yielded 0.625 AUC, with 65% sensitivity and 60% specificity. The top metabolites selected by the model were: Ala, Arg, C12-OH/C10-DC, C14:1-OH, C16:1, C18:2, C18:1, C20:4 and C18:1-DC. CONCLUSIONS: Stress-delta metabolite analysis of patients undergoing stress testing is feasible. Future studies with a larger sample size are warranted. Public Library of Science 2019-02-01 /pmc/articles/PMC6358091/ /pubmed/30707740 http://dx.doi.org/10.1371/journal.pone.0211762 Text en © 2019 Limkakeng et al http://creativecommons.org/licenses/by/4.0/ This is an open access article distributed under the terms of the Creative Commons Attribution License (http://creativecommons.org/licenses/by/4.0/) , which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are credited. |
spellingShingle | Research Article Limkakeng, Alexander T. Henao, Ricardo Voora, Deepak O’Connell, Thomas Griffin, Michelle Tsalik, Ephraim L. Shah, Svati Woods, Christopher W. Ginsburg, Geoffrey S. Pilot study of myocardial ischemia-induced metabolomic changes in emergency department patients undergoing stress testing |
title | Pilot study of myocardial ischemia-induced metabolomic changes in emergency department patients undergoing stress testing |
title_full | Pilot study of myocardial ischemia-induced metabolomic changes in emergency department patients undergoing stress testing |
title_fullStr | Pilot study of myocardial ischemia-induced metabolomic changes in emergency department patients undergoing stress testing |
title_full_unstemmed | Pilot study of myocardial ischemia-induced metabolomic changes in emergency department patients undergoing stress testing |
title_short | Pilot study of myocardial ischemia-induced metabolomic changes in emergency department patients undergoing stress testing |
title_sort | pilot study of myocardial ischemia-induced metabolomic changes in emergency department patients undergoing stress testing |
topic | Research Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6358091/ https://www.ncbi.nlm.nih.gov/pubmed/30707740 http://dx.doi.org/10.1371/journal.pone.0211762 |
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