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Roughly speaking, the process of molecular signature discovery on the basis of omics data consists of four major stages: (i) Defining the scientific and clinical context for the molecular signature; (ii) Procuring the data; (iii) Performing feature selection and model building; and (iv) Evaluating the molecular signature on independent datasets.
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(It was Venkatesh who procured the data, from a former gang member).
If the ONS downloads are subject to the Open Government Licence, and not the OS OpenData Licence, that is another good reason to procure the data from ONS rather than from Ordnance Survey.
IBH conceived of the study, procured the data and performed statistical analyses.
SP conceived the study, conducted the temperature acclimation experiments, procured the sequencing data, advised in the assembly, annotation, classification of the data, and the digital gene expression analysis.
MP procured the necessary data and software, carried out the analyses, analyzed the results and drafted the manuscript.
We procured the raw data from all three studies, and re-analyzed it using consistent criteria for spot quality, normalization and summarization, in order to obtain the expression measures for the three studies.
The problem is procuring the ingredients.
Firstly, procuring the equipment requires a financial investment.
This study was conducted 14 days after procuring the dogs.
KAP helped conceive of the study, procure the funding, direct data acquisition and drafted the manuscript.
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