Abstract The wolf spider Pardosa pseudoannulata is a dominant predator in paddy ecosystem and an important biological control agent of rice pests. Temperature represents a primary factor influencing its biology and behavior, although the underlying molecular mechanisms remain unknown. To understand the response of P. pseudoannulata to temperature stress, we performed comparative transcriptome analyses of spider adults exposed to 10°C and 40°C for 12 h. We obtained 67,725 assembled unigenes, 21,765 of which were annotated in P. pseudoannulata transcriptome libraries, and identified 905 and 834 genes significantly up‐ or down‐regulated by temperature stress. Functional categorization revealed the differential regulation of transcription, signal transduction, and metabolism processes. Calcium signaling pathway and metabolic pathway involving respiratory chain components played important roles in adapting to low temperature, whereas at high temperature, oxidative phosphorylation and amino acid metabolism were critical. Differentially expressed ribosomal protein genes contributed to temperature stress adaptation, and heat shock genes were significantly up‐regulated. This study represents the first report of transcriptome identification related to the Araneae species in response to temperature stress. These results will greatly facilitate our understanding of the physiological and biochemical mechanisms of spiders in response to temperature stress. Keywords: Gene regulation, Pardosa pseudoannulata, temperature stress, transcriptome, wolf spider Introduction In the paddy ecosystem, spiders are important natural predator and represent a natural control factor for paddy insect pests (Barrion and Litsinger [30]1995; Haiming [31]1996). The wolf spider Pardosa pseudoannulata (Fig. [32]1) (Araneae: Lycosidae) is a dominant predatory species widely distributed in the rice ecosystem of the East Asia (World Spider Catalog [33]2016) and plays an important role in regulating the population densities of rice insect pests (Zhang et al. [34]1995; Zhao [35]2001; Li et al. [36]2002). Wolf spiders thus serve as effective biological control agents in the development and implementation of integrated pest management with rice ecosystems (Zhang et al. [37]1996). Figure 1. Figure 1 [38]Open in a new tab The female and male of Pardosa pseudoannulata in the field. The growth, development, survival, reproduction, and predatory behavior of P. pseudoannulata are significantly influenced by the ambient temperature in the rice ecosystems, which is often lower than 0°C in winter and higher than 40°C in summer (Sun et al. [39]2007). Comparatively, the optimal temperature of P. pseudoannulata is from 20°C to 30°C, whereas the developmental threshold temperature of males and females are 10.49°C and 9.75°C respectively. For this species, the maximum egg number and mean hatchability occur at 25°C, and the optimum temperature for development through the juvenile stages is at 30°C (Wang et al. [40]1982; Zhao et al. [41]1989; Li and Jackson [42]1996). In addition, temperature significantly influences the intervals of oviposition, the number of egg sacs, the survival rate of larvae, and the adult life‐span (Zhao et al. [43]1989). When the temperature is lower than 10°C, the spiders cease to feed, grow, and develop, and at temperatures higher than 40°C, the spiders act slowly, and most remain under objects or hide inside soil holes (Wang et al. [44]1982). How this spider species adapts to the stress of temperature variation and has become the dominant species in this ecosystem is unknown, and few references are available regarding how temperatures influence the