Integrative Genomic Analysis and Functional Studies Reveal GP5, GRN, MPO and MCAM as Causal Protein Biomarkers for Platelet Traits
Lee, D. H.; Yao, C.; Bhan, A.; Schlaeger, T.; Keefe, J.; Rodriguez, B.; Hwang, S.-J.; Chen, M.-H.; Levy, D.; Johnson, A. D.
Show abstract
RationaleMean platelet volume (MPV) and platelet count (PLT) are platelet measures that have been linked to cardiovascular disease (CVD) and mortality risk. Identifying protein biomarkers for these measures may yield insights into CVD mechanisms. ObjectiveWe aimed to identify causal protein biomarkers for MPV and PLT among 71 CVD-related plasma proteins measured in Framingham Heart Study (FHS) participants. Methods and ResultsWe conducted integrative analyses of genetic variants associated with PLT and MPV with protein quantitative trait locus (pQTL) variants associated with plasma proteins followed by Mendelian randomization (MR) to infer causal relations of proteins for PLT/MPV, and tested protein-PLT/MPV association in FHS participants. Utilizing induced pluripotent stem cell (iPSC)-derived megakaryocyte (MK) clones that produce functional platelets, we conducted RNA-sequencing and analyzed transcriptome-wide differences between low- and high-platelet producing clones. We then performed small interfering RNA (siRNA) gene knockdown experiments targeting genes encoding proteins with putatively causal platelet effects in MK clones to examine effects on platelet production. Protein-trait association analyses were conducted for MPV (n = 4,348) and PLT (n = 4,272). Eleven proteins were associated with MPV and 31 with PLT. MR identified four putatively causal proteins for MPV and four for PLT. Glycoprotein V (GP5), granulin (GRN), and melanoma cell adhesion molecule (MCAM) were associated with PLT in both protein-trait and MR analyses. Myeloperoxidase (MPO) showed significant association with MPV in both analyses. MK RNA-sequencing analysis results were directionally concordant with observed and MR-inferred associations for GP5, GRN, and MCAM. In siRNA gene knockdown experiments, silencing GP5, GRN, and MPO decreased platelet counts. ConclusionsBy integrating population genomics data, epidemiological data, and iPSC-derived MK experiments, we identified four proteins that are causally linked to platelet counts. These proteins and genes may be further explored for their utility in increasing platelet production in bioreactors for transfusion medicine purposes as well as their roles in the pathogenesis of CVD via a platelet/blood coagulation-based mechanism.
Matching journals
The top 8 journals account for 50% of the predicted probability mass.
Similar papers in this journal
Similar papers in this journal
- Antithrombin, protein C and protein S: Genome and transcriptome wide association studies identify 7 novel loci regulating plasma levels 96%
- Coronary Artery Disease risk variant dampens the expression of CALCRL by reducing HSF binding to shear stress responsive enhancer in endothelial cells 93%
- Gut microbial metabolite imidazole propionate impairs endothelial cell function and promotes the development of atherosclerosis 93%
Similar papers in this journal
- Trans-interaction of risk loci 6p24.1 and 10q11.21 is associated with endothelial damage in coronary artery disease 93%
- Markers of systemic iron status show sex-specific differences in peripheral artery disease: a cross-sectional analysis of HEIST-DiC and NHANES participants 92%
- Aging-induced isoDGR-modified fibronectin activates monocytic and endothelial cells to promote atherosclerosis 92%
Similar papers in this journal
- OxLDL-targeted Chimeric Antigen Receptor T Regulatory Cells Reduce Atherosclerotic Plaque Development 93%
- Reduction of clonal hematopoiesis mutation burden in coronary patients treated with low-dose colchicine 92%
- Genetically Predicted IL-18 Inhibition and Risk of Cardiovascular Events: A Mendelian Randomization Study 92%
Similar papers in this journal
- The association between clonal hematopoiesis driver mutations, immune cell function and the vasculometabolic complications of obesity 94%
- The effect of sex and underlying disease on the genetic association of QT interval and sudden cardiac death 93%
- S-nitrosoglutathione reductase deficiency causes aberrant placental S-nitrosylation and preeclampsia. 93%
"Similar papers" are the closest papers from that journal in the model's embedding space. They show what the match is built on, but the ranking comes mostly from a classifier over the whole training set, not from these examples alone.