“…Advances in genomic tools have led to the development of reverse engineering tools for the determination of the underlying genetic determinants (points on the adaptive landscape) and molecular mechanisms associated with complex phenotypes; such as transcriptome analysis (Oh et al, 2002;Rutherford et al, 2010), genomic enrichment (Borden and Papoutsakis, 2007;Reyes et al, 2011), SCALEs (Lynch et al, 2007), TRMR (Warner et al, 2010), and coupling high throughput genomic technology with the use of adaptive laboratory evolution (Conrad et al, 2011;Deng and Fong, 2011;Minty et al, 2011). In adaptive laboratory evolution, adaptive mutants (strains with increased fitness) arise spontaneously and expand in a population under a specific selective pressure (Agrawal et al, 2011;Cooper and Lenski, 2010;Fong et al, 2005;Lee and Palsson, 2010;Minty et al, 2011;Paquin and Adams, 1983a;Paquin and Adams, 1983b).…”