Update information. In this study, a whole-genome CRISPRi library was developed in Y. lipolytica and applied for enforcing the tolerance to furfural and acetic acid. Several novel gene targets were discovered through NGS before and after screening. And to analyze the tolerance mechanism caused by transcriptional repression of the most prominent gene targets, the transcriptome and proteomics were performed.