Support Vector Machine GPCR Subfamily Classification Results for Affy.ctg12730-000000.2.0

>Affy.ctg12730-000000.2.0 MSAPSTLPPGGEEGLGTAWPSAANASSAPAEAEEAVAGPGDARAAGMVAIQCIYALVCLV GLVGNALVIFVILRYAKMKTATNIYLLNLAVADELFMLSVPFVASSAALRHWPFGSVLCR AVLSVDGLNMFTSVFCLTVLSVDRYVAVVHPLRAATYRRPSVAKLINLGVWLASLLVTLP IAIFADTRPARGGQAVACNLQWPHPAWSAVFVVYTFLLGFLLPVLAIGLCYLLIVGKMRA VALRAGWQQRRRSEKKITRLVLMVVVVFVLCWMPFYVVQLLNLFVTSLDATVNHVSLILS YANSCANPILYGFLSDNFRRFFQRVLCLRCCLLEGAGGAEEEPLDYYATALKSKGGAGCM CPPLPCQQEALQPEPGRKRIPLTRTTTF



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.

1.3299272 Peptide GPCRDB Peptide
  0.9803695 Somatostatin GPCRDB Somatostatin
   1.006383 Somatostatin type 4 GPCRDB   Somatostatin type  4
  -0.5650747 Somatostatin type 1
  -1.0001849 Somatostatin type 3
  -1.119123 Somatostatin type 2
  -1.1233151 Somatostatin type 5
 -0.8409516Galanin
 -0.86901975Opioid
 -0.9354255Neurotensin
 -0.9377901Chemokine/chemotactic factors like
 -0.9403089Urotensin II
 -0.98573136Angiotensin
 -1.0051304CCK
 -1.0214806Fmet-leu-phe
 -1.0283924Proteinase activated
 -1.0359528Tachykinin
 -1.062346Endothelin
 -1.0813581Neuropeptide Y
 -1.0885452APJ like
 -1.0921061Bombesin
 -1.0922279Melanocortin
 -1.1009715Bradykinin
 -1.1021053Orexin
 -1.1352739Chemokine
 -1.1622193Vasopressin-like
 -1.2239968Interleukin-8
 -1.2391021C5a anaphylatoxin
 -1.2628814Thrombin
-0.7380276Nucleotide-like
-0.8739771Thyrotropin-releasing hormone & Secretagogue
-0.9527507Melatonin
-1.0020515Gonadotropin-releasing hormone
-1.0483894Prostanoid
-1.0667775Amine
-1.0918505(Rhod)opsin
-1.137395Hormone protein
-1.1936034Cannabis
-1.1979239Platelet activating factor
-1.2014444Olfactory
-1.2268842Viral
-1.2271996Lysosphingolipid & LPA (EDG)
-1.3284546Class A Orphan/other



View all predicted Class A Rhodopsin like peptides


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 17 Class B Secretin like and 11 Class C Metabotropic glutamate / pheromone and 2 Class D Fungal pheromone and 5 Frizzled/Smoothened family and 78 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]