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Open access – making the most of biomedical literature mining Lars Juhl Jensen EMBL Heidelberg

Open access – making the most of biomedical literature miningberlin4.aei.mpg.de/presentations/Jensen_OA06.pdf · Open access – making the most of biomedical literature mining

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Page 1: Open access – making the most of biomedical literature miningberlin4.aei.mpg.de/presentations/Jensen_OA06.pdf · Open access – making the most of biomedical literature mining

Open access – making the mostof biomedical literature mining

Lars Juhl JensenEMBL Heidelberg

Page 2: Open access – making the most of biomedical literature miningberlin4.aei.mpg.de/presentations/Jensen_OA06.pdf · Open access – making the most of biomedical literature mining

why open access?

Page 3: Open access – making the most of biomedical literature miningberlin4.aei.mpg.de/presentations/Jensen_OA06.pdf · Open access – making the most of biomedical literature mining

why biomedicine?

Page 4: Open access – making the most of biomedical literature miningberlin4.aei.mpg.de/presentations/Jensen_OA06.pdf · Open access – making the most of biomedical literature mining

why literature mining?

Page 5: Open access – making the most of biomedical literature miningberlin4.aei.mpg.de/presentations/Jensen_OA06.pdf · Open access – making the most of biomedical literature mining

MEDLINE

Page 6: Open access – making the most of biomedical literature miningberlin4.aei.mpg.de/presentations/Jensen_OA06.pdf · Open access – making the most of biomedical literature mining

Jensen et al., Nature Reviews Genetics, 2006

Page 7: Open access – making the most of biomedical literature miningberlin4.aei.mpg.de/presentations/Jensen_OA06.pdf · Open access – making the most of biomedical literature mining

information retrieval

Page 8: Open access – making the most of biomedical literature miningberlin4.aei.mpg.de/presentations/Jensen_OA06.pdf · Open access – making the most of biomedical literature mining

finding the papers

Page 9: Open access – making the most of biomedical literature miningberlin4.aei.mpg.de/presentations/Jensen_OA06.pdf · Open access – making the most of biomedical literature mining
Page 10: Open access – making the most of biomedical literature miningberlin4.aei.mpg.de/presentations/Jensen_OA06.pdf · Open access – making the most of biomedical literature mining

Mitotic cyclin (Clb2)-bound Cdc28 (Cdk1homolog) directly phosphorylated Swe1 andthis modification served as a priming step topromote subsequent Cdc5-dependent Swe1

hyperphosphorylation and degradation

Page 11: Open access – making the most of biomedical literature miningberlin4.aei.mpg.de/presentations/Jensen_OA06.pdf · Open access – making the most of biomedical literature mining

entity recognition

Page 12: Open access – making the most of biomedical literature miningberlin4.aei.mpg.de/presentations/Jensen_OA06.pdf · Open access – making the most of biomedical literature mining

identifying the substance(s)

Page 13: Open access – making the most of biomedical literature miningberlin4.aei.mpg.de/presentations/Jensen_OA06.pdf · Open access – making the most of biomedical literature mining

Mitotic cyclin (Clb2)-bound Cdc28 (Cdk1homolog) directly phosphorylated Swe1 andthis modification served as a priming step topromote subsequent Cdc5-dependent Swe1

hyperphosphorylation and degradation

Page 14: Open access – making the most of biomedical literature miningberlin4.aei.mpg.de/presentations/Jensen_OA06.pdf · Open access – making the most of biomedical literature mining
Page 15: Open access – making the most of biomedical literature miningberlin4.aei.mpg.de/presentations/Jensen_OA06.pdf · Open access – making the most of biomedical literature mining
Page 16: Open access – making the most of biomedical literature miningberlin4.aei.mpg.de/presentations/Jensen_OA06.pdf · Open access – making the most of biomedical literature mining

information extraction

Page 17: Open access – making the most of biomedical literature miningberlin4.aei.mpg.de/presentations/Jensen_OA06.pdf · Open access – making the most of biomedical literature mining

formalizing the facts

Page 18: Open access – making the most of biomedical literature miningberlin4.aei.mpg.de/presentations/Jensen_OA06.pdf · Open access – making the most of biomedical literature mining

co-mentioning

Page 19: Open access – making the most of biomedical literature miningberlin4.aei.mpg.de/presentations/Jensen_OA06.pdf · Open access – making the most of biomedical literature mining
Page 20: Open access – making the most of biomedical literature miningberlin4.aei.mpg.de/presentations/Jensen_OA06.pdf · Open access – making the most of biomedical literature mining

NLPNatural Language Processing

Page 21: Open access – making the most of biomedical literature miningberlin4.aei.mpg.de/presentations/Jensen_OA06.pdf · Open access – making the most of biomedical literature mining

Mitotic cyclin (Clb2)-bound Cdc28 (Cdk1homolog) directly phosphorylated Swe1 andthis modification served as a priming step topromote subsequent Cdc5-dependent Swe1

hyperphosphorylation and degradation

Page 22: Open access – making the most of biomedical literature miningberlin4.aei.mpg.de/presentations/Jensen_OA06.pdf · Open access – making the most of biomedical literature mining

Gene and protein namesCue words for entity recognitionVerbs for relation extraction

[nxgene The GAL4 gene]

[nxexpr The expression of [nxgene the cytochrome genes [nxpg CYC1 and CYC7]]]is controlled by[nxpg HAP1]

Page 23: Open access – making the most of biomedical literature miningberlin4.aei.mpg.de/presentations/Jensen_OA06.pdf · Open access – making the most of biomedical literature mining

Jensen et al., Nature Reviews Genetics, 2006

Page 24: Open access – making the most of biomedical literature miningberlin4.aei.mpg.de/presentations/Jensen_OA06.pdf · Open access – making the most of biomedical literature mining

new discoveries

Page 25: Open access – making the most of biomedical literature miningberlin4.aei.mpg.de/presentations/Jensen_OA06.pdf · Open access – making the most of biomedical literature mining

text mining

Page 26: Open access – making the most of biomedical literature miningberlin4.aei.mpg.de/presentations/Jensen_OA06.pdf · Open access – making the most of biomedical literature mining

Jensen et al., Nature Reviews Genetics, 2006

Page 27: Open access – making the most of biomedical literature miningberlin4.aei.mpg.de/presentations/Jensen_OA06.pdf · Open access – making the most of biomedical literature mining

integration of text and data

Page 28: Open access – making the most of biomedical literature miningberlin4.aei.mpg.de/presentations/Jensen_OA06.pdf · Open access – making the most of biomedical literature mining

open access databases

Page 29: Open access – making the most of biomedical literature miningberlin4.aei.mpg.de/presentations/Jensen_OA06.pdf · Open access – making the most of biomedical literature mining

von Mering et al., Nucleic Acids Research, 2005

Page 30: Open access – making the most of biomedical literature miningberlin4.aei.mpg.de/presentations/Jensen_OA06.pdf · Open access – making the most of biomedical literature mining
Page 31: Open access – making the most of biomedical literature miningberlin4.aei.mpg.de/presentations/Jensen_OA06.pdf · Open access – making the most of biomedical literature mining

network mining

Page 32: Open access – making the most of biomedical literature miningberlin4.aei.mpg.de/presentations/Jensen_OA06.pdf · Open access – making the most of biomedical literature mining

genotype to phenotype

Page 33: Open access – making the most of biomedical literature miningberlin4.aei.mpg.de/presentations/Jensen_OA06.pdf · Open access – making the most of biomedical literature mining

Korbel et al., PLoS Biology, 2005

Page 34: Open access – making the most of biomedical literature miningberlin4.aei.mpg.de/presentations/Jensen_OA06.pdf · Open access – making the most of biomedical literature mining

Korbel et al., PLoS Biology, 2005

Page 35: Open access – making the most of biomedical literature miningberlin4.aei.mpg.de/presentations/Jensen_OA06.pdf · Open access – making the most of biomedical literature mining

Korbel et al., PLoS Biology, 2005

Page 36: Open access – making the most of biomedical literature miningberlin4.aei.mpg.de/presentations/Jensen_OA06.pdf · Open access – making the most of biomedical literature mining

where are we now?

Page 37: Open access – making the most of biomedical literature miningberlin4.aei.mpg.de/presentations/Jensen_OA06.pdf · Open access – making the most of biomedical literature mining

Jensen et al., Nature Reviews Genetics, 2006

Page 38: Open access – making the most of biomedical literature miningberlin4.aei.mpg.de/presentations/Jensen_OA06.pdf · Open access – making the most of biomedical literature mining

abstracts

Page 39: Open access – making the most of biomedical literature miningberlin4.aei.mpg.de/presentations/Jensen_OA06.pdf · Open access – making the most of biomedical literature mining

complete papers

Page 40: Open access – making the most of biomedical literature miningberlin4.aei.mpg.de/presentations/Jensen_OA06.pdf · Open access – making the most of biomedical literature mining

restricted access

Page 41: Open access – making the most of biomedical literature miningberlin4.aei.mpg.de/presentations/Jensen_OA06.pdf · Open access – making the most of biomedical literature mining

open access

Page 42: Open access – making the most of biomedical literature miningberlin4.aei.mpg.de/presentations/Jensen_OA06.pdf · Open access – making the most of biomedical literature mining

the tools are there

Page 43: Open access – making the most of biomedical literature miningberlin4.aei.mpg.de/presentations/Jensen_OA06.pdf · Open access – making the most of biomedical literature mining

now we need the text!

Page 44: Open access – making the most of biomedical literature miningberlin4.aei.mpg.de/presentations/Jensen_OA06.pdf · Open access – making the most of biomedical literature mining

Acknowledgments

Work done in collaboration withPeer Bork

Jasmin SaricRossitza Ouzounova

Michael KuhnIsabel Rojas

Presentation style stolen fromLawrence Lessig

Dick Clarence Hardt

Page 45: Open access – making the most of biomedical literature miningberlin4.aei.mpg.de/presentations/Jensen_OA06.pdf · Open access – making the most of biomedical literature mining

Thank you!