It is NOT a universal solution to all broken fastq.gz files. This is a case of a seemingly truncated file. It causes problems while trying to do map[ping steps, it cannot be opened with fastQC program. I found two solutions to fix it. One is to do unzip with zless, then zip again with gzip. Other way is to use fastqwiper package. They both worked fine for me
