Entering edit mode
Hi Anna,
I think there's some confusion as to the types (and names) of the
files
that can be generated by the scanner.
The default is to generate summarized data for each bead type. These
are
stored in the .idat files. However you can also set the scanner to
produce
files with the suffix _beadTypeFile.txt, which store the same summary
information but in the format shown in the Biostar post you found.
However, this is still summarized data for each bead type.
Optionally you can set the scanner to produce bead-level information.
They
will be written to files with the suffix _perBeadFile.txt. Choosing
to
create these has to be done at the time the array is to be scanned.
If
they are not then there is no way to generate them from the summary
data.
I'm afraid looking the list of files you've provided you cannot do a
bead-level analysis. You can either scan the arrays again with the
bead-level output options turned on, or proceed using the summarized
values.
I hope that clears things up a little,
Mike
On 12 April 2012 20:53, <bzguan@ucdavis.edu> wrote:
>
> Hi Mike,
>
> Sorry, below is actually the complete list of all the files that
were
> generated.
>
> I found a post on Biostar (
> http://www.biostars.org/post/show/12602/read-illumina-iscan-data-
> directly-into-r-using-/) by someone with a similar problem as me.
One of
> the response by Lars
> Gidskehaug states, "If the scanner has not been set to produce such
> summary files, the
> bioconductor package beadarray can be used to create the files. "
> Currently, I have been trying to
> figure out how to use beadarray to generate the perBEADfile.txt
files from
> the files below. Are you
> saying that it is not possible to generate the perBEADfile.txt files
using
> beadarray?
>
> Anna
>
>
> Human660W-Quad_v1_H.bpm
> Human660W-Quad_v1_H.egt
> 5456816013_qc.txt
> 5456816013_R01C01_1_Focus_scan#1_swath#1_point#1_try#1.jpg
> 5456816013_R01C01_1-Swath1_Grn.jpg
> 5456816013_R01C01_1-Swath1_Red.jpg
> 5456816013_R01C01_1-Swath2_Grn.jpg
> 5456816013_R01C01_1-Swath2_Red.jpg
> 5456816013_R01C01_1.xml
> 5456816013_R01C01_2_Focus_scan#1_swath#1_point#1_try#1.jpg
> 5456816013_R01C01_2-Swath1_Grn.jpg
> 5456816013_R01C01_2-Swath1_Red.jpg
> 5456816013_R01C01_2-Swath2_Grn.jpg
> 5456816013_R01C01_2-Swath2_Red.jpg
> 5456816013_R01C01_2.xml
> 5456816013_R01C01_3_Focus_scan#1_swath#1_point#1_try#1.jpg
> 5456816013_R01C01_3-Swath1_Grn.jpg
> 5456816013_R01C01_3-Swath1_Red.jpg
> 5456816013_R01C01_3-Swath2_Grn.jpg
> 5456816013_R01C01_3-Swath2_Red.jpg
> 5456816013_R01C01_3.xml
> 5456816013_R01C01_4_Focus_scan#1_swath#1_point#1_try#1.jpg
> 5456816013_R01C01_4-Swath1_Grn.jpg
> 5456816013_R01C01_4-Swath1_Red.jpg
> 5456816013_R01C01_4-Swath2_Grn.jpg
> 5456816013_R01C01_4-Swath2_Red.jpg
> 5456816013_R01C01_4.xml
> 5456816013_R01C01_5_Focus_scan#1_swath#1_point#1_try#1.jpg
> 5456816013_R01C01_5-Swath1_Grn.jpg
> 5456816013_R01C01_5-Swath1_Red.jpg
> 5456816013_R01C01_5-Swath2_Grn.jpg
> 5456816013_R01C01_5-Swath2_Red.jpg
> 5456816013_R01C01_5.xml
> 5456816013_R01C01_6_Focus_scan#1_swath#1_point#1_try#1.jpg
> 5456816013_R01C01_6-Swath1_Grn.jpg
> 5456816013_R01C01_6-Swath1_Red.jpg
> 5456816013_R01C01_6-Swath2_Grn.jpg
> 5456816013_R01C01_6-Swath2_Red.jpg
> 5456816013_R01C01_6.xml
> 5456816013_R01C01_7_Focus_scan#1_swath#1_point#1_try#1.jpg
> 5456816013_R01C01_7-Swath1_Grn.jpg
> 5456816013_R01C01_7-Swath1_Red.jpg
> 5456816013_R01C01_7-Swath2_Grn.jpg
> 5456816013_R01C01_7-Swath2_Red.jpg
> 5456816013_R01C01_7.xml
> 5456816013_R01C01_8_Focus_scan#1_swath#1_point#1_try#1.jpg
> 5456816013_R01C01_8-Swath1_Grn.jpg
> 5456816013_R01C01_8-Swath1_Red.jpg
> 5456816013_R01C01_8-Swath2_Grn.jpg
> 5456816013_R01C01_8-Swath2_Red.jpg
> 5456816013_R01C01_8.xml
> 5456816013_R01C01_9_Focus_scan#1_swath#1_point#1_try#1.jpg
> 5456816013_R01C01_9-Swath1_Grn.jpg
> 5456816013_R01C01_9-Swath1_Red.jpg
> 5456816013_R01C01_9-Swath2_Grn.jpg
> 5456816013_R01C01_9-Swath2_Red.jpg
> 5456816013_R01C01_9.xml
> 5456816013_R01C01_10_Focus_scan#1_swath#1_point#1_try#1.jpg
> 5456816013_R01C01_10-Swath1_Grn.jpg
> 5456816013_R01C01_10-Swath1_Red.jpg
> 5456816013_R01C01_10-Swath2_Grn.jpg
> 5456816013_R01C01_10-Swath2_Red.jpg
> 5456816013_R01C01_10.xml
> 5456816013_R01C01_11_Focus_scan#1_swath#1_point#1_try#1.jpg
> 5456816013_R01C01_11-Swath1_Grn.jpg
> 5456816013_R01C01_11-Swath1_Red.jpg
> 5456816013_R01C01_11-Swath2_Grn.jpg
> 5456816013_R01C01_11-Swath2_Red.jpg
> 5456816013_R01C01_11.xml
> 5456816013_R01C01_12_Focus_scan#1_swath#1_point#1_try#1.jpg
> 5456816013_R01C01_12-Swath1_Grn.jpg
> 5456816013_R01C01_12-Swath1_Red.jpg
> 5456816013_R01C01_12-Swath2_Grn.jpg
> 5456816013_R01C01_12-Swath2_Red.jpg
> 5456816013_R01C01_12.xml
> 5456816013_R01C01_Grn.idat
> 5456816013_R01C01_Red.idat
> 5456816013_R01C02_1_Focus_scan#1_swath#1_point#1_try#1.jpg
> 5456816013_R01C02_1-Swath1_Grn.jpg
> 5456816013_R01C02_1-Swath1_Red.jpg
> 5456816013_R01C02_1-Swath2_Grn.jpg
> 5456816013_R01C02_1-Swath2_Red.jpg
> 5456816013_R01C02_1.xml
> 5456816013_R01C02_2_Focus_scan#1_swath#1_point#1_try#1.jpg
> 5456816013_R01C02_2-Swath1_Grn.jpg
> 5456816013_R01C02_2-Swath1_Red.jpg
> 5456816013_R01C02_2-Swath2_Grn.jpg
> 5456816013_R01C02_2-Swath2_Red.jpg
> 5456816013_R01C02_2.xml
> 5456816013_R01C02_3_Focus_scan#1_swath#1_point#1_try#1.jpg
> 5456816013_R01C02_3-Swath1_Grn.jpg
> 5456816013_R01C02_3-Swath1_Red.jpg
> 5456816013_R01C02_3-Swath2_Grn.jpg
> 5456816013_R01C02_3-Swath2_Red.jpg
> 5456816013_R01C02_3.xml
> 5456816013_R01C02_4_Focus_scan#1_swath#1_point#1_try#1.jpg
> 5456816013_R01C02_4-Swath1_Grn.jpg
> 5456816013_R01C02_4-Swath1_Red.jpg
> 5456816013_R01C02_4-Swath2_Grn.jpg
> 5456816013_R01C02_4-Swath2_Red.jpg
> 5456816013_R01C02_4.xml
> 5456816013_R01C02_5_Focus_scan#1_swath#1_point#1_try#1.jpg
> 5456816013_R01C02_5-Swath1_Grn.jpg
> 5456816013_R01C02_5-Swath1_Red.jpg
> 5456816013_R01C02_5-Swath2_Grn.jpg
> 5456816013_R01C02_5-Swath2_Red.jpg
> 5456816013_R01C02_5.xml
> 5456816013_R01C02_6_Focus_scan#1_swath#1_point#1_try#1.jpg
> 5456816013_R01C02_6-Swath1_Grn.jpg
> 5456816013_R01C02_6-Swath1_Red.jpg
> 5456816013_R01C02_6-Swath2_Grn.jpg
> 5456816013_R01C02_6-Swath2_Red.jpg
> 5456816013_R01C02_6.xml
> 5456816013_R01C02_7_Focus_scan#1_swath#1_point#1_try#1.jpg
> 5456816013_R01C02_7-Swath1_Grn.jpg
> 5456816013_R01C02_7-Swath1_Red.jpg
> 5456816013_R01C02_7-Swath2_Grn.jpg
> 5456816013_R01C02_7-Swath2_Red.jpg
> 5456816013_R01C02_7.xml
> 5456816013_R01C02_8_Focus_scan#1_swath#1_point#1_try#1.jpg
> 5456816013_R01C02_8-Swath1_Grn.jpg
> 5456816013_R01C02_8-Swath1_Red.jpg
> 5456816013_R01C02_8-Swath2_Grn.jpg
> 5456816013_R01C02_8-Swath2_Red.jpg
> 5456816013_R01C02_8.xml
> 5456816013_R01C02_9_Focus_scan#1_swath#1_point#1_try#1.jpg
> 5456816013_R01C02_9-Swath1_Grn.jpg
> 5456816013_R01C02_9-Swath1_Red.jpg
> 5456816013_R01C02_9-Swath2_Grn.jpg
> 5456816013_R01C02_9-Swath2_Red.jpg
> 5456816013_R01C02_9.xml
> 5456816013_R01C02_10_Focus_scan#1_swath#1_point#1_try#1.jpg
> 5456816013_R01C02_10-Swath1_Grn.jpg
> 5456816013_R01C02_10-Swath1_Red.jpg
> 5456816013_R01C02_10-Swath2_Grn.jpg
> 5456816013_R01C02_10-Swath2_Red.jpg
> 5456816013_R01C02_10.xml
> 5456816013_R01C02_11_Focus_scan#1_swath#1_point#1_try#1.jpg
> 5456816013_R01C02_11-Swath1_Grn.jpg
> 5456816013_R01C02_11-Swath1_Red.jpg
> 5456816013_R01C02_11-Swath2_Grn.jpg
> 5456816013_R01C02_11-Swath2_Red.jpg
> 5456816013_R01C02_11.xml
> 5456816013_R01C02_12_Focus_scan#1_swath#1_point#1_try#1.jpg
> 5456816013_R01C02_12-Swath1_Grn.jpg
> 5456816013_R01C02_12-Swath1_Red.jpg
> 5456816013_R01C02_12-Swath2_Grn.jpg
> 5456816013_R01C02_12-Swath2_Red.jpg
> 5456816013_R01C02_12.xml
> 5456816013_R01C02_Grn.idat
> 5456816013_R01C02_Red.idat
> 5456816013_R02C01_1_Focus_scan#1_swath#1_point#1_try#1.jpg
> 5456816013_R02C01_1-Swath1_Grn.jpg
> 5456816013_R02C01_1-Swath1_Red.jpg
> 5456816013_R02C01_1-Swath2_Grn.jpg
> 5456816013_R02C01_1-Swath2_Red.jpg
> 5456816013_R02C01_1.xml
> 5456816013_R02C01_2_Focus_scan#1_swath#1_point#1_try#1.jpg
> 5456816013_R02C01_2-Swath1_Grn.jpg
> 5456816013_R02C01_2-Swath1_Red.jpg
> 5456816013_R02C01_2-Swath2_Grn.jpg
> 5456816013_R02C01_2-Swath2_Red.jpg
> 5456816013_R02C01_2.xml
> 5456816013_R02C01_3_Focus_scan#1_swath#1_point#1_try#1.jpg
> 5456816013_R02C01_3-Swath1_Grn.jpg
> 5456816013_R02C01_3-Swath1_Red.jpg
> 5456816013_R02C01_3-Swath2_Grn.jpg
> 5456816013_R02C01_3-Swath2_Red.jpg
> 5456816013_R02C01_3.xml
> 5456816013_R02C01_4_Focus_scan#1_swath#1_point#1_try#1.jpg
> 5456816013_R02C01_4-Swath1_Grn.jpg
> 5456816013_R02C01_4-Swath1_Red.jpg
> 5456816013_R02C01_4-Swath2_Grn.jpg
> 5456816013_R02C01_4-Swath2_Red.jpg
> 5456816013_R02C01_4.xml
> 5456816013_R02C01_5_Focus_scan#1_swath#1_point#1_try#1.jpg
> 5456816013_R02C01_5-Swath1_Grn.jpg
> 5456816013_R02C01_5-Swath1_Red.jpg
> 5456816013_R02C01_5-Swath2_Grn.jpg
> 5456816013_R02C01_5-Swath2_Red.jpg
> 5456816013_R02C01_5.xml
> 5456816013_R02C01_6_Focus_scan#1_swath#1_point#1_try#1.jpg
> 5456816013_R02C01_6-Swath1_Grn.jpg
> 5456816013_R02C01_6-Swath1_Red.jpg
> 5456816013_R02C01_6-Swath2_Grn.jpg
> 5456816013_R02C01_6-Swath2_Red.jpg
> 5456816013_R02C01_6.xml
> 5456816013_R02C01_7_Focus_scan#1_swath#1_point#1_try#1.jpg
> 5456816013_R02C01_7-Swath1_Grn.jpg
> 5456816013_R02C01_7-Swath1_Red.jpg
> 5456816013_R02C01_7-Swath2_Grn.jpg
> 5456816013_R02C01_7-Swath2_Red.jpg
> 5456816013_R02C01_7.xml
> 5456816013_R02C01_8_Focus_scan#1_swath#1_point#1_try#1.jpg
> 5456816013_R02C01_8-Swath1_Grn.jpg
> 5456816013_R02C01_8-Swath1_Red.jpg
> 5456816013_R02C01_8-Swath2_Grn.jpg
> 5456816013_R02C01_8-Swath2_Red.jpg
> 5456816013_R02C01_8.xml
> 5456816013_R02C01_9_Focus_scan#1_swath#1_point#1_try#1.jpg
> 5456816013_R02C01_9-Swath1_Grn.jpg
> 5456816013_R02C01_9-Swath1_Red.jpg
> 5456816013_R02C01_9-Swath2_Grn.jpg
> 5456816013_R02C01_9-Swath2_Red.jpg
> 5456816013_R02C01_9.xml
> 5456816013_R02C01_10_Focus_scan#1_swath#1_point#1_try#1.jpg
> 5456816013_R02C01_10-Swath1_Grn.jpg
> 5456816013_R02C01_10-Swath1_Red.jpg
> 5456816013_R02C01_10-Swath2_Grn.jpg
> 5456816013_R02C01_10-Swath2_Red.jpg
> 5456816013_R02C01_10.xml
> 5456816013_R02C01_11_Focus_scan#1_swath#1_point#1_try#1.jpg
> 5456816013_R02C01_11-Swath1_Grn.jpg
> 5456816013_R02C01_11-Swath1_Red.jpg
> 5456816013_R02C01_11-Swath2_Grn.jpg
> 5456816013_R02C01_11-Swath2_Red.jpg
> 5456816013_R02C01_11.xml
> 5456816013_R02C01_12_Focus_scan#1_swath#1_point#1_try#1.jpg
> 5456816013_R02C01_12-Swath1_Grn.jpg
> 5456816013_R02C01_12-Swath1_Red.jpg
> 5456816013_R02C01_12-Swath2_Grn.jpg
> 5456816013_R02C01_12-Swath2_Red.jpg
> 5456816013_R02C01_12.xml
> 5456816013_R02C01_Grn.idat
> 5456816013_R02C01_Red.idat
> 5456816013_R02C02_1_Focus_scan#1_swath#1_point#1_try#1.jpg
> 5456816013_R02C02_1-Swath1_Grn.jpg
> 5456816013_R02C02_1-Swath1_Red.jpg
> 5456816013_R02C02_1-Swath2_Grn.jpg
> 5456816013_R02C02_1-Swath2_Red.jpg
> 5456816013_R02C02_1.xml
> 5456816013_R02C02_2_Focus_scan#1_swath#1_point#1_try#1.jpg
> 5456816013_R02C02_2-Swath1_Grn.jpg
> 5456816013_R02C02_2-Swath1_Red.jpg
> 5456816013_R02C02_2-Swath2_Grn.jpg
> 5456816013_R02C02_2-Swath2_Red.jpg
> 5456816013_R02C02_2.xml
> 5456816013_R02C02_3_Focus_scan#1_swath#1_point#1_try#1.jpg
> 5456816013_R02C02_3-Swath1_Grn.jpg
> 5456816013_R02C02_3-Swath1_Red.jpg
> 5456816013_R02C02_3-Swath2_Grn.jpg
> 5456816013_R02C02_3-Swath2_Red.jpg
> 5456816013_R02C02_3.xml
> 5456816013_R02C02_4_Focus_scan#1_swath#1_point#1_try#1.jpg
> 5456816013_R02C02_4-Swath1_Grn.jpg
> 5456816013_R02C02_4-Swath1_Red.jpg
> 5456816013_R02C02_4-Swath2_Grn.jpg
> 5456816013_R02C02_4-Swath2_Red.jpg
> 5456816013_R02C02_4.xml
> 5456816013_R02C02_5_Focus_scan#1_swath#1_point#1_try#1.jpg
> 5456816013_R02C02_5-Swath1_Grn.jpg
> 5456816013_R02C02_5-Swath1_Red.jpg
> 5456816013_R02C02_5-Swath2_Grn.jpg
> 5456816013_R02C02_5-Swath2_Red.jpg
> 5456816013_R02C02_5.xml
> 5456816013_R02C02_6_Focus_scan#1_swath#1_point#1_try#1.jpg
> 5456816013_R02C02_6-Swath1_Grn.jpg
> 5456816013_R02C02_6-Swath1_Red.jpg
> 5456816013_R02C02_6-Swath2_Grn.jpg
> 5456816013_R02C02_6-Swath2_Red.jpg
> 5456816013_R02C02_6.xml
> 5456816013_R02C02_7_Focus_scan#1_swath#1_point#1_try#1.jpg
> 5456816013_R02C02_7-Swath1_Grn.jpg
> 5456816013_R02C02_7-Swath1_Red.jpg
> 5456816013_R02C02_7-Swath2_Grn.jpg
> 5456816013_R02C02_7-Swath2_Red.jpg
> 5456816013_R02C02_7.xml
> 5456816013_R02C02_8_Focus_scan#1_swath#1_point#1_try#1.jpg
> 5456816013_R02C02_8-Swath1_Grn.jpg
> 5456816013_R02C02_8-Swath1_Red.jpg
> 5456816013_R02C02_8-Swath2_Grn.jpg
> 5456816013_R02C02_8-Swath2_Red.jpg
> 5456816013_R02C02_8.xml
> 5456816013_R02C02_9_Focus_scan#1_swath#1_point#1_try#1.jpg
> 5456816013_R02C02_9-Swath1_Grn.jpg
> 5456816013_R02C02_9-Swath1_Red.jpg
> 5456816013_R02C02_9-Swath2_Grn.jpg
> 5456816013_R02C02_9-Swath2_Red.jpg
> 5456816013_R02C02_9.xml
> 5456816013_R02C02_10_Focus_scan#1_swath#1_point#1_try#1.jpg
> 5456816013_R02C02_10-Swath1_Grn.jpg
> 5456816013_R02C02_10-Swath1_Red.jpg
> 5456816013_R02C02_10-Swath2_Grn.jpg
> 5456816013_R02C02_10-Swath2_Red.jpg
> 5456816013_R02C02_10.xml
> 5456816013_R02C02_11_Focus_scan#1_swath#1_point#1_try#1.jpg
> 5456816013_R02C02_11-Swath1_Grn.jpg
> 5456816013_R02C02_11-Swath1_Red.jpg
> 5456816013_R02C02_11-Swath2_Grn.jpg
> 5456816013_R02C02_11-Swath2_Red.jpg
> 5456816013_R02C02_11.xml
> 5456816013_R02C02_12_Focus_scan#1_swath#1_point#1_try#1.jpg
> 5456816013_R02C02_12-Swath1_Grn.jpg
> 5456816013_R02C02_12-Swath1_Red.jpg
> 5456816013_R02C02_12-Swath2_Grn.jpg
> 5456816013_R02C02_12-Swath2_Red.jpg
> 5456816013_R02C02_12.xml
> 5456816013_R02C02_Grn.idat
> 5456816013_R02C02_Red.idat
> 5456816013.sdf
> AutoCenter_focus_fiducial#1_alt#1.jpg
> AutoCenter_focus_fiducial#2_alt#1.jpg
> AutoCenter_focus_fiducial#3_alt#1.jpg
> AutoTilt_focus_fiducial#1_alt#1_focus#1_old0.jpg
> AutoTilt_focus_fiducial#1_alt#1_focus#1.jpg
> AutoTilt_focus_fiducial#2_alt#1_focus#1_old0.jpg
> AutoTilt_focus_fiducial#2_alt#1_focus#1.jpg
> AutoTilt_focus_fiducial#3_alt#1_focus#1_old0.jpg
> AutoTilt_focus_fiducial#3_alt#1_focus#1.jpg
> Effective.cfg
> Metrics.txt
>
>
> > Hi Anna,
> >
> > I'm afraid if those are the only files that were generated then
you are
> > unable to do a bead-level analysis. Without the perBeadFile.txt
files
> > (and
> > optionally the tiff files) I'm afraid you're limited to using
Illumina's
> > summarized values. The jpg files may be useful to view in your
favourite
> > image viewer, just to see if there's anything obviously weird on
an array
> > surface that corroborates outlying values on a between-array
scale, but
> > the
> > tools for localised artifact detection and removal and alternative
> > summarization methods rely on on the full bead-level data.
> >
> > Sorry that's not of more help,
> >
> > Mike
> >
> > On 11 April 2012 01:19, Anna [guest] <guest@bioconductor.org>
wrote:
> >
> > >
> > > Hi,
> > >
> > > I am interested in using the beadarray package to process the
raw data
> > > generated by the Illumnia's iScan. Unfortunately, the settings
for
> > the
> > > Illumina's iScan was not set correctly during the run to output
the
> > > perBeadFile.txt files. The following files were generated from
the
> > run:
> > >
> > > 5456816021_qc.txt
> > > 5456816021_R01C01_1_Focus_scan#1_swath#1_point#1_try#1.jpg
> > > 5456816021_R01C01_1-Swath1_Grn.jpg
> > > 5456816021_R01C01_1-Swath1_Red.jpg
> > > 5456816021_R01C01_1-Swath2_Grn.jpg
> > > 5456816021_R01C01_1-Swath2_Red.jpg
> > > 5456816021_R01C01_1.xml
> > > 5456816021_R01C01_2_Focus_scan#1_swath#1_point#1_try#1.jpg
> > > 5456816021_R01C01_2-Swath1_Grn.jpg
> > > 5456816021_R01C01_2-Swath1_Red.jpg
> > > 5456816021_R01C01_2-Swath2_Grn.jpg
> > > 5456816021_R01C01_2-Swath2_Red.jpg
> > > 5456816021_R01C01_2.xml
> > >
> > > Is it still possible to use beadarray to analyze the raw data
outputs
> > from
> > > the iScan? Thanks in advance for any help.
> > >
> > > Anna
> > >
> > > -- output of sessionInfo():
> > >
> > > R version 2.15.0 (2012-03-30)
> > > Platform: i386-apple-darwin9.8.0/i386 (32-bit)
> > >
> > > locale:
> > > [1]
en_US.UTF-8/en_US.UTF-8/en_US.UTF-8/C/en_US.UTF-8/en_US.UTF-8
> > >
> > > attached base packages:
> > > [1] stats graphics grDevices utils datasets methods
base
> > >
> > > other attached packages:
> > > [1] BiocInstaller_1.4.3
> > >
> > > loaded via a namespace (and not attached):
> > > [1] tools_2.15.0
> > >
> > >
> > > --
> > > Sent via the guest posting facility at bioconductor.org.
> > >
> > > _______________________________________________
> > > Bioconductor mailing list
> > > Bioconductor@r-project.org
> > > https://stat.ethz.ch/mailman/listinfo/bioconductor
> > > Search the archives:
> > >
http://news.gmane.org/gmane.science.biology.informatics.conductor
> > >
> >
> >
> >
> > --
> > Mike Smith
> > PhD Student
> > Computational Biology Group
> > Cambridge University
> >
>
--
Mike Smith
PhD Student
Computational Biology Group
Cambridge University
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