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1. Overview
Module Guide - HIA309 - Bioinformatics
Module Briefing
2. Reference
3. Assessment
1. Big Data, Genes, and Medicine
lecture Slides: Big Data, Genes, and Medicine
What Is a Genome and Why Do We Care? (3:29 minutes)
What Was the First Human Genome Looks Like? (12:32 minutes)
What Lessons did we Learn from the Human Genome Project? (7:31 minutes)
How Can We Use Genomes to Understand the Healthy Body and Fight Diseases? (4:39 minutes)
What is the value of Precision Medicine? (4:52 minutes)
What are the Ethical Issues Related to Genomic and Precision Medicine? (6:41 minutes)
How Does DNA Sequencing Work? (9:26 minutes)
What is Bioinformatics? (10:41 minutes)
2. Genes and Data
Lecture Slides: Genes and Data
The Central Dogma (1:48 minutes)
What Is DNA? (5:16 minutes)
What Do Proteins Do, and How? (5:10 minutes)
Genome Nuts and Bolts (5:10)
Genetic Variation and Mutation (5:10 minutes)
Gene Expression Regulation (9:49 minutes)
Epigenetic Control of Gene Expression (6:08 minutes)
Post-Translational Modifications of Proteins (12:03 minutes)
Cell Signaling and Signal Transductions (5:23 minutes)
3. Bioinformatics Database and Software Resources
lecture 3 Bioinfo database and software resources
Biological Databases (5:24 minutes)
Challenges to the Design of Biological Databases (7:46 minutes)
NCBI Gene Database (8:11 minutes)
RCSB Protein Data Bank (5:50 minutes)
Celebrating 50 Years of the Protein Data Bank Archive (by RCSBProteinDataBank) (7:27 minutes)
The Cancer Genome Atlas (TCGA) (9:31 minutes)
NCI Cancer Research Data Commons (2:19 minutes)
A Data Sharing Platform to Promote Precision Oncology (2:49 minutes)
Genomic Data Commons GDC Data Portal (9:42 minutes)
4. Bioinformatics Platforms and Resources
lecture 4 Bioinfo platform and resources
Next Generation Sequencing (NGS) (14:59 minutes)
Long-Read Sequencing (7:53 minutes)
DNA sequencing library preparation (7:22 minutes)
RNA sequencing library preparation (7:19 minutes)
Sample cleanups (3:58 minutes)
Purifying DNA Samples with Magnetic Beads (7:34 minutes)
Sample quantification and QC (6:28 minutes)
Checking Nucleic Acids with an Agilent BioAnalyzer (20:52 minutes)
Single Cell Sequencing (24:24 minutes)
Understanding Gene Coverage and Read Depth (6:05 minutes)
De novo Genome Sequencing (4:48 minutes)
Whole Genome Sequencing (WGS) (7:22 minutes)
5. Finding Mutations and Variations in DNA
lecture 5 Finding mutation and variation in DNA
Read Mapping (10:08 minutes)
Burrows-Wheeler Transform (3:52 minutes)
Using Burrows-Wheeler for Pattern Matching (5:05 minutes)
Inexact Matching (3:55 minutes)
Modeling Biological Sequences using Hidden Markov Models (7:59 minutes)
6. Practical 1: NGS raw data analysis
Practical Report 1
Submission of Practical Report 1 (Deadline: 6 April 2024, 11.59pm MYT)
Introduction to Galaxy (5:21 minutes)
Explanation - Introduction to sequencing data
Hands-on session 1: A short introduction to Galaxy
Hands-on Session 1 - A short introduction to Galaxy
Hands-on Session 2: Mapping
Hands-on Session 2 - Mapping
Hands-on session 3: Quality Control
Hands-on Session 3 - Quality Control
Hands-on session 4: Genome Assembly
Hands-on Session 4 - An Introduction to Genome Assembly
Exome sequencing data analysis for diagnosing a genetic disease
7. Functional Prediction of Genetic Variants
Lecture Slides
Overview of Functional Prediction of Genetic Variants (9:08 minutes)
Inherited vs Acquired Mutationss (1:16 minutes)
Genetic Variant Databases (5:01 minutes)
SIFT (Sort Intolerant From Tolerant) (5:14 minutes)
PolyPhen-2 (Polymorphism Phenotyping) (4:54 minutes)
PROVEAN (Protein Variation Effect Analyzer) (4:19 minutes)
Computational approaches for predicting variant impact: An overview from resources, principles to applications
Challenges and opportunities associated with rare-variant pharmacogenomics
1000 Genomes Project
The complete sequence of a human genome
8. RNA-Seq and Transcriptome Analysis
Lecture Slide
An Overview of Transcriptome (7:55 minutes)
RNA-Seq Mapping & Assembling (7:28 minutes)
RAP: RNA-Seq Analysis Pipeline, a new cloud-based NGS web application
Transcriptome (Galaxy Material)
Introduction to Transcriptomics (Galaxy Material)
9. Practical 2: Analysis of Whole Transcriptome Sequencing Data
Reference-based RNA-Seq data analysis (Galaxy Training Material)
Whole transcriptome analysis of Arabidopsis thaliana (Galaxy Training Materials).
Practical Report 2
Submission of Practical Report 2 (Deadline: 18 May 2024, 11.59pm MYT)
10. Finding Differentially Expressed Genes
Lecture Slides
Identifying differentially expressed genes (YT Video)
DEGseq
Differential gene expression analysis
Harvard Chan Bioinformatics Core
11. Practical 3: Feature Selection for Gene Expression Data
Reference-based RNA-Seq data analysis (Galaxy Training Materials).
Visualization of RNA-Seq results with heatmap2 (Galaxy Training Materials).
RNA-seq genes to pathways (Galaxy Training Materials).
Visualization of RNA-Seq results with Volcano Plot (Galaxy Training Materials).
Visualization of RNA-Seq results with Volcano Plot in R (Galaxy Training Materials).
Practical Report 3
Submission of Practical Report 3 (Deadline: 25 May 2024, 11.59pm MYT)
12. Predicting Diseases from Gene Expression
Lecture Slides
13. Practical 4: Classification and Prediction
Machine learning: classification and regression (Galaxy Training Materials).
Clustering in Machine Learning (Galaxy Training Material)
Additional Reading: Machine Learning Modeling of Anticancer Peptides (Galaxy Training Materials).
Practical Report 4
Submission of Practical Report 4 (Deadline: 8 Jun 2024, 11.59pm MYT)
14. Ontology and Identification of Molecular Pathways
Lecture Slides
Introduction to pathway analysis (4:12 minutes)
Pathway Impact Analysis (7:48 minutes)
Reactome Pathway Browser (6:31 minutes)
Reactome Analysis Tools (3:26 minutes)
Analyzing Gene List in Reactome (8:17 minutes)
Analyzing Gene Expression in Reactome (7:00 minutes)
Species Comparison and Tissue Distribution Analysis in Reactome (5:28 minutes)
15. Genomic Data Science Project
Assignment_2024
TTN Titin Gene Exome Analysis
Submission of Assignment Written Report (Deadline: 4 Aug 2024, 11.59pm MYT)
Submission of Assignment Presentation Slides (Deadline: 4 Aug 2024, 11.59pm MYT)
Bold Prediction #1
Bold Prediction #2
Bold Prediction #3
Bold Prediction #4
Bold Prediction #5
Bold Prediction #6
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HIA309 Bioinformatics
Coordinator:
WAI KEAT YAM