Table 3.

Performance of Neural Network Recognizers for Various Domain Groups

A. Protein Domain Groups Training set Test set Total
tp fp fn tn tp fp fn tn tp fp fn tn
Immunoglobulin domain17212415242882918191155255271323554
Zinc finger, C2H2 type33099540147362454771215785
Protein kinase domain11200026452200119164200383
EF hand4091411161863162594173178
EGF-like domain291203321453013743630471
WD repeat1862416876019226225260
Fibronectin type III domain237105071130022835020734
ABC transporters5303090239204376910137
Globin59522200269109286630292
Homeobox domain584015826000318450089
ANK repeat9913565401221552277
Sushi domain (SCR repeat)106007759003216500109
RNA recognition motif (=RRM, RBD, or RNP domain)21512509911263152276
Tetratricopeptide repeat980015245007414300226
Short chain dehydrogenase316005514200294580084
Trypsin29601215146009744201312
Dead/H box helicase domain277144991170223839723736
Kazal-type serine protease inhibitor domain211008499003831000122
Response regulator receiver domain242002011200113540031
Spectrin repeat210129321011244301417
4FE-4S ferredoxins and rel. iron-sulf. clust.bind.domains18300518600242690075
RAS family20300329600142990046
SH3 domain1850027940062790033
APOA/APOE-repeat3300498165222951120720
Zinc-binding dehydrogenases152007480012623300100
Cytochrome C142167371013321317106
ATPases associated with various cell. activites (AAA)1220010269003819100140
Helix-loop-helix DNA-binding domain15301217400132270134
Alpha amylase1350011869005120400169
HSP70 protein13010247630011719300365
Ligand-binding domain of nuclear hormone receptors17610138100102570014
Protein-tyrosine-phosphatase domain11000425600201660062
Lectin in C-type domain12900235900151880038
Intermediate filament proteins1272019261208618820280
Zinc-binding metalloprotease domain14810475001223105
ACYL carrier protein domain102008540021560010
PAS domain7700524600151230067
FOS/JUN DNA-binding domain10800696400231720092
Snake toxin10201315100121530143
B. Functional Groups Training set Test set Total
tp fp fn tn tp fp fn tn tp fp fn tn
Permeases2892212593139742704282916863
Sensory transduction histidine kinases1772316787217526424244
Glycosyltransferases I2041110395004630020148
Thiol-disulfide isomerase and thioredoxins13904657714172181682
Serine/threonine protein kinases1107110264515121211622112386