Unraveling the Molecular Complexity of Myxomatous Mitral Valve Degeneration: Integrating Transcriptomic and miRNA Profiling Using Random Forests with Boruta Feature Selection
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
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.
Effects of Transplanting an Exercised or Sedentary Microbiota into Gnotobiotic Mice on Global Gene Expression in Gut, Muscle, and Brain Tissue
Introduction The gut microbiota is intricately connected with host health and is known to influence gene expression across multiple organ systems. Both animal and human longitudinal studies have demonstrated that exercise has independent effects on the composition and functionality of the gut microbiota. Previous studies performed by our group have also shown that transplant of an “exercised” microbiota into germ‐free mice confers enhanced protection against colitis compared to transplant of a “sedentary” microbiota. In this study, we assessed how an “exercised” microbiota transplant impacts global gene expression in gut, brain, and muscle tissue compared to a “sedentary” microbiota transplant. Methods Donor mice received access to a running wheel (n=10) or remained without access (n=9) for six weeks prior to euthanasia. Donor cecal contents were pooled by activity group and transplanted into two separate groups of recipient germ‐free mice (n=16 for each group). After five weeks of gut microbial colonization, recipient mice were sacrificed, and tissues were collected. Total RNA was isolated from the distal colon, soleus muscle, and hippocampus. Four representative mice were chosen from each group for whole transcriptome analysis (RNAseq) of these tissues. Anticipated Results We hypothesize that mice that received an “exercised” microbiome will have different global gene expression profiles than those that received a “sedentary” microbiome. We predict that genes related to immune function, cellular metabolism, and gut barrier function may be particularly affected by transplant of the “exercised” microbiome. Support or Funding Information This work supported by a grant from the Mayo Clinic‐University of Illinois Alliance for Technology‐based Healthcare. This abstract is from the Experimental Biology 2019 Meeting. There is no full text article associated with this abstract published in The FASEB Journal .
Shifts in the fecal microbial community composition are associated with dietary fiber solubility
The impact of diet on the microbial composition in the gastrointestinal tract has been well documented. However, quantitation of the role of diet in shaping microbial composition has been difficult due to the presence of factors such as host genetics and environment. We used two genetically identical pigs housed together as a system for isolating diet‐induced changes in the microbiome. We used a withdrawal design across four 14‐d periods with two diets having different solubility of dietary fiber to study the fecal microbial community by 454‐pyrosequencing of the 16S rRNA gene. Shifts in the fecal microbial community composition were assessed with respect to dietary correlations. Similarity analysis revealed that the gut microbiomes from the two different diets clustered separately. Taxa‐based approaches detected significantly different bacteria composition in two different diets. Diversity analysis showed that bacterial diversity was associated with the level of dietary fiber solubility. To conclude, the impact of diet on gut microbiome composition was isolated from host genetics and environment. Diet‐induced changes in gut microbiome composition were observed and found to be reversible within a short time. Our results show that genetically identical pigs can be used as a model system for assessing the influence of diet and other variables on the composition of the gut microbial community. Grant Funding Source : University of Illinois Agricultural Experiment Station, USDA AG 2008–34480‐19328, USDA AG 2008–34480‐19328, USDA/ARS AG 58–5438‐7–317l, USDA/ARS AG 58–5438‐2–307
Fecal Metabolomic Signatures in Colorectal Adenoma Patients Are Associated with Gut Microbiota and Early Events of Colorectal Cancer Pathogenesis
Colorectal adenomas are precursors of CRC. Recently, the gut microbiota, i.e., the collection of microbes residing in our gut, has been recognized as a key player in CRC development. There have been a number of gut microbiota profiling studies for colorectal adenoma and CRC; however, fewer studies have considered the gut metabolome, which serves as the chemical interface between the host and gut microbiota. Here, we conducted a gut metabolome profiling study of colorectal adenoma and CRC and analyzed the metabolomic profiles together with paired microbiota composition profiles. We found several chemical signatures of colorectal adenoma that were associated with some gut microbes and potentially indicative of future CRC. This study highlights potential early-driver metabolites in CRC pathogenesis and guides further targeted experiments and thus provides an important stepping stone toward developing better CRC prevention strategies.
Exercise training-induced modification of the gut microbiota persists after microbiota colonization and attenuates the response to chemically-induced colitis in gnotobiotic mice
Background. Preterm Premature Rupture of Membranes (PPROM) is a major leading cause of preterm births. While the cause for PPROM remains unidentified, it is anticipated to be due to subclinical infection, since a large proportion of PPROM patients display signs of chorioamnionitis. Since subclinical infections can be facilitated by dysbiosis, our goal was to characterize the vaginal microbiome and amniotic fluid discharge upon PPROM, through latency antibiotic treatment, and until delivery, to detect the presence of pathogens, microbiota alteration, and microbial response to treatment. Methods. Enrolled subjects (15) underwent routine institutional antenatal care for PPROM, including the administration of latency antibiotics. Serial vaginal swabs were obtained from diagnosis of PPROM through delivery and the sequencing of the V3–V5 region of the 16S rRNA gene was performed for all collected samples. Results. The results show that Lactobacilli species were markedly decreased when compared to vaginal swabs collected from uncomplicated pregnancy subjects with a matched gestational time. Prevotella and Peptoniphilus were the most prevalent taxa in PPROM subjects at presentation. The vaginal microbiome of the PPROM subjects varied substantially intra- and inter-subjects. Several taxa were found to be significantly reduced during and after the antibiotic treatment: Weeksella , Lachnospira , Achromobacter , and Pediococcus . In contrast, Peptostreptococcus and Tissierellaceae ph2 displayed a significant increase after the antibiotic treatment. However, the relative abundance of Lactobacillus , Prevotella , and Peptoniphilus was not substantially impacted during the hospitalization of the PPROM subjects. The deficiency of Lactobacillus , and constancy of known pathogenic species, such as Prevotella and Peptoniphilus during and after antibiotics, highlights the persistent dysbiosis and warrants further investigation into mitigating approaches. Discussion. PPROM is responsible for one third of all preterm births. It is thought that subclinical infection is a crucial factor in the pathophysiology of PPROM because 25–40% of patients present signs of chorioamnionitis on amniocentesis. Here we sought to directly assess the bacterial content of the vagina and leaking amniotic fluid of subjects at presentation, throughout treatment and up until delivery, in order to search for common pathogens, microbiota changes, and microbial response to latency antibiotic treatment. We have found that the vaginal microbiome of PPROM subjects is highly variable and displays significant changes to treatment. However, the unchanging deficiency of Lactobacillus , and persistence of known pathogenic species, such as Prevotella and Peptoniphilus from presentation, through antibiotic treatment and up until delivery, highlights the persistent dysbiosis and warrants further investigation into mitigating approaches.
Draft Genome Sequences of 24 Microbial Strains Assembled from Direct Sequencing from 4 Stool Samples
ABSTRACT The ability to assemble genomes from metagenomic sequencing avoids the need for culture and any associated culture biases. We assembled 24 essentially complete draft genomes from metagenomic pair-end and size-selected mate pair sequencing from 4 stool samples, 2 from subjects diagnosed with colorectal cancer and 2 from healthy controls.
Voluntary and forced exercise differentially alters the gut microbiome in C57BL/6J mice
We have previously shown that voluntary wheel running (VWR) attenuates, whereas forced treadmill running (FTR) exacerbates, intestinal inflammation and clinical outcomes in a mouse model of colitis. As the gut microbiome is implicated in colitis, we hypothesized that VWR and FTR would differentially affect the gut microbiome. Mice (9-10/treatment) were randomly assigned to VWR, FTR, or sedentary home cage control (SED) for 6 wk. VWR were given running wheel access, whereas FTR ran on a treadmill for 40 min/day at 8–12 m/min, 5% grade. Forty-eight hours after the last exercise session, DNA was isolated from the fecal pellets and cecal contents, and the conserved bacterial 16S rRNA gene was amplified and sequenced using the Illumina Miseq platform. Permutational multivariate analysis of variance based on weighted UniFrac distance matrix revealed different bacterial clusters between feces and cecal contents in all groups ( P < 0.01). Interestingly, the community structures of the three treatment groups clustered separately from each other in both gut regions ( P < 0.05). Contrary to our hypothesis, the α-diversity metric, Chao1, indicated that VWR led to reduced bacterial richness compared with FTR or SED ( P < 0.05). Taxonomic evaluation revealed that both VWR and FTR altered many individual bacterial taxa. Of particular interest, Turicibacter spp., which has been strongly associated with immune function and bowel disease, was significantly lower in VWR vs. SED/FTR. These data indicate that VWR and FTR differentially alter the intestinal microbiome of mice. These effects were observed in both the feces and cecum despite vastly different community structures between each intestinal region.