Lecture Notes

SES # TOPICS
L0 Introduction - Prof. Leonid Mirny (This resource may not render correctly in a screen reader.PDF - 1.8 MB)
Module 1: Evolutionary and Population Genetics - Lectures by Prof. Robert Berwick
L1 The Basic Forces of Evolution: Mutation, Recombination and Mating, Migration, Neutral Evolution and Drift, Effective Population Size (PDF)
L2 Selection, Fitness, Probability of Fixation, Coalescent Theory (This resource may not render correctly in a screen reader.PDF - 3.3 MB)

Parameter Estimation
R1 The Basic Forces of Evolution: Mutation, Recombination and Mating, Migration, Neutral Evolution and Drift, Effective Population Size

Selection, Fitness, Probability of Fixation, Coalescent Theory

Parameter Estimation
L3 Selection, Fitness, and Diffusion Models (This resource may not render correctly in a screen reader.PDF - 3.4 MB)

Molecular Evolution, Jukes-Cantor Model, Kimura Model
L4 Human/Mouse/Rat Examples

Measuring Selection: From 'Classical' Methods to Maximum Likelihood (With Applications to Disease Evolution, HIV and Influenza)

McDonald-Kreitman Test
R2 Discussion of Problem Set 1
L5 Medical Lecture: Genetic Diversity and Evolution of Hepatitis C Virus - Prof. Isaac Kohane
L6 Guest Lecture - Prof. Richard Lewontin
Module 2: Comparative Genomics - Lectures by Prof. Shamil Sunyaev
L7 Domain Structure of Proteins, Sequence-Structure-Function Relationships

Orthologs, Paralogs, In/Out-Paralogs

Pairwise Sequence Comparison
- Substitution Matrices (PAM, BLOSUM, Gonnet)
- Alignment Methods
- Alignment Statistics
L8 Structure of the Genome

Genome Comparison and Genome Evolution: Duplication, Recombination, Insertions, Repeats

Finding Genome Elements: Genes, Regulatory Regions

Motif Searching

Conserved Non-coding
R3 Infinite Site Model: Nucleotide Diversity, Allele Frequency
L9 Multiple Alignments, Profiles and PSSM, HMMs, Domain Databases

Prediction of Gene Function Using: Homology, Context, Structure
L10 SNPs: Microevolution, Inference of Population History

LD, Haplotypes, Medical Applications

Effect of SNPs on Function
R4 Recitation: SNPs
L11 Medical Lecture: Human Variations Genes, Genotypes and Generations - Dr. Marco Ramoni (This resource may not render correctly in a screen reader.PDF) (Courtesy of Dr. Marco Ramoni. Used with permission.)
Module 3: Structural Genomics and Proteomics - Lectures by Prof. Leonid Mirny
L12 Overview of Protein Structures, Domain Architecture (This resource may not render correctly in a screen reader.PDF - 1.2 MB)

Sequence-structure Mapping, Protein Folding, Forces and Interactions
L13 Structure-based Substitution Matrices (This resource may not render correctly in a screen reader.PDF - 1.1 MB)

Protein Structure Prediction

Threading

Protein Function: Binding and Kinetics, Michaelis-Menthen Kinetics, Inhibition

Protein-DNA Recognition: Models and Algorithms
L14 Proteomics: Networks of Protein-protein Interactions, Complexes, Modules

Power-law Distributions, Clustering Coefficient
L15 Proteomics: Evolution of Protein and Regulatory Networks, Function and Misfunction of Genes in Networks
R5 Recitation
L16 Medical Lecture: Hemoglobin and the Anemias - Prof. Isaac Kohane
L17 Guest Lecture
Module 4: Functional Genomics and Networks - Lectures by Prof. Alvin Kho
L18 Gene Regulation and Function, Conservation, Detecting Regulatory Elements (This resource may not render correctly in a screen reader.PDF - 2.0 MB)
L19 RNA Expression: Clustering and Classification (This resource may not render correctly in a screen reader.PDF - 5.0 MB)
L20 RNA Expression: Classification, 2-way Clustering, Regulatory Modules (This resource may not render correctly in a screen reader.PDF)

Integration of Expression and Proteomic Data
R6 Recitation
L21 Dynamics of Biological Networks Metabolic, Regulatory

FBA, Signaling, Regulation of Gene Expression
L22 Medical Lectures - Prof. Isaac Kohane
Two Examples: Phenylketonuria (monogenic) and Diabetes Type 2 (multigenic+)

"Disease" Genes vs. "Susceptibility" Genes

"Environmental" vs. "Developmental" Regulation of Gene Expression
L23 Guest Lecture
L24 Final Presentations