Quaid Morris, Associate Professor in the Donnelly Centre Director of the Collaborative Program in Genome Biology and Bioinformatics University of Toronto, Toronto, Ontario ____________________________________________________________________________ University of Toronto Donnelly Centre for Cellular and Biomolecular Research 160 College St., Room 616 Toronto, ON M5S 3E1 Tel: 416-978-8568 Fax: 416-978-8287 Email: quaid.morris@utoronto.ca Website: http://morrislab.med.utoronto.ca RESEARCH SPECIALIZATION KEYWORDS Molecular and Cellular Biology, Genetics, Information Technology: Computer Science, Molecular and Cellular Biology, Electrical and Electronic Engineering, Genetics, Cancer/Oncology ACADEMIC AND TRAINING BACKGROUND 2003-2005 2002-2003 1999-2001 1996-2002 1991-1996 Post Doctoral Fellow in Computational Biology, BBDMR and Dept of ECE, University of Toronto Post Doctoral Fellow, Ontario Cancer Institute, Princess Margaret Hospital and Dept of ECE, University of Toronto Graduate training and research in machine learning, Gatsby Unit in University College London, England PhD in Brain and Cognitive Sciences (specialization Computational Neuroscience), Massachusetts Institute of Technology (MIT), Cambridge, USA Honours B.Sc.: Dept of Computer Science, University of Toronto WORK EXPERIENCE 2010-Present 2012-Present 2006-2010 2005-2010 2005-2010 Associate Professor, Banting and Best Department of Medical Research and cross-appointed in: Department of Molecular Genetics, Faculty of Medicine; and Department of Computer Science, Faculty of Arts and Sciences, University of Toronto Associate Professor, cross-appointed Department of Electrical and Computer Engineering, Faculty of Applied Sciences, University of Toronto Assistant Professor, cross-appointed, Department of Molecular Genetics, Faculty of Medicine, University of Toronto Assistant Professor, Banting & Best Department of Medical Research, Faculty of Medicine, University of Toronto Assistant Professor, cross-appointed, Department of Computer Science, Faculty of Arts and Sciences, University of Toronto SELECTED ACCOMPLISHMENTS AND HONOURS 2010-2014 Early Researcher Award, Ontario Ministry of Research and Innovation 1 SELECTED PEER-REVIEWED PUBLICATIONS IN LAST FIVE YEARS * indicates co-first author; † indicates co-corresponding author; underline indicates QM’s trainee or staff; listed computer science conference proceedings publications are peer-reviewed, in highly selective conferences that have as much impact as journal publications in computer science. Conference publications from PSB and IEEE Eng Med Biol Soc are Pubmed-listed. Of the non-Pubmed listed publications, only those from the following top-tier conferences are included: RECOMB, ISMB, NIPS, UAI, ICML 2014 1. Chen L, Dumelie JG, Li X, Cheng MH, Yang Z, Laver JD, Siddiqui NU, Westwood JT, Morris Q, Lipshitz HD, Smibert CA. Global regulation of mRNA translation and stability in the early Drosophila embryo by the Smaug RNA-binding protein. Genome Biol. 2014 Jan 7;15(1):R4. [Epub ahead of print] PubMed PMID: 24393533. 2. Musso G, Tasan M, Mosimann C, Beaver JE, Plovie E, Carr LA, Chua HN, Dunham J, Zuberi K, Rodriguez H, Morris Q, Zon L, Roth FP, Macrae CA. Novel cardiovascular gene functions revealed via systematic phenotype prediction in zebrafish. Development. 2014 Jan;141(1):224-35. doi: 10.1242/dev.099796. PubMed PMID: 24346703; PubMed Central PMCID: PMC3865760. 3. de Boer CG, van Bakel H, Tsui K, Li J, Morris QD, Nislow C, Greenblatt JF, Hughes TR. A unified model for yeast transcript definition. Genome Res. 2014 Jan;24(1):154-66. doi: 10.1101/gr.164327.113. Epub 2013 Oct 29. PubMed PMID: 24170600; PubMed Central PMCID: PMC3875857. 4. Vembu S, Morris Q. An efficient algorithm to integrate network and attribute data for gene function prediction. Pac Symp Biocomput. 2014;19:388-99. PubMed PMID: 24297564. 5. Listgarten J, Stegle O, Morris Q, Brenner SE, Parts L. Personalized medicine: from genotypes and molecular phenotypes towards therapy- session introduction. Pac Symp Biocomput. 2014;19:224-8. PubMed PMID: 24297549. 6. Li X, Kazan H, Lipshitz HD, Morris QD. Finding the target sites of RNA-binding proteins. Wiley Interdiscip Rev RNA. 2014 Jan;5(1):111-30. doi: 10.1002/wrna.1201. Epub 2013 Nov 11. PubMed PMID: 24217996. 7. Heraud-Farlow JE, Sharangdhar T, Li X, Pfeifer P, Tauber S, Orozco D, Hörmann A, Thomas S, Bakosova A, Farlow AR, Edbauer D, Lipshitz HD, Morris QD, Bilban M, Doyle M, Kiebler MA. Staufen2 Regulates Neuronal Target RNAs. Cell Rep. 2013 Dec 26;5(6):1511-8. doi: 10.1016/j.celrep.2013.11.039. Epub 2013 Dec 19. PubMed PMID: 24360961. 8. Laver JD*, Li X*, Ancevicius K*, Westwood JT†, Smibert CA†, Morris QD†, Lipshitz HD†. Genome-wide analysis of Staufen-associated mRNAs identifies secondary structures that confer target specificity. Nucleic Acids Res. 2013 Nov 1;41(20):9438-60. doi: 10.1093/nar/gkt702. Epub 2013 Aug 13. PubMed PMID: 23945942; PubMed Central PMCID: PMC3814352. 9. Deshwar AG, Morris Q. PLIDA: Cross-platform gene expression normalization using perturbed topic models. Bioinformatics. 2013 Oct 11. [Epub ahead of print] PubMed PMID: 24123674. 2013 2 10. Mezlini AM, Wang B, Deshwar A, Morris Q, Goldenberg A. Identifying cancer specific functionally relevant miRNAs from gene expression and miRNA-to-gene networks using regularized regression. PLoS One. 2013 Oct 2;8(10):e73168. doi: 10.1371/journal.pone.0073168. PubMed PMID: 24098326; PubMed Central PMCID: PMC3788788. 11. Radfar H, Wong W, Morris Q. BayMiR: inferring evidence for endogenous miRNAinduced gene repression from mRNA expression profiles. BMC Genomics. 2013 Aug 30;14(1):592. [Epub ahead of print] PubMed PMID: 24001276. 12. Ray D*, Kazan H*, Cook KB*, Weirauch MT*, Najafabadi HS*, Li X, Gueroussov S, Albu M, Zheng H, Yang A, Na H, Irimia M, Matzat LH, Dale RK, Smith SA, Yarosh CA, Kelly SM, Nabet B, Mecenas D, Li W, Laishram RS, Qiao M, Lipshitz HD, Piano F, Corbett AH, Carstens RP, Frey BJ, Anderson RA, Lynch KW, Penalva LO, Lei EP, Fraser AG, Blencowe BJ, Morris QD†, Hughes TR†. A compendium of RNA-binding motifs for decoding gene regulation. Nature. 2013 Jul 11;499(7457):172-7. doi: 10.1038/nature12311. PubMed PMID: 23846655. 13. Zuberi K*, Franz M, Rodriguez H, Montojo J, Lopes CT, Bader GD, Morris Q. GeneMANIA prediction server 2013 update. Nucleic Acids Res. 2013 Jul;41(Web Server issue):W115-22. doi: 10.1093/nar/gkt533. PubMed PMID: 23794635; PubMed Central PMCID: PMC3692113. IF: 8.026 14. Kazan H, Morris Q. RBPmotif: a web server for the discovery of sequence and structure preferences of RNA-binding proteins. Nucleic Acids Res. 2013 Jul;41(Web Server issue):W180-6. doi: 10.1093/nar/gkt463. Epub 2013 Jun 10. PubMed PMID: 23754853; PubMed Central PMCID: PMC3692078. 15. Quon G, Haider S, Deshwar AG, Cui A, Boutros PC, Morris Q. Computational purification of individual tumor gene expression profiles leads to significant improvements in prognostic prediction. Genome Med. 2013 Mar 28;5(3):29. doi: 10.1186/gm433. PubMed PMID: 23537167; PubMed Central PMCID: PMC3706990. 17. Weirauch MT, Cote A, Norel R, Annala M, Zhao Y, Riley TR, Saez-Rodriguez J, Cokelaer T, Vedenko A, Talukder S; DREAM5 Consortium, Bussemaker HJ, Morris QD, Bulyk ML, Stolovitzky G, Hughes TR. Evaluation of methods for modeling transcription factor sequence specificity. Nat Biotechnol. 2013 Feb;31(2):126-34. doi: 10.1038/nbt.2486. Epub 2013 Jan 27. PubMed PMID: 23354101; PubMed Central PMCID: PMC3687085. 18. Morris Q, Brenner SE, Listgarten J, Stegle O. The future of genome-based medicine. Pac Symp Biocomput. 2013:456-8. PubMed PMID: 23424151. 19. Mostafavi S, Goldenberg A, Morris Q. Labeling nodes using three degrees of propagation. PLoS One. 2012;7(12):e51947. doi: 10.1371/journal.pone.0051947. Epub 2012 Dec 28. PubMed PMID: 23284828; PubMed Central PMCID: PMC3532359. IF: 4.092 20. Wilbert ML, Huelga SC, Kapeli K, Stark TJ, Liang TY, Chen SX, Yan BY, Nathanson JL, Hutt KR, Lovci MT, Kazan H, Vu AQ, Massirer KB, Morris Q, Hoon S, Yeo GW. LIN28 Binds Messenger RNAs at GGAGA Motifs and Regulates Splicing Factor Abundance. Mol Cell. 2012 Sep 5. [Epub ahead of print] PubMed PMID: 22959275. IF: 14.178 2012 3 21. Alshalalfa M, Bader GD, Goldenberg A, Morris Q, Alhajj R. Detecting microRNAs of high influence on protein functional interaction networks: a prostate cancer case study. BMC Syst Biol. 2012 Aug 28;6(1):112. [Epub ahead of print] PubMed PMID: 22929553. IF: 3.148 22. Mostafavi S, Morris Q. Combining many interaction networks to predict gene function and analyze gene lists. Proteomics. 2012 May;12(10):1687-96. doi: 10.1002/pmic.201100607. Review. PubMed PMID: 22589215. 23. Chen CY, Morris Q, Mitchell JA. Enhancer identification in mouse embryonic stem cells using integrative modeling of chromatin and genomic features. BMC Genomics. 2012 Apr 26;13:152. doi: 10.1186/1471-2164-13-152. PubMed PMID: 22537144; PubMed Central PMCID: PMC3406964. 24. Siddiqui NU, Li X, Luo H, Karaiskakis A, Hou H, Kislinger T, Westwood JT, Morris Q†, Lipshitz HD†. Genome-wide analysis of the maternal-to-zygotic transition in Drosophila primordial germ cells. Genome Biol. 2012 Feb 20;13(2):R11. doi: 10.1186/gb-2012-13-2r11. PubMed PMID: 22348290; PubMed Central PMCID: PMC3334568. 25. Warde-Farley D, Brudno M, Morris Q, Goldenberg A. Mixture model for sub-phenotyping in GWAS. Pac Symp Biocomput. 2012:363-74. PubMed PMID: 22174291. 26. Qiao W*, Quon G*, Csaszar E, Yu M, Morris Q†, Zandstra PW †. PERT: a method for expression deconvolution of human blood samples from varied microenvironmental and developmental conditions. PLoS Comput Biol. 2012 Dec;8(12):e1002838. doi: 10.1371/journal.pcbi.1002838. Epub 2012 Dec 20. PubMed PMID: 23284283; PubMed Central PMCID: PMC3527275. IF: 5.215 27. Mostafavi S, Goldenberg A, Morris Q. Labeling nodes using three degrees of propagation. PLoS One. 2012;7(12):e51947. doi: 10.1371/journal.pone.0051947. Epub 2012 Dec 28. PubMed PMID: 23284828; PubMed Central PMCID: PMC3532359. IF: 4.092 28. Wilbert ML, Huelga SC, Kapeli K, Stark TJ, Liang TY, Chen SX, Yan BY, Nathanson JL, Hutt KR, Lovci MT, Kazan H, Vu AQ, Massirer KB, Morris Q, Hoon S, Yeo GW. LIN28 Binds Messenger RNAs at GGAGA Motifs and Regulates Splicing Factor Abundance. Mol Cell. 2012 Sep 5. [Epub ahead of print] PubMed PMID: 22959275. IF: 14.178 29. Goldenberg A, Mostafavi S, Quon G, Boutros PC, Morris Q. Unsupervised detection of genes of influence in lung cancer using biological networks. Bioinformatics. 2011 Nov 15;27(22):3166-72. Epub 2011 Sep 28. IF: 5.468 30. Radfar MH, Wong W, Morris Q. Computational prediction of intronic microRNA targets using host gene expression reveals novel regulatory mechanisms. PLoS One. 2011;6(6):e19312. Epub 2011 Jun 9. IF: 4.092 31. Morris Q, Bulyk ML, Hughes TR. Jury remains out on simple models of transcription factor specificity. Nat Biotechnol. 2011 Jun 7;29(6):483-4. doi: 10.1038/nbt.1892. IF: 23.268 2011 4 32. Schimmer BP, Tsao J, Cordova M, Mostafavi S, Morris Q, Scheys JO. Contributions of steroidogenic factor 1 to the transcription landscape of Y1 mouse adrenocortical tumor cells. Mol Cell Endocrinol. 2011 Apr 10;336(1-2):85-91. Epub 2010 Nov 25. IF: 4.192 33. Costanzo M, Baryshnikova A, Bellay J, Kim Y, Spear ED, Sevier CS, Ding H, Koh JL, Toufighi K, Mostafavi S, [37 names], Morris QD, Kim PM, Kaiser CA, Myers CL, Andrews BJ, Boone C. The genetic landscape of a cell. Science. 2010 Jan 22;327(5964):425-31. PubMed PMID: 20093466. IF: 31.201 34. Radfar MH, Wong W, Morris Q. Predicting the target genes of intronic microRNAs using large-scale gene expression data. Conf Proc IEEE Eng Med Biol Soc. 2010;1:791-4 35. Cook KB, Kazan H, Zuberi K, Morris Q, Hughes TR. RBPDB: a database of RNAbinding specificities. Nucleic Acids Res. 2010 Oct 29. IF: 8.026 36. Montojo J, Zuberi K, Rodriguez H, Kazi F, Wright G, Donaldson SL, Morris Q†, Bader GD†. GeneMANIA Cytoscape plugin: fast gene function predictions on the desktop. Bioinformatics. 2010 Nov 15;26(22):2927-8. IF: 5.468 37. Ramani AK, Calarco JA, Pan Q, Mavandadi S, Wang Y, Nelson AC, Lee LJ, Morris Q, Blencowe BJ, Zhen M, Fraser AG. Genome-wide analysis of alternative splicing in Caenorhabditis elegans. Genome Res. 2011 Feb;21(2):342-8. Epub 2010 Dec 22. IF: 13.608 38. Lopes CT, Franz M, Kazi F, Donaldson SL, Morris Q, Bader GD. Cytoscape Web: an interactive web-based network browser. Bioinformatics. 2010;26(18): 2347-2348. IF: 5.468 39. Warde-Farley D, Donaldson SL, Comes O, Zuberi K, Badrawi R, Chao P, Franz M, Grouios C, Kazi F, Lopes CT, Maitland A, Mostafavi S, Montojo J, Shao Q, Wright G, Bader GD, Morris Q. The GeneMANIA prediction server: biological network integration for gene prioritization and predicting gene function. Nucleic Acids Res. 2010 Jul 1;38 Suppl:W214-20. IF: 8.026 40. S Mostafavi, Q Morris, Fast Integration of Multiple Networks for Predicting Protein Function with Limited Annotatio., Bioinformatics 2010;26(14):1759-65. IF: 5.468 41. M Costanzo, A Baryshnikova, J Bellay, Y Kim, ED Spear, CS Sevier, H Ding, JL Koh, K Toufighi, S Mostafavi (+ 37 authors), QD Morris, PM Kim, CA Kaiser, CL Myers, BJ Andrews, C Boone, Science. 2010 Jan 22;327(5964). IF: 31.201 42. X Li, G Quon, HD Lipshitz, Q Morris, Target site accessibility predicts in vivo binding of RNA-binding proteins. RNA. 2010 Jun; 16(6) 43. H Kazan, D Ray, ET Chan, TR Hughes, and Q Morris. Learning the sequence and structure binding preferences of RNA-binding proteins from noisy affinity data. PLoS Comput Biol. 2010 Jul 1;6:e1000832. IF:5.215 44. D Ray*, H Kazan*, ET Chan, L Peña Castillo, S Chaudhry, S Talukder, BJ Blencowe, †Q Morris, and †TR Hughes*. Rapid and systematic analysis of the RNA recognition specificities of RNA-binding proteins. Nature Biotechnology 27:667-70. IF:23.268 2010 2009 5 45. BW Miller, G Lau, C Grouios, E Mollica, M Barrios-Rodiles, Y Liu, A Datti, Q Morris, JL Wrana and L Attisano. Application of an integrated physical and functional screening approach to identify inhibitors of the Wnt pathway. Molecular Systems Biology M2009;5:315. IF: 8.626 46. G Quon, Q Morris. ISOLATE: A computational strategy for identifying the primary origin of cancers using high throughput sequencing. Bioinformatics Epub 2009 June 19. IF: 5.468 47. S Mostafavi, Q Morris. Using hierarchical information in predicting gene function. Proceedings of the Association for Uncertainty in Artificial Intelligence (UAI) Conference 2009 48. IW Taylor, R Linding, D Warde-Farley, Y Liu, C Pesquita, D Faria, S Bull, T Pawson, Q Morris, JL Wrana. Dynamic modularity in protein interaction networks predicts breast cancer outcome. Nat Biotechnol. 2009 Feb;27(2):199-204. Epub 2009 Feb 1. IF: 23.268 49. *G Badis, *MF Berger, *AA Philippakis, *S Talukder, *AR Gehrke, *SA Jaeger, *ET Chan, G Metzler, A Vedenko, X Chen, H Kuznetsov, C-F Wang, D Coburn, DE. Newburger, Q Morris, †TR. Hughes, †ML. Bulyk, Diversity and Complexity in DNA Recognition by Transcription Factors, Science 324:1720. IF: 31.201 50. ET Chan, GT Quon, G Chua, T Babak, M Trochesset, RA Zirngibl, J Aubin, MJ Ratcliffe, A Wilde, M Brudno, †QD Morris, †TR Hughes. Conservation of core gene expression in vertebrate tissues, Journal of Biology 2009 Apr 16;8(3):33. 2008 51. TM Alleyne, L Peña-Castillo, G Badis, S Talukder, MF Berger, AR Gehrke, AA Philippakis, ML Bulyk, QD Morris, TR Hughes. Predicting the binding preference of transcription factors to individual DNA k-mers. Bioinformatics. 2009 Apr 15;25(8):1012-8. Epub 2008 Dec 16. IF: 5.468 52. S Mostafavi, D Ray, D Warde-Farley, C Grouios, and QD Morris. GeneMANIA: A realtime Multiple Affinity Network Integration Algorithm for predicting gene function. Genome Biology 2008;9 Suppl 1:S4. IF: 9.036 53. L Peña-Castillo, … (37 authors in total including S Mostafavi, D Ray, D Warde-Farley, C Grouios, QD Morris), … TR Hughes, F Roth. A critical assessment of M. musculus gene function prediction using integrated genomics evidence. Genome Biology 9 Suppl 1:S2. IF: 9.036 54. *MF Berger, … (13 authors in total) QD Morris, †ML Bulyk, †TR Hughes. Variation in homeodomain DNA binding revealed by high-resolution analysis of sequence preferences. Cell Jun 27; 133(7). IF: 32.403 55. G Quon, YW Teh, E Chan, T Hughes, M Brudno, Q Morris. A Mixture Model for the Evolution of Gene Expression in Non-homogeneous Datasets, NIPS Dec 13;21 56. JC Huang, BJ Frey, QD Morris. Comparing sequence and expression for predicting microRNA targets using GenMiR3. Pac Symp Biocomput. (PSB) 52-63. 6 ACTIVITIES AND CONTRIBUTIONS Invited Seminar & Conference Presentations (>50 in total since 2004): Keynote 1 hour seminars RECOMB Cancer Computational Biology (2011), ORNL Bioinformatics conference (Memphis, Tennessee) (2011), McGill-Toronto Bioinformatics Workshop (2013) Invited 1 hour seminars in Canada, USA, UK, Spain, and Germany including European Bioinformatics Institute, Fields Institute Toronto, UC Berkeley, Harvard Medical School, CMU, University of Edinburgh, University of Freiburg, University of Washington, Microsoft Research Redmond and Cambridge, ICML Computational Biology workshop (given in place of Brendan Frey)) Invited 15 minute conference or workshop presentations include Pacific Symposium on Biocomputing (2012, 2014), RECOMB Regulatory Genomics satellite (2010, 2011, 2012), Riboclub Sherbrooke (2010), ISMB AS-SIG (2009, 2010), ISMB Techtrack (2010), ISMB Workshops (2013 x2), McGill Barbados Bioinformatics Conference (2005, 2008, 2012, 2013), ISMB (2007), Cold Spring Harbor Laboratory mRNA processing conference (2009, 2013), CIHR integrating physical and biological sciences workshop (2008), NHGRI Proteomic Sequence & Function Workshop (2008) Editorial and Advisory Boards: Associate Editor: PLoS Computational Biology (2013), BMC Bioinformatics (2010-2013); Guest Associate Editor: PLoS Computational Biology (2009); Coeditor of BMC Bioinformatics Special Issue (2006); Scientific Advisory Board: Univ of Sherbrooke Genome Canada project (2007-2009) Grant Review Panels: Canadian Breast Cancer Foundation, Panel A (Feb 2012); CIHR Genomics (guest 2008, full member March 2009, Sept 2009, March 2010, March 2011, March 2013); NSF (2007, 2013); Ad hoc reviewer NSERC (2006, 2008, 2011, five grants in total); Burroughs Wellcome Fund (2009), W.M. Keck (2009) Symposium and Workshop Organization: Co-organizer Personalized medicine session @ Pacific Symposium on Biocomputing (2012-2014), Machine Learning in Computational Biology workshop @ NIPS (2006-2008), Post-transcriptional regulation workshop @ Pacific Symposium on Biocomputing 2009, Session Chair: International Conference on Machine Learning 2006 Reviewing for Journals and Conferences (~20-30 manuscripts / year): Journals include Nature, Nature Biotechnology, Nature Genetics, Nature Methods, Molecular Systems Biology, Genome Biology, Genome Research, PLoS Computational Biology, Bioinformatics, BMC Bioinformatics, IEEE Transactions on Pattern Analysis and Machine Intelligence. Conferences include Pacific Symposium on Biocomputing (PSB), International Conference on Intelligent Systems for Molecular Biology (ISMB), Artificial Intelligence and Statistics (AISTATS), Advances in Neural Information Processing Systems (NIPS), International Conference of Machine Learning (ICML), RECOMB regulatory genomics and systems biology satellite. Outreach: Faculty lecturer for Canadian Bioinformatics Workshop (1 or 2 workshops / year since 2008) 7