Background: Resistance to RT remains a clinical challenge, given our limited understanding of the molecular pathways underpinning radioresistance. Here, we investigated for mechanisms linked to RR using paired experimental and clinico-molecular HNC and PCa datasets for discovery and validation of novel pathways that may be enriched in RR cancers. Methods: For experimental data, we generated RR HNC (FaDu, HK1) and PCa (22Rv1, DU145) cell lines following high-dose X-irradiation (90 Gy in 45 fr). Genotypic characterization of RR and wildtype (WT) cells was performed by genomic and transcriptomic sequencing using WES (100X) and RNAseq (Illumina, CA), respectively, followed by functional characterization by western blot (WB) and immunofluorescence (IF). For clinico-molecular data, we utilized two prospectively recruited RT cohorts, consisting of 311 patients with HNC (n=158) and PCa (n=153). Tumor transcriptomes were profiled using RNAseq and Affymetrix ST array (ThermoFisher, CA), respectively. Comparative analyses of molecular profiles were first performed between RR and WT in vitro models to identify dysregulated pathways that were linked to radioresistance, and subsequently tested for association with disease-free survival (DFS) in the clinical cohorts. Results: Comparative genomic analyses between RR and WT HNC and PCa models revealed an abundance of acquired mutations in the RR compared with WT models, with a higher mutation count observed in PCa than HNC cells (SNV counts: 2,158 [DU145-RR] and 1,387 [22Rv1-RR] vs 396 [FaDu-RR] and 25 [HK1-RR], P<0.0001). Mutational signature analyses indicated a common enrichment of DNA mismatch repair-related mutational signatures (SBS3, SBS14, and SBS21) across the RR HNC and PCa models. Transcriptomic profiling revealed an upregulation of the BAHD1 gene, which is involved in heterochromatin formation, across the 4 RR cell lines, corroborated by an enrichment of heterochromatin-related genesets. These results were consistent with functional characterization of RR versus WT cells by WB and IF indicating increased DNA repair capacity and heterochromatin response post-4 Gy irradiation. We further confirmed the dependency of the RR phenotype on the heterochromatin response with BAHD1 knockdown, resulting in reversal of these cellular responses. Finally, our results were supported by survival analyses indicating an inferior DFS post-RT in patients with HNC and PCa harboring a higher expression of heterochromatin-related geneset (HNC: HR_{high vs low} 1.51; PCa: HR_{high vs low} 1.37).Conclusions: Herein, by leveraging on paired experimental and clinico-molecular datasets, we have uncovered a novel BAHD1-dependent heterochromatin response that underpins resistance to RT in HNC and PCa, which may be amendable to systemic agents targeting chromatin remodeling.