Search bioRxiv⌕ Search

Biology subjects

Brinkmeier, M. L.

Publications and source records attributed to Brinkmeier, M. L..

3 recordsLinked to original sources

Splicing variants in MYRF cause partial loss of function in the retinal pigment epithelium

Myelin Regulatory Factor (MYRF) regulates retinal pigment epithelial (RPE) development and variants in the C-terminus are linked to isolated nanophthalmos, while loss-of-function variants cause syndromic disease. To define the molecular mechanism of this discrepancy, in vitro and animal studies were performed on a pathogenic C-terminal variant (p.Gly1126fs30* or dG-MYRF). ARPE-19 cells transduced with dG-MYRF revealed reduced target gene expression compared to WT-MYRF, with reduced steady state levels of C-terminal MYRF cleavage product, but intact cleavage and localization. A homozygous humanized MYRF C-terminal (MyrfhumdG/humdG) mouse model was embryonic lethal by embryonic day (E) 18.5, while humanized wildtype (MyrfhumWT/humWT) showed normal expression and survival. Bioinformatic analysis on integrated single cell RNA-seq from humanized E17.5 and knockout Rx-Cre;Myrffl/fl (E15.5 and P0) mice supported shared differentially expressed genes with decreased effect size in MyrfhumdG/humdG eyes. These findings, and the viability differences, support that dG-MYRF is a hypomorphic allele. Further, two novel MYRF splicing variants were identified in families with isolated nanophthalmos, with one confirmed to alter 40% of spliced transcripts, creating a nonfunctional isoform. These cases corroborate that isolated nanophthalmos results from hypomorphic alleles of MYRF, supporting a tissue-specific threshold effect and suggests that the C-terminus has unique roles in the RPE.

genetics↗

TIME-CoExpress: Temporal Trajectory Modeling of Dynamic Gene Co-expression Patterns Using Single-Cell Transcriptomics Data

The rapid advancements of single-cell RNA sequencing (scRNAseq) technology provide high-resolution views of transcriptomic activity within a single cell. Most routine analyses of scRNAseq data focus on individual genes; however, the one-gene-at-a-time analysis is likely to miss meaningful genetic interactions. Gene co-expression analysis addresses this issue by identifying coordinated gene expression changes in response to cellular conditions, such as developmental or temporal trajectory. Identifying differential co-expression gene combinations along the cell temporal trajectory using scRNAseq data can provide deeper insight into the biological processes. Existing approaches for gene co-expression analysis assume a restrictive linear change of gene co-expression. In this paper, we propose a copula-based approach with proper data-driven smoothing functions to model non-linear gene co-expression changes along cellular temporal trajectories. Our proposed approach provides flexibility to incorporate characteristics such as over-dispersion and zero-inflation rate observed in scRNAseq data into the modeling framework. We conducted a series of simulation analyses to evaluate the performance of the proposed algorithm. We demonstrate the implementation of the proposed algorithm using a scRNAseq dataset and identify differential co-expression gene pairs along cell temporal trajectory in pituitary embryonic development comparing Nxn-/- mutated versus wild-type mice.

genetics↗

Myelin regulatory factor (Myrf) is a critical early regulator of retinal pigment epithelial development.

Myelin regulatory factor (Myrf) is a critical transcription factor in early retinal and retinal pigment epithelial development, and human variants in MYRF are a cause for nanophthalmos. Single cell RNA sequencing (scRNAseq) was performed on Myrf conditional knockout mice (Rx>Cre Myrffl/fl) at 3 developmental timepoints. Myrf was expressed specifically in the RPE, and expression was abrogated in Rx>Cre Myrffl/fl eyes. scRNAseq analysis revealed a loss of RPE cells at all timepoints resulting from cell death. GO-term analysis in the RPE revealed downregulation of melanogenesis and anatomic structure morphogenesis pathways, which were supported by electron microscopy and histologic analysis. Novel structural target genes including Ermn and Upk3b, along with macular degeneration and inherited retinal disease genes were identified as downregulated, and a strong upregulation of TGF{beta}/BMP signaling and effectors was observed. Regulon analysis placed Myrf downstream of Pax6 and Mitf and upstream of Sox10 in RPE differentiation. Together, these results suggest a strong role for Myrf in the RPE maturation by regulating melanogenesis, cell survival, and cell structure, in part acting through suppression of TGF{beta} signaling and activation of Sox10. SUMMARY STATEMENTMyrf regulates RPE development, melanogenesis, and is important for cell structure and survival, in part through regulation of Ermn, Upk3b and Sox10, and BMP/TGFb signaling.

developmental biology↗