Independent of the platform used, microarray technology exhibits properties that cause complications in the analysis and interpretation of data. Data dimensionality as defined by large numbers of variables (probes) for small numbers of biological replicate samples is one such aspect, and the relative amount of technical and unwanted biological data variation is another. For these reasons, every aspect of a microarray experiment needs to be tightly controlled from the experiment design to laboratory work and data analysis. Standard operating procedures are a necessity, and where such methods exist and are adhered to, microarray technology is a very powerful tool opening new and promising avenues for further research.

Getting Started With Dumbbells

Getting Started With Dumbbells

The use of dumbbells gives you a much more comprehensive strengthening effect because the workout engages your stabilizer muscles, in addition to the muscle you may be pin-pointing. Without all of the belts and artificial stabilizers of a machine, you also engage your core muscles, which are your body's natural stabilizers.

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