DMV Data Repositories

Building the XML and tab-delimited flat files required by the DMV is confusing, so here’s an attempt at an explanation:

The XML file contains metadata describing the experiment. The actual data is in a tab-delimited files. A “repository” is just a folder containing a bunch of xml files and associated tab-delimited data files.

Data Repository Concepts

Data Matrix

The basic data matrix is a 2 dimensional grid of floating point numbers, along with row and column titles. This is represented in Java by the class //org.systemsbiology.gaggle.experiment.datamatrix.DataMatrix//. On disk, a data matrix is a tab delimited data file. ==== Conditions ==== Each column is thought of as a "condition" and the rows are usually (but not necessarily) genes. So, for microarray data, you get the amount of transcript for each gene under some conditions relative to some baseline. For example, you might vary the level of oxygen. With mass-spec you might get ratios of protein quantity. To connect a condition to a column of data, the **alias** of the condition (see xml example) must match a column title in each tab delimited data file. ==== DataSets ==== A single measurement (a gene under a condition) might be described by more than one number - a ratio and a lambda. (lambda is a measure of significance.) For that reason, we can have more than one **DataSet** associated with a single experiment. - one for ratios and one for lambdas, in the case of our microarray data. These files must have parallel structure - the same row and column titles. ==== myexperiment.xml ==== <code> <?xml version="1.0"?> <experiment name="MyExperiment" date="2007-02-03"> <predicate category='perturbation' value='MyCategory:Subcategory'/> <predicate category='renaltransplantation' value='patients'/> <predicate category='species' value='human'/> <dataset status='primary' type='log2 ratios'> <uri> rejection.ratio </uri> </dataset> <dataset status='derived' type='log2 ratios'> <uri> rejection2.ratio </uri> </dataset> <condition alias='patient1'> <variable name='rejcetion1' value='rejection1'/> </condition> <condition alias='patient2'> <variable name='rejection2' value='rejection2'/> </condition> <condition alias='patient3'> <variable name='rejection3' value='rejection3'/> </condition> <condition alias='patient4'> <variable name='rejection4' value='rejection4'/> </condition> </experiment> </code> ==== rejection.ratio ==== <code> GENE rejection1 rejection2 rejection3 rejection4 1 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data_repositories.txt · Last modified: 2013/04/17 00:16 by 222.28.239.83
 
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