Deep-Learning-Based Smartphone Application for Self-Diagnosis of Scleral Jaundice in Patients with Hepatobiliary and Pancreatic Diseases

Outpatient detection of total bilirubin levels should be performed regularly to monitor the recurrence of jaundice in hepatobiliary and pancreatic disease patients. However, frequent hospital visits for blood testing are burdensome for patients with poor medical conditions. This study validates a novel deep-learning-based smartphone application for the self-diagnosis of scleral jaundice in such patients. The system predicts total serum bilirubin levels using the deep-learning-based regression analysis of scleral photos taken by the smartphone’s built-in camera. Enrolled patients were randomly assigned to either the training cohort (n = 90, 1034 photos) or the validation cohort (n = 40, 426 photos). The intraclass correlation coefficient value for predicted serum total bilirubin (PSB) derived from the images repeatedly taken at the same time for the same patient showed good reliability (0.86). A strong correlation between measured serum total bilirubin (MSB) and PSB was observed in the subgroup with MSB levels ≥1.5 mg/dL (Spearman rho = 0.70, p < 0.001). The receiver operating characteristic curve for PSB showed that the area under the curve was 0.93, demonstrating good test performance as a predictor of hyperbilirubinemia (p < 0.001). Using a cut-off PSB ≥1.5, the prediction sensitivity of hyperbilirubinemia was 80.0%, with a specificity of 92.6%. Hence, the tool is effective for patient monitoring.

Unusual presentation of pica in iron-deficiency anaemia associated with primary biliary cholangitis

A 50-year-old woman presented with worsening fatigue and shortness of breath. For 2 months, she has been having increased craving for unpeeled lemons and was seen in clinic about a month prior to presentation at the emergency room. At that time, she was asymptomatic except for endorsing craving for lemons. Physical exam findings at presentation noted obesity, sinus tachycardia, pallor, mild scleral jaundice and no other stigmata for chronic liver disease. Her labs suggested iron-deficiency anaemia (IDA), elevated liver enzymes and positive antimitochondrial antibody titre. Abdominal ultrasound and CT scan showed mild scarring. She was diagnosed with primary biliary cholangitis with portal hypertension complicated by oesophageal varices and IDA. Interventions included blood transfusion, oesophageal banding and treatment with ursodeoxycholic acid. Her craving for lemons, shortness of breath and fatigue resolved within 1 week. With ongoing outpatient follow-up and oesophageal variceal surveillance, she continues to do well.