“…Regulatory and metabolic information can be extracted from omics comparisons of different cell lines (with varying q P ) and culture conditions, offering a blueprint to reverse engineer desirable phenotypes. Many CHO omics studies have already been performed and can be of great value to find new gene targets to improve cells lines for biopharmaceutical production (Baik et al, 2006;Birzele et al, 2010;Carlage et al, 2009;Han et al, 2017;Joon, Gatti, Philp, Yap, & Hu, 2008;Lee, Kim, Kim, & Lee, 2003;Meleady et al, 2008;Nissom et al, 2006;Orellana et al, 2018;Orellana, Marcellin, Munro, Gary, & Nielsen, 2015;Shen et al, 2010;Yee, Gerdtzen, & Hu, 2009). Furthermore, the latest CHO genome scale reconstruction (Hefzi et al, 2016) is a valuable tool to perform in silico analysis on some of the discussed targets.…”