Announce - upgraded GPCR classification webserver
Rachel Karchin
rachelk at cse.ucsc.edu
Thu Jun 14 03:59:33 EST 2001
The GPCR subfamily classifier
http://www.cse.ucsc.edu/research/compbio/gpcr-subclass/
has been upgraded to search through all classes, subfamilies, types and
sub-types of GPCRs currently listed in the GPCRDB information system
http://www.cmbi.kun.nl/7tm/
The classifier takes a putative GPCR sequence as input and:
1) runs the sequence through a library of hidden Markov models to predict
class membership in one of the ten classes listed in GPCRDB:
Class A Rhodopsin like
Class B Secretin like
Class C Metabotropic glutamate / pheromone
Class D Fungal pheromone
Class E cAMP receptors (Dictyostelium)
Ocular albinism proteins
Frizzled/Smoothened family
Nematode chemoreceptors
Drosophila odorant receptors
Plant Mlo receptors
2) runs the sequence through a library of discriminative classifiers
(support vector machines) to predict subfamily, type and subtype, i.e.
Class A
Nucleotide-like
Adenosine
Adenosine type 2
3) returns the results to you via email
A detailed description of the statistical significance of the prediction
scores, datasets used to build the classifiers and results of two-fold
cross-validation experiments evaluating the system's accuracy are also
available at the website.
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