e17015 Background: Sarcopenia is a modifiable risk factor independently associated with cancer-specific mortality (CSM) in bladder cancer (BC). Sarcopenic obesity, where obesity is measured by fat mass index [FMI, total body fat (kg)/height(m)2], has been proposed as an additive insult. To date, studies have overwhelmingly been performed in patients treated without neoadjuvant chemotherapy (NAC). Herein, we evaluate associations between baseline skeletal muscle index (SMI), FMI, and CSM in patients treated with NAC and radical cystectomy (RC). Methods: Lumbar SMI (cross sectional area of skeletal muscle/height2, cm2/m2) was measured on a computed tomography (CT) image at the level of the third lumbar vertebral body, within 60 days prior to NAC. Total body FMI was calculated from visceral and subcutaneous fat cross-sectional areas. Patients were classified as being sarcopenic, according to sex-specific consensus definitions: Male: SMI < 55, Female: SMI < 39, and as obese if Male: FMI > 9, Female: > 13. Cancer-specific survival (CSS) was estimated using the Kaplan Meier method. Associations with CSM were summarized with multivariable Cox proportional hazards models. Results: 143 patients had CT scans of sufficient quality (2005-18). There were no significant differences in clinicopathologic characteristics between the study cohort and patients without available imaging (N = 261). Cisplatin-based NAC was given to 125 patients (87%), and 18 (13%) received other regimens. In total, 86 (60%) patients were sarcopenic, 52 (36%) obese, and 25 (17%) both sarcopenic and obese, while 48 (34%) were sarcopenic with normal FMI. Median follow-up was 2.7 years (IQR 1.2-6.2), and 43 patients died from BC. Three-year CSS was 61% (sarcopenic) vs. 77% (p < 0.05). Sarcopenic patients with normal FMI had the worst 3-year CSS (55%) compared to those with sarcopenia and FMI-obesity (79%), normal SMI with FMI-obesity (69%), and normal body composition (88%, p = 0.03). On multivariable analysis, neither FMI (HR: 0.77, 95% CI: 0.47-1.3, p = 0.3) nor SMI was independently associated with CSM (HR: 0.98, 95% CI: 0.96-1, p = 0.07) after adjustment for ASA score, pathologic tumor, and nodal stage. Conclusions: In patients treated with NAC+RC, pretreatment SMI trended towards independently predicting risk of CSM. Patients with sarcopenia and normal fat demonstrated the worst CSS. Further study is warranted on the impact of NAC on body composition and the role of the latter in risk stratification of this high-risk patient population.