DH607 - Introduction to computational multi-omics
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    • Lecture 02 - Relation of G/C content with genome sizes
    • Lecture 19 - scRNA-seq Hands On

Syllabus

Video recordings for some of the lectures is available on this playlist

Week Date Topic Slides Assignment Resources
01 07-31 (Wed)
  1. Introduction to the course: Finding the faults in our DNA
1 All biology is computational biology
01 08-02 (Fri)
  1. Sequences: Probability and Statistics
2U;2A Code for GC content
02 08-07 (Wed)
  1. Sequence : Statistics II
3U;3A
02 08-09 (Fri)
  1. Sequences: Statistics III and Alignment
4U;4A
  • Assignment 01 released
03 08-14 (Wed)
  1. Global and Local Alignment
5
03 08-16 (Fri)
  1. Genome search engines and Sequencing by synthesis
6A;6B
  • Assignment 01 due
  • Assignment 02 released
Genomes 5 Ch 4
04 08-21 (Wed)
  1. DNA mapping algorithms
7 Bioinformatics Algorithms 2nd Ed Ch 7
04 08-23 (Fri)
  1. Hands on DNA-seq
8
  • Assignment 02 due
  • Assignment 03 released
HandsOn 02
05 08-28 (Wed)
  1. RNA-seq: Quantification
9

Genomes 5 Ch 12

EM notes

Dempster1977

Splicing video

Translation video

Coin Toss Python

05 08-30 (Fri)
  1. Sequencing review
10
  • Assignment 03 due
  • Assignment 04 released
06 09-04 (Wed)
  1. RNA-seq normalization
11
06 09-06 (Fri)
  1. Models for counts and variance stabilization
12
  • Assignment 04 due
07 09-11 (Wed)
  1. Dimensionality reduction (PCA/SVD)
13
07 09-13 (Fri)
  1. Multiple hypothesis testing
14
08 09-18 (Wed) Mid-semester Week (NO CLASS)
08 09-20 (Fri) Mid-semester Week(NO CLASS) Exam on 21st September, Saturday 11 AM - 1 PM, Venue: LC 202, LT 203
09 09-25 (Wed)
  1. Multiple Hypothesis testing
15
09 09-27 (Fri)
  1. Single cell transcriptomics: technologies
16
  • Assignment 05 released
10 10-02 (Wed) No class (institute holiday)
10 10-04 (Fri)
  1. Hands on RNA-seq analysis
17
  • Assignment 05 due
Data
11 10-09 (Wed)
  1. Single cell normalization and clustering
18
11 10-11 (Fri)
  1. Single-cell Hands on
19-Raw;19-html
  • Assignment 06 released
Paper
12 10-16 (Wed)
  1. Sequencing the epigenome
20
12 10-18 (Fri)
  1. ‘CRISPRing’ the genome
21
  • Assignment 06 due
  • Assignment 07 released
13 10-23 (Wed)
  1. Genome wide association studies
22
13 10-25 (Fri)
  1. Q & A
Q & A
14 10-30 (Wed)
  1. Let’s go back to the start
24!
  • Assignment 07 due

Suggested readings

  1. Molecular Biology for Computer Scientists by Lawerence Hunter
  2. Genomes by TA Brown
  3. Computational Genome Analysis by Richard C. Deonier , Michael S. Waterman , and Simon Tavaré
  4. Bioinformatics Algorithms by Phillip Compeau and Pavel A. Pevzner
  5. Modern Statistics for Modern Biology by Susan Holmes and Wolfgang Huber
  6. Data Analysis for the Life Sciences by Rafael A Irizarry and Michael I Love