Differential Gene Expression Analysis - Your Complete A to Z

BY
Udemy

Mode

Online

Fees

₹ 3299

Quick Facts

particular details
Medium of instructions English
Mode of learning Self study
Mode of Delivery Video and Text Based

Course and certificate fees

Fees information
₹ 3,299
certificate availability

Yes

certificate providing authority

Udemy

The syllabus

Introduction to the Course

  • Welcome to the Course!
  • Course structure, aims and objectives
  • Your first bioinformatic challenge!
  • Quiz 1 file - an explanation
  • What is this sequence?
  • Quiz 1 walkthrough - undertaking a BLAST search

Biology for differential gene expression analysis

  • Biology for differential gene expression analysis - introduction
  • What is this thing called bioinformatics?
  • What is this thing called bioinformatics - quiz
  • Overview of Gene Expression
  • Translation of genetic code - theory
  • Translation of genetic code - practice
  • Open Reading Frame (ORF) translation
  • Open Reading Frame translation walk-through
  • Is genetic code redundant?
  • Gene structure and splicing
  • mRNA modifications
  • Biology for differential gene expression analysis - section summary

Sequencing, PCR and Microarrays - Technical Foundation

  • Lab techniques for differential gene expression analysis - intro
  • Sequencing
  • PCR
  • Sanger sequencing
  • Next generation sequencing
  • Lab techniques for differential gene expression
  • Microarrays
  • Lab techniques for differential gene expression analysis - section summary

Experimental, Statistical and analytical foundation plus quantitative PCR

  • First things first - RStudio installation
  • Differential Gene Expression - fundamentals
  • Sample preparation for differential gene expression analysis
  • Measuring gene expression with qPCR
  • qPCR quantification of gene expression
  • qPCR quiz - part 1 - intro
  • Is the expression of this tumour suppressor affected by this drug? - Part 1
  • qPCR quiz walkthrough - part 1
  • Experimental considerations for differential gene expression
  • Statistical considerations for differential gene expression
  • Spreadsheet qPCR analysis: preserving variability of expression
  • Data analysis in RStudio
  • Getting ready for your next quiz: dat package deprecation and functions
  • Is the expression of this tumour suppressor affected by this drug? - Part 2 - Q1
  • Is the expression of this tumour suppressor affected by this drug? - Part 2 - Q1
  • Part 2 - Q1 Walkthrough
  • Is the expression of this tumour suppressor affected by this drug? - Part 2 - Q2
  • Is the expression of this tumour suppressor affected by this drug? - Part 2 - Q2
  • Part 2 - Q2 walkthrough
  • Is the expression of this tumour suppressor affected by this drug? - Part 2 - Q3
  • Is the expression of this tumour suppressor affected by this drug? - Part 2 - Q3
  • Part 2 - Q3 walkthrough
  • Is the expression of this tumour suppressor affected by this drug? - Part 2 - Q4
  • Is the expression of this tumour suppressor affected by this drug? - Part 2 - Q3
  • Part 2 - Q4 walkthrough

A Deep dive into RNAseq and analysis methods

  • Intro to RNAseq
  • Analytical advantages of RNAseq and overview of RNAseq analysis pipeline
  • RNAseq quick quizzes
  • RNAseq analysis pipeline
  • FastQC: assessing the quality of sequencing library
  • Your FastQC exercise
  • Should I trim this library of reads?
  • FastQC exercise walkthrough
  • Alignment (TUXEDO)
  • alignment (Rsubread)
  • Rsubread alignment quiz
  • Rsubread alignment: stringent vs. less stringent alignment criteria
  • Strict and less strict alignment quiz
  • Strict and less strict alignment walkthrough
  • Strict and less strict alignment quiz walkthrough
  • Transcriptome assembly (TUXEDO)
  • Installing Cuff-apps from TUXEDO toolkit
  • Comparing genome annotations with Cuffcompare
  • Cuffcompare genome annotation quiz
  • Cuffcompare quiz walkthrough
  • Read counts and FPKM/RPKM
  • FPKM quiz
  • Read counting (TUXEDO)
  • Read counts (Rsubread)
  • RPKM normalization (R)
  • Convert read counts to RPKMs
  • Convert read counts to RPKMs - quiz
  • Quiz 18 - Code to get the answers walkthrough
  • Differential gene expression (TUXEDO)
  • General Linear Models (GLMs) for differential gene expression analysis - part 1
  • GLMs for differential gene expression analysis - part 2
  • GLMs for differential gene expression analysis - part 3
  • GLMs for differential gene expression analysis - part 4
  • GLMs quiz
  • Design matrices for GLMs
  • Further read count processing for differential expression analysis
  • Differential expression (R's GLM): limma, edgeR
  • Differential expression: impact of filtering & normalization
  • Differential expression quiz
  • Differential expression quiz walkthrough
  • Differential expression: RankProd
  • Differential expression with RankProd in R
  • RankProd Quiz
  • RankProd Quiz walkthrough

Pathway analysis for hypothesis generation

  • Hands on ORA-based pathway analysis
  • ORA Quiz
  • Hands on GSEA-based pathway analysis
  • GSEA Quiz
  • Using pathway analysis in hypothesis-free studies

Gene Expression Analysis

  • Visualization of gene expression data
  • Using Venny for venn diagram analysis
  • Using Venny for venn diagram analysis - quiz
  • Learn to visualize gene expression data in R
  • Visualization of gene expression data hands on exercise

Your Capstone project

  • Capstone project
  • Capstone project materials

Instructors

Mr Alexander Abdulkader Kheirallah

Mr Alexander Abdulkader Kheirallah
instructor
Freelancer

Other Bachelors, Ph.D

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