581 Background: Residual disease after neoadjuvant chemotherapy (NAC) is a poor prognostic factor. The relationship between the pattern of tumor response and other post-treatment histologic features on local recurrence (LR) is not well studied. Methods: We identified 380 patients (pts) treated with NAC, breast-conserving surgery and radiation from 2002-2014. Pts with available surgical slides underwent detailed pathology review. Pathologic complete response (pCR) was defined as no invasive or in situ disease in the breast or axilla. Pattern of tumor response was defined as: none, scattered, or concentric. The degree of treatment effect was categorized as: absent, mild or marked. Univariate (UVA) and multivariate analyses (MVA) were performed to identify factors associated with LR. Results: 243 (64%) cases had complete slides available and formed the study cohort. 76 (31%) were ER+/HER2-, 90 (38%) ER-/HER2- and 77 (31%) HER2+. 98% of HER2+ pts received neoadjuvant trastuzumab; 89% of ER+ pts received adjuvant endocrine therapy. At median follow-up of 75 months, 10/243 (4.1%) pts had LR and 5-yr LR-free survival was 95.7%. LR occurred in 1/76 (1.3%) pts with breast pCR, 1/19 (5.2%) with residual DCIS, and 8/148 (5.4%) with residual invasive disease; including 6/78 (7.7%) with scattered tumor response, 2/46 (4.3%) with concentric response and 0/24 with no response. On UVA, age (OR < 50 vs ≥50 5.9, p = 0.03) and residual DCIS with comedonecrosis (OR 8.2, p < 0.01) were significantly associated with LR. Presence of tumor bed at the margin (OR 4.6, p = 0.06) approached significance. The odds of LR were higher with scattered regression (OR 1.83 vs. concentric, p = 0.47) and lower with breast pCR (OR 0.23, p = 0.17), but these results were not statistically significant. Multicentric disease, receptor status, ypT, ypN, RCB score, degree of treatment effect, high-grade residual invasive disease, margin status of residual disease and lymphovascular invasion were not associated with LR (all p > 0.05). Age (OR < 50 vs ≥50 7.4, p = 0.04) and residual DCIS with comedonecrosis (OR 7.5, p = 0.02) remained significant on MVA. Conclusions: With modern systemic therapy, LR rates after NAC, breast-conserving surgery and radiation are low, with less than 5% of patients experiencing a LR after a median follow-up of over 6 years. Young age and residual DCIS with comedonecrosis were associated with LR, but not pattern of tumor response.