Haemophilus parasuis is an economically important bacterial pathogen of swine. Extensive genetic and phenotypic heterogeneity among H.parasuis strains have been observed, which hinders the deciphering of the population structure and its association with clinical virulence. In this study, two highly divergent clades were defined according to iscR-based phylogeny analysis of 148 isolates. Clear separation of serovars and potential virulence markers (PVMs) were observed between the two clades, which are indicative of independent evolution of the two lineages. Previously suggested virulence factors showed no correlation with clinical virulence, and were probably clade or serovar specific genes emerged during different stage of evolution. PVMs profiles varied widely among isolates in the same serovar. Higher strain diversity in respect of PVMs was found for isolates from multi-strain infected farms than those from single strain infected ones, which indicates that multi-strain infection in one farm may increase the frequency of gene transfer in H.parasuis. Systemic isolates were more frequently found in serovar 13 and serovar 12, while no correlation between clinical virulence and iscR-based phylogeny was observed. It shows that iscR is a reliable marker for studying population structure of H.parasuis, while other factors should be included to avoid the interference of gene exchange of iscR between isolates. The two lineages of H.parasuis may have undergone independent evolution, but show no difference in clinical virulence. Wide distribution of systemic isolates across the entire population poses new challenge for development of vaccine with better cross-protection. Our study provides new information for better deciphering the population structure of H.parasuis, which helps understanding the extreme diversity within this pathogenic bacterium. PeerJ reviewing PDF | (2018:12:33889:2:0:NEW 8 Apr 2019) Manuscript to be reviewed 1 2 Association between iscR-based phylogeny, serovars and potential virulence markers of 3 Haemophilus parasuis 4 5 Abstract 18 Haemophilus parasuis is an economically important bacterial pathogen of swine. 19 Extensive genetic and phenotypic heterogeneity among H.parasuis strains have been observed, PeerJ reviewing PDF | (2018:12:33889:2:0:NEW 8 Apr 2019)Manuscript to be reviewed 20 which hinders the deciphering of the population structure and its association with clinical 21 virulence. 22 In this study, two highly divergent clades were defined according to iscR-based 23 phylogeny analysis of 148 isolates. Clear separation of serovars and potential virulence markers 24 (PVMs) were observed between the two clades, which are indicative of independent evolution of 25 the two lineages. Previously suggested virulence factors showed no correlation with clinical 26 virulence, and were probably clade or serovar specific genes emerged during different stage of 27 evolution. PVMs profiles varied widely among isolates in the same serovar. Higher strain 28 diversity in respect of PVMs was found for isolat...