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Background: Three wing morphs exists in the life cycle of the worldwide pest Aphis gossypii, i.e., wing parthenogenetic female (WPF), gynopara (GP) and male, which were produced mostly by crowding and host quality, photoperiod, loss of X chromosome, respectively. However, the shared molecular mechanism underlying their wing differentiation remains an enigma. Here we firstly induced gynoparae and males indoors and compared the characters of these wing morphs in body, internal genitals and fecundity. Then we identified the shared and separate differentially expressed genes (DEGs) and signaling pathways potentially involved in the wing morphs regulation in WPF, GP and male compared to wingless parthenogenetic female (WLPF). Results: Newly-born nymphs reared in short photoperiod condition exclusively produce gynoparae and males in adulthood successively, in which the sex ratio is gynoparae biased. Compared with WLPF, three wing morphs have similar morphology in bodies but is obviously discriminated in the reproductive system and fecundity. Built upon our previous study, 37 090 annotated unigenes were obtained from libraries constructed by the four morphs above through RNA-sequencing, in which 10 867, 19 334 DEGs were identified in pairwise comparison of GP vs. WLPF, Male vs. WLPF, respectively. Furthermore, 2 335 shared DEGs including 1 658 up- and 677 downregulated were obtained in these wing morphs compared to WLPF. The 1 658 shared up-regulated DEGs were enriched in multiple signaling pathways including insulin, FoxO, MAPK, strarch and sucrose metabolism, fatty acid biosynthesis and degradation which hint their key roles in the regulation of wing plasticity in cotton aphid. Gene expression levels were validated by using Pearson’s correlation (r) and potential roles of 15 DEGs related to the insulin signaling pathway in cotton wing dimorphism were discussed. Conclusions: The results of this study establish a solid foundation for deciphering molecular mechanisms underlying the switch between wingless and wing morphs in the cotton aphid and provide valuable resources for future research on the host-alternating aphid species.