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Objectives: To investigate whether the pretreatment hemogram parameters and their ratios can be used in predicting the endometrial transformation in patients with abnormal uterine bleeding., Material and Methods: Records of all patients who underwent an endometrial histopathological evaluation between 2011 and 2021 were investigated. Hemogram, neutrophil to lymphocyte ratio (NLR) and platelet to lymphocyte ratio (PLR) were analyzed. Chi square and Mann Whitney U tests were used for analysis. P<0.05 was considered statistically significant., Results: 427 patients were included, of whom 117 were presented with endometrial hyperplasia without atypia (27.4%; mean age, 42±9.7; Group II), 70 with atypia (16.3%; mean age, 53.4±9; Group III), 102 with early endometrial cancer (EC) (23.8%; mean age, 63±7.8; Group IV) and 38 with advanced disease (8.8%; mean age, 63.3±10.5; Group V). Patients without pathology constituted the control group (23.4%; mean age, 42.2±9.5; Group I). Risk factors for atypia and carcinoma were determined as age, postmenopausal state, obesity, diabetes, and increased estrogen exposure (each, p<0.05). There was no significant difference in NLR and PLR (p>0.05). However, hemoglobin and hematocrit levels were higher in Groups IV and V (13.9 vs 13.1 mg/dL, and 39.1 vs 38.8%, respectively; p<0.01). Platelet value was significantly higher in Groups III to V (282x109/L, 283x109/L and 295x109/L; p<0.05, p<0.05 and p<0.01, respectively)., Conclusions: Our findings support the impact of inflammation on malign transformation from normal endometrial mucosa to atypia and carcinoma. NLR and PLR values showed no statistical difference. Instead, thrombocytosis may have a predictive role in EC., Competing Interests: The authors have declared that no competing interests exist., (Copyright: © 2023 Firat et al. This is an open access article distributed under the terms of the Creative Commons Attribution License, which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are credited.)