A single-center study of 127 patients suggests that a preoperative fibrinogen-to-albumin ratio independently predicts muscle-invasive and locally advanced upper tract urothelial carcinoma. Researchers caution that whether it meaningfully improves over existing risk tools remains exploratory and will require multicenter validation before clinicians treat it as a stand-alone decision support metric.