Biomedical literature mining (and why we really need open access)
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Biomedical literature mining(and why we really need Open Access)
Lars Juhl JensenEMBL Heidelberg
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why biomedicine?
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why literature mining?
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why open access?
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MEDLINE
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17 million citations
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Jensen et al., Nature Reviews Genetics, 2006
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too much to read
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literature mining
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open access
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information retrieval
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finding the papers
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ad hoc retrieval
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user-specified query
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“yeast AND cell cycle”
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stemming
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yeast / yeasts
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dynamic query expansion
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yeast / S. cerevisiae
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MEDLINE
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abstracts
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complete papers
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Mitotic cyclin (Clb2)-bound Cdc28 (Cdk1 homolog) directly phosphorylated Swe1 and this modification served as a priming step to promote subsequent Cdc5-dependent Swe1
hyperphosphorylation and degradation
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yeast?
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cell cycle?
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entity recognition
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identifying the substance(s)
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Mitotic cyclin (Clb2)-bound Cdc28 (Cdk1 homolog) directly phosphorylated Swe1 and this modification served as a priming step to promote subsequent Cdc5-dependent Swe1
hyperphosphorylation and degradation
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Cdc28 yeast
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Cdc28 cell cycle
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good synonyms list
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manual curation
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orthographic variation
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CDC28
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Cdc28p
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disambiguation
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hairy
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SDS
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Cdc2
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abstracts
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complete papers
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information extraction
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formalizing the facts
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co-mentioning
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statistical methods
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NLPNatural Language Processing
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Gene and protein names
Cue words for entity recognition
Verbs for relation extraction
[nxexpr The expression of [nxgene the cytochrome genes [nxpg CYC1 and CYC7]]]is controlled by[nxpg HAP1]
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Mitotic cyclin (Clb2)-bound Cdc28 (Cdk1 homolog) directly phosphorylated Swe1 and this modification served as a priming step to promote subsequent Cdc5-dependent Swe1
hyperphosphorylation and degradation
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Jensen et al., Nature Reviews Genetics, 2006
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new discoveries
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text mining
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Jensen et al., Nature Reviews Genetics, 2006
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abstracts
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complete papers
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temporal trends
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Jensen et al., Nature Reviews Genetics, 2006
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buzzwords
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Jensen et al., Nature Reviews Genetics, 2006
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grant applications
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integration of text and data
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Genomic neighborhood
Species co-occurrence
Gene fusions
Database imports
Experimental interaction data
Microarray expression data
Literature mining
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genotype to phenotype
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Korbel et al., PLoS Biology, 2005
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Korbel et al., PLoS Biology, 2005
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Korbel et al., PLoS Biology, 2005
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where are we now?
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Jensen et al., Nature Reviews Genetics, 2006
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abstracts
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complete papers
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restricted access
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open access
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the tools are there
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now we need the text!
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Acknowledgments
Jasmin SaricRossitza Ouzounova
Michael KuhnJan Korbel
Tobias DoerksIsabel Rojas
Miguel AndradePeer Bork