4 research outputs found
Body Fat Estimation from Surface Meshes using Graph Neural Networks
Body fat volume and distribution can be a strong indication for a person's
overall health and the risk for developing diseases like type 2 diabetes and
cardiovascular diseases. Frequently used measures for fat estimation are the
body mass index (BMI), waist circumference, or the waist-hip-ratio. However,
those are rather imprecise measures that do not allow for a discrimination
between different types of fat or between fat and muscle tissue. The estimation
of visceral (VAT) and abdominal subcutaneous (ASAT) adipose tissue volume has
shown to be a more accurate measure for named risk factors. In this work, we
show that triangulated body surface meshes can be used to accurately predict
VAT and ASAT volumes using graph neural networks. Our methods achieve high
performance while reducing training time and required resources compared to
state-of-the-art convolutional neural networks in this area. We furthermore
envision this method to be applicable to cheaper and easily accessible medical
surface scans instead of expensive medical images
COMPARISON OF HOUNSFIELD UNITS OF THE RENAL PAPILLAE IN KIDNEY STONE FORMERS AND NON STONE FORMERS
Objective: To investigate whether renal papillae of patients with nephrolithiasis are more radiodense than that of control patients and to evaluate the predictibility of urolithiasis events using papillary density differences between stone and non stone formers
An unusual cause of hematuria; primary epiploic appendagitis
INTRODUCTION: Primary epiploic appendagitis (PEA) is self limiting inflammatory disease of colonic epiploic appendices.
PRESENTATION OF CASE: Herein, a 40 years old patient describing abdomino-inguinal pain with clotty hematuria having PEA was presented. At first, the patient was thought to have a primary bladder pathology, but after a meticioulus examination, he found to have PEA and managed by conservative measures.
DISCUSSION: Although PEA does not require surgical intervention, it may mimic other acute abdominal disorders which can be difficult to differentiate. Appendices overlying the sigmoid colon and cecum are more prone to be affected as they are more elongated and wider in size. The patient is usually admitted due to sudden onset of abdominal pain accompanied with fever, abdominal tenderness and leucocytosis.
CONCLUSION: The present case demonstrated that PEA located close to the lower urinary tract especially urinary bladder might present with urinary symptoms such as hematuria. dysuria, pollakuria and inguinal pain
The Carotid Endarterectomy Cadaveric Investigation for Cranial Nerve Injuries: Anatomical Study
Cerebral stroke continues to be one of the leading causes of mortality and long-term morbidity; therefore, carotid endarterectomy (CEA) remains to be a popular treatment for both symptomatic and asymptomatic patients with carotid stenosis. Cranial nerve injuries remain one of the major contributor to the postoperative morbidities. Anatomical dissections were carried out on 44 sides of 22 cadaveric heads following the classical CEA procedure to investigate the variations of the local anatomy as a contributing factor to cranial nerve injuries. Concurrence of two variations was found to be important in hypoglossal nerve injury: the presence of a direct smaller vein in proximity of the carotid bifurcation, and the intersection of the hypoglossal nerve (HN) with this vein. Based on the sample investigated, this variation was observed significantly higher on the right side. Awareness of possible anatomical variations and early ligation of any small veins can significantly decrease iatrogenic injury risk