Long-term geographical isolation and the different directions of domestication can cause a large number of genome variations. Population genetic analysis based on a single reference genome cannot capture all the variation information. Pan-genome construction is an effective way to overcome this problem. Resequencing data from 683 common bean landraces and breeding lines provided a pan-genome construction data resource. For the first time, for common bean pan-genome construction, 305 Mb non-reference contigs and 10,452 novel genes were identified. Among these new genes, 373 resistance gene analogs containing 372 variable genes were identified and used to narrow down the candidate genes in Pseudomonas syringae pv. phaseolicola resistance quantitative trait locus interval of the common bean. Transcriptome analysis of multiple biotic and abiotic stresses reveals that gene expression patterns are organ-, stress-, and gene conservation-specific. Core and shell genes may be co-expressed in all samples and may have functional complementarity to maintain the stability of plant growth. Within pathways, 8990 and 30,272 mutual exclusivity and co-occurrence gene presence-absence variations (PAVs) were discovered respectively, providing further insights into the functional complementarity of genes. In conclusion, our study provides a comprehensive genome resource, which will be useful for further common bean breeding and study.