Skip to main page content
U.S. flag

An official website of the United States government

Dot gov

The .gov means it’s official.
Federal government websites often end in .gov or .mil. Before sharing sensitive information, make sure you’re on a federal government site.

Https

The site is secure.
The https:// ensures that you are connecting to the official website and that any information you provide is encrypted and transmitted securely.

Access keys NCBI Homepage MyNCBI Homepage Main Content Main Navigation
. 2010 Jul 13;122(2):119-29.
doi: 10.1161/CIRCULATIONAHA.109.928192. Epub 2010 Jul 6.

Relation of platelet and leukocyte inflammatory transcripts to body mass index in the Framingham heart study

Affiliations

Relation of platelet and leukocyte inflammatory transcripts to body mass index in the Framingham heart study

Jane E Freedman et al. Circulation. .

Abstract

Background: Although many genetic epidemiology and biomarker studies have been conducted to examine associations of genetic variants and circulating proteins with cardiovascular disease and risk factors, there has been little study of gene expression or transcriptomics. Quantitative differences in the abundance of transcripts has been demonstrated in malignancies, but gene expression from a large community-based cohort examining risk of cardiovascular disease has never been reported.

Methods and results: On the basis of preliminary microarray data and previously suggested genes from the literature, we measured expression of 48 genes by high-throughput quantitative reverse-transcriptase polymerase chain reaction in 1846 participants of the Framingham Offspring cohort from RNA derived from isolated platelets and leukocytes. A multivariable stepwise regression model was used to assess clinical correlates of quantitative RNA expression. For specific inflammatory platelet-derived transcripts, including ICAM1, IFNG, IL1R1, IL6, MPO, COX2, TNF, TLR2, and TLR4, there were significant associations with higher body mass index (BMI). Compared with platelets, fewer leukocyte-derived transcripts were associated with BMI or other cardiovascular risk factors. Select transcripts were found to be highly heritable, including GPIBA and COX1. Almost uniformly, heritable transcripts were not those associated with BMI.

Conclusions: Inflammatory transcripts derived from platelets, particularly those part of the nuclear factor kappa B pathway, are associated with BMI, whereas others are heritable. This is the first study, using a large community-based cohort, to demonstrate clinical correlates of gene expression and is consistent with the hypothesis that specific peripheral-blood transcripts play a role in the pathogenesis of coronary heart disease and its risk factors.

PubMed Disclaimer

Conflict of interest statement

The authors have no conflicts of interest to report.

Figures

Figure 1
Figure 1. Platelet and Leukocyte Cluster Analysis
Related expression patterns for platelets (Figure 1a) and leukocytes (Figure 1b) using cluster analysis. Cluster analysis of gene expression was carried out using delta CT values. Clustering by principal components method with criterion max. eigenvalue > 0.80 was used.
Figure 2
Figure 2. BMI and Difference in Mean Gene Expression in Isolated Circulating Cells
Platelet (Figure 2a) and leukocyte (Figure 2b). The blue line (open circle) is difference in predicted delta CT values between overweight (BMI>25) and normal weight. Red line (closed circle) is difference in predicted delta CT values between obese (BMI>30)and normal weight. Delta CT is gene-specific CT – housekeeping CT.
Figure 2
Figure 2. BMI and Difference in Mean Gene Expression in Isolated Circulating Cells
Platelet (Figure 2a) and leukocyte (Figure 2b). The blue line (open circle) is difference in predicted delta CT values between overweight (BMI>25) and normal weight. Red line (closed circle) is difference in predicted delta CT values between obese (BMI>30)and normal weight. Delta CT is gene-specific CT – housekeeping CT.
Figure 3
Figure 3. Summary of genes significantly associated with BMI and their role in the NFκB pathway
Most of the genes found to be significantly associated with BMI are either known to stimulated NFκB activity or are expressed as a result of activation of this pathway. All, except for CCL2, were platelet expressed transcripts.

References

    1. Goring HH, Curran JE, Johnson MP, Dyer TD, Charlesworth J, Cole SA, Jowett JB, Abraham LJ, Rainwater DL, Comuzzie AG, Mahaney MC, Almasy L, MacCluer JW, Kissebah AH, Collier GR, Moses EK, Blangero J. Discovery of expression QTLs using large-scale transcriptional profiling in human lymphocytes. Nat Genet. 2007;39:1208–1216. - PubMed
    1. Martin KJ, Graner E, Li Y, Price LM, Kritzman BM, Fournier MV, Rhei E, Pardee AB. High-sensitivity array analysis of gene expression for the early detection of disseminated breast tumor cells in peripheral blood. Proc Natl Acad Sci U S A. 2001;98:2646–2651. - PMC - PubMed
    1. Greiner TC. mRNA microarray analysis in lymphoma and leukemia. Cancer Treat Res. 2004;121:1–12. - PubMed
    1. Zent CS, Zhan F, Schichman SA, Bumm KH, Lin P, Chen JB, Shaughnessy JD. The distinct gene expression profiles of chronic lymphocytic leukemia and multiple myeloma suggest different anti-apoptotic mechanisms but predict only some differences in phenotype. Leuk Res. 2003;27:765–774. - PubMed
    1. Genome-wide association study of 14, 000 cases of seven common diseases and 3, 000 shared controls. Nature. 2007;447:661–678. - PMC - PubMed

Publication types