The relationships between body mass index (BMI) and survival rates are complex, and have not been thoroughly investigated in breast cancer patients who received adjuvant chemotherapy. We collected data on 2394 patients from two randomized, phase III clinical trials that investigated adjuvant chemotherapy in breast cancer identified in Project Data Sphere. The objective was to examine the effect of baseline BMI, BMI after adjuvant chemotherapy, and BMI change from baseline to post-adjuvant chemotherapy on disease-free survival (DFS) and overall survival (OS). Restricted cubic splines were used to examine potential non-linear associations between continuous BMI value and survival. Stratified analyses involved chemotherapy regimens. Severe obesity (BMI≥40.0kg/m2) at baseline was independently associated with worse DFS (hazard ration [HR]=1.48, 95% confidence interval [CI] 1.02-2.16, P=0.04) and OS (HR=1.79, 95%CI 1.17-2.74, P=0.007) compared with underweight/normal weight (BMI≤24.9kg/m2). A BMI loss >10% was also an independent prognostic factor for adverse OS (HR=2.14, 95%CI 1.17-3.93, P=0.014). Stratified analyses revealed that severe obesity adversely affected DFS (HR=2.38, 95%CI 1.26-4.34, P=0.007) and OS (HR=2.90, 95%CI 1.46-5.76, P=0.002) in the docetaxel-based group, but not in the non-docetaxel-based group. Restricted cubic splines revealed a "J-shaped" association of baseline BMI with risk of recurrence or all-cause death, and this relationship was more pronounced in the docetaxel-based group. In early breast cancer patients treated with adjuvant chemotherapy, baseline severe obesity was significantly linked to worse DFS and OS, and a BMI loss over 10% from baseline to post-adjuvant chemotherapy also negatively affected OS. Moreover, the prognostic role of BMI might differ between docetaxel-based and non-docetaxel-based groups.