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style='mso-yfti-irow:0;mso-yfti-firstrow:yes;mso-yfti-lastrow:yes'> <td width="20%" valign=top style='width:20.0%;padding:3.75pt 3.75pt 3.75pt 3.75pt'> <p class=MsoNormal align=center style='text-align:center'><span style='mso-no-proof:yes'><span style='font-family:Arial'><img width=101 height=114 id="_x0000_i1029" src="pulogo.gif"></span></span><span style='mso-no-proof: yes'></p> <h5 align=center style='text-align:center'><span style='font-family:Arial'><a href="http://www.princeton.edu/">Princeton University</a> <br> <a href="http://www.cs.princeton.edu/">Computer Science Department</a> <o:p></o:p></span></h5> </td> <td style='padding:3.75pt 3.75pt 3.75pt 3.75pt'> <h2 align=center style='text-align:center'><span style='font-family:Arial'>Computer Science 598F <br> AdTop CS: Biological Networks: Analysis and Prediction <br> <br> <a href="http://www.cs.princeton.edu/%7Emona/">Mona Singh</a> <o:p></o:p></span></h2> </td> <td width="20%" style='width:20.0%;padding:3.75pt 3.75pt 3.75pt 3.75pt'> <h3 align=right style='text-align:right'><span style='font-family:Arial'>Spring 2008 <o:p></o:p></span></h3> </td> </tr> </table> <p class=MsoNormal><span style='font-family:Arial'>&nbsp;<o:p></o:p></span></p> <div class=MsoNormal align=center style='text-align:center'><span style='font-family:Arial'> <hr size=2 width="100%" align=center> </span></div> <h2><span style='font-family:Arial'>Course Summary<o:p></o:p></span></h2> <h2><span style='font-size:12.0pt;font-family:Arial;font-weight:normal'>In this seminar course, we will discuss recent research on computational analysis of biological networks. Potential topics to be discussed include: network dynamics, predicting protein-protein and protein-DNA interactions; comparing, partitioning and interrogating interaction networks; network-based protein function prediction, and uncovering network organizational principles.<o:p></o:p></span></h2> <p><span style='font-family:Arial'>Most of the class will consist of student presentations of recent papers.<span style="mso-spacerun: yes">&nbsp; </span>Typically, in each class, we will cover and critically discuss 2-3 papers. In addition to presenting papers a couple of times during the term, students are required to attend all classes and participate in discussions. </span><span style='font-size:10.0pt;font-family:Arial'><o:p></o:p></span></p> <div class=MsoNormal align=center style='text-align:center'><span style='font-family:Arial'> <hr size=2 width="100%" align=center> </span></div> <h2><a name=ADMIN></a><span style='font-family:Arial'>Administrative Information<o:p></o:p></span></h2> <h4><span style='font-family:Arial'>Lectures: F 1330-1620, Room: CS 401<o:p></o:p></span></h4> <p><span style='font-family:Arial'><b>Professor:</b></span><span style='font-family:Arial'> <a href="http://www.cs.princeton.edu/%7Emona/">Mona Singh</a> - 420 CS Building - 258-2087 <a href="mailto:mona@cs.princeton.edu">mona@cs.princeton.edu</a> <o:p></o:p></span></p> <p><span style='font-family:Arial'><b>Graduate Coordinator:</b></span><span style='font-family:Arial'> <a href="http://www.cs.princeton.edu/%7Emml/">Melissa Lawson</a> - 310 CS Building - 258-5387 <a href="mailto:mml@cs.princeton.edu">mml@cs.princeton.edu</a> <o:p></o:p></span></p> <div class=MsoNormal align=center style='text-align:center'><span style='font-family:Arial'> <hr size=2 width="100%" align=center> </span></div> <h2><span style='font-family:Arial'>Schedule / Syllabus<o:p></o:p></span></h2> <table border=1 cellspacing=0 cellpadding=0 width="100%" style='width:100.0%; border-collapse:collapse;mso-padding-alt:0in 0in 0in 0in;mso-yfti-tbllook:1184'> <tr style='mso-yfti-irow:0;mso-yfti-firstrow:yes'> <td style='background:#CCCCCC;padding:.75pt .75pt .75pt .75pt'> <p class=MsoNormal style='mso-margin-top-alt:auto;mso-margin-bottom-alt:auto'><span style='font-family:Arial'>Date<o:p></o:p></span></p> </td> <td style='background:#CCCCCC;padding:.75pt .75pt .75pt .75pt'> <p class=MsoNormal style='mso-margin-top-alt:auto;mso-margin-bottom-alt:auto'><span style='font-family:Arial'>Papers<o:p></o:p></span></p> </td> <td style='background:#CCCCCC;padding:.75pt .75pt .75pt .75pt'> <p class=MsoNormal style='mso-margin-top-alt:auto;mso-margin-bottom-alt:auto'><span style='font-family:Arial'>Presenter<o:p></o:p></span></p> </td> </tr> <tr style='mso-yfti-irow:1'> <td style='padding:.75pt .75pt .75pt .75pt'> <p class=MsoNormal style='mso-margin-top-alt:auto;mso-margin-bottom-alt:auto'><span style='font-family:Arial'>2/8<o:p></o:p></span></p> </td> <td style='padding:.75pt .75pt .75pt .75pt'> <p class=MsoNormal style='margin-top:6.0pt;mso-margin-bottom-alt:auto; margin-left:.5in'><span style='font-family:Arial;color:#C00000'>Introduction<o:p></o:p></span></p> <ol style='margin-top:0in' start=1 type=1> <li class=MsoNormal style='margin-top:6.0pt;mso-margin-bottom-alt:auto; mso-list:l4 level1 lfo3;tab-stops:list .5in'><span style='font-family: Arial'>Hartfield, Hopfield, Liebler, Murray. <a href="http://www.nature.com/nature/journal/v402/n6761supp/full/402c47a0.html">From molecular to modular cell biology</a><b>. </b></span><span style='font-family:Arial'><span style="mso-spacerun: yes">&nbsp;</span>Nature (1999) 402: C47.<o:p></o:p></span></li> <li class=MsoNormal style='margin-top:6.0pt;mso-margin-bottom-alt:auto; mso-list:l4 level1 lfo3;tab-stops:list .5in'><span style='font-family: Arial'>Zhu, Gerstein, Snyder. <a href="http://www.genesdev.org/cgi/content/full/21/9/1010">Getting Connected: Analysis and principles of biological networks.</a> <i>Genes and Development </i></span><span style='font-family:Arial'>(2007) 21: 1010<o:p></o:p></span></li> <li class=MsoNormal style='margin-top:6.0pt;mso-margin-bottom-alt:auto; mso-list:l4 level1 lfo3;tab-stops:list .5in'><span style='font-family: Arial'>Aittokallio, Schwikowski. Graph-based methods for analysing networks in cell biology. Briefs in Bioinformatics (2006) 7: 243<o:p></o:p></span></li> <li class=MsoNormal style='margin-top:6.0pt;mso-margin-bottom-alt:auto; mso-list:l4 level1 lfo3;tab-stops:list .5in'><span style='font-family: Arial'>Nabieva, Singh.<span style="mso-spacerun: yes">&nbsp; </span><a href="fun.pdf">Protein function prediction via analysis of interactomes</a>. (Preprint) In: Prediction of protein structures, functions and interactions (Ed. J. Bujnicki) <o:p></o:p></span></li> </ol> <p class=MsoNormal style='margin-top:6.0pt;mso-margin-bottom-alt:auto; margin-left:.5in'><span style='font-family:Arial'>&nbsp;<o:p></o:p></span></p> <p class=MsoNormal style='margin-top:6.0pt;mso-margin-bottom-alt:auto; margin-left:.5in'><span style='font-family:Arial'><span style="mso-spacerun: yes">&nbsp;</span><o:p></o:p></span></p> </td> <td style='padding:.75pt .75pt .75pt .75pt'> <p class=MsoNormal style='mso-margin-top-alt:auto;mso-margin-bottom-alt:auto'><span style='font-family:Arial'>Mona Singh<o:p></o:p></span></p> </td> </tr> <tr style='mso-yfti-irow:2'> <td style='padding:.75pt .75pt .75pt .75pt'> <p class=MsoNormal style='mso-margin-top-alt:auto;mso-margin-bottom-alt:auto'><span style='font-family:Arial'>2/15<o:p></o:p></span></p> </td> <td style='padding:.75pt .75pt .75pt .75pt'> <ol style='margin-top:0in' start=1 type=1> <li class=MsoNormal style='margin-top:6.0pt;mso-margin-bottom-alt:auto; mso-list:l6 level1 lfo6;tab-stops:list .5in'><span style='font-family: Arial'>Luscombe, Babu, Yu, Snyder, Teichmann, Gerstein (2004) <a href="http://www.nature.com/nature/journal/v431/n7006/abs/nature02782.html">Genomic analysis of regulatory network dynamics reveals large topological changes</a>. <i>Nature</i></span><span style='font-family:Arial'> <b>431</b></span><span style='font-family:Arial'>:308-312.<o:p></o:p></span></li> </ol> <p class=MsoNormal style='margin-top:6.0pt;mso-margin-bottom-alt:auto; text-indent:3.0pt'><span style='font-family:Arial'>&nbsp;<o:p></o:p></span></p> <ol style='margin-top:0in' start=2 type=1> <li class=MsoNormal style='margin-top:6.0pt;mso-margin-bottom-alt:auto; mso-list:l6 level1 lfo6;tab-stops:list .5in'><span style='font-family: Arial'>de Lichtenberg U, Jensen LJ, Brunak S, Bork P (2005) <a href="http://www.sciencemag.org/cgi/content/full/307/5710/724">Dynamic complex formation during the yeast cell cycle.</a> Science 307: 724&#8211;727.<o:p></o:p></span></li> </ol> <p class=MsoNormal style='margin-top:6.0pt;mso-margin-bottom-alt:auto'><span style='font-family:Arial'><span style="mso-spacerun: yes">&nbsp;</span><o:p></o:p></span></p> </td> <td style='padding:.75pt .75pt .75pt .75pt'> <p class=MsoNormal><span style='font-family:Arial'>Alex Ochoa<o:p></o:p></span></p> <p class=MsoNormal><span style='font-family:Arial'>Tony Capra</span><span style='font-size:10.0pt'><o:p></o:p></span></p> </td> </tr> <tr style='mso-yfti-irow:3'> <td style='padding:.75pt .75pt .75pt .75pt'> <p class=MsoNormal style='mso-margin-top-alt:auto;mso-margin-bottom-alt:auto'><span style='font-family:Arial'>2/22<o:p></o:p></span></p> </td> <td style='padding:.75pt .75pt .75pt .75pt'> <p class=msolistparagraph style='margin-top:6.0pt;mso-margin-bottom-alt:auto; text-indent:-.25in;mso-list:l0 level1 lfo9'><![if !supportLists]><span style='font-family:Arial'>1.<span style='font:7.0pt "Times New Roman"'>&nbsp;&nbsp;&nbsp; </span></span><![endif]><span style='font-family:Arial'>Han JD, Bertin N, Hao T, Goldberg DS, Berriz GF, et al. <a href="http://www.nature.com/nature/journal/v430/n6995/full/nature02555.html">Evidence for dynamically organized modularity in the yeast protein-protein interaction network.</a> <span class=ref-journal1>Nature. </span>2004;<span class=ref-vol>430</span>:88&#8211;93.<o:p></o:p></span></p> <p class=MsoNormal style='margin-top:6.0pt;mso-margin-bottom-alt:auto; margin-left:.5in;text-indent:-.25in;mso-list:l0 level1 lfo9'><![if !supportLists]><span style='font-family:Arial'>2.<span style='font:7.0pt "Times New Roman"'>&nbsp;&nbsp;&nbsp; </span></span><![endif]><span style='font-family:Arial'>Batada, ,<sup> </sup>Reguly, Breitkreutz, Boucher, Breitkreutz, Hurst,<sup> </sup>Tyers. <a href="http://www.pubmedcentral.nih.gov/articlerender.fcgi?artid=1569888">Stratus not altocumulus: A new view of the yeast protein interaction network</a>. (2006) <i>PLoS Biol.</i></span><span style='font-family:Arial'> <b>4</b></span><span style='font-family:Arial'>:e317.<o:p></o:p></span></p> <p class=MsoNormal style='margin-top:6.0pt;mso-margin-bottom-alt:auto; margin-left:.5in;text-indent:-.25in;mso-list:l0 level1 lfo9'><![if !supportLists]><span style='font-family:Arial'>3.<span style='font:7.0pt "Times New Roman"'>&nbsp;&nbsp;&nbsp; </span></span><![endif]><span style='font-family:Arial'>Batada,<sup> </sup>Reguly, Breitkreutz, Boucher, Breitkreutz, Hurst,<sup> </sup>Tyers. <a href="http://www.pubmedcentral.nih.gov/articlerender.fcgi?artid=1892831">Still Stratus Not Altocumulus: Further Evidence against the Date/Party Hub Distinction</a> (2007) <i>PLoS Biol.</i></span><span style='font-family:Arial'> <b>5</b></span><span style='font-family:Arial'>:e154.<o:p></o:p></span></p> </td> <td style='padding:.75pt .75pt .75pt .75pt'> <p class=MsoNormal><span style='font-family:Arial'>Tao Yue*<o:p></o:p></span></p> </td> </tr> <tr style='mso-yfti-irow:4'> <td style='padding:.75pt .75pt .75pt .75pt'> <p class=MsoNormal style='mso-margin-top-alt:auto;mso-margin-bottom-alt:auto'><span style='font-family:Arial'>2/29<o:p></o:p></span></p> </td> <td style='padding:.75pt .75pt .75pt .75pt'> <p style='margin-left:.5in;text-indent:-.25in;mso-list:l5 level1 lfo12; tab-stops:list .5in'><![if !supportLists]><span style='font-family:Arial'>1.<span style='font:7.0pt "Times New Roman"'>&nbsp;&nbsp;&nbsp; </span></span><![endif]><span style='font-family:Arial'>Beyer, Bandyopadhyay, Ideker.<span style="mso-spacerun: yes">&nbsp; </span>(2007) <a href="http://www.nature.com/nrg/journal/v8/n9/full/nrg2144.html">Integrating physical and genetic maps: from genomes to interaction networks</a>. <span class=journalname>Nature Reviews Genetics</span> <span class=journalnumber>8</span>: <span class=cite-pages>699-710</span>.<o:p></o:p></span></p> <p style='margin-left:.5in'><span style='font-family:Arial'>&nbsp;<o:p></o:p></span></p> <p style='margin-left:.5in;text-indent:-.25in;mso-list:l5 level1 lfo12; tab-stops:list .5in'><![if !supportLists]><span style='font-family:Arial'>2.<span style='font:7.0pt "Times New Roman"'>&nbsp;&nbsp;&nbsp; </span></span><![endif]><span style='font-family:Arial'>Kelley, Ideker (2005) <a href="http://www.nature.com/nbt/journal/v23/n5/full/nbt1096.html">Systematic interpretation of genetic interactions using protein networks</a>. Nature Biotechnol. 23: 561.<o:p></o:p></span></p> </td> <td style='padding:.75pt .75pt .75pt .75pt'> <p class=MsoNormal><span style='font-family:Arial'>Chris Park*<o:p></o:p></span></p> </td> </tr> <tr style='mso-yfti-irow:5'> <td style='padding:.75pt .75pt .75pt .75pt'> <p class=MsoNormal style='mso-margin-top-alt:auto;mso-margin-bottom-alt:auto'><span style='font-family:Arial'>3/7<o:p></o:p></span></p> </td> <td style='padding:.75pt .75pt .75pt .75pt'> <ol style='margin-top:0in' start=1 type=1> <li class=MsoNormal style='margin-top:6.0pt;mso-margin-bottom-alt:auto; mso-list:l7 level1 lfo15;tab-stops:list .5in'><span style='font-family: Arial'>Gunsalus, Ge, Schetter <i>et al.</i></span><span style='font-family:Arial'> (2005) <a href="http://www.nature.com/nature/journal/v436/n7052/full/nature03876.html">Predictive models of molecular machines involved in C. elegans early embryogenesis.</a> Nature 436: 861.<o:p></o:p></span></li> </ol> <p class=MsoNormal style='margin-top:6.0pt;mso-margin-bottom-alt:auto; margin-left:3.0pt'><span style='font-family:Arial'>&nbsp;<o:p></o:p></span></p> <h2 style='margin-left:.5in;text-indent:-.25in;mso-list:l7 level1 lfo15; tab-stops:list .5in'><![if !supportLists]><span style='font-size:12.0pt; font-family:Arial;font-weight:normal'>2.<span style='font:7.0pt "Times New Roman"'>&nbsp;&nbsp;&nbsp; </span></span><![endif]><span style='font-size:12.0pt;font-family:Arial; font-weight:normal'>Komurov, White (2007) <a href="http://www.nature.com/doifinder/10.1038/msb4100149">Revealing static and dynamic modular architecture of the eukaryotic protein interaction network</a> <i>Molecular Systems Biology</i></span><span style='font-size: 12.0pt;font-family:Arial;font-weight:normal'> <span class=b>3:110</span><o:p></o:p></span></h2> </td> <td style='padding:.75pt .75pt .75pt .75pt'> <p class=MsoNormal><span style='font-family:Arial'>Lindsay Gorman<o:p></o:p></span></p> <p class=MsoNormal><span style='font-family:Arial'>&nbsp;<o:p></o:p></span></p> <p class=MsoNormal><span style='font-family:Arial'>Jimin Song</span><span style='font-size:10.0pt'><o:p></o:p></span></p> </td> </tr> <tr style='mso-yfti-irow:6'> <td style='padding:.75pt .75pt .75pt .75pt'> <p class=MsoNormal style='mso-margin-top-alt:auto;mso-margin-bottom-alt:auto'><span style='font-family:Arial'>3/14<o:p></o:p></span></p> </td> <td style='padding:.75pt .75pt .75pt .75pt'> <ol style='margin-top:0in' start=1 type=1> <li class=MsoNormal style='margin-top:6.0pt;mso-margin-bottom-alt:auto; mso-list:l1 level1 lfo18;tab-stops:list .5in'><span style='font-family: Arial'>Gandhi, Zhong, Mathivanan <i>et al</i></span><span style='font-family:Arial'>. <a href="http://www.nature.com/ng/journal/v38/n3/abs/ng1747.html">Analysis of the human protein interactome and comparison with yeast, worm and fly interaction datasets</a>. <i>Nat. Genet.</i></span><span style='font-family:Arial'> 38:285-293, 2006.<o:p></o:p></span></li> </ol> <p style='margin-top:6.0pt;margin-right:0in;margin-bottom:5.0pt;margin-left: 3.0pt'><span style='font-family:Arial'>&nbsp;<o:p></o:p></span></p> <ol start=2 type=1> <li class=MsoNormal style='mso-margin-top-alt:auto;mso-margin-bottom-alt: auto;mso-list:l1 level1 lfo18;tab-stops:list .5in'><span style='font-family:Arial'>Goh, Cusick, Valle, Childs, Vidal, Barab&aacute;si.<span style="mso-spacerun: yes">&nbsp; </span><a href="http://www.pnas.org/cgi/content/abstract/104/21/8685">The human disease network</a> (2007) <i>PNAS</i></span><span style='font-family: Arial'> 104(21): 8685-8690.<o:p></o:p></span></li> </ol> </td> <td style='padding:.75pt .75pt .75pt .75pt'> <p class=MsoNormal><span style='font-family:Arial'>Yuhui Luo*<o:p></o:p></span></p> </td> </tr> <tr style='mso-yfti-irow:7'> <td style='padding:.75pt .75pt .75pt .75pt'> <p class=MsoNormal style='mso-margin-top-alt:auto;mso-margin-bottom-alt:auto'><span style='font-family:Arial'>3/21<o:p></o:p></span></p> </td> <td style='padding:.75pt .75pt .75pt .75pt'> <p class=MsoNormal align=center style='margin-top:6.0pt;mso-margin-bottom-alt: auto;margin-left:.5in;text-align:center'><span style='font-family:Arial'>NO CLASS<span style="mso-spacerun: yes">&nbsp; </span>- SPRING BREAK <o:p></o:p></span></p> </td> <td style='padding:.75pt .75pt .75pt .75pt'> <p class=MsoNormal><![if !supportEmptyParas]>&nbsp;<![endif]><span style='font-size:10.0pt;font-family:Times'><o:p></o:p></span></p> </td> </tr> <tr style='mso-yfti-irow:8'> <td style='padding:.75pt .75pt .75pt .75pt'> <p class=MsoNormal style='mso-margin-top-alt:auto;mso-margin-bottom-alt:auto'><span style='font-family:Arial'>3/28<o:p></o:p></span></p> </td> <td style='padding:.75pt .75pt .75pt .75pt'> <p class=MsoNormal style='margin-top:6.0pt;mso-margin-bottom-alt:auto; margin-left:.5in;text-indent:-.25in;mso-list:l3 level1 lfo21;tab-stops:list .75in'><![if !supportLists]><span style='font-family:Arial'>1.<span style='font:7.0pt "Times New Roman"'>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp; </span></span><![endif]><span style='font-family:Arial'>Ptacek, Devgan, Michaud, Zhu et al. <a href="http://www.nature.com/nature/journal/v438/n7068/full/nature04187.html">Global analysis of protein phosphorylation in yeast.</a> (2005) Nature 438: 679.<o:p></o:p></span></p> <p class=MsoNormal style='margin-top:6.0pt;mso-margin-bottom-alt:auto; margin-left:.5in;text-indent:-.25in;mso-list:l3 level1 lfo21;tab-stops:list .75in'><![if !supportLists]><span style='font-family:Arial'>2.<span style='font:7.0pt "Times New Roman"'>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp; </span></span><![endif]><span style='font-family:Arial'>Olsen, Blagoev, Gnad, Macek, Kumar, Mortensen, Mann. 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