Artificial intelligence in gastroenterology: a state-of-the-art review

The development of artificial intelligence (AI) has increased dramatically in the last 20 years, with clinical applications progressively being explored for most of the medical specialties. The field of gastroenterology and hepatology, substantially reliant on vast amounts of imaging studies, is not an exception. The clinical applications of AI systems in this field include the identification of premalignant or malignant lesions (e.g., identification of dysplasia or esophageal adenocarcinoma in Barrett's esophagus, pancreatic malignancies), detection of lesions (e.g., polyp identification and classification, small-bowel bleeding lesion on capsule endoscopy, pancreatic cystic lesions), development of objective scoring systems for risk stratification, predicting disease prognosis or treatment response [e.g., determining survival in patients post-resection of hepatocellular carcinoma), determining which patients with inflammatory bowel disease (IBD) will benefit from biologic therapy], or evaluation of metrics such as bowel preparation score or quality of endoscopic examination. The objective of this comprehensive review is to analyze the available AI-related studies pertaining to the entirety of the gastrointestinal tract, including the upper, middle and lower tracts; IBD; the hepatobiliary system; and the pancreas, discussing the findings and clinical applications, as well as outlining the current limitations and future directions in this field.Cellular mechanisms in basic and clinical gastroenterology and hepatolog

An aggravated trajectory of depression and anxiety co-morbid with hepatitis C: : A 21 to 62 month follow-up study in 61 South Australian outpatients

BACKGROUND: This study aimed to explore the course of depression and anxiety in chronic hepatitis C patients. METHODS:   Data were combined from two studies: (1) Hospital Anxiety and Depression Scale (HADS) scores in 395 consecutive Australian outpatients from 2006 to 2010 formed the baseline measurement; and (2) Depression Anxiety Stress Scales (DASS) scores in a survey of a sub-sample of these patients in 2011 formed the follow-up measurement. After converting DASS to HADS scores, changes in symptom scores and rates of case-ness (≥8), and predictors of follow-up symptoms were assessed. RESULTS:   Follow-up data were available for 61 patients (70.5% male) whose age ranged from 24.5 to 74.6 years (M=45.6). The time to follow-up ranged from 20.7 to 61.9 months (M=43.8). Baseline rates of depression (32.8%) and anxiety (44.3%) increased to 62.3% and 67.2%, respectively. These findings were confirmed, independent of the conversion, by comparing baseline HADS and follow-up DASS scores with British community norms. Baseline anxiety and younger age predicted depression, while baseline anxiety, high school non-completion, and single relationship status predicted anxiety. CONCLUSION:  This study demonstrated a worsening trajectory of depression and anxiety. Further controlled and prospective research in a larger sample is required to confirm these findings

Reply to: “Global trends in mortality from intrahepatic and extrahepatic cholangiocarcinoma”

Background & Aims: Intrahepatic (ICC) and extrahepatic cholangiocarcinoma (ECC) have rarely been studied individually, probably due to difficulties in their diagnosis and certification. Mortality trends from these 2 neoplasms have been inconsistent over the last decades. The aim of this study was to analyze worldwide trends in mortality from ICC and ECC in selected countries. Methods: We extracted death certification data for ICC and ECC, and population estimates from the World Health Organization and Pan American Health Organization databases for 32 selected countries from Europe, the Americas, and Australasia from 1995 to 2016. We computed age-standardized (world population) mortality rates from ICC and ECC, and performed joinpoint regression analysis. Results: Mortality rates from ICC increased in all countries considered, with a levelling off over recent years in Germany (women), Italy (men), Argentina (men), the USA (men), Hong Kong (men), and Japan (both sexes). The highest rates in 2010–2014 (1.5–2.5/100,000 in men and 1.2–1.7/100,000 in women) were registered in Hong Kong, France, Austria, Spain, the UK, and Australia. The lowest rates (0.2–0.6/100,000 in both sexes) were registered in Latin American and eastern European countries. Mortality from ECC decreased in most of the countries considered, with rates below 1/100,000 in both sexes between 2010 and 2014, with the only exception being Japan (2.8/100,000 in men and 1.4/100,000 in women). Conclusions: Increasing mortality from ICC was observed globally, due to trends in risk factors and possibly, in part, due to better disease classification. Mortality from ECC levelled off or decreased, most likely following the increased use of laparoscopic cholecystectomy. Lay summary: Biliary tract cancers include intrahepatic cholangiocarcinoma (ICC) and extrahepatic cholangiocarcinoma (ECC), however there are some differences in their risk factors. Consequently, the distinction between ICC and ECC is important. Over the last few decades, mortality from ICC has tended to rise in several areas of the world, following the increased prevalence of its major risk factors. In contrast, mortality from ECC tended to decrease in most countries, following the increased use of laparoscopic cholecystectomy

Global trends in mortality from intrahepatic and extrahepatic cholangiocarcinoma

Background & Aims: Intrahepatic (ICC) and extrahepatic cholangiocarcinoma (ECC) have rarely been studied individually, probably due to difficulties in their diagnosis and certification. Mortality trends from these 2 neoplasms have been inconsistent over the last decades. The aim of this study was to analyze worldwide trends in mortality from ICC and ECC in selected countries. Methods: We extracted death certification data for ICC and ECC, and population estimates from the World Health Organization and Pan American Health Organization databases for 32 selected countries from Europe, the Americas, and Australasia from 1995 to 2016. We computed age-standardized (world population) mortality rates from ICC and ECC, and performed joinpoint regression analysis. Results: Mortality rates from ICC increased in all countries considered, with a levelling off over recent years in Germany (women), Italy (men), Argentina (men), the USA (men), Hong Kong (men), and Japan (both sexes). The highest rates in 2010\u20132014 (1.5\u20132.5/100,000 in men and 1.2\u20131.7/100,000 in women) were registered in Hong Kong, France, Austria, Spain, the UK, and Australia. The lowest rates (0.2\u20130.6/100,000 in both sexes) were registered in Latin American and eastern European countries. Mortality from ECC decreased in most of the countries considered, with rates below 1/100,000 in both sexes between 2010 and 2014, with the only exception being Japan (2.8/100,000 in men and 1.4/100,000 in women). Conclusions: Increasing mortality from ICC was observed globally, due to trends in risk factors and possibly, in part, due to better disease classification. Mortality from ECC levelled off or decreased, most likely following the increased use of laparoscopic cholecystectomy. Lay summary: Biliary tract cancers include intrahepatic cholangiocarcinoma (ICC) and extrahepatic cholangiocarcinoma (ECC), however there are some differences in their risk factors. Consequently, the distinction between ICC and ECC is important. Over the last few decades, mortality from ICC has tended to rise in several areas of the world, following the increased prevalence of its major risk factors. In contrast, mortality from ECC tended to decrease in most countries, following the increased use of laparoscopic cholecystectomy