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Bushell, Colleen

https://orcid.org/0000-0002-5268-1915

Mayo Clinic

University of Illinois Urbana-Champaign

Citations 3

Unraveling the Molecular Complexity of Myxomatous Mitral Valve Degeneration: Integrating Transcriptomic and miRNA Profiling Using Random Forests with Boruta Feature Selection
Hagler, Michael A , Thalji, Nassir M , Russell, Nate, Welge, Michael , Bushell, Colleen , Berry, Matthew, White, Bryan A. , Matveyenko, Aleksey V. , Suri, Rakesh M. , Zhu, Ruoqing , Berry, Matthew, Miller, Jordan D.

Journal of the Heart Valve Society | October 17, 2025 | Volume: 2 | Issue: 2 | Pages: 137-153

10.1177/30494826251362814 Get It

Background Myxomatous mitral valve disease (MMVD) is a degenerative disorder marked by excess tissue fibrosis and matrix remodeling, leading to leaflet prolapse. While recent studies linked transforming growth factor beta (TGF-β) activation to MMVD development and progression, upstream regulators of this and other modulatory/causal pathways remain largely unexplored. Objectives In this study, we utilized high-throughput sequencing to conduct unbiased analyses of mRNA and microRNA (miRNA) levels in myxomatous and healthy mitral valve tissues, aiming to uncover novel molecular mechanisms involved in MMVD. Methods We defined differentially expressed mRNAs and miRNAs transcripts displaying a fold-change > 1.5 and P < .05. Pathway analysis was performed using Ingenuity Pathway Analysis and DAVID, with key findings validated via qRT-PCR. A total of 2378 transcripts were differentially expressed between myxomatous and normal valves. Established pathways, including TGF-β signaling, were confirmed as major contributors to MMVD. Additionally, Random Forests with Boruta Feature Selection identified transcripts with a 95% likelihood of importance, and subsequent pathway analysis on this subset of genes revealed unique signaling pathways. Results Most notably, circadian rhythm disruption emerged as a novel, highly ranked pathway in MMVD. Key miRNAs, such as miR-1, miR-133a, and miR-217 were highlighted as highly relevant, with miRNA–mRNA interactions displaying distinct molecular signatures predictive of MMVD. Conclusions Collectively, this study represents the first comprehensive analysis of both miRNA and mRNA expression in MMVD, revealing both established and novel disease-associated pathways. The discovery of circadian rhythm disturbances and new regulatory miRNAs suggests promising directions for further research and potential therapeutic targets for nonsurgical treatment strategies in patients with MMVD.
Abstract 19746: Identification of Novel microRNA Profiles in Patients With Myxomatous Mitral Valve Disease
Hagler, Michael A , Thalji, Nassir M , Russell, Nate, Welge, Michael , Bushell, Colleen , Berry, Matthew, White, Bryan A. , Suri, Rakesh M. , Russell, Nate, Berry, Matthew, Miller, Jordan D.

Circulation | July 3, 2021 | Volume: 132 | Issue: suppl_3 | Pages: No page available

10.1161/circ.132.suppl_3.19746 Get It

Introduction: Myxomatous mitral valve disease (MMVD) is a degenerative condition characterized by tissue fibrosis and matrix remodeling which ultimately progresses to leaflet prolapse. While recent work has shown that transforming growth factor beta (TGF-β) signaling contributes to the pathogenesis of MMVD, upstream regulators of this and other pathways remain poorly understood. Hypothesis: We sought to use high-throughput RNA sequencing coupled with microRNA (miRNA) sequencing to identify novel molecular targets as well as upstream regulators contributing to MMVD. Methods: We conducted mRNA and miRNA sequencing on normal (n = 10) and myxomatous human mitral valve samples (n = 10). Differential expression was identified using linear modeling and parallel random forest analyses. Canonical pathways were identified by Ingenuity Pathway Analyses (IPA). Predicted miRNA targets were identified using TargetScanHuman 6.2. Results: We found 2784 mRNAs that were differentially expressed between normal and myxomatous mitral valves, which IPA largely categorized in to pro-fibrotic, matrix remodeling and cellular proliferation signaling. In miRNA sequenced from the same samples, 67 miRNAs were differentially-expressed between normal and myxomatous mitral valves. Increased expression of TGF-β ligands, collagen isoforms, and matrix metalloproteinases were associated with reductions in miRNAs predicted to target them. Conversely, mRNA levels of the “protective” genes TGFβ-induced factor homeobox 1, salt-inducible kinase 1, TIMP metallopeptidase inhibitor 4, and cyclin-dependent kinase inhibitor 1C mRNA levels were decreased in myxomatous tissue, and miRNAs predicted to target these genes (e.g., miR-656, miR-379-3p, miR-664a-3p, and miR-34c-5p) were significantly increased. Conclusions: Collectively, these data not only identify novel genes that are differentially regulated in MMVD, but also suggest miRNAs may play an active role in suppressing key protective molecules in MMVD. Thus, anti-mIRs therapy may be a viable therapeutic target to restore anti-fibrotic and anti-proliferative molecules in the valve and slow progression of MMVD. Future mechanistic studies will lay a critical foundation for translational work in these areas.
Precision immunoprofiling to reveal diagnostic signatures for latent tuberculosis infection and reactivation risk stratification
Robison, Heather M., Escalante, Patricio , Valera, Enrique , Erskine, Courtney L. , Auvil, Loretta, Sasieta, Humberto C., Bushell, Colleen , Welge, Michael , Bailey, Ryan C

Integrative Biology | February 4, 2019 | Volume: 11 | Issue: 1 | Pages: 16-25

10.1093/intbio/zyz001 Get It