Introduction: COPD often leads to changes in body composition, characterized by muscle wasting and decreased bone density. HALP (hemoglobin, albumin, lymphocyte, and platelet) score indicates systemic inflammation. Neutrophil-to-lymphocyte ratio (NLR), platelet-to-lymphocyte ratio (PLR), monocyte-to-lymphocyte ratio (MLR), and eosinophil-to-lymphocyte ratio (ELR) have been found to be associated with increased mortality in COPD exacerbation. Aims and objectives: To examine the relationship between NLR, PLR, MLR, HALP score, and body composition parameters in stable COPD patients. Methods: Ninety-nine stable COPD patients (90 male/9 female) were weighed. The mean age was 67±8,4. Their complete blood count and albumin levels were measured on the same day. The Kruskal-Wallis test was used for group comparisons, and the Dunn test was applied for post-hoc testing. Spearman correlation analysis was used to evaluate the relationship between parameters. Results: Total body muscle weight (TBMW), daily calorie need (DCN), basal metabolic rate (BMR), right leg fat (RLF), left leg fat (LLF), left arm fat (LAF), right arm muscle (RAM), torso muscle weight (TMW), total fat and total body water, bone mass (BM), and non-fat weight (NFW) were negatively correlated with PLR (p<0.05). TBMW, TMW, BM, and NFW negatively correlated with NLR (p<0.05). TBMW, DCN, BMR, RLF and LLF, LAF and RAF, RAM and left arm muscle, TMW, total fat and total body water weight, BM, and NFW were positively correlated with HALP score (p<0.05). Conclusions: PLR and NLR negatively correlated with decreased muscle weight and bone loss. However HALP score positively correlated. Blood tests, which can be performed even in primary and secondary care settings, can provide insight into body composition parameters in COPD patients.