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Systems Genetics Approach to Biomarker Discovery: GPNMB and Heart Failure in Mice and Humans.

Publication ,  Journal Article
Lin, L-Y; Chun Chang, S; O'Hearn, J; Hui, ST; Seldin, M; Gupta, P; Bondar, G; Deng, M; Jauhiainen, R; Kuusisto, J; Laakso, M; Sinsheimer, JS ...
Published in: G3 (Bethesda)
November 6, 2018

We describe a simple bioinformatics method for biomarker discovery that is based on the analysis of global transcript levels in a population of inbred mouse strains showing variation for disease-related traits. This method has advantages such as controlled environment and accessibility to heart and plasma tissue in the preclinical selection stage. We illustrate the approach by identifying candidate heart failure (HF) biomarkers by overlaying mouse transcriptome and clinical traits from 91 Hybrid Mouse Diversity Panel (HMDP) inbred strains and human HF transcriptome from the Myocardial Applied Genomics Network (MAGNet) consortium. We found that some of the top differentially expressed genes correlated with known human HF biomarkers, such as galectin-3 and tissue inhibitor of metalloproteinase 1. Using ELISA assays, we investigated one novel candidate, Glycoprotein NMB, in a mouse model of chronic β-adrenergic stimulation by isoproterenol (ISO) induced HF. We observed significantly lower GPNMB plasma levels in the ISO model compared to the control group (p-value = 0.007). In addition, we assessed GPNMB plasma levels among 389 HF cases and controls from the METabolic Syndrome In Men (METSIM) study. Lower levels of GPNMB were also observed in patients with HF from the METSIM study compared to non-HF controls (p-value < 0.0001). In summary, we have identified several candidate biomarkers for HF using the cardiac transcriptome data in a population of mice that may be directly relevant and applicable to human populations.

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Published In

G3 (Bethesda)

DOI

EISSN

2160-1836

Publication Date

November 6, 2018

Volume

8

Issue

11

Start / End Page

3499 / 3506

Location

England

Related Subject Headings

  • Transcriptome
  • Tissue Inhibitor of Metalloproteinase-1
  • Middle Aged
  • Mice, Inbred C57BL
  • Membrane Glycoproteins
  • Male
  • Humans
  • Heart Failure
  • Galectin 3
  • Female
 

Citation

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Lin, L.-Y., Chun Chang, S., O’Hearn, J., Hui, S. T., Seldin, M., Gupta, P., … Huertas-Vazquez, A. (2018). Systems Genetics Approach to Biomarker Discovery: GPNMB and Heart Failure in Mice and Humans. G3 (Bethesda), 8(11), 3499–3506. https://doi.org/10.1534/g3.118.200655
Lin, Liang-Yu, Sunny Chun Chang, Jim O’Hearn, Simon T. Hui, Marcus Seldin, Pritha Gupta, Galyna Bondar, et al. “Systems Genetics Approach to Biomarker Discovery: GPNMB and Heart Failure in Mice and Humans.G3 (Bethesda) 8, no. 11 (November 6, 2018): 3499–3506. https://doi.org/10.1534/g3.118.200655.
Lin L-Y, Chun Chang S, O’Hearn J, Hui ST, Seldin M, Gupta P, et al. Systems Genetics Approach to Biomarker Discovery: GPNMB and Heart Failure in Mice and Humans. G3 (Bethesda). 2018 Nov 6;8(11):3499–506.
Lin, Liang-Yu, et al. “Systems Genetics Approach to Biomarker Discovery: GPNMB and Heart Failure in Mice and Humans.G3 (Bethesda), vol. 8, no. 11, Nov. 2018, pp. 3499–506. Pubmed, doi:10.1534/g3.118.200655.
Lin L-Y, Chun Chang S, O’Hearn J, Hui ST, Seldin M, Gupta P, Bondar G, Deng M, Jauhiainen R, Kuusisto J, Laakso M, Sinsheimer JS, Deb A, Rau C, Ren S, Wang Y, Lusis AJ, Wang JJ, Huertas-Vazquez A. Systems Genetics Approach to Biomarker Discovery: GPNMB and Heart Failure in Mice and Humans. G3 (Bethesda). 2018 Nov 6;8(11):3499–3506.

Published In

G3 (Bethesda)

DOI

EISSN

2160-1836

Publication Date

November 6, 2018

Volume

8

Issue

11

Start / End Page

3499 / 3506

Location

England

Related Subject Headings

  • Transcriptome
  • Tissue Inhibitor of Metalloproteinase-1
  • Middle Aged
  • Mice, Inbred C57BL
  • Membrane Glycoproteins
  • Male
  • Humans
  • Heart Failure
  • Galectin 3
  • Female