Support Vector Machine GPCR Subfamily Classification Results for O45779

>O45779|O45779 MLDFLVSNEI SDYIQISSIG VLANWTVAIL IRRLPSLKNS FGMLTTSQSI GDAVISTIFA FLIAPINLEY LKTYSSVIGH VLIIAYEIST YSHLCISLNR FCAIVAPIKY ENIFSIPNTN KLIAFFWASA TLPSFYLYVY NDCKFYFADI FWVFTFSDNP VCNTIAWYAG FLKYNSIVIS IVIIDVITVS KVRSYKAKVF GISTHSASKS SYEMNFLKQA CLQAFVFVCE LVTYFLITPK MDPSERWACF VLSTVAWISV HTLDGIITLS FNKEFTNTIF GNAKPTDLST AAEPAEIPSN VGSTSLRL


Here is a list of Class A Rhodopsin like subfamilies with support vector machine models and the score this sequence received with respect to each model.

-0.55572534Class A Orphan/other
 -0.35363993yet even more Class A Orphans
 -0.9892268Mas proto-oncogene
 -1.1544052GPR
 -1.197582SREB
 -1.2193274Chemokine receptor-like 2
 -1.2424822GPR37 like (peptide receptor)
 -1.2676982ORPH
 -1.2938213GP40 like
 -1.3242773Adrenomedullin (G10D)
 -1.3265053RDC1
 -1.4052204BONZO
-0.9536467Gonadotropin-releasing hormone
-1.040121Peptide
-1.0603387Nucleotide-like
-1.085781Hormone protein
-1.0929418Viral
-1.1715021Thyrotropin-releasing hormone & Secretagogue
-1.2159363Melatonin
-1.2476716Prostanoid
-1.2675806Cannabis
-1.3313928Olfactory
-1.3563643Platelet activating factor
-1.3935561Lysosphingolipid & LPA (EDG)
-1.4235816(Rhod)opsin
-1.7341137Amine


HOW TO INTERPRET THE SCORES:

Subfamily Scoring:

This sequence does not appear to be in any of the subfamilies for which we have models



The support vector machine for each subfamily is trained to score positive examples (members of the subfamily) as 1.0 and negative examples (non-members) as -1.0

If this sequence receives a negative score with respect to a subfamily, it is probably not a member of the subfamily.

If this sequence receives a positive score with respect to a subfamily, it is probably in the subfamily.

In general, the score's distance from zero gives you the confidence level of the prediction. Positive scores greater than +1.0 mean a classifier has strongly accepted your sequence. Negative scores less than -1.0 mean a classifier has strongly rejected your sequence. For a more detailed evaluation of scores and confidence levels, take a look at Classification Statistics.
SOME ADDITIONAL INFORMATION:

There were 17 Class B Secretin like and 11 Class C Metabotropic glutamate / pheromone and 2 Class D Fungal pheromone and 5 Frizzled/Smoothened family and 67 Class A Rhodopsin like subfamilies whose classifiers were not run, because the families or subfamilies that contain them were rejected by classifiers higher in the hierarchy. For example, if the Amine receptor classifier scores this sequence negatively, it will not be checked with respect to the subfamilies of Amine receptors (Histamine, Serotonin, Dopamine, Octopamine and Acetylcholine (muscarinic) receptors).

Not all subfamilies have models yet. This sequence may be in a subfamily that has not yet been modeled.

Please cite: R. Karchin, K. Karplus and D. Haussler "Classifying G-Protein Coupled Receptors with Support Vector Machines" http://www.cse.ucsc.edu/research/compbio/gpcr-subclass [postscript, pdf]