Background: Recent trials have suggested poly ADP-ribose polymerase inhibitors (PARPi) sensitivity in patients with treatment-refractory metastatic castration-resistant prostate cancer (mCRPC) harboring mutations in DNA damage and response repair genes (DDR). However, the efficacy profile might differ with different genes and is still being explored in multiple studies. Methods: We systematically searched several electronic databases (MEDLINE, EMBASE), and conference proceedings to include abstracts and full-text publications of phase II/III trials evaluating PARPi in treatment-refractory mCRPC with DDR gene alterations. Outcomes of interest included objective response rate (ORR), complete response (CR), prostate specific antigen (PSA) 50% response, circulating tumor cells conversion (CTCc) from ≥ 5 to < 5 cells, composite response (CoR) and risk of progression. Data was pooled using Inverse-variance approach. A DerSimonian and Laird random-effect meta-analysis was conducted to estimate pooled proportion (PP) of events using the Freeman-Tukey transformation in each gene. Clopper-Pearson method was used to estimate the associated 95% confidence intervals (CI). Results: This systematic review and meta-analysis included five unique trials with 648 patients and four PARPi (niraparib, olaparib, rucaparib, talazoparib). Objective response to PARPi was observed in 44.7% of patients with mutations in either BRCA1 or 2 or both (95% CI: 36.0%-53.6%; I²: 0%), 23.5% with ATM (95% CI: 3.91%-51.0%; I²: 65%), 25.0% with CDK12 (95% CI: 8.66%-49.1%), and 45.3% with PALB2 alterations (95% CI: 14.8%-77.5%; I²: 0%). Consistent results were observed for CR outcome. PSA50% response to PARPi was observed in 60.3% of patients with BRCA1/2 mutations (95% CI: 50.3%-70.0%; I²: 57%), 5.54% (95% CI: 0.01-16.6; I²: 0%) with ATM, and 70.1% (95% CI: 35.6%-96.6%; I²: 0%) with PALB2 mutations while no PSA 50% response was observed in patients with CDK12 mutations (PP: 0.00%; 95% CI: 0%-16.84%). Moreover, CTCc was observed in 68.3% of patients with BRCA1/2 mutations (95% CI: 45.0%-87.8%; I²: 77), 34.2% (95% CI: 11.2-61.3%; I²: 45%) with ATM, 41.7% (95% CI: 15.2%-72.3%) with CDK12, and 48.5% (95% CI: 6.39%-92.9%; I²: 49%) with PALB2. CoR was observed in 76.5% patients with BRCA1/2 mutations (95% CI: 65.4%-86.1%; I²: 22%), 30.4% (95% CI: 16.0%-46.9%) with ATM, 25% (95% CI: 8.66%-49.1%) with CDK12, and 63.9% (95% CI: 31.0%-91.8%; I²: 0%) with PALB2 mutations. Similarly, the risk of progression was 50.9% in patients with BRCA1/2 mutations (95% CI: 37.7%-63.9%), 70.9% (95% CI: 60.0%-80.40%; I²: 0%) with ATM, and 75% (95% CI: 19.4-99.3%) with PALB2. Conclusions: Current evidence is sparse regarding efficacy by specific genes. Limited data favors the use of PARPi in mCRPC patients harboring mutations in BRCA1/2 and PALB2 genes.