CS 262 Handouts
Computational Genomics
Winter 2004
Homeworks and Logistics
Course Information
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Course Syllabus
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Course Staff
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This year's lecture notes
Lecture 1: Jan 6 (Introduction to the Course and Basics of Molecular Biology).
Serafim's Slides:
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Omkar Deshpande's Slides on Biology For CS262:
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Animation shown by Omkar on Protein Synthesis:
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Scribed notes
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Scribed notes
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Lecture 2: Jan 8 (Pairwise Sequence Alignment).
Serafim's Slides:
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Scribed notes
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Lecture 3: Jan 13 (Linear Space Alignment and Four-Russian Algorithm).
Serafim's Slides:
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Scribed notes
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Lecture 4: Jan 15 (Heuristic Aligners & Introduction to HMMs).
Serafim's Slides:
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Scribed notes
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Problem Set 1
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Discussion section 1: Jan 16.
Omkar's Slides:
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Lecture 5: Jan 20 (Hidden Markov Models, contd).
Serafim's Slides:
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Scribed notes
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Lecture 6: Jan 22 (Training of HMMs).
Serafim's Slides:
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Scribed notes
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Discussion section 2: Jan 23.
Omkar's Slides:
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Lecture 7: Jan 27 (HMM wrapup & Pair HMMs for Pairwise Alignment).
Serafim's Slides:
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Scribed notes
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Lecture 8: Jan 29 (Connection between Alignments and Pair HMMs & DNA sequencing).
Serafim's Slides:
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Scribed notes
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Problem Set 2
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Discussion section 3: Jan 30.
Omkar's Slides:
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Animation on Sanger's Dideoxy Method:
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Lecture 9: Feb 3 (DNA sequencing, contd).
Serafim's Slides:
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Scribed notes
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Lecture 10: Feb 5 (Whole Genome Shotgun Sequencing).
Serafim's Slides:
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Scribed notes
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Discussion section 4: Feb 6.
Omkar's Slides:
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Lecture 11: Feb 10 (Suffix Trees & Rapid Genomic Global Alignments).
Serafim's Slides:
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Scribed notes
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Lecture 12: Feb 12 (Multiple Sequence Alignments).
Serafim's Slides:
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Scribed notes
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Problem Set 3
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No Discussion section on Feb 13.
Lecture 13: Feb 17 (Multiple Alignments and Gene Recognition).
Serafim's Slides:
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Scribed notes
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Lecture 14: Feb 19 (Gene Recognition).
Serafim's Slides:
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Scribed notes
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Lecture 15: Feb 24 (Gene Regulation & Microarray Analysis).
Serafim's Slides:
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Scribed notes
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Scribed notes
(DOC - II)
Lecture 16: Feb 26 (Motif Finding).
Serafim's Slides:
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Scribed notes
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Lecture 17: Mar 2 (Gibbs Sampling and Introduction to RNA structure prediction).
Serafim's Slides:
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Scribed notes
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Problem Set 4
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Lecture 18: Mar 4 (RNA secondary structure prediction).
Serafim's Slides:
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Scribed notes
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Lecture 19: Mar 9 (Modeling of Evolutionary Trees).
Lecture taken by Omkar on blackboard: no slides.
Scribed notes
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Lecture 20: Mar 11 (Phylogenetic Trees).
Serafim's Slides:
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Scribed notes
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Papers and Other Reference Materials
Genscan: Prediction of Complete Gene Structures in Human Genomic DNA
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Transcriptional Regulation of the Stem Cell Leukemia Gene
(PDF)
T-Coffee: A Novel Method for Fast and Accurate Multiple Sequence Alignment
(PDF)
LAGAN and Multi-LAGAN: Efficient Tools for Large-Scale Multiple Alignment of Genomic DNA
(PDF)
Glocal Alignment: Finding Rearrangements During Alignment
(PDF)
AVID: A Global Alignment Program
(PDF)
BLAT: The BLAST-Like Local Alignment Tool
(PDF)
Gapped BLAST and PHI-BLAST
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Pattern Hunter: Faster and more sensitive homology search
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The estimation of statistical parameters for local alignment score distributions
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ARACHNE 2: Whole-genome sequence assembly for Mammalian Genomes
(PDF)
The Eulerian path approach to DNA fragment assembly
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EasyGene - a prokaryotic gene finder that ranks ORFs by statistical significance
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Exploring the conditional co-regulation of yeast gene expression through fuzzy k-means clustering
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Systematic determination of genetic network architecture
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A Tutorial on Hidden Markov Models and Selected Applications in Speech Recognition
(PDF)
ARACHNE: A Whole-Genome Shotgun Assembler
(PDF)
Genome Sizes
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Transposons
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Prediction of Complete Gene Structures in Human Genomic DNA
(PDF)
SLAM - Cross-species Gene Finding and Alignment with a Generalized Pair Hidden Markov Model
(PDF)
Integrating Genomic Homology into Gene Structure Prediction
(PDF)
Christopher Burge's PhD Thesis
(PS)
(PDF)
Identifying DNA and Protein Patterns with Statistically Significant Alignments of Multiple Sequences
(PDF)
Detecting Subtle Sequence Signals: A Gibbs Sampling Strategy for Multiple Alignment
(PDF)
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