“…Despite the importance of D. punctatus , the genomic features behind its major ecological characteristics, such as host resistance adaption and outbreak mechanisms, remain unclear. Most molecular studies have focused on mitochondrial or nuclear marker sequencing to unravel phylogeographical patterns (Li, Jin, Zhu, Jiang, & Zhang, 2019; Qin, Li, Gao, Wilson, & Zhang, 2019; Qin et al., 2015), the expression and function analysis of important target genes (Liu, Liu, Zhou, Huang, & Zhang, 2017; Zhang et al., 2017; Zhang, Zhang, Kong, et al, 2014; Zhang, Zhang, Kong, Wang, & Liu, 2018), or on some of the important materials for insect survival (Yang et al., 2017). Some transcriptome studies are available, but only a limited amount of information has been extracted (Zhang et al., 2017, 2018); however, the development of related gene expression patterns based on transcriptome analysis has been reported (Yang, Yang, Li, Yang, & Zhang, 2016).…”