HST.508 | Fall 2005 | Graduate

Quantitative Genomics

Calendar

The calendar below provides information on the course’s lecture (L) and recitation (R) sessions.

Except where indicated in the Topic specific fields, lectures are given by the faculty members listed next to the module names in the table below.

SES # TOPICS KEY DATES
L0 Introduction - Prof. Leonid Mirny

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

L2 Selection, Fitness, Probability of Fixation, Coalescent Theory

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

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

Problem set 1 out
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 Final projects discussed with class faculty after the lecture
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

Problem set 1 due
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 Problem set 2 out
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 Summary of final projects due
Module 3: Structural Genomics and Proteomics - Lectures by Prof. Leonid Mirny
L12 Overview of Protein Structures, Domain Architecture

Sequence-structure Mapping, Protein Folding, Forces and Interactions

Problem set 2 due
L13 Structure-based Substitution Matrices

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 Problem set 3 out
L17 Guest Lecture Final projects progress report due
Module 4: Functional Genomics and Networks - Lectures by Prof. Alvin Kho
L18 Gene Regulation and Function, Conservation, Detecting Regulatory Elements

L19 RNA Expression: Clustering and Classification Problem Set 3 due
L20 RNA Expression: Classification, 2-way Clustering, Regulatory Modules

Integration of Expression and Proteomic Data

Problem set 4 out
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 Problem set 4 due
L24 Final Presentations