Background: Homologous recombination (HR) pathway was recently implicated in modifying the tumor immune microenvironment and thus might serve as a candidate biomarker of immune checkpoint inhibitor (ICI) treatment. We aimed to comprehensively explore the clinical and molecular significance of HR mutations in ICI treatment across multiple cancer types.Methods: We analyzed the clinical and genomic data of 1,752 ICI-treated patients and 4,605 non-ICI-treated patients from cBioPortal, TCGA, and ICGC databases. The impacts of HR mutations on tumor mutations burden (TMB), neoantigen load (NAL), microsatellite instability (MSI), immune molecular characteristics, and multi-omics events were further investigated.Results: HR mutations corelated with improved prognosis in ICI-treated bladder cancer (BLCA), colorectal cancer (CRC), and non-small-cell lung cancer (NSCLC), while in non-ICI cohorts, HR mutations were not associated with prognosis and even suggested unfavorable prognosis. Multivariable Cox analysis demonstrated HR mutations were an independent predictive factor for ICI treatment. Moreover, HR mutations could accurately predict high level of TMB, NAL, and MSI, and displayed the more prevalent incidence than TMB-high, NAL-high, and microsatellite instability-high (MSI-H), which indicated that HR mutations might be an ideal surrogate for TMB, NAL, and MSI estimation. HR mutations were also proven to correlate with the tumor microenvironment, immunity characteristics, immune checkpoints profiles, and substantial multi-omics alteration events.Conclusions: HR mutations are predictive of improved clinical outcomes in BLCA, CRC, and NSCLC treated with ICI instead of non-ICI, and might be a promising surrogate for TMB, NAL, and MSI estimation in ICI treatment.