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Science
Statistical Methods in Bioinformatics
by Warren J. Ewens and Gregory R. Grant
Probability and inference for sequence analysis, without pretending biology is just another dataset.
Ewens and Grant give the statistical spine behind many genomics methods. Essential when a p-value or multiple-testing story needs to be defended, not just reported.