Semester Schedule:
Aug 23: lecture 1: overview to Gene expression and microarray technology
Aug 28 (HW1 due) lecture 2: Introduction to R. Basics of Computational Biology
Aug 30 (HW2 due) lecture 3: R continued. Distance definition and choices.
Sept 4 (Labor day, no class)
Sept 6 (HW3 due) lecture 4: Distance from two distributions, R packages and Bioconductor
Sept 11 (HW4 due)
lecture 5: hierarchical clustering
(p: Yichun Chen, Peggy Qiu, Cecile Cousot
Molecular Classification of Cancer: Class Discovery and Class Prediction by Gene Expression Monitoring. Golub et al. Science 1999.)
Sept 13 lecture 6: k-means clustering
Sept 18 (HW5, 6 due) lecture 7: further discussions on clustering
Sept 20 (HW 7 due) lecture 8: Principle Component Analysis
Sept 25
A network-based analysis of systemic inflammation in humans. Calvano et al. Nature 2005)
Sept 27 lecture 10: Self Organization Map
Oct 2 lecture 11: DNA regulatory motif analysis
Oct 4 No class!
Oct 9 (p: Tze Howe Charn, Zachary Hafez,
Maria Pineda
Comparative genomics: Genome wide analysis in metazoan eukaryotes.
Ureta-Vidal et al, Nature Genetics 2003)
Slides
Oct 11
(p: Rong Kong, Rohith Reddy, Nell
Keith)
A genome-wide study of gene
activity reveals developmental signaling pathways in the preimplantation mouse
embryo. Wang et al, Dev Cell 2004.
Gene expression in the
preimplantation embryo: in-vitro developmental changes. Reproductive BioMedicine 2005
Slides
Oct 16 Lecture 12: Gibbs Sampling and DNA motif finding
Oct 19 Homework (due Dec 4)
Oct 23 (Project proposal due; Review Due) Lecture 13: Biological database
Oct 25 Lecture 14: Hypothesis testing and multiple hypothesis testing
Oct 30 No class!
Nov 1
(p: Mike, Rebecca, Jackie
Reconstruction of cellular signalling networks and analysis of
their properties. Subramaniam et al, Nature Reviews
Molecular Cell Biology 2005. )
Nov 6 Lecture 15: Network Biology: understanding the cell's functional organization
Nov 8 (p: Rick, Dan, Chas
Principles of microRNA regulation of a human cellular signaling network. Cui
et al, Molecular Systems Biology, 2006)
Slides
Nov 13 Lecture 15 continued: Network Biology.
Nov 15 Lecture 16: Dynamically organized yeast protein interaction network. Reference: Jing-Dong Han et al, Nature 2004
Nov 20 (Thanksgiving, no class)
Nov 22 (Thanksgiving, no class)
Nov 27 Lecture 17:
Gene Ontology
Nov 29
Dec 4 Yichun Chen
Dec 6 Maria Pineda
Dec 11 (No class, project paper due, deposit to DCL 3215 or by email)