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I described the pipeline I constructed.
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lots of script can do bclfastq, why ask this question?
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Use the ComBat function from the SVA Bioconductor package to combat batch effect
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Described NGS functions in previous jobs.
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Did you have to do a drug test?
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Negative binomial distribution
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The current "best" tools for differential expression analysis, e.g. DESeq2 and EdgeR, incorporate normalization factors accounting for library size and composition. Pointedly, these tools do not "just" normalize prior to analysis, they include the normalization factors as features within the model. If you are looking to utilize a neural network, hierarchical bayesian, or other type of machine learning approach to differential expression, determining the appropriate method of normalization will be a make or break point. Less