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Biological Literature Mining Lars Juhl Jensen EMBL
Why?
Overview ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
Status ,[object Object],[object Object],[object Object]
Evaluation ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
Corpora ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
Example ,[object Object]
Information Retrieval and Text Categorization Lars Juhl Jensen EMBL
Overview ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
Ad hoc IR ,[object Object],[object Object],[object Object],[object Object],[object Object]
 
 
 
 
 
 
Automatic query expansion ,[object Object],[object Object],[object Object],[object Object],[object Object]
 
Document similarity ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
Document clustering ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
Text categorization ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
Example ,[object Object],[object Object],[object Object],[object Object]
Machine learning ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
 
Summary ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
Entity Recognition and Information Extraction Lars Juhl Jensen EMBL
Overview ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
Entity recognition ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
Example ,[object Object],[object Object],[object Object]
Recognition ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
Identification ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
Disambiguation ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
 
 
 
 
 
Co-occurrence ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
Example ,[object Object],[object Object],[object Object],[object Object]
 
Categorization ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
 
NLP ,[object Object],[object Object],[object Object],[object Object]
Example ,[object Object],[object Object],[object Object],[object Object]
Architecture ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
[ expression_repression_active Btk regulates the  IL-2 gene ] [ dephosphorylation_nominal Dephosphorylation of Syk  and  Btk mediated by    SHP-1 ] [ phosphorylation_nominal phosphorylation of  Shc  by the hematopoietic cell-specific   tyrosine kinase  Syk ] [ phosphorylation_nominal the phosphorylation of the adapter protein  SHC by the Src-related kinase  Lyn ] [ phosphorylation_active Lyn also participates in [ phosphorylation  the tyrosine phosphorylation and activation of  syk ]] [ phosphorylation_active Lyn , [ negation  but not  Jak2 ] phosphorylated CrkL ] [ phosphorylation_active Lyn , [ negation  but not  Jak2 ] phosphorylated CrkL ] [ phosphorylation_active Lyn also  participates  in [ phosphorylation  the tyrosine  phosphorylation and activation of  syk ]] [ phosphorylation_nominal the  phosphorylation  of the adapter  protein   SHC by the Src-related  kinase   Lyn ] [ phosphorylation_nominal phosphorylation  of  Shc  by the hematopoietic cell-specific   tyrosine  kinase   Syk ] [ dephosphorylation_nominal Dephosphorylation  of Syk  and  Btk mediated  by    SHP-1 ] [ expression_repression_active IL-10 also decreased  [ expression  mRNA expression of  IL-2  and  IL18  cytokine receptors] [ expression_repression_active IL-10 also  decreased  [ expression   mRNA  expression  of  IL-2  and  IL18  cytokine  receptors ] [ expression_activation_passive [ expression   IL-13  expression] induced by    IL-2 + IL-18 ] [ expression_activation_passive [ expression   IL-13  expression ] induced by    IL-2  +  IL-18 ] [ expression_repression_active Btk regulates the  IL-2  gene ]
 
MedScan
Summary ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
Text- and Data-mining Lars Juhl Jensen EMBL
Overview ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
Trends ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
Time
Successful genes
Buzzwords
Correlations ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
Transcriptional networks 32 79 83 3592 Regulates Regulated P < 9  10 -9
Signaling pathways 11 27 44 3704 Phosphorylates Phosphorylated P < 2  10 -7
Multiple regulation 8 107 47 3625 Expression Phosphorylation P < 5  10 -4
 
Nuggets ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
 
 
Integration ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
 
 
 
 
 
RCCs
Disease candidate genes ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
G2D
 
 
 
Genotype–phenotype ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
 
 
Annotation ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
Summary ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
Outlook Lars Juhl Jensen EMBL
Death? ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
Permission denied ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
Innovation ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
Acknowledgments ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
Exercises Lars Juhl Jensen EMBL
Information retrieval ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
Entity recognition ,[object Object],[object Object],[object Object],[object Object],[object Object]
Information extraction ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
Text mining ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
Integration 1 ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
Integration 2 ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
Integration 3 ,[object Object],[object Object],[object Object],[object Object]

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Biomedical literature mining

  • 1. Biological Literature Mining Lars Juhl Jensen EMBL
  • 3.
  • 4.
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  • 6.
  • 7.
  • 8. Information Retrieval and Text Categorization Lars Juhl Jensen EMBL
  • 9.
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  • 22.
  • 23.
  • 24.  
  • 25.
  • 26. Entity Recognition and Information Extraction Lars Juhl Jensen EMBL
  • 27.
  • 28.
  • 29.
  • 30.
  • 31.
  • 32.
  • 33.  
  • 34.  
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  • 38.
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  • 47. [ expression_repression_active Btk regulates the IL-2 gene ] [ dephosphorylation_nominal Dephosphorylation of Syk and Btk mediated by SHP-1 ] [ phosphorylation_nominal phosphorylation of Shc by the hematopoietic cell-specific tyrosine kinase Syk ] [ phosphorylation_nominal the phosphorylation of the adapter protein SHC by the Src-related kinase Lyn ] [ phosphorylation_active Lyn also participates in [ phosphorylation the tyrosine phosphorylation and activation of syk ]] [ phosphorylation_active Lyn , [ negation but not Jak2 ] phosphorylated CrkL ] [ phosphorylation_active Lyn , [ negation but not Jak2 ] phosphorylated CrkL ] [ phosphorylation_active Lyn also participates in [ phosphorylation the tyrosine phosphorylation and activation of syk ]] [ phosphorylation_nominal the phosphorylation of the adapter protein SHC by the Src-related kinase Lyn ] [ phosphorylation_nominal phosphorylation of Shc by the hematopoietic cell-specific tyrosine kinase Syk ] [ dephosphorylation_nominal Dephosphorylation of Syk and Btk mediated by SHP-1 ] [ expression_repression_active IL-10 also decreased [ expression mRNA expression of IL-2 and IL18 cytokine receptors] [ expression_repression_active IL-10 also decreased [ expression mRNA expression of IL-2 and IL18 cytokine receptors ] [ expression_activation_passive [ expression IL-13 expression] induced by IL-2 + IL-18 ] [ expression_activation_passive [ expression IL-13 expression ] induced by IL-2 + IL-18 ] [ expression_repression_active Btk regulates the IL-2 gene ]
  • 48.  
  • 50.
  • 51. Text- and Data-mining Lars Juhl Jensen EMBL
  • 52.
  • 53.
  • 54. Time
  • 57.
  • 58. Transcriptional networks 32 79 83 3592 Regulates Regulated P < 9  10 -9
  • 59. Signaling pathways 11 27 44 3704 Phosphorylates Phosphorylated P < 2  10 -7
  • 60. Multiple regulation 8 107 47 3625 Expression Phosphorylation P < 5  10 -4
  • 61.  
  • 62.
  • 63.  
  • 64.  
  • 65.
  • 66.  
  • 67.  
  • 68.  
  • 69.  
  • 70.  
  • 71. RCCs
  • 72.
  • 73. G2D
  • 74.  
  • 75.  
  • 76.  
  • 77.
  • 78.  
  • 79.  
  • 80.
  • 81.
  • 82. Outlook Lars Juhl Jensen EMBL
  • 83.
  • 84.
  • 85.
  • 86.
  • 87. Exercises Lars Juhl Jensen EMBL
  • 88.
  • 89.
  • 90.
  • 91.
  • 92.
  • 93.
  • 94.