The placement of genetic information within bacterial genomes is intentionally organized, creates predictable gradients of molecular properties along the origin-terminus of replication axis. Previous studies have reported that genes located near the origin of replication generally have a higher expression level, increased dosage, and are more conserved than genes located near the terminus of replication. Additionally, substitution rates usually increases with increasing distance from the origin of replication. However, the constant reorganization of genetic information is often overlooked when considering spatial molecular trends. Here, we explore the interplay of genomic reorganization along the origin and terminus of replication axis of gene expression and substitutions in Escherichia coli, Bacillus subtilis, Streptomyces, and Sinorhizobium meliloti. Using ancestral reconstruction to account for genome reorganization, we demonstrated that the correlation between the number of substitutions and distance from the origin of replication is significant but small and inconsistent in direction. In another study, we looked at the overall expression levels of all genes from the same bacteria, and confirmed that gene expression tends to decrease when moving away from the origin of replication. We looked specifically at how inversions - one type of genomic reorganization - impact gene expression between closely related strains of E. coli. Some inversions cause significant differences in gene expression compared to non-inverted regions, however, the variation in expression does not significantly differ between inverted and non-inverted regions. This change in gene expression may be due to the expression regulation properties of two nucleoid proteins, Histone-like Nucleoid-Structuring (H-NS) and Factor for inversion stimulation (Fis), who’s binding sites had a significant positive correlation with inverted regions. In conclusion, we highlight the impact that genomic rearrangements and location have on molecular trends in bacteria, illustrating the importance of considering spatial trends in molecular evolutionary analysis, and to ensure accurate generalization of previously determined trends. Assuming that molecular trends are exclusively in one direction can be problematic. / Dissertation / Doctor of Philosophy (PhD)