Support Vector Machine GPCR Subfamily Classification Results for NP_000504

>NP_000504 MAQQWSLQRLAGRHPQDSYEDSTQSSIFTYTNSNSTRGPFEGPNYHIAPRWVYHLTSVWMIFVVIASVFT NGLVLAATMKFKKLRHPLNWILVNLAVADLAETVIASTISVVNQVYGYFVLGHPMCVLEGYTVSLCGITG LWSLAIISWERWMVVCKPFGNVRFDAKLAIVGIAFSWIWAAVWTAPPIFGWSRYWPHGLKTSCGPDVFSG SSYPGVQSYMIVLMVTCCITPLSIIVLCYLQVWLAIRAVAKQQKESESTQKAEKEVTRMVVVMVLAFCFC WGPYAFFACFAAANPGYPFHPLMAALPAFFAKSATIYNPVIYVFMNRQFRNCILQLFGKKVDDGSELSSA SKTEVSSVSSVSPA



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.

1.1237936 (Rhod)opsin GPCRDB (Rhod)opsin
  1.0538005 Rhodopsin Vertebrate GPCRDB   Rhodopsin Vertebrate
   1.1569959 Rhodopsin Vertebrate type 2 GPCRDB     Rhodopsin Vertebrate type 2
  -0.9322947 Rhodopsin Vertebrate type 3
  -1.0128437 Rhodopsin Vertebrate type 1
  -1.027814 Rhodopsin Vertebrate type 5
  -1.2717073 Rhodopsin Vertebrate type 4
 -1.0578961 Rhodopsin Other
 -1.0605037 Rhodopsin Arthropod
 -1.4358623 Rhodopsin Mollusc
-1.0095358Gonadotropin-releasing hormone
-1.0396558Amine
-1.0539987Prostanoid
-1.061503Peptide
-1.1028839Hormone protein
-1.1066529Olfactory
-1.1196666Thyrotropin-releasing hormone & Secretagogue
-1.1219933Cannabis
-1.1222813Melatonin
-1.1454836Viral
-1.1997488Platelet activating factor
-1.3265601Lysosphingolipid & LPA (EDG)
-1.390862Class A Orphan/other
-1.3923469Nucleotide-like






HOW TO INTERPRET THE SCORES:

Subfamily Scoring:

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 19 Class B Secretin like and 11 Class C Metabotropic glutamate / pheromone and 2 Class D Fungal pheromone and 5 Frizzled/Smoothened family and 4 Nematode chemoreceptors and 4 Vomeronasal receptors (V1R & V3R) and 71 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" Bioinformatics 2002 in press [postscript, pdf]