Week
Tues Lecture
Tues/Thurs Labs
Thurs Lecture
Sun HW Due
1 (1/22)
Intro to computational biology and microarrays
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Videos: 1
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Reading: Bioinformatics
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Odyssey, R, Bioconductor,
Odyssey sign up
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Git repo
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Microarray normalization, Expression index
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, Example
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Videos: 1
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Reading: RMA
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2 (1/29)
Differential expression, False discovery rate
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Videos: 1
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Reading: LIMMA
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Python, RMA, LIMMA
Github Repo
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Microarray clustering, Batch effect, Gene ontology
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Videos: 1
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Reading: COMBAT
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HW1 (Basics)
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3 (2/5)
Dimension reduction, Unsupervised learning
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Videos: 1
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Reading: Statistical Learning
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DAVID, Clustering, COMBAT
Github Repo
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NGS, Read mapping
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Videos: 1
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Reading: Read mapping Tutorial
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4 (2/12)
RNA-seq analysis
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Videos: 1
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Readings: DESeq2
Links to an external site. , Difference between PTM and R/FPKM
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PCA, SVM, BWA
Github Repo
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Alternative Splicing
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Videos: 1
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3
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Readings: Systematic comparison of scRNA-seq techniques
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scRNA-seq Overview
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HW2 (Microarrays)
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5 (2/19)
scRNA-seq + TF motifs
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Videos: 1
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References: t-SNE
Links to an external site. , Seurat
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Salmon, DESeq2, Python 2
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Motif finding
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Videos: 1
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Readings: Gibbs sampler
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6 (2/26)
ChIP-seq
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Videos: 1
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Reading: MACS
scRNA-seq
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Integrating ChIP-seq with gene expression
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Videos: 1
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Reading: BETA
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HW3 (RNA-seq)
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7 (3/5)
Epigenetics, DNA Methylation
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1
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Readings: Epigenetics review
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MACS2, SAMTools
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Hidden Markov Model
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Snow Day. Please watch 2016 Videos : 1
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Readings: Rabiner
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8 (3/12)
Spring Recess
Spring Recess
9 (3/19)
Histone modifications, Chromatin accessibility
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Videos: 1
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Reading: ATAC-seq
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BETA
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Long range chromatin interactions
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Videos: 1
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Reading: Mitotic chromatin organization
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HW4 (scRNA-seq)
10 (3/26)
SNP and GWAS
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Videos: 1
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HMM, regression, LASSO
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GWAS Interpretation
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Videos: 1
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Readings: EWAS
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11 (4/2)
Genome Sequencing, TCGA
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Videos: 1
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Reading: Lawrence1
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Data manipulation
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Targeted therapy, drug resistance
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Videos: 1
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Reading: CCLE
Links to an external site. , CRISPR Screens
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HW5 (Epigenetics and Integration)
12 (4/9)
Cancer Immunotherapy
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Videos: 1
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Reading: Tumor response to PD-1 antibody
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Other useful videos: Nature1
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TCGA, tumor subtype, survival
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Cancer Epigenetics
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Videos: 1
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Reading: Cancer Epigenetics Review
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13 (4/16)
Reproducible research
Shirley at AACR, no lecture
Just watch Video
Links to an external site. by Keith Baggerly
Reading: Peng review
Links to an external site. , Garraway thoughts
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MAGeCK
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Deep learning
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(Matt Ploenzke)
Slides
Videos: 1
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HW6 (Cancer Genomics)
14 (4/23)
Final exam review
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Reading period
15 (4/30)
Reading period
Screencast videos:
Jumanah Alshenaifi: BWA
Jiaqi Xie: HMM Rebecca Carlson: ScanPy Yushi Tang: Salmon
16 (5/7)