Cargando…

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...

Descripción completa

Detalles Bibliográficos
Autores principales: Limkakeng, Alexander T., Henao, Ricardo, Voora, Deepak, O’Connell, Thomas, Griffin, Michelle, Tsalik, Ephraim L., Shah, Svati, Woods, Christopher W., Ginsburg, Geoffrey S.
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Public Library of Science 2019
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
_version_ 1783391947291885568
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
work_keys_str_mv AT limkakengalexandert pilotstudyofmyocardialischemiainducedmetabolomicchangesinemergencydepartmentpatientsundergoingstresstesting
AT henaoricardo pilotstudyofmyocardialischemiainducedmetabolomicchangesinemergencydepartmentpatientsundergoingstresstesting
AT vooradeepak pilotstudyofmyocardialischemiainducedmetabolomicchangesinemergencydepartmentpatientsundergoingstresstesting
AT oconnellthomas pilotstudyofmyocardialischemiainducedmetabolomicchangesinemergencydepartmentpatientsundergoingstresstesting
AT griffinmichelle pilotstudyofmyocardialischemiainducedmetabolomicchangesinemergencydepartmentpatientsundergoingstresstesting
AT tsalikephraiml pilotstudyofmyocardialischemiainducedmetabolomicchangesinemergencydepartmentpatientsundergoingstresstesting
AT shahsvati pilotstudyofmyocardialischemiainducedmetabolomicchangesinemergencydepartmentpatientsundergoingstresstesting
AT woodschristopherw pilotstudyofmyocardialischemiainducedmetabolomicchangesinemergencydepartmentpatientsundergoingstresstesting
AT ginsburggeoffreys pilotstudyofmyocardialischemiainducedmetabolomicchangesinemergencydepartmentpatientsundergoingstresstesting