Foundation parents play a critical role in the genetic constituents of the derived genotypes. Deltapine-15 (DLP-15), introduced to China in 1950, is one of the most commonly used parents for early breeding programs in China. However, the formation and inheritance patterns of genomic constituents have not been studied. Therefore, this study aimed at understanding and exploring the genomic architecture of 146 DLP-15 derived cultivars with a common foundation parent DLP-15. Population structure based on sequencing data clustered genotypes into two groups (G1 and G2) supported by principal component analysis. Further exploration led to the identification of Chr-A08 with significantly differentiated regions between two groups. Moreover, we identified genome-wide identity by descent (IBD) segments (840 segments) to understand the genomic inheritance pattern in DLP-15 derived cultivars, spanning the 20-95 Mb region on Chr-A08. Interestingly, Chr-A08 depicted a unique inheritance pattern from DLP-15 to its derived cultivars. IBD-segment-based haplotype analysis suggested significant differences among the two groups. Phenotypic trait association with DLP-derived haplotypes concerning Chr-A08 suggested a significant increase in yield and fiber quality. Furthermore, distinguished IBD segments overlapped with previously reported QTLs concerning fiber yield and quality. Our results systematically identified genomic signatures transmitted from the foundation parent DLP-15 to its derived cultivars and provided a basis for further exploiting excellent haplotypes associated with DLP-15.