systems biology: large-scale biomedical data mining

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Systems biology Large-scale biomedical data mining Lars Juhl Jensen

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Page 1: Systems biology: Large-scale biomedical data mining

Systems biologyLarge-scale biomedical data mining

Lars Juhl Jensen

Page 2: Systems biology: Large-scale biomedical data mining

association networks

Page 3: Systems biology: Large-scale biomedical data mining

who?

Page 4: Systems biology: Large-scale biomedical data mining

guilt by association

Page 5: Systems biology: Large-scale biomedical data mining
Page 6: Systems biology: Large-scale biomedical data mining

protein networks

Page 7: Systems biology: Large-scale biomedical data mining

Frishman et al., Modern Genome Annotation, 2009

Page 8: Systems biology: Large-scale biomedical data mining

computational predictions

Page 9: Systems biology: Large-scale biomedical data mining

Korbel et al., Nature Biotechnology, 2004

Page 10: Systems biology: Large-scale biomedical data mining

experimental data

Page 11: Systems biology: Large-scale biomedical data mining

Jensen & Bork, Science, 2008

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curated knowledge

Page 13: Systems biology: Large-scale biomedical data mining

Letunic & Bork, Trends in Biochemical Sciences, 2008

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text mining

Page 15: Systems biology: Large-scale biomedical data mining

Pafilis, O’Donoghue, Jensen et al., Nature Biotechnology, 2009

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confidence scores

Page 17: Systems biology: Large-scale biomedical data mining

signaling networks

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what?

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phosphoproteomics

Page 20: Systems biology: Large-scale biomedical data mining
Page 21: Systems biology: Large-scale biomedical data mining

sequence specificity

Page 22: Systems biology: Large-scale biomedical data mining

Miller, Jensen et al., Science Signaling, 2008

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automated pipeline

Page 24: Systems biology: Large-scale biomedical data mining

Miller, Jensen et al., Science Signaling, 2008

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cellular context

Page 27: Systems biology: Large-scale biomedical data mining

Linding, Jensen, Ostheimer et al., Cell, 2007

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>2x better accuracy

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dynamic networks

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when?

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cell-cycle regulation

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microarray time courses

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Gauthier et al., Nucleic Acids Research, 2007

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protein interactions

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temporal network

Page 36: Systems biology: Large-scale biomedical data mining

de Lichtenberg, Jensen et al., Science, 2005

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just-in-time assembly

Page 38: Systems biology: Large-scale biomedical data mining

de Lichtenberg, Jensen et al., Cell Cycle, 2007

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evolutionary flexibility

Page 40: Systems biology: Large-scale biomedical data mining

Jensen, Jensen, de Lichtenberg et al., Nature, 2006

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summary

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data mining

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specific predictions

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systems properties

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thank you!NetPhorest

– Rune Linding– Martin Lee Miller– Francesca Diella– Claus Jørgensen– Michele Tinti– Lei Li– Marilyn Hsiung– Sirlester A. Parker– Jennifer Bordeaux– Thomas Sicheritz-Pontén– Marina Olhovsky– Adrian Pasculescu– Jes Alexander– Stefan Knapp– Nikolaj Blom– Peer Bork– Shawn Li– Gianni Cesareni– Tony Pawson– Benjamin E. Turk– Michael B. Yaffe– Søren Brunak

STRING– Christian von Mering– Damian Szklarczyk– Michael Kuhn– Manuel Stark– Samuel Chaffron– Chris Creevey– Jean Muller– Tobias Doerks– Philippe Julien– Alexander Roth– Milan Simonovic– Jan Korbel– Berend Snel– Martijn Huynen– Peer Bork

Reflect– Sune Frankild– Heiko Horn– Evangelos Pafilis– Michael Kuhn– Nigel Brown– Reinhardt Schneider– Sean O’Donoghue

NetworKIN– Rune Linding– Heiko Horn– Gerard Ostheimer– Martin Lee Miller– Francesca Diella– Karen Colwill– Jing Jin– Pavel Metalnikov– Vivian Nguyen– Adrian Pasculescu– Jin Gyoon Park– Leona D. Samson– Rob Russell– Peer Bork– Michael Yaffe– Tony Pawson

Cyclebase– Ulrik de Lichtenberg– Thomas Skøt Jensen– Nicholas Paul Gauthier– Rasmus Wernersson– Søren Brunak

Page 46: Systems biology: Large-scale biomedical data mining

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