Image Matrix of Learnt Oligo Functions
The plot shows the image matrix of learnt oligo functions derived from the classifer based on the Tetramer Kernel. Each of the 256 lines shows one 4-mer function obtained from an average over 50 runs. Each of the 200 columns corresponds to a certain position with 0 indicating the position of the start codon. The function values are visualized by the color of the corresponding matrix elements. The complete matrix of function values has been scaled to yield a unit maximum which is located at the AGGA line at position -11. For noise reduction all matrix elements with an absolute value below 0.1 have been zeroed. The negative peak at position -1 for the ATTG-function is due to an overrepresentation of TTG as start codon within the set of negative examples. In general, maxima and minima indicate discriminative features which contribute to the prediction of positive (true) and negative (false) TIS. Note, that the region of discriminative features is rather small and concentrated around the start codon on the left (upstream) side of the image.
Plots of the Tetramer Functions
The plots show functions representing the tetramers out of {AAAA,...TTTT} with the maximal/minimal peaks. Function values are plotted versus position. All values are normalised, i.e. they are relative values with respect to the global maximum over all functions which is 1.0.
nr | oligomer | peak-position | peak-value | plot |
---|---|---|---|---|
41 | AGGA | -11 | 1.0000 | AGGA-Plot |
163 | GGAG | -11 | 0.9701 | GGAG-Plot |
57 | ATGA | 0 | 0.8913 | ATGA-Plot |
207 | TATG | -1 | 0.7724 | TATG-Plot |
79 | CATG | -1 | 0.6832 | CATG-Plot |
139 | GAGG | -11 | 0.6806 | GAGG-Plot |
11 | AAGG | -12 | 0.5986 | AAGG-Plot |
137 | GAGA | -10 | 0.5385 | GAGA-Plot |
59 | ATGG | 0 | 0.4621 | ATGG-Plot |
175 | GGTG | -1 | -0.4609 | GGTG-Plot |
15 | AATG | -1 | 0.4471 | AATG-Plot |
191 | GTTG | -1 | -0.4460 | GTTG-Plot |
250 | TTGC | 0 | -0.4282 | TTGC-Plot |
63 | ATTG | -1 | -0.4144 | ATTG-Plot |
187 | GTGG | 0 | -0.4040 | GTGG-Plot |