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A precision medicine approach to stress testing using metabolomics and microribonucleic acids.

Publication ,  Journal Article
Limkakeng, AT; Rowlette, L-L; Hatch, A; Nixon, AB; Ilkayeva, O; Corcoran, D; Modliszewski, J; Griffin, SM; Ginsburg, GS; Voora, D
Published in: Per Med
July 2022

Both transcriptomics and metabolomics hold promise for identifying acute coronary syndrome (ACS) but they have not been used in combination, nor have dynamic changes in levels been assessed as a diagnostic tool. We assessed integrated analysis of peripheral blood miRNA and metabolite analytes to distinguish patients with myocardial ischemia on cardiac stress testing. We isolated and quantified miRNA and metabolites before and after stress testing from seven patients with myocardial ischemia and 1:1 matched controls. The combined miRNA and metabolomic data were analyzed jointly in a supervised, dimension-reducing discriminant analysis. We implemented a baseline model (T0) and a stress-delta model. This novel integrative analysis of the baseline levels of metabolites and miRNA expression showed modest performance for distinguishing cases from controls. The stress-delta model showed worse performance. This pilot study shows potential for an integrated precision medicine approach to cardiac stress testing.

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Published In

Per Med

DOI

EISSN

1744-828X

Publication Date

July 2022

Volume

19

Issue

4

Start / End Page

287 / 297

Location

England

Related Subject Headings

  • Precision Medicine
  • Pilot Projects
  • Pharmacology & Pharmacy
  • Myocardial Ischemia
  • MicroRNAs
  • Humans
  • Biomarkers
  • 3214 Pharmacology and pharmaceutical sciences
  • 3202 Clinical sciences
 

Citation

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Limkakeng, A. T., Rowlette, L.-L., Hatch, A., Nixon, A. B., Ilkayeva, O., Corcoran, D., … Voora, D. (2022). A precision medicine approach to stress testing using metabolomics and microribonucleic acids. Per Med, 19(4), 287–297. https://doi.org/10.2217/pme-2021-0021
Limkakeng, Alexander T., Laura-Leigh Rowlette, Ace Hatch, Andrew B. Nixon, Olga Ilkayeva, David Corcoran, Jennifer Modliszewski, Shannon Michelle Griffin, Geoffrey S. Ginsburg, and Deepak Voora. “A precision medicine approach to stress testing using metabolomics and microribonucleic acids.Per Med 19, no. 4 (July 2022): 287–97. https://doi.org/10.2217/pme-2021-0021.
Limkakeng AT, Rowlette L-L, Hatch A, Nixon AB, Ilkayeva O, Corcoran D, et al. A precision medicine approach to stress testing using metabolomics and microribonucleic acids. Per Med. 2022 Jul;19(4):287–97.
Limkakeng, Alexander T., et al. “A precision medicine approach to stress testing using metabolomics and microribonucleic acids.Per Med, vol. 19, no. 4, July 2022, pp. 287–97. Pubmed, doi:10.2217/pme-2021-0021.
Limkakeng AT, Rowlette L-L, Hatch A, Nixon AB, Ilkayeva O, Corcoran D, Modliszewski J, Griffin SM, Ginsburg GS, Voora D. A precision medicine approach to stress testing using metabolomics and microribonucleic acids. Per Med. 2022 Jul;19(4):287–297.
Journal cover image

Published In

Per Med

DOI

EISSN

1744-828X

Publication Date

July 2022

Volume

19

Issue

4

Start / End Page

287 / 297

Location

England

Related Subject Headings

  • Precision Medicine
  • Pilot Projects
  • Pharmacology & Pharmacy
  • Myocardial Ischemia
  • MicroRNAs
  • Humans
  • Biomarkers
  • 3214 Pharmacology and pharmaceutical sciences
  • 3202 Clinical sciences