Sexual dimorphism, asymmetry, and the effect of reproduction on pelvis bone in the bank vole, Myodes glareolus

Automated volume measurement of abdominal adipose tissue from entire abdominal cavity in Dixon MR images using deep learning

The purpose of this study was to realize an automated volume measurement of abdominal adipose tissue from the entire abdominal cavity in Dixon magnetic resonance (MR) images using deep learning. Our algorithm involves a combination of extraction of the abdominal cavity and body trunk regions using deep learning and extraction of a fat region based on automatic thresholding. To evaluate the proposed method, we calculated the Dice coefficient (DC) between the extracted regions using deep learning and labeled images. We also compared the visceral adipose tissue (VAT) and subcutaneous adipose tissue volumes calculated by employing the proposed method with those calculated from computed tomography (CT) images scanned on the same day using the automatic calculation method previously developed by our group. We implemented our method as a plug-in in a web-based medical image processing platform. The DCs of the abdominal cavity and body trunk regions were 0.952 ± 0.014 and 0.995 ± 0.002, respectively. The VAT volume measured from MR images using the proposed method was almost equivalent to that measured from CT images. The time required for our plug-in to process the test set was 118.9 ± 28.0 s. Using our proposed method, the VAT volume measured from MR images can be an alternative to that measured from CT images.

Sex differences in pelvic and sacral size in wildcat from the Western Carpathians

Sexual differences in the wildcat were evaluated on 15 variables in 49 pelvic and 38 sacral bones in wildcat from the Western Carpathians. Our data confirmed a male-biased sexual size dimorphism (SSD) in the pelvic and sacral bones. The effect size was very large for two pelvic (SB, smallest width of the shaft of the ilium; and LAR, length of the acetabulum) and two sacral traits (GB, greatest width across the wings; and BFcr, greatest width of the cranial articular surface). Our different allometric patterns in pelvic and sacral measures in both sexes may also be important in mode of locomotion. These findings highlight the need for morphometric analysis of species at the regional as well global level.