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how to take doxycycline hyclate Duplicate reads, which are often artifacts of PCR amplification during library preparation, were then removed using SAMtools 16, and gene differential expression between samples was quantified using Cuffdiff 17, based on Ensembl gene annotations and with fragment bias correction 18.