Obesity is a serious global health issue. Emerging evidence indicates that the gut microbiota may contribute to the development of obesity, possibly by instigating inflammatory processes. The objective of this research is to conduct a comparative analysis of the gut microbiota composition in obese and normal-weight Uygur adults, while examining the associations with adipocyte-related factors and dietary variables. According to the inclusion and exclusion criteria, twenty-seven Uygur adults with obesity and twenty Uygur adults with normal-weight were recruited from a local community. Anthropometric measurements and blood samples were collected. Gut microbiota composition was analyzed using 16 S rRNA gene sequencing. Adipocyte-related factors were measured using enzyme-linked immunosorbent assay (ELISA). Statistical analyses were performed to compare the gut microbiota composition between the two groups and to identify correlations between gut microbiota and adipocyte-related factors. Compared with the normal-weight group, the obese group exhibited a marked reduction in both diversity and richness of the gut microbiota, alongside a decrease in Ruminococcaceae_UCG_014, Coprococcus_2, and Parabacteroides, and an increase in Megamonas and Lachnoclostridium, implying a potential link to the development of obesity. Individuals with obesity were found to have higher Leptin (LEP), Interleukin-6 (IL-6), and C-reactive protein (CRP) than normal-weight individuals. Obese Uygur adults exhibited a gut microbiota characterized by diminished diversity and richness relative to normal-weight individuals. Parabacteroides, Megamonas, and Lachnoclostridium may play an important role in the development of obesity in Uygur population. Underlying mechanisms need further investigation.