Abstract:[Background] China's pig industry is facing severe challenges from swine influenza virus (SIV), and the epidemic strains mainly include H1N1, H3N2 and H1N2, which continue to threaten the healthy development of the pig industry. [Objective] The objective of this study was to analyze the genetic evolution characteristics and systematically evaluate the pathogenicity of the circulating strains of SIV in Guangdong Province. [Methods] From 2021 to 2023, a total of 536 nasal swabs and lung lesion samples suspected of SIV infection were collected from 21 pig farms in Foshan, Zhaoqing, Qingyuan, Shaoguan and other prefecture-level cities in Guangdong Province, of which 45 samples were tested positive for SIV by quantitative RT-qPCR. The virus strains were isolated by culture with MDCK cells and then whole genome sequencing was performed. The obtained sequences were compared with those of the reference strains in GenBank and GISAID, and a phylogenetic tree was constructed to reveal the genetic evolution characteristics of the virus. [Results] Two SIV strains (SWSG1/21 and SWHRZ3/22) of EA H1N1 subtype were isolated, with HA and NA genes derived from the EA clade, PB2, PA, PB1, NP, and M genes derived from the Pdm/09 clade, and the NS gene derived from the TR H1N2 clade. In addition, two H1N2 subtype reassortant strains (SWLFT4/22 and SWHH5/23) were isolated. SWLFT4/22 was reassorted from strains of the NA H1N2 clade and Pdm/09 H1N1 clade, while SWHH5/23 involved the complex reassortment of strains from three different clades. The results of the pathogenicity test showed that all the four strains of SIV caused death in mice. Particularly, SWSG1/21 and SWLFT4/22 showed strong pathogenicity, leading to a mortality rate of up to 100%. [Conclusion] We analyzed the genetic evolution and pathogenicity of four SIV strains isolated from pigs in Guangdong Province and revealed the complex genetic recombination background and strong pathogenicity of local SIV, which provided a scientific basis for the formulation of swine influenza prevention and control strategies.