Correct measurement of uterine fundal internal indentation depth and angle: an important but overlooked issue for precise diagnosis of uterine anomalies

Three-Dimensional Measurement of the Uterus on Magnetic Resonance Images: Development and Performance Analysis of an Automated Deep-Learning Tool

Uterus measurements are useful for assessing both the treatment and follow-ups of gynaecological patients. The aim of our study was to develop a deep learning (DL) tool for fully automated measurement of the three-dimensional size of the uterus on magnetic resonance imaging (MRI). In this single-centre retrospective study, 900 cases were included to train, validate, and test a VGG-16/VGG-11 convolutional neural network (CNN). The ground truth was manual measurement. The performance of the model was evaluated using the objective key point similarity (OKS), the mean difference in millimetres, and coefficient of determination R2. The OKS of our model was 0.92 (validation) and 0.96 (test). The average deviation and R2 coefficient between the AI measurements and the manual ones were, respectively, 3.9 mm and 0.93 for two-point length, 3.7 mm and 0.94 for three-point length, 2.6 mm and 0.93 for width, 4.2 mm and 0.75 for thickness. The inter-radiologist variability was 1.4 mm. A three-dimensional automated measurement was obtained in 1.6 s. In conclusion, our model was able to locate the uterus on MRIs and place measurement points on it to obtain its three-dimensional measurement with a very good correlation compared to manual measurements.

Is I-shaped uterus more common in patients with hyperandrogenism?

OBJECTIVES

Subtypes of T-shaped uterus are rare uterine cavity anomalies and there are no morphometric criteria for the diagnosis. Earlier we established a high frequency of I-shaped uterus in patients with adrenalhyperandrogenism, which is more common in Armenian populations. The aim of the study was to determine the frequency of I-shaped uterus as a subtype of T-shaped uterus in patients with ovarian and adrenal hyperandrogenism, accompanied by infertility and miscarriage, as well as the development of it's ultrasonic morphometric criteria.

STUDY DESIGN

We conducted an ultrasound of 486 patients aged 19-40 years (mean 30.1 ± 5.5) who applied for infertility or habitual pregnancy loss.74 of them were diagnosed with the PCOS (Polycystic ovary syndrome) and 43-CAH (congenital adrenal hyperplasia). Ultrasound was performed in early luteal phase. The classification of uterine cavities was carried out according ESHRE/ESGE.

RESULTS

299 had normal ultrasound morphology of the uterine cavity, 20.7% various uterine cavity abnormalities. T-shaped uterus was observed in 3.7%, I-shaped uterus exclusively in patients with hyperandrogenism, 24.3% with PCOS and 39.5% with CAH. To determine the relevant morphometric features as diagnostic criteria for the I-shaped uterus some measurements were performed. The values of dist1-dist2 and dist1-dist3 in the normal cavity had a significant difference (P1-2 0.3), also the cavity width in the middle third and the isthmic section did not have a significant difference (P > 0.05), while in the normal cavity shape these values were significantly different (P < 0.05).

CONCLUSION

Frequency of occurrence of the T-shaped uterus did not exceed that in comparison with a group of women with other causes of infertility, while I-shaped congenital anomaly of the uterine cavity was found in 24.3-39.5% patients with hyperandrogenism. The difference between the interostial and corporal distances and the interostial and isthmic distances was the most relevant morphometric attribute of I-shaped uterus.