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Objectives: The aims of the study are to explore the morphological changes of olfactory bulb (OB) and olfactory sulcus in COVID-19 patients with associated olfactory dysfunction (OD) by measuring the OB volume (OBV) and olfactory sulcus depth (OSD) and to compare the measurement values with those of healthy individuals., Methods: Between March 2020 and January 2022, 31 consecutive hospitalized patients with a diagnosis of COVID-19 with anosmia and hyposmia who underwent brain magnetic resonance imaging and 35 normosmic control individuals were retrospectively included in the study. Bilateral OBV and OSD were measured and shape of the OB was determined based on the consensus by a neuroradiologist and an otorrhynolaryngologist., Results: The mean measurements for the right and the left sides for OBV (38 ± 8.5 and 37.1 ± 8.4, respectively) and OSD (7.4 ± 0.1 and 7.4 ± 1.0 mm, respectively) were significantly lower in COVID-19 patients with OD than those in control group (for the right and the left sides mean OBV 56.3 ± 17.1 and 49.1 ± 13.5, respectively, and mean OSD 9.6 ± 0.8 and 9.4 ± 0.8 mm, respectively). Abnormally shaped OB (lobulated, rectangular, or atrophic) were higher in patient group than those of controls.For the optimal cutoff values, OBV showed sensitivity and specificity values of 90.32% and, 57.14%, for the right, and 87.1% and 62.86% for the left side, respectively (area under the curve, 0.819 and 0.780). Olfactory sulcus depth showed sensitivity and specificity values of 90.32% and 94.29%, for the right, and 96.77% and 85.71%, for the left side, respectively (area under the curve, 0.960 and 0.944)., Conclusions: Decrease in OBV and OSD measurements in COVID-19 patients with OD at the early chronic stage of the disease supports direct damage to olfactory neuronal pathways and may be used to monitor olfactory nerve renewal while returning back to normal function., Competing Interests: The authors declare no conflict of interest., (Copyright © 2023 Wolters Kluwer Health, Inc. All rights reserved.)