African swine fever virus (ASFV) causes a lethal swine hemorrhagic disease and is currently responsible for widespread damage to the pig industry. The molecular mechanisms of ASFV pathogenicity and its interaction with host responses remain poorly understood. In this study, we profiled the temporal viral and host transcriptomes in porcine alveolar macrophages (PAMs) infected at 6, 12, 24 and 48 hours with highly virulent (SY18) and low virulent (HuB20) ASFV strains. We first identified profound differences in the virus expression programs between SY18 and HuB20, while the transcriptome dynamics in host cells were dominated by infection time. Through integrated computational analysis and experimental validation, we identified differentially expressed genes and related biological processes, and elaborated differential usage of the NF-kappaB related pathways by the two virus strains. In addition, we observed that compared to the highly virulent SY18 strain, HuB20 infection quickly activates expression of receptors, sensors, regulators, as well as downstream effectors, including cGAS, STAT1/2, IRF9, MX1/2, suggesting rapid induction of a strong immune response. Lastly, we constructed a host-virus coexpression network, which shed light on pathogenic functions of several ASFV genes. Taken together, these results will provide a basis for further mechanistic studies on the functions of both viral and cellular genes that are involved in different responses.Author SummarySince it was first described in Kenya in 1921, ASF has spread across sub-Saharan Africa, the Caribbean, the Western Europe, the Trans-Caucasus region, and the Russian Federation. Recent outbreaks have also been reported in Asia, which has devastated the pig industry, resulting in an approximately 40% reduction in pork worldwide. In the absence of effective vaccine or treatment, the mortality for infections with highly virulent strains approaches 100%, while low virulent strains causing less mortality spreads fast recently. Nevertheless, the mechanisms of ASFV pathogenicity, especially the differences between highly and low virulent strains remain poorly understood. Here, we used RNA-seq to analyze the viral and host transcriptome changes in PAMs infected with a virulent strain (SY18) or an attenuated strain (HuB20) at different stages. We found that the presence of ASFV significantly affected the cellular transcriptome profile. In addition, we did temporal and described the dynamic expression programs induced in the host cells by ASFV infection of different virulence strains. In particular, we identified differential gene expression patterns in host innate immune responses and expressed cytokines and chemokines between ASFV strains of different virulence. Our study provides new insights into ASFV pathogenicity research and novel drug or vaccine targets.