To identify the relationship between white blood cell indices in missed miscarriage compared to ongoing pregnancy in the first trimester. The diagnostic accuracy study was conducted at the Department of Maternity, Al-Yarmouk Hospital, Baghdad, Iraq, from January to October 2021,and comprised healthy first-trimester pregnant women in group A and those with missed miscarriage after 7-13 weeks of gestation in group B. Ultrasound findings and the last menstrual period were noted for all the subjects. Total and differential leukocyte counts, neutrophil-to-lymphocyte ratio and monocyte-to-lymphocyte ratio were compared between the groups. Data was analysed using SPSS 22. Of the 167 women, 81(48.5%) were in group A and 86(51.5%) were in group B. Demographic and obstetrics data was not significantly different between the groups (p>0.05). Mean white blood cell, neutrophil and monocyte counts showed no significant difference between the groups (p>0.05), while lymphocyte count, neutrophil-tolymphocyte ratio and monocyte-to-lymphocyte ratio were significantly different between the groups (p<0.05). With respect to gestational age, neutrophil-to-lymphocyte ratio and monocyte-to-lymphocyte ratio had a fair ability to predict missed miscarriage at various time points within the first trimester (p<0.05). There was no significant correlation between WBC count and gestational age. Reduced MLR and NLR levels can be utilised to forecast miscarriages in a cost-effective manner.