Here, we examined levels of typical serological factors, such as IL-6, TNF-α, and leptin, and used metabolomics to identify metabolites associated with cachexia in patients with pancreatic cancer and investigate intra-day variations in levels of these metabolites. The gene discussed is LEP; the disease is Cachexia.