Course Schedule

 

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Week

Tue Lecture

Tue/Thur Labs

Thur Lecture

Sun HW Due

1

(1/23)

Introduction to computational biology and Microarrays

Download Slides

2017 Videos: 1 Links to an external site., 2 Links to an external site., 3 Links to an external site.

2016 Videos: 1, 2, 3

Reading: Bioinformatics

Odyssey

Sign Up Links to an external site. (Required)

Download Scott's Slides

Odyssey tutorial videos: 1 Links to an external site., 2 Links to an external site., 3 Links to an external site.

Microarray normalization, Expression index

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  Download Examples

2017 Videos: 1 Links to an external site., 2 Links to an external site., 3 Links to an external site.

2016 Videos:1, 2, 3, 4

Reading: RMA Links to an external site.

 

2  

(1/30)

Differential expression, False discovery rate

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2017 Videos: 1 Links to an external site., 2 Links to an external site., 3 Links to an external site., 4 Links to an external site.

2016 Videos:1, 2, 3, 4

Reading: LIMMA

R & BioConductor, Python 1, Git, LINUX, RMA, LIMMA

Git Repo Links to an external site.

Microarray clustering, Batch effect, Gene Ontology

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2017 Videos: 1 Links to an external site., 2 Links to an external site., 3 Links to an external site., 4 Links to an external site.

2016 Videos:1, 2, 3, 4

Reading: COMBAT

 

3  

(2/6)

GSEA, Dimension reduction, Unsupervised learning

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2017 Videos: 1 Links to an external site., 2 Links to an external site., 3 Links to an external site.

2016 Videos:1, 2, 3, 4

Reading: Statistical Learning

DAVID, Clustering, COMBAT

Git Repo Links to an external site.

HMM (snow day, just watch 2016 videos)

Download Slides

2016 Videos:1, 2, 3

Reading: Rabiner

HW1 Links to an external site.

(Microarrays) Links to an external site.

HW due date postponed to Tue 2/14

4

(2/13)

NGS, Read mapping (Eduardo Gusmao)

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2017 Videos: 1 Links to an external site., 2 Links to an external site., 3 Links to an external site., 4 Links to an external site.

2016 Videos:1, 2

Reading: NBT Tutorial

Classification, RNA-seq, run job on Odyssey

Lab4

RNA-seq analysis

Download Slides

2017 Videos: 1 Links to an external site., 2 Links to an external site., 3 Links to an external site. (sorry 3rd video was incomplete) 

2016 Videos:1, 2, 3, 4

Reading: DEseq2,

Difference between PTM and R/FPKM Links to an external site.

Quiz 1 

Download Answer

5

(2/20)

Single-cell RNA-seq

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2017 Videos: 1 Links to an external site., 2 Links to an external site., 3 Links to an external site.

Reading: Systematic comparison of scRNA-seq techniques Links to an external site.

t-SNE Links to an external site.

RNA-seq analysis

lab5.pdf

Motif finding

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2017 Videos: 1 Links to an external site., 2 Links to an external site., 3 Links to an external site.

2016 Videos:1, 2, 3

Reading: Gibbs Sampler

HW2 Links to an external site.

(RNA-seq) Links to an external site.

6

(2/27)

ChIP-seq

Download Slides

2017 Videos: 1 Links to an external site., 2 Links to an external site., 3 Links to an external site.

2016 Videos:1, 2, 3, 4

Reading: BETA

UCSC, BedTools, sc-RNAseq

Git Repo Links to an external site.

DNA methylation

Download Slides

2017 Videos: 1 Links to an external site., 2 Links to an external site., 3 Links to an external site.

2016 Videos:1, 2, 3 ,4

Reading: Epigenetics review

 Quiz 2

Download Answer

7

(3/6)

Histone modifications, Chromatin accessibility

Download Slides

2017 Videos: 1 Links to an external site., 2 Links to an external site., 3 Links to an external site.

2016 Videos:1, 2, 3

Reading: ATAC-seq Links to an external site.

MACS2, BETA
Git Repo Links to an external site.

Long range chromatin interactions; Regulatory network
(Sherlock Hu)

Download Slides

Videos: 1 Links to an external site., 2 Links to an external site., 3 Links to an external site.

Reading: Mitotic chromosome organization Links to an external site.

 

8

(3/13)

Spring Recess

 

Spring Recess

HW3 Links to an external site.

(ChIP-Seq scRNA-Seq) Links to an external site.

9

(3/20)

Feature selection and regression (Peng Jiang)

Download Slides

2017 Videos: 1 Links to an external site.2 Links to an external site.

2016 Videos:1, 2, 3

Reading: Introduction

Feature Selection, Epigenetics

Git Repo Links to an external site.

Evolution, Inheritance, Population genetics

Download Slides

2017 Videos: 1 Links to an external site., 2 Links to an external site., 3 Links to an external site.

2016 Videos:1, 2, 3

 Quiz 3

Download Answer

10

(3/27)

Haplotypes, GWAS

Download Slides

2017 Videos: 1 Links to an external site., 2 Links to an external site., 3 Links to an external site., 4 Links to an external site.

2016 Videos:1, 2, 3

Compiling Nice R Reports

Git Repo Links to an external site.

Population stratification, Quantitative traits

Download Slides

2017 Videos: 1 Links to an external site., 2 Links to an external site., 3 Links to an external site., 4 Links to an external site.

2016 Videos:1, 2, 3

HW4 Links to an external site.

(Epigenetics) Links to an external site.

11

(4/3)

Reproducible research (no class, just watch video)

Video from Keith Baggerly

Reading: Peng review, Garraway Links to an external site. thoughts

Download GWAS

GWAS and GWAS interpretation

Download Slides

2017 videos: 1 Links to an external site., 2 Links to an external site., 3 Links to an external site.

2016 Videos:1, 2, 3

Reading: GRAIL Links to an external site.

 Quiz4

Download Answer

12

(4/10)

Genome sequencing, TCGA

Download Slides

2017 videos: 1 Links to an external site., 2 Links to an external site., 3 Links to an external site.

2016 Videos:1, 2, 3, 4

Reading: Lawrence1, Lawrence2

Download GRM, heritability, GCTA, SVD, association test models, Plink

Targeted therapy; High throughput screening

Download Slides

2017 videos: 1 Links to an external site., 2 Links to an external site., 3 Links to an external site.

2016 Videos:1, 2, 3

Reading: CCLE and CRISPR  screen papers

HW5

(GWAS)

13

(4/17)

Cancer immunotherapy

Download Slides

2017 Videos: 1 Links to an external site., 2 Links to an external site., 3 Links to an external site.

2016 Videos:1, 2, 3

Other useful Videos:Nature1Nature2

Reading: Tumor response to PD-1 antibody

Survival, TCGA

Git Repo Links to an external site.

Drug Resistance,

Final review

Download Slides

2017 Videos: 1 Links to an external site., 2 Links to an external site., 3 Links to an external site.

2016 Videos: 1 Links to an external site., 2 Links to an external site., 3 Links to an external site.

Quiz 5

 

14

(4/24)

Final Exam

 

Reading Period

HW6

(Cancer Genomics)

15

(5/1)

Reading Period

Screencast video due

 

 Quiz 6