|
Computer Science 598C
Advanced Topics in Computer Science:
Current Topics in Computational
Molecular Biology
Mona Singh |
Spring 2002 |
Course Summary
The emphasis of this seminar will be on identifying important
computational questions and possible future
directions in computational molecular biology. Possible topics covered include
computational methods and algorithms relating to: protein structure,
protein-protein interactions, DNA-protein interactions, regulatory
element detection, proteomics and evolution. The course will be run
as a reading seminar with student presentations. No biology
background is assumed.
Administrative Information
Lectures: Tues 3:00-5:00, Room: CS 105
Professor: Mona Singh -
420 CS Building - 258-2087
msingh@cs.princeton.edu
Graduate Coordinator:
Melissa Lawson -
310 CS Building - 258-5387
mml@cs.princeton.edu
- Introductory Materials
on molecular biology.
- Lecture 1: Robert Osada
- Luscombe NM, Laskowski RA, Thornton JM. Amino acid-base
interactions: a three-dimensional analysis of protein-DNA interactions
at an atomic level. Nucleic Acids Res 2001 Jul 1;29(13):2860-74.
pdf.
- Benos PV, Lapedes AS, Fields DS, Stormo GD. SAMIE: statistical
algorithm for modeling interaction energies. Pac Symp Biocomput
2001; 115-26. pdf.
- Luscombe NM, Austin SE, Berman HM, Thornton J. An overview of
the structures of protein-DNA complexes. Genome Biol
2000;1(1).
html, pdf.
- Lecture 2: Elena Zaslavsky
- GuhaThakurta D, Stormo GD. Identifying target sites for
cooperatively binding factors. Bioinformatics 2001 Jul;17(7):608-21.
pdf.
- Stormo GD. DNA binding sites: representation and discovery.
Bioinformatics 2000 Jan;16(1):16-23. pdf.
- Sinha S, Tompa M. A Statistical Method for Finding Transcription
Factor Binding Sites. Proc Int Conf Intell Syst Mol
Biol. 2000;8:344-54. pdf.
- Lecture 3: Irene Pak
- Pilpel Y, Sudarsanam P, Church GM. Identifying regulatory networks by
combinatorial analysis of promoter elements. Nat Genet. 2001
Oct;29(2):153-9. pdf.
- Manson McGuire A, Church GM. Predicting regulons and their
cis-regulatory motifs by comparative genomics. Nucleic Acids Res 2000
Nov 15;28(22):4523-30. pdf.
- McGuire AM, Hughes JD, Church GM. Conservation of DNA regulatory motifs
and discovery of new motifs in microbial genomes. Genome Res. 2000
Jun;10(6):744-57. pdf.
- Lecture 4: Erich Schmidt
- Gallet X, Charloteaux B, Thomas A, Brasseur R. A fast method to predict
protein interaction sites from sequences. J Mol Biol 2000 Sep 29; 302(4):
917-26. pdf.
- Sprinzak E, Margalit H. Correlated sequence-signatures as markers of
protein-protein interaction. J Mol Biol 2001 Aug 24; 311(4): 681-92. pdf.
- Pazos F, Helmer-Citterich M, Ausiello G, Valencia A. Correlated
mutations contain information about protein-protein interaction. J Mol
Biol 1997 Aug 29; 271(4): 511-23. pdf.
- Lecture 5: Devon Bush
- Pollock D, Taylor W, Goldman N. Coevolving
protein residues: maximum likelihood identification and relationship
to structure. J Mol Biol 1999 Mar 19;287(1):187-98.
pdf.
- Landgraf R, Xenarios I, Eisenberg D. Three-dimensional cluster
analysis identifies interfaces and functional residue clusters in proteins.
J Mol Biol. 2001 Apr 13;307(5):1487-502. pdf.
- Schwikowski B, Uetz P, Fields S. A network of protein-protein
interactions in yeast. Nat Biotechnol 2000 Dec;18(12):1257-61. pdf.
See also comment on article: Mayer M. and Hieter P. Protein networks--built by
association. Nature Biotechnology 18, 1242 - 1243 (2000). pdf.
- Lecture 6: Catherine Cresson
- Wang, Kollman, Kuntz. Flexible Ligand Docking: A Multistep
Approach. Proteins 1999 Jul 1;36(1):1-19.
pdf.
- Palma PN, Krippahl L, Wampler JE, Moura JJ. BiGGER: A New(Soft)
Docking Algorithm for Predicting Protein Interactions. Proteins 2000
Jun 1;39(4):372-84. pdf.
- Budin N, Majeux N, Tenette-Souaille C, Caflisch A. Structure-Based
Ligand Design by a Build-Up Approach and Genetic Algorithm. Journal of
Computational Chemistry 2001 22(16): 1956-1970. pdf.
- Lecture 7: Jace Kohlmeier
- Albert R, Barabasi AL. Statistical mechanics of complex
networks. Chapter VI (small-world networks) and VII (scale-free model)
pdf.
- Jeong H, Tombor B, Albert R, Oltvai ZN, Barabasi AL. The
large-scale organization of metabolic networks. Nature 2000 Oct
5;407(6804):651-4. pdf.
- Fell, D.A. and A. Wagner. The small world of metabolism. Nature
Biotechnology 2000 18:
1121-1122. pdf.
- Jeong H, Mason SP, Barabasi AL, Oltvai ZN. Lethality and
centrality in protein networks. Nature 2001 May 3;411(6833):41-2.
pdf.
- Lecture 8: Jessica Fong
- Tong AH et al. A combined experimental and computational
strategy to define protein interaction networks for peptide
recognition modules. Science 2002 Jan 11; 295(5553): 321-324. pdf
. See comment in Gerstein, Lan and Jansen.
Proteomics. Integrating
interactomes. Science. 2002 Jan 11;295(5553):284-7. pdf
- Park J, Lappe M, Teichmann SA. Mapping protein family
interactions: intramolecular and intermolecular protein family
interaction repertoires in the PDB and yeast. J Mol Biol 2001 Mar
30;307(3):929-38. pdf
- Taylor WR. A 'periodic table' for protein structures.
Nature. 2002 Apr 11;416(6881):657-60.
pdf.
- Lecture 9: Kam Jim
- Liang, Fuhrman, Somogyi. Reveal: A General Reverse Engineering
Algorithm for Inference of Genetic Network Architectures. Pacific
Symposium on Biocomputing 3: 18-29, 1998.
pdf
- Friedman N, Linial M, Nachman I, Pe'er D. Using Bayesian Networks to
Analyze Expression Data. Journal of Computational Biology,
7:601--620, 2000. pdf
- Segal, Barash, Simon, Friedman and Koller. From promoter sequence to
expression. Recomb 2002.
pdf
- Lecture 10: Carl Kingsford
- Baker D, and Sali A. Protein structure prediction and structural
genomics. Science Oct 5:294(5540):93--6, 2001.
pdf
- Dahiyat BI and Mayo SL. De Novo Protein Design: Fully Automated
Sequence Selection. Science 278:82--7, 1997.
pdf
- Voigt CA, Gordon DB, Mayo SL. Trading Accuracy for Speed: A
Quantitative Comparison of Search Algorithms in Protein Sequence Design.
J. Mol. Biol. 299, 789--803 (2000)
pdf
- Lecture 11: Brent Waters
- Cedano J, Aloy P, Perez-Pons JA, Querol E. Relation between amino
acid composition and cellular location of proteins. J Mol Biol 1997
Feb 28;266(3):594-600. pdf
- Andrade MA, O'Donoghue SI, Rost B. Adaptation of protein
surfaces to subcellular location. J Mol Biol 1998 Feb 20;
276(2):517-25.pdf
- Marcotte EM, Xenarios I, van Der Bliek AM, Eisenberg
D. Localizing proteins in the cell from their phylogenetic
profiles. Proc Natl Acad Sci U S A. 2000 Oct 24;97(22):12115-20.
pdf