In the last few decades, obesity played a pivotal role by having a high impact on global economic and health systems due to its associated diseases, with cardiovascular, respiratory, musculoskeletal, oncological, mental, and social implications. One of the most incriminated physiopathological mechanisms in obesity is chronic inflammation. The primary goal of this pilot study was to determine the molecular aspects of inflammation among patients with obesity compared to participants with a normal BMI (≤25 kg/m2), as well as within a smaller subset of obese individuals who have been evaluated three months following sleeve gastrectomy. The research employs conventional blood tests and plasma measurements of particular molecules, such as proinflammatory cytokines and proteins that play critical roles in immune and inflammatory regulation. The results revealed a promising kinetic effect after bariatric surgery on IL-18, MCP-1, and PD-L1 molecules. The proinflammatory makers IL-18 (p = 0.006) and MCP-1 (p = 0.035) were elevated in the obese group compared to the control, while the follow-up group displayed lower levels of these molecules. Commonly investigated in oncology related studies, PD-L1 was recently linked to adipose tissue gain and its associated inflammatory effect. Until now, there is no clinical evidence for the relationship between circulating PD-L1 and proinflammatory markers derived from low-grade inflammation of the adipose tissue. The circulating PD-L1 levels were significantly lowered in the obese group compared to the control (p = 0.049), and after sleeve gastrectomy, the PD-L1 level increased. The present study is the first investigating this type of crosstalk and its potential involvement in bariatric patient management.