Project description:Keratoconus (KTCN) is a complex degenerative eye disorder resulting in loss of visual function. It is known, that its development is affected by both genetic and environmental or behavioral components. In order to verify if DNA methylation may also play a role in KTCN development, reduced representation bisulfite sequencing (RRBS) of human corneas obtained from five KTCN and five non–KTCN individuals was performed.
Project description:Transcriptional analysis of human keratoconus compared differentiated expression between normal and cone corneas. m6a modification plays an as yet unclear role in cone corneas, and here we aim to identify variations in m6a modification in cone corneas and the potential role it plays.
Project description:Purpose: The goals of this study are to identify differentially expressed genes between keratoconus patient and health control. Methods: We conducted a case: control RNA sequencing study of 7 African American, 12 Middle Eastern subjects, and 7 controls. Total RNA was isolated from individual corneas and sequenced at Macrogen Inc. using the TruSeq stranded RNA library kit. The samples were sequenced at 101 bp using the Illumina HiSeq. 2500 platform. Raw images were generated using the HiSeq Control software v2.2.38, base calling using an integrated primary analysis software, Real time Analysisv1.18.61.0, and converted into FASTQ files using the Illumina package bcl2fastq v1.8.4. The alignment of reads against the human reference genome hg19 was performed using the STAR 2.6.0a software. Followed by gene expression quantification using Cufflinks 2.2.1. The differential expression analysis was conducted by Cuffdiff and DESeq2 (version: 1.24.0). The criteria for significantly differential expression is adjusted p ≤ 0.01, absolute fold change ≥2, and FPKM ≥5 in at least one group. Results: We identified an overwhelming decrease in the expression of anti-oxidant genes regulated by NRF2 and those of the acute phase and tissue injury response pathways, in both patient groups. Concordantly, NRF2 immunofluorescence staining was decreased in patient corneas, while KEAP2, which helps to degrade NRF2, was increased. Diminished NRF2 signaling raises the possibility of NRF2 activators as future treatment strategies in keratoconus. Although separated by geography and ancestry, key commonalities in the two patient transcriptomes speak of disease intrinsic gene expression networks. The African American patient group also showed increases in extracellular matrix transcripts that may be due to underlying profibrogenic changes in this group. Transcripts increased across all patient samples include Thrombospondin 2 (THBS2), encoding a matricellular protein, and cellular proteins, GAS1, CASR and OTOP2, and are promising biomarker candidates. Conclusions: Our approach of analyzing transcriptomic data from different populations and patient groups will help to develop signatures and biomarkers for keratoconus subtypes. Further, RNA sequence data on individual patients obtained from multiple studies may lead to a core keratoconus signature of deregulated genes and a better understanding of its pathogenesis.
Project description:To understand better the factors contributing to keratoconus (KTCN), we used RNA sequencing to perform a transcriptome profile of human KTCN corneas. Over 82% of the genes and almost 75% of the transcripts detected as differentially expressed in KTCN and non-KTCN corneas were confirmed in the replication study using another set of samples. We used these differentially expressed genes to generate a network of KTCN-deregulated genes. We found an extensive disruption of collagen synthesis and maturation pathways, as well as downregulation of the core elements of the TGF-β, Hippo, and Wnt signaling pathways influencing corneal organization. We identified long noncoding RNAs (lncRNAs) and conducted a computational analysis of their potential functions, and found that lncRNAs regulated the processing and expression of the aforementioned genes. This first comprehensive transcriptome profiling of human KTCN corneas points further to a complex etiology of KTCN.
Project description:The earliest stages of Huntington’s disease are marked by changes in gene expression that are caused in an indirect and poorly understood manner by polyglutamine expansions in the huntingtin protein (HTT). To explore the hypothesis DNA methylation may be altered in cells expressing mutated HTT, we use reduced-representation bisulfite sequencing (RRBS) to map sites of DNA methylation in cells carrying either wild-type or mutant HTT. We find that a large fraction of the genes that change in expression in the presence of mutant huntingtin demonstrate significant changes in DNA methylation. Regions with low CpG content, which have previously been shown to undergo methylation changes in response to neuronal activity, are disproportionately affected. Based on the sequence of regions that change in methylation, we identify AP-1 and SOX2 as transcriptional regulators associated with DNA methylation changes, and we confirm these hypotheses using genome-wide chromatin immunoprecipitation (ChIP-Seq). Our findings suggest new mechanisms for the effects of polyglutamine-expanded HTT. These results also raise important questions about the potential effects of changes in DNA methylation on neurogenesis and at later stages, cognitive decline in Huntington’s patients. RRBS in STHdhQ7/Q7 and STHdhQ111/Q111 cells
Project description:We demonstrate that dCas9-SunTag-DNMT3A dramatically increased CpG methylation at the HOXA5 locus in human embryonic kidney 293T cells (HEK293T). Furthermore, using a single sgRNA, dCas9-SunTag-DNMT3A was able to methylate a 4.5 kb genomic region and repress HOXA5 gene expression. Reduced representation bisulfite sequencing (RRBS) and RNA-seq showed that dCas9-SunTag-DNMT3A methylated regions of interest with minimal impact on the global DNA methylome and transcriptome.
Project description:We introduce methylation-sensitive restriction enzyme bisulfite sequencing (MREBS) which has the reduced sequencing requirements of RRBS, but significantly expands the coverage of CpG sites in the genome. Here, we compare MREBS to WGBS and RRBS.