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Increasingly Accurate Representation of Biochemistry (v2) Michel Dumontier , Ph.D. Assistant Professor of Bioinformatics Department of Biology, School of Computer Science Institute of Biochemistry, Ottawa Institute of Systems Biology Carleton University SemWeb Group::Vancouver 21/05/2009
Representational Issues Biochemical Identity Accurate Descriptions Precise Identifiers Modeling Situations
Which of these are different? # A, B Difference? 1 α -D-Glucose, alpha-D-Glucose  None, multiple names 2 α -D-Glucose,  β -D-Glucose 3 α -D-Glucose,  β -D-Glucose, D-Glucose 4 α -D-Glucose,  α -D-Glucose-6-phosphate 5 Hk, Hk(L529S) 6 Hk(human), Hk(mouse) 7 Hk(open), Hk(closed) 8 Hk (L529), Hk (L540) 9 Hk (L529), Hk (A530)
α -D-Glucose vs  β -D-Glucose ,[object Object],[object Object]
α -D-Glucose and  β -D-Glucose are more specific types* of D-Glucose * They resolve an ambiguity in stereochemistry
α -D-Glucose vs   α -D-Glucose-6-Phosphate ,[object Object],[object Object],[object Object]
Post-Translational Modifications ,[object Object],[object Object]
Hexokinase (mutation) 50 0   51 0   52 0   53 0   54 0   RRFHKTLRRL VPDSDVRFLL SESGSGKGAA MVTAVAYR S A EQHRQIEETL 50 0   51 0   52 0   53 0   54 0   RRFHKTLRRL VPDSDVRFLL SESGSGKGAA MVTAVAYRLA EQHRQIEETL Leads to hemolytic anemia different sequence = different entity related by some mutation process
Hexokinase (human vs mouse) >sp|P19367|HXK1_HUMAN Hexokinase-1 OS=Homo sapiens GN=HK1 PE=1 SV=3 MIAAQLLAYYFTELKDDQVKKIDKYLYAMRLSDETLIDIMTRFRKEMKNGLSRDFNPTAT VKMLPTFVRSIPDGSEKGDFIALDLGGSSFRILRVQVNHEKNQNVHMESEVYDTPENIVH GSGSQLFDHVAECLGDFMEKRKIKDKKLPVGFTFSFPCQQSKIDEAILITWTKRFKASGV EGADVVKLLNKAIKKRGDYDANIVAVVNDTVGTMMTCGYDDQHCEVGLIIGTGTNACYME ELRHIDLVEGDEGRMCINTEWGAFGDDGSLEDIRTEFDREIDRGSLNPGKQLFEKMVSGM YLGELVRLILVKMAKEGLLFEGRITPELLTRGKFNTSDVSAIEKNKEGLHNAKEILTRLG VEPSDDDCVSVQHVCTIVSFRSANLVAATLGAILNRLRDNKGTPRLRTTVGVDGSLYKTH PQYSRRFHKTLRRLVPDSDVRFLLSESGSGKGAAMVTAVAYRLAEQHRQIEETLAHFHLT KDMLLEVKKRMRAEMELGLRKQTHNNAVVKMLPSFVRRTPDGTENGDFLALDLGGTNFRV LLVKIRSGKKRTVEMHNKIYAIPIEIMQGTGEELFDHIVSCISDFLDYMGIKGPRMPLGF TFSFPCQQTSLDAGILITWTKGFKATDCVGHDVVTLLRDAIKRREEFDLDVVAVVNDTVG TMMTCAYEEPTCEVGLIVGTGSNACYMEEMKNVEMVEGDQGQMCINMEWGAFGDNGCLDD IRTHYDRLVDEYSLNAGKQRYEKMISGMYLGEIVRNILIDFTKKGFLFRGQISETLKTRG IFETKFLSQIESDRLALLQVRAILQQLGLNSTCDDSILVKTVCGVVSRRAAQLCGAGMAA VVDKIRENRGLDRLNVTVGVDGTLYKLHPHFSRIMHQTVKELSPKCNVSFLLSEDGSGKG  AALITAVGVRLRTEASS >sp|P17710|HXK1_MOUSE Hexokinase-1 OS=Mus musculus GN=Hk1 PE=1 SV=2 MGWGAPLLSRMLHGPGQAGETSPVPERQSGSENPASEDRRPLEKQCSHHLYTMGQNCQRG QAVDVEPKIRPPLTEEKIDKYLYAMRLSDEILIDILTRFKKEMKNGLSRDYNPTASVKML PTFVRSIPDGSEKGDFIALDLGGSSFRILRVQVNHEKSQNVSMESEVYDTPENIVHGSGS QLFDHVAECLGDFMEKRKIKDKKLPVGFTFSFPCRQSKIDEAVLITWTKRFKASGVEGAD VVKLLNKAIKKRGDYDANIVAVVNDTVGTMMTCGYDDQQCEVGLIIGTGTNACYMEELRH IDLVEGDEGRMCINTEWGAFGDDGSLEDIRTEFDRELDRGSLNPGKQLFEKMVSGMYMGE LVRLILVKMAKESLLFEGRITPELLTRGKFTTSDVAAIETDKEGVQNAKEILTRLGVEPS HDDCVSVQHVCTIVSFRSANLVAATLGAILNRLRDNKGTPRLRTTVGVDGSLYKMHPQYS RRFHKTLRRLVPDSDVRFLLSESGSGKGAAMVTAVAYRLAEQHRQIEETLSHFRLSKQAL MEVKKKLRSEMEMGLRKETNSRATVKMLPSYVRSIPDGTEHGDFLALDLGGTNFRVLLVK IRSGKKRTVEMHNKIYSIPLEIMQGTGDELFDHIVSCISDFLDYMGIKGPRMPLGFTFSF PCKQTSLDCGILITWTKGFKATDCVGHDVATLLRDAVKRREEFDLDVVAVVNDTVGTMMT CAYEEPSCEIGLIVGTGSNACYMEEMKNVEMVEGNQGQMCINMEWGAFGDNGCLDDIRTD FDKVVDEYSLNSGKQRFEKMISGMYLGEIVRNILIDFTKKGFLFRGQISEPLKTRGIFET KFLSQIESDRLALLQVRAILQQLGLNSTCDDSILVKTVCGVVSKRAAQLCGAGMAAVVQK IRENRGLDHLNVTVGVDGTLYKLHPHFSRIMHQTVKELSPKCTVSFLLSEDGSGKGAALI  TAVGVRLRGDPTNA
Hexokinase ,[object Object],[object Object]
Parts need to be identifiable and describable # A, B Difference? 1 α -D-Glucose, alpha-D-Glucose  None, multiple names 2 α -D-Glucose,  β -D-Glucose Structural (rearrangement) 3 α -D-Glucose,  β -D-Glucose, D-Glucose More specific type 4 α -D-Glucose,  α -D-Glucose-6-phosphate Structural (modification) 5 Hk, Hk(L529S) Structural (mutation) 6 Hk(human), Hk(mouse) Structural (sequence) 7 Hk(open), Hk(closed) Conformational 8 Hk (L529), Hk (L540) Positional 9 Hk (L529), Hk (A530) Structural, positional
Biochemical identity  is necessarily based on a description of structure
To determine identity, we have  compare  their descriptions
Given A and B How would you know that they are different?
[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
Biochemical identity  is necessarily based on having accurate descriptions
Yet, current approaches add *annotations* rather than create new records with their respective descriptions
 
Current approach to assigning biochemical identifiers is erroneous, misleading or underspecified ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
Biochemical relationship  is necessarily based on a  comparison  of accurate descriptions
For each description, we must assign a unique name or identifier
If the description changes we need a new identifier!
1. Precise Biochemical Identifiers ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
Different molecules  must  have different identifiers  ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
(S)-Glutamic Acid InChI= {version}1 /{formula}C5H9NO4 /c{connections}6-3(5(9)10)1-2-4(7)8 /h{H_atoms}3H,1-2,6H2,(H,7,8)(H,9,10) /p{protons}+1 /t{stereo:sp3}3- /m{stereo:sp3:inverted}0 /s{stereo:type (1=abs, 2=rel, 3=rac)}1 /i{isotopic:atoms}4+1
2. Accurate Descriptions CML SDF O1[C@@H]([C@@H](O)([C@H](O)([C@@H](O)([C@@H]1(O)))))(CO) 79025 IUPAC InChI=1/C6H12O6/c7-1-2-3(8)4(9)5(10)6(11)12-2/h2-11H,1H2/t2-,3-,4+,5-,6+/m1/s1 InCHI α -D-Glucose 6-(hydroxymethyl)oxane-2,3,4,5-tetrol OR (2R,3R,4S,5R,6R)-6 -(hydroxymethyl)tetrahydro -2H-pyran-2,3,4,5-tetraol  SMILES
OWL Has Explicit Semantics ,[object Object]
Chemical Ontology Chemical Knowledge for the Semantic Web. Mykola Konyk ,  Alexander De Leon , and  Michel Dumontier .  LNBI . 2008. 5109:169-176.  Data Integration in the Life Sciences (DILS2008) . Evry. France. 
RDF/OWL descriptions of molecules http://code.google.com/p/semanticwebopenbabel/
Describing chemical functional groups in OWL-DL for the classification of chemical compounds hydroxyl group methyl group Knowledge of functional groups is important in chemical synthesis, pharmaceutical design and lead optimization. Functional groups describe chemical reactivity in terms of atoms and their connectivity, and exhibits characteristic chemical behavior when present in a compound.  N Villanueva-Rosales, MDumontier. 2007. OWLED, Innsbruck, Austria. Ethanol
Describing Functional Groups in DL ,[object Object],[object Object],O H R R group
Fully Classified Ontology 35 FG
And, we define certain compounds ,[object Object],[object Object]
Organic Compound Ontology 28 OC
Question Answering ,[object Object],[object Object]
We also need  Identifiers/Descriptions for Atoms ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
What about identifiers for collection of atoms? ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
Can we reuse our positional nomenclature for residues? ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
While we’re at it, we could extend our expressive capability to create broader descriptions: ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
So what if... ,[object Object],[object Object]
Biological Identifier Service
Description to Identifier
What does this mean? ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
Case Study: HIF1 α ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],Multiple structural forms Part, named/ unnamed regions The part is the agent in the process Selective interaction with parts
Structure-based biochemical identity: Differences between apples and oranges ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
Uniprot example revisited ,[object Object],[object Object],[object Object],:A rdfs:subClassOf :Hydroxylation :A hasParticipant (:0#r402 and :Substrate) :A hasParticipant (:1#r402 and :Product) :A hasParticipant (:5 and :Enzyme) :B rdfs:subClassOf :Interaction :B :hasParticipant (:2#r402 or :3#r564 or :4#r402,r564) :B :hasParticipant (:6) :1 (HIF1 α ) :2 (HIF1 α  + P402hyd) :3 (HIF1 α  + P564hyd) :4 (HIF1 α  + P402hyd + P564hyd) :5 (EGLN1) :6 (VHL) Please ignore the made up short-hand syntax!
Situational Modeling
Infering Protein Participation  ,[object Object],[object Object],[object Object],:0#r402 :isPartOf :0 :1#r402 :isPartOf :1 :A rdfs:subClassOf :Hydroxylation :A hasParticipant (:0#r402 and :Substrate) :A hasParticipant (:1#r402 and :Product) :A hasParticipant :0 :A hasParticipant :1
We will add new knowledge about biochemicals and their parts into the linked data web through Bio2RDF!
Query descriptions to find matching biochemicals ,[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]
dumontierlab.com [email_address] Special thanks to PhD Student Leonid Chepelev for insightful discussions   semanticscience.org

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Increasingly Accurate Representation of Biochemistry (v2)

  • 1. Increasingly Accurate Representation of Biochemistry (v2) Michel Dumontier , Ph.D. Assistant Professor of Bioinformatics Department of Biology, School of Computer Science Institute of Biochemistry, Ottawa Institute of Systems Biology Carleton University SemWeb Group::Vancouver 21/05/2009
  • 2. Representational Issues Biochemical Identity Accurate Descriptions Precise Identifiers Modeling Situations
  • 3. Which of these are different? # A, B Difference? 1 α -D-Glucose, alpha-D-Glucose None, multiple names 2 α -D-Glucose, β -D-Glucose 3 α -D-Glucose, β -D-Glucose, D-Glucose 4 α -D-Glucose, α -D-Glucose-6-phosphate 5 Hk, Hk(L529S) 6 Hk(human), Hk(mouse) 7 Hk(open), Hk(closed) 8 Hk (L529), Hk (L540) 9 Hk (L529), Hk (A530)
  • 4.
  • 5. α -D-Glucose and β -D-Glucose are more specific types* of D-Glucose * They resolve an ambiguity in stereochemistry
  • 6.
  • 7.
  • 8. Hexokinase (mutation) 50 0 51 0 52 0 53 0 54 0 RRFHKTLRRL VPDSDVRFLL SESGSGKGAA MVTAVAYR S A EQHRQIEETL 50 0 51 0 52 0 53 0 54 0 RRFHKTLRRL VPDSDVRFLL SESGSGKGAA MVTAVAYRLA EQHRQIEETL Leads to hemolytic anemia different sequence = different entity related by some mutation process
  • 9. Hexokinase (human vs mouse) >sp|P19367|HXK1_HUMAN Hexokinase-1 OS=Homo sapiens GN=HK1 PE=1 SV=3 MIAAQLLAYYFTELKDDQVKKIDKYLYAMRLSDETLIDIMTRFRKEMKNGLSRDFNPTAT VKMLPTFVRSIPDGSEKGDFIALDLGGSSFRILRVQVNHEKNQNVHMESEVYDTPENIVH GSGSQLFDHVAECLGDFMEKRKIKDKKLPVGFTFSFPCQQSKIDEAILITWTKRFKASGV EGADVVKLLNKAIKKRGDYDANIVAVVNDTVGTMMTCGYDDQHCEVGLIIGTGTNACYME ELRHIDLVEGDEGRMCINTEWGAFGDDGSLEDIRTEFDREIDRGSLNPGKQLFEKMVSGM YLGELVRLILVKMAKEGLLFEGRITPELLTRGKFNTSDVSAIEKNKEGLHNAKEILTRLG VEPSDDDCVSVQHVCTIVSFRSANLVAATLGAILNRLRDNKGTPRLRTTVGVDGSLYKTH PQYSRRFHKTLRRLVPDSDVRFLLSESGSGKGAAMVTAVAYRLAEQHRQIEETLAHFHLT KDMLLEVKKRMRAEMELGLRKQTHNNAVVKMLPSFVRRTPDGTENGDFLALDLGGTNFRV LLVKIRSGKKRTVEMHNKIYAIPIEIMQGTGEELFDHIVSCISDFLDYMGIKGPRMPLGF TFSFPCQQTSLDAGILITWTKGFKATDCVGHDVVTLLRDAIKRREEFDLDVVAVVNDTVG TMMTCAYEEPTCEVGLIVGTGSNACYMEEMKNVEMVEGDQGQMCINMEWGAFGDNGCLDD IRTHYDRLVDEYSLNAGKQRYEKMISGMYLGEIVRNILIDFTKKGFLFRGQISETLKTRG IFETKFLSQIESDRLALLQVRAILQQLGLNSTCDDSILVKTVCGVVSRRAAQLCGAGMAA VVDKIRENRGLDRLNVTVGVDGTLYKLHPHFSRIMHQTVKELSPKCNVSFLLSEDGSGKG AALITAVGVRLRTEASS >sp|P17710|HXK1_MOUSE Hexokinase-1 OS=Mus musculus GN=Hk1 PE=1 SV=2 MGWGAPLLSRMLHGPGQAGETSPVPERQSGSENPASEDRRPLEKQCSHHLYTMGQNCQRG QAVDVEPKIRPPLTEEKIDKYLYAMRLSDEILIDILTRFKKEMKNGLSRDYNPTASVKML PTFVRSIPDGSEKGDFIALDLGGSSFRILRVQVNHEKSQNVSMESEVYDTPENIVHGSGS QLFDHVAECLGDFMEKRKIKDKKLPVGFTFSFPCRQSKIDEAVLITWTKRFKASGVEGAD VVKLLNKAIKKRGDYDANIVAVVNDTVGTMMTCGYDDQQCEVGLIIGTGTNACYMEELRH IDLVEGDEGRMCINTEWGAFGDDGSLEDIRTEFDRELDRGSLNPGKQLFEKMVSGMYMGE LVRLILVKMAKESLLFEGRITPELLTRGKFTTSDVAAIETDKEGVQNAKEILTRLGVEPS HDDCVSVQHVCTIVSFRSANLVAATLGAILNRLRDNKGTPRLRTTVGVDGSLYKMHPQYS RRFHKTLRRLVPDSDVRFLLSESGSGKGAAMVTAVAYRLAEQHRQIEETLSHFRLSKQAL MEVKKKLRSEMEMGLRKETNSRATVKMLPSYVRSIPDGTEHGDFLALDLGGTNFRVLLVK IRSGKKRTVEMHNKIYSIPLEIMQGTGDELFDHIVSCISDFLDYMGIKGPRMPLGFTFSF PCKQTSLDCGILITWTKGFKATDCVGHDVATLLRDAVKRREEFDLDVVAVVNDTVGTMMT CAYEEPSCEIGLIVGTGSNACYMEEMKNVEMVEGNQGQMCINMEWGAFGDNGCLDDIRTD FDKVVDEYSLNSGKQRFEKMISGMYLGEIVRNILIDFTKKGFLFRGQISEPLKTRGIFET KFLSQIESDRLALLQVRAILQQLGLNSTCDDSILVKTVCGVVSKRAAQLCGAGMAAVVQK IRENRGLDHLNVTVGVDGTLYKLHPHFSRIMHQTVKELSPKCTVSFLLSEDGSGKGAALI TAVGVRLRGDPTNA
  • 10.
  • 11. Parts need to be identifiable and describable # A, B Difference? 1 α -D-Glucose, alpha-D-Glucose None, multiple names 2 α -D-Glucose, β -D-Glucose Structural (rearrangement) 3 α -D-Glucose, β -D-Glucose, D-Glucose More specific type 4 α -D-Glucose, α -D-Glucose-6-phosphate Structural (modification) 5 Hk, Hk(L529S) Structural (mutation) 6 Hk(human), Hk(mouse) Structural (sequence) 7 Hk(open), Hk(closed) Conformational 8 Hk (L529), Hk (L540) Positional 9 Hk (L529), Hk (A530) Structural, positional
  • 12. Biochemical identity is necessarily based on a description of structure
  • 13. To determine identity, we have compare their descriptions
  • 14. Given A and B How would you know that they are different?
  • 15.
  • 16. Biochemical identity is necessarily based on having accurate descriptions
  • 17. Yet, current approaches add *annotations* rather than create new records with their respective descriptions
  • 18.  
  • 19.
  • 20. Biochemical relationship is necessarily based on a comparison of accurate descriptions
  • 21. For each description, we must assign a unique name or identifier
  • 22. If the description changes we need a new identifier!
  • 23.
  • 24.
  • 25. (S)-Glutamic Acid InChI= {version}1 /{formula}C5H9NO4 /c{connections}6-3(5(9)10)1-2-4(7)8 /h{H_atoms}3H,1-2,6H2,(H,7,8)(H,9,10) /p{protons}+1 /t{stereo:sp3}3- /m{stereo:sp3:inverted}0 /s{stereo:type (1=abs, 2=rel, 3=rac)}1 /i{isotopic:atoms}4+1
  • 26. 2. Accurate Descriptions CML SDF O1[C@@H]([C@@H](O)([C@H](O)([C@@H](O)([C@@H]1(O)))))(CO) 79025 IUPAC InChI=1/C6H12O6/c7-1-2-3(8)4(9)5(10)6(11)12-2/h2-11H,1H2/t2-,3-,4+,5-,6+/m1/s1 InCHI α -D-Glucose 6-(hydroxymethyl)oxane-2,3,4,5-tetrol OR (2R,3R,4S,5R,6R)-6 -(hydroxymethyl)tetrahydro -2H-pyran-2,3,4,5-tetraol SMILES
  • 27.
  • 28. Chemical Ontology Chemical Knowledge for the Semantic Web. Mykola Konyk ,  Alexander De Leon , and  Michel Dumontier . LNBI . 2008. 5109:169-176.  Data Integration in the Life Sciences (DILS2008) . Evry. France. 
  • 29. RDF/OWL descriptions of molecules http://code.google.com/p/semanticwebopenbabel/
  • 30. Describing chemical functional groups in OWL-DL for the classification of chemical compounds hydroxyl group methyl group Knowledge of functional groups is important in chemical synthesis, pharmaceutical design and lead optimization. Functional groups describe chemical reactivity in terms of atoms and their connectivity, and exhibits characteristic chemical behavior when present in a compound. N Villanueva-Rosales, MDumontier. 2007. OWLED, Innsbruck, Austria. Ethanol
  • 31.
  • 33.
  • 35.
  • 36.
  • 37.
  • 38.
  • 39.
  • 40.
  • 43.
  • 44.
  • 45.
  • 46.
  • 48.
  • 49. We will add new knowledge about biochemicals and their parts into the linked data web through Bio2RDF!
  • 50.
  • 51.
  • 52. dumontierlab.com [email_address] Special thanks to PhD Student Leonid Chepelev for insightful discussions  semanticscience.org

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