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A “Fair and Balanced” Assessment of Protein Function Prediction Servers ,[object Object]
Outline ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
What is Function? ,[object Object],[object Object],[object Object],10 -6  m 1m 10 -9  m Mutation: Histidinemia (Mental retardation and  speech defect)‏ Histidine amino lyase (HAL, Histidase)‏ L-histidine Urocanate +NH 3
Outline ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
Describing Function: From English to Keywords “ HAL—which is the first enzyme in the degradation pathway of L-histidine—catalyzes the non-oxidative deamination of its substrate to trans-urocanic acid”.  László Poppe, (2001) COCB “ HAL— which is the first enzyme in the degradation pathway of L-histidine — catalyzes the non-oxidative deamination of its substrate to  trans -urocanic acid ”.
Describing Function: From English to Keywords “ HAL—which is the first enzyme in the degradation pathway of L-histidine—catalyzes the non-oxidative deamination of its substrate to trans-urocanic acid”.  László Poppe, (2001) COCB “ HAL— which is the first enzyme in the degradation pathway of L-histidine — catalyzes the non-oxidative deamination of its substrate to  trans -urocanic acid ”.  “ HAL — which is the first  enzyme  in the  degradation pathway  of  L-histidine — catalyzes  the non-oxidative  deamination  of its  substrate  to  trans -urocanic   acid ”.  “ HAL — which is the first   enzyme   in the   degradation pathway  of  L-histidine — catalyzes   the non-oxidative   deamination   of its   substrate   to   trans -urocanic   acid ”.  “ HAL — which is the first  enzyme  in the  degradation pathway  of  L-histidine — catalyzes  the non-oxidative  deamination  of its  substrate  to  trans -urocanic   acid ”.
Outline ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
Keyword Similarity Measurements ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
Keywords and Semantics “ HAL —which is the first  enzyme  in the  degradation pathway  of  L-histidine — catalyzes  the non-oxidative  deamination  of its  substrate  to  trans-urocanic   acid ”.  László Poppe, (2001) COCB “ Histidase  catalyzes  the elimination of the  alpha-amino  group of  histidine  using a  4-methylidene-imidazole-5-one  (MIO), which is formed  autocatalytically  from the internal peptide segment 142Ala-Ser-Gly.”  Baedecker & Schultz, (2002) Eur J Biochem ,[object Object],[object Object]
Ontology: beyond keywords ,[object Object],[object Object]
EC1 oxidoreductases EC2 transferases EC3 hydrolases EC4 lyases EC5 isomaerase EC6 ligases EC4.1 carbon-carbon EC4.2 carbon-oxygen EC4.3 carbon-nitrogen EC4.5 phosphorus-oxygen EC4.99 others EC4.4 carbon-sulfur EC 4.3.1 ammonia lyases EC 4.3.1.1 aspartate ammonia lyase EC 4.3.1.2 met-aspartate ammonia lyase EC 4.3.1.3 histidine ammonia lyase EC 4.3.3 amine lyases Enzyme Commission Classification Enzyme
EC4 lyases EC4.3 carbon-nitrogen EC 4.3.1 ammonia lyases EC 4.3.1.3 histidine ammonia lyase Enzyme Commission Classification ,[object Object],[object Object],[object Object],[object Object]
Gene Ontology: Function Beyond Enzymes ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
GO: molecular function of HAL Histidine ammonia-lyase activity (GO:003456)‏ ammonia-lyase activity C-N lyase activity lyase activity Molecular Function
GO: biological process  of HAL Histidine biosynthesis Histidine family biosynthesis Histidine metabolism Physiological process Cellular process Biological process
Outline ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
The Gene Ontology ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],His-NH 3   lyase Serine-NH 3  lyase  NH 3 -lyase C-S lyase lyase activity hydrolase Catalytic activity d(His- NH 3  lyase,C-S lyase) = 3 ,[object Object]
The Problem with Path Distance Some terms are more  informative  than others! General terms are less informative An absurd situation: Catalytic activity d(His-NH 3  lyase, C-S lyase) = 3 d(His-NH 3  lyase,catalytic activity) = 3 Need to provide a measure based upon term  information content,  not  path   distance ,[object Object],His-NH 3   lyase Serine-NH 3  lyase  NH 3 -lyase C-S lyase lyase activity hydrolase
Information Content Based Distance ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],His-NH3 lyase p=0.000433 Serine-NH3 lyase p=0.0977 NH3-lyase p=0.124 C-S lyase p=0.0281 Lyase activity p=0.15 hydrolase p=0.102 Catalytic activity p=0.5 Molecular Function p=1 ,[object Object],gosim (His-NH3 lyase, cat activity) =  -log 2 (0.5)=0.7
Outline ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
Selecting Targets ,[object Object],[object Object],[object Object],[object Object],Thanks to the target contributers: Adam Godzik TBI, JCSG Subramanian Sri Krishna , JCSG Andrei Osterman, TBI  Michal Linial, UW / HUJI
Selecting Targets Cont'd ,[object Object],[object Object],[object Object]
Outline ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
Assessed Servers
Server Scorecard (empty)‏ Spearmint ___ RuleBase ___ AnnoLite ___ PFP ___ PhydBac ___ ProKnow ___ Proteome Analyst __ GOPET ___
T7: an aspartate oxidase or dehydrogenase? ,[object Object],[object Object]
in cluster FIG ID Function TM ID #1 ASPDH: Aspartate dehydrogenase [same functional role as] (EC  1.4.3.16 ) TM1643* #2 QSYN:  Quinolinate synthetase (EC 4.1.99.-)   TM1644 #3 QAPRT:  Quinolinate phosphoribosyltransferase [decarboxylating] (EC  2.4.2.19 ) TM1645* *Structures solved Biological Process:  NAD/NADP Biosynthesis Summary:  Genomic cluster conserved between T,maritima  and several methanogenic archaea contains a  novel gene*  for the first step of NAD biosynthesis I II ASPOX ASPDH NAD + NADH QSYN PRPP IV FAD + FADH III QAPRT PP i Experimentally confirmed by: Z.Yang et al. (Toronto)‏ “ Aspartate Dehydrogenase, a Novel Enzyme Identified from Structural  and Functional Studies of TM1643”, J. Biol. Chem., Vol. 278,, 2003 Connecting intermediates I L-Aspartate II Iminoaspartate III Dihydroxyacetone-P IV Quinolinic acid TM1643
T7: GO Tree and Probabilities Oxidoreductase CH-NH 2  bonds Molecular Function Catalytic Oxidoreductase Oxidoreductase CH-NH 2  bonds NAD/NADP acceptor Oxidoreductase CH-NH 2  bonds Oxygen acceptor Aspartate Dehydrogenase Aspartate Oxidoreductase Spearmint : homoserine dehydrogenase A nnoLite : L-lactate dehydrogenase ProKnow:  oxidoreductase activity p=1; gosim=0 p=0.26; gosim=192. p=0.03; gosim=484. p=8.65x10 -4 ; gosim=1017 p=4.74x10 -4 ; gosim=1104 PhydBac : nicotinate nuc. dephosphorylase PFP :3-5  nucleotide phosphodiesterase
T7: summary ,[object Object],[object Object],[object Object],[object Object],[object Object]
T1: the little Thiamine synthesis enzyme who couldn't (and neither could we)‏
T1: the Thiamine synthesis hypothesis Beck & Downs, JB 1998
T1 is not involved directly in the Thiamine pathway ,[object Object],[object Object],[object Object],[object Object]
T1 Beck & Downs, JB 1998 ApbE
T1: a non oligomerizing T-fold T-fold: normally forms homo-oligomeric barrels Uricase T1 Active site Oligomerization region Catalytic site Cat. site Oligomerization region
T1: predictions ,[object Object],[object Object],[object Object],[object Object],[object Object],Surprise! We do not know the real function (yet)‏
T1 - conclusions ,[object Object]
T2 ,[object Object],[object Object],[object Object],[object Object]
T2 aligned to Ran-GTPASE MOVIE
T2 Predictions binding Protein binding Enzyme binding GTPase binding Small GTPase binding p=0.45; gosim=113 p=0.21 gosim=224 p=7.4x10 -3  gosim=707 gosim=1024 gosim=1122 ,[object Object],[object Object],[object Object],PFP : Rab interactor
T4: Pantothenate Kinase ,[object Object],[object Object],[object Object],[object Object]
T4: Pantothenate Kinase,  CoA synthesis Boxes: enzymes Circles: substrates/products Arrows: “preferred” reaction directionality Color: organism in which enzyme exists UNIVERSAL PATHWAY Fatty Acid metabolism Central Carbon metabolism CoA B5 PANK  VI ATP ADP PPCS VIII CTP CMP, PP i VII Cysteine metabolism PPCDC IX CO 2 PPAT X PP i ATP DPCK ADP ATP PANK2 PANK3 PPAT2 present in  H.sapiens present in both present in  E.coli absent in both
Brand, L. A. et al. J. Biol. Chem. 2005;280:20185-20188 Cluster analysis of the predicted coaX gene in selected organisms
T4: server predictions ,[object Object],[object Object],[object Object],[object Object],[object Object]
T5: Growth Arrest; GDNF Receptor SwissProt: GAS1_HUMAN ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
T5: Growth Arrest; GDNF Receptor Signal transducer Receptor activity X-membrane receptor activity hematopoein/interferon-class cytokine receptor activity  GDNF receptor activity p=0.134; gosim=289 p=0.072 gosim=379 p=0.052 gosim=426 p=2.32x10 -3 ; gosim=875 p=8.4x10 -5 ; gosim=1353 ,[object Object],[object Object],[object Object]
Server Scorecard (empty)‏ Spearmint ___ RuleBase ___ AnnoLite ___ PFP ___ PhydBac ___ ProKnow ___ Proteome Analyst __ GOPET ___
Server Scorecard (Full)‏ Spearmint ___ RuleBase ___ AnnoLite ___ PFP ___ PhydBac ___ ProKnow ___ Proteome Analyst __ GOPET ___
Thanks ,[object Object],[object Object],[object Object],[object Object],[object Object]
Points for Discussion ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
Points for Discussion: Target selection: a call for 2006 ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
Points for Discussion: Assessment strategies ,[object Object],[object Object],[object Object]
The End

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Critical Assessment of Function Annotation, 2005

  • 1.
  • 2.
  • 3.
  • 4.
  • 5. Describing Function: From English to Keywords “ HAL—which is the first enzyme in the degradation pathway of L-histidine—catalyzes the non-oxidative deamination of its substrate to trans-urocanic acid”. László Poppe, (2001) COCB “ HAL— which is the first enzyme in the degradation pathway of L-histidine — catalyzes the non-oxidative deamination of its substrate to trans -urocanic acid ”.
  • 6. Describing Function: From English to Keywords “ HAL—which is the first enzyme in the degradation pathway of L-histidine—catalyzes the non-oxidative deamination of its substrate to trans-urocanic acid”. László Poppe, (2001) COCB “ HAL— which is the first enzyme in the degradation pathway of L-histidine — catalyzes the non-oxidative deamination of its substrate to trans -urocanic acid ”. “ HAL — which is the first enzyme in the degradation pathway of L-histidine — catalyzes the non-oxidative deamination of its substrate to trans -urocanic acid ”. “ HAL — which is the first enzyme in the degradation pathway of L-histidine — catalyzes the non-oxidative deamination of its substrate to trans -urocanic acid ”. “ HAL — which is the first enzyme in the degradation pathway of L-histidine — catalyzes the non-oxidative deamination of its substrate to trans -urocanic acid ”.
  • 7.
  • 8.
  • 9.
  • 10.
  • 11. EC1 oxidoreductases EC2 transferases EC3 hydrolases EC4 lyases EC5 isomaerase EC6 ligases EC4.1 carbon-carbon EC4.2 carbon-oxygen EC4.3 carbon-nitrogen EC4.5 phosphorus-oxygen EC4.99 others EC4.4 carbon-sulfur EC 4.3.1 ammonia lyases EC 4.3.1.1 aspartate ammonia lyase EC 4.3.1.2 met-aspartate ammonia lyase EC 4.3.1.3 histidine ammonia lyase EC 4.3.3 amine lyases Enzyme Commission Classification Enzyme
  • 12.
  • 13.
  • 14. GO: molecular function of HAL Histidine ammonia-lyase activity (GO:003456)‏ ammonia-lyase activity C-N lyase activity lyase activity Molecular Function
  • 15. GO: biological process of HAL Histidine biosynthesis Histidine family biosynthesis Histidine metabolism Physiological process Cellular process Biological process
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  • 25. Server Scorecard (empty)‏ Spearmint ___ RuleBase ___ AnnoLite ___ PFP ___ PhydBac ___ ProKnow ___ Proteome Analyst __ GOPET ___
  • 26.
  • 27. in cluster FIG ID Function TM ID #1 ASPDH: Aspartate dehydrogenase [same functional role as] (EC 1.4.3.16 ) TM1643* #2 QSYN: Quinolinate synthetase (EC 4.1.99.-) TM1644 #3 QAPRT: Quinolinate phosphoribosyltransferase [decarboxylating] (EC 2.4.2.19 ) TM1645* *Structures solved Biological Process: NAD/NADP Biosynthesis Summary: Genomic cluster conserved between T,maritima and several methanogenic archaea contains a novel gene* for the first step of NAD biosynthesis I II ASPOX ASPDH NAD + NADH QSYN PRPP IV FAD + FADH III QAPRT PP i Experimentally confirmed by: Z.Yang et al. (Toronto)‏ “ Aspartate Dehydrogenase, a Novel Enzyme Identified from Structural and Functional Studies of TM1643”, J. Biol. Chem., Vol. 278,, 2003 Connecting intermediates I L-Aspartate II Iminoaspartate III Dihydroxyacetone-P IV Quinolinic acid TM1643
  • 28. T7: GO Tree and Probabilities Oxidoreductase CH-NH 2 bonds Molecular Function Catalytic Oxidoreductase Oxidoreductase CH-NH 2 bonds NAD/NADP acceptor Oxidoreductase CH-NH 2 bonds Oxygen acceptor Aspartate Dehydrogenase Aspartate Oxidoreductase Spearmint : homoserine dehydrogenase A nnoLite : L-lactate dehydrogenase ProKnow: oxidoreductase activity p=1; gosim=0 p=0.26; gosim=192. p=0.03; gosim=484. p=8.65x10 -4 ; gosim=1017 p=4.74x10 -4 ; gosim=1104 PhydBac : nicotinate nuc. dephosphorylase PFP :3-5 nucleotide phosphodiesterase
  • 29.
  • 30. T1: the little Thiamine synthesis enzyme who couldn't (and neither could we)‏
  • 31. T1: the Thiamine synthesis hypothesis Beck & Downs, JB 1998
  • 32.
  • 33. T1 Beck & Downs, JB 1998 ApbE
  • 34. T1: a non oligomerizing T-fold T-fold: normally forms homo-oligomeric barrels Uricase T1 Active site Oligomerization region Catalytic site Cat. site Oligomerization region
  • 35.
  • 36.
  • 37.
  • 38. T2 aligned to Ran-GTPASE MOVIE
  • 39.
  • 40.
  • 41. T4: Pantothenate Kinase, CoA synthesis Boxes: enzymes Circles: substrates/products Arrows: “preferred” reaction directionality Color: organism in which enzyme exists UNIVERSAL PATHWAY Fatty Acid metabolism Central Carbon metabolism CoA B5 PANK VI ATP ADP PPCS VIII CTP CMP, PP i VII Cysteine metabolism PPCDC IX CO 2 PPAT X PP i ATP DPCK ADP ATP PANK2 PANK3 PPAT2 present in H.sapiens present in both present in E.coli absent in both
  • 42. Brand, L. A. et al. J. Biol. Chem. 2005;280:20185-20188 Cluster analysis of the predicted coaX gene in selected organisms
  • 43.
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  • 46. Server Scorecard (empty)‏ Spearmint ___ RuleBase ___ AnnoLite ___ PFP ___ PhydBac ___ ProKnow ___ Proteome Analyst __ GOPET ___
  • 47. Server Scorecard (Full)‏ Spearmint ___ RuleBase ___ AnnoLite ___ PFP ___ PhydBac ___ ProKnow ___ Proteome Analyst __ GOPET ___
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