Published on Graduate Programs in Bioinformatics (https://www.uoguelph.ca/bioinformatics)

Home > (Internal) Using Single-Cell Transcriptomics to Decipher Neural Progenitor Cell Heterogeneity and Fate Decisions

(Internal) Using Single-Cell Transcriptomics to Decipher Neural Progenitor Cell Heterogeneity and Fate Decisions

Advisor: Ian Tobias [1], Biomedical Sciences

Proposed biological advisor: Jasmin Lalonde [2], Terry Van Raay [3]

 

This project involves the analysis single-cell RNA-sequencing (scRNA-seq) data from embryonic mouse brain samples to investigate the heterogeneity of neural progenitor cells (NPCs) and their developmental programming. The study will utilize existing scRNA-seq pipelines for initial data processing and quality control, followed by custom downstream analyses to address specific research questions. The initial study objectives are: 

  1. To apply dimensionality reduction techniques to identify distinct subpopulations of NPCs in the embryonic brain.
  2. To use trajectory inference to predict the developmental dynamics of mouse NPCs 
  3. To develop visualizations based on differential expression data and existing knowledge that identifies transcriptional regulators predicted to regulate these fate decisions

This project provides an excellent opportunity for a bioinformatics student to gain hands-on experience in scRNA-seq data analysis, high performance computing, reproducible programming, and the development visualizations of high-dimensional data, while contributing to our understanding of fundamental neurodevelopmental processes.

This project is suitable for one or two semesters. The student is required to be on-site.

Knowledge/Skills

Basic understanding of central nervous system anatomy, Fundamental knowledge of genetics and biochemistry, Intermediate software carpentry skills (Bash, Python, and R), Familiarity with the relevant statistical models (General Linear Models, Dimensionality Reduction methods), Any experience with containerized pipelines is a plus. 

Page category: 
BINF*6999 Current Research Projects [4]

Graduate Program in Bioinformatics

Home

Our Programs

Prospective Students

Funding

Admission Requirements

Courses

M.Binf. Research Projects

M.Sc./Ph.D. Opportunities

Faculty

University of Guelph

College of Biological Science

College of Engineering and Physical Sciences

Ontario Agricultural College

Ontario Veterinary College 

Summerlee Science Complex
University of Guelph
Guelph, Ontario, Canada
N1G 2W1

View Map

bioinformatics@uoguelph.ca


Source URL:https://www.uoguelph.ca/bioinformatics/internal-using-single-cell-transcriptomics-decipher-neural-progenitor-cell-heterogeneity-and-fate

Links
[1] https://ovc.uoguelph.ca/biomedical-sciences/people/faculty/ian-tobias/ [2] https://www.uoguelph.ca/mcb/people/dr-jasmin-lalonde [3] http://www.uoguelph.ca/mcb/people/faculty/faculty_vanraay.shtml [4] https://www.uoguelph.ca/bioinformatics/page-category/binf6999-current-research-projects