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Recently, radiomics and deep learning have gained attention as methods for computerized image analysis. Radiomics and deep learning can perform diagnostic or predictive tasks using high-dimensional image-derived features and have the potential to expand the capabilities of liver imaging beyond the scope of traditional visual image analysis. Recent research has demonstrated the potential of these techniques in various fields of liver imaging, including staging of liver fibrosis, prognostication of malignant liver tumors, automated detection and characterization of liver tumors, automated abdominal organ segmentation, and body composition analysis. However, because most of the previous studies were preliminary and focused mainly on technical feasibility, further clinical validation is required for the application of radiomics and deep learning in clinical practice. In this review, we introduce the technical aspects of radiomics and deep learning and summarize the recent studies on the application of these techniques in liver radiology., (© 2021 Journal of Gastroenterology and Hepatology Foundation and John Wiley & Sons Australia, Ltd.)

Background: Intestinal failure-associated liver disease (IFALD) is a serious complication of parenteral nutrition (PN). We report 2 cases of IFALD, which occurred in adult patients while on a regimen of multi-oil intravenous lipid emulsion containing fish oil., Methods: Patients initially received PN containing 1-g/kg/d SMOFlipid 20% (SMOFlipid). When IFALD developed, lipid composition in PN was altered to include higher proportions of fish oil., Results: Case 1 was a 23-year-old man with short-bowel syndrome. He had been fully dependent on PN for approximately 11 months with a direct bilirubin level of 15.1 mg/dL. Doses of 0.15-g/kg/d pure fish oil and 0.3-0.6-g/kg/d SMOFlipid were administered for 56 days, and IFALD was resolved 59 days after adding fish oil. Case 2 was an 85-year-old man who received extensive small-bowel resection because of internal herniation and small-bowel necrosis. He had elevated direct bilirubin levels and was diagnosed with IFALD. Fish-oil treatment was initiated after 50 days of receiving PN. The average daily amount of fish oil given was 0.14 g/kg/d. IFALD was resolved 44 days after adding Omegaven (Fresenius Kabi Austria Gmbh, Austria)., Conclusion: Two patients with advanced IFALD showed reversal of cholestasis by altering the lipid content of their PN to include more fish oil., (© 2020 American Society for Parenteral and Enteral Nutrition.)

Background: To evaluate correlation between growth rate of left portal vein (LPV) and future liver remnant (FLR) after right portal vein embolization (PVE), and to design models predicting FLR growth rate and volume using LPV area measurements on computed tomography (CT)., Methods: A total of 134 patients (59.6 ± 10.2 years; 103 men) who underwent right PVE with contrast-enhanced CT before and 3-5 weeks after PVE were retrospectively identified. Kinetic hypertrophy ratio (KHR) and kinetic degree of hypertrophy (KDH) served as growth rate parameters. Correlations between LPV growth rate and FLR growth rate and volume change were evaluated by linear regression analysis. The agreements between actual volumetrically determined growth rates and volume of FLR and those estimated from regression equation using LPV measurements were assessed by Bland-Altman plots., Results: Growth rates of LPV and FLR correlated significantly (P < 0.001). The mean difference between actual and estimated value was 0.1% for KHR-FLR (actual, 9.5 ± 6.0%; estimated, 9.4 ± 3.8%), 0.0% for KDH-FLR (actual, 3.3 ± 1.4%; estimated, 3.3 ± 0.7%), -3.8 cm 3 for FLR volume (actual, 642.5 ± 167.8 cm 3 ; estimated, 646.4 ± 156.5 cm 3 ), and -0.1% for proportion of FLR volume (actual, 48.7 ± 7.8%; estimated, 48.9 ± 7.8%)., Conclusions: After right PVE, FLR growth rate and volume can be simply estimated from the change in LPV area., (© 2019 Japanese Society of Hepato-Biliary-Pancreatic Surgery.)

Intestinal failure-associated liver disease (IFALD) is a serious complication of parenteral nutrition (PN). Studies have shown that the amount and content of intravenous lipid emulsions (LEs) used is closely related to the development of IFALD. We report 2 cases of IFALD reversed by switching from a combination lipid emulsion containing fish oil to fish oil monotherapy (Omegaven; Fresenius Kabi Austria Gmbh, Graz, Austria). Patients initially received PN containing SMOFlipid 20% (SMOF; Fresenius Kabi Austria Gmbh, Graz, Austria), 2.0-3.0 g/kg/d, over 24 hours. When IFALD developed, LE was switched from SMOF to Omegaven starting at 1.0 g/kg/d over 12 hours. Case 1 was an 11-month-old girl with a diagnosis of extensive Hirschsprung disease up to the proximal jejunum. She developed direct bilirubinemia at 3 months, and the patient's LE was switched to Omegaven. A decrease in direct bilirubin was observed after 60 days on Omegaven, and IFALD was completely resolved after 90 days. Case 2 was a 1-month-old boy with a history of gastroschisis diagnosed with megacystis microcolon intestinal hypoperistalsis syndrome. He could not tolerate any oral feeds and was kept on full PN. He had elevated direct bilirubin and developed IFALD since 5 weeks. Omegaven treatment was initiated at 5 months. Direct bilirubin rose to 8 mg/dL during the first month on Omegaven. Then a gradual decrease in direct bilirubin was observed, and after 5 months on Omegaven, IFALD was completely resolved. In conclusion, 2 infants with advanced IFALD showed reversal of cholestasis by switching from SMOF to Omegaven monotherapy., (© 2015 American Society for Parenteral and Enteral Nutrition.)

Background: Long‐term use of parenteral nutrition (PN) may elicit complications, including PN‐associated liver disease (PNALD), which may yield critical outcomes. This study intended to investigate the development of complications associated with commercial premixed PN in adult patients. Methods: Adult patients who received nutrition support with commercial PN without enteral intake for >14 consecutive admission days were included in the analysis. Results: Seventy‐two adults, from 2001 to 2016, were reviewed. Mean length of hospital stay was 43.0 days. A mean of 27.3 days of PN was given. Mean energy supplied by PN was 29 kcal/kg/d. Ten patients (13.8%) developed PNALD. Length of stay was significantly longer (P =.034), and duration of PN administration was significantly longer (P =.022) in patients who developed PNALD. The proportion of PN products with soybean oil–based lipids was significantly higher, and fish oil– or medium‐chain triglyceride–containing combination lipids were significantly lower in the patient group with PNALD (P =.02). Multivariate logistic regression analysis showed that longer duration of days receiving PN support was an independent risk factor for PNALD (odds ratio, 1.052; P =.029). Conclusion: : The incidence of PNALD in hospitalized adult patients who received daily PN support with commercial premixed 3‐in‐1 products for >2 weeks was 13.8%. Longer duration of days receiving PN support was an independent risk factor for PNALD. [ABSTRACT FROM AUTHOR]

Purpose: To identify the value of discrepancies in the central scar (CS)-like structure between dynamic CT and gadoxetate disodium-enhanced MRI for differentiating FNH from HCA.Methods: This retrospective study included 113 patients with pathologically-diagnosed FNH (n = 80) or HCA (n = 37). CS-like structures were evaluated on arterial phase (AP) CT and hepatobiliary phase (HBP) MRI. Presence of the CS-like structure, its discrepancy in visibility or size between AP CT and HBP MRI and between AP and HBP MRI, and features of non-scarred tumor portion were evaluated by two radiologists. Inter-observer agreement was evaluated by intraclass correlation coefficients (ICCs) and weighted kappa. Univariable and multivariable logistic regression and ROC analysis were performed to explore features differentiating FNH from HCA.Results: Inter-observer agreement was moderate-to-excellent (ICCs≥0.74, kappa≥0.65). On univariable analysis, presence of CS-like structures (P < 0.001), discrepancy of the CS-like structures between AP CT and HBP MRI (73.8 % in FNH; 16.2 % in HCA, P < 0.001) and between AP and HBP MRI (70.0 % in FNH; 16.2 % in HCA, P < 0.001), and the features of non-scarred tumor portion (P ≤ 0.011) were significantly different between FNH and HCA. On multivariable analysis, the discrepancy of CS-like structures between AP CT and HBP MRI, and the absence of low SI of the non-scarred tumor portion on HBP MRI, were suggestive of FNH (P = 0.036 and P < 0.001, respectively; area under the ROC curve, 0.96 [95 % CI, 0.93-0.99]).Conclusion: Evaluation of discrepancy in the visibility or size of CS-like structures between dynamic CT and gadoxetate disodium-enhanced MRI may facilitate the differentiation of FNH from HCA. [ABSTRACT FROM AUTHOR]

Intestinal failure-associated liver disease (IFALD) is a life-threatening complication of parenteral nutrition (PN) and is most prevalent in the preterm neonatal population receiving long-term PN. In this study, we report the outcome of our experience with fish oil monotherapy for IFALD in a fish oil-based combination lipid emulsion administered to preterm low birth weight infants. Fasting neonates were administered as PN according to our center's nutrition protocol. A diagnosis of IFALD was made when the serum direct bilirubin levels were >2.0 mg/dL in two consecutive measurements that were more than one week apart, without evidence of intrinsic causes of liver dysfunction. The management of IFALD was conducted by switching the lipid emulsion from combination lipid emulsion to fish oil monotherapy at 1.0 g/kg/day, infused over 24 h. Fifteen infants met the criteria for IFALD and received fish oil monotherapy. The median gestational age was 27.5 weeks and the median birth weight was 862.5 g. IFALD was successfully reversed in 11 infants (11/15, 73.3%). The median duration of fish oil monotherapy was 39 days. Direct bilirubin values were initially elevated and then steadily declined from the third week of treatment onward. The enteral tolerance increased in varying degrees during the treatment period. The mean weight gain was 26.0 g/day during fish oil monotherapy. Omegaven® (Fresenius Kabi Austria Gmbh, Graz, Austria) at a dose of 1.0 g/kg/day was well tolerated, and no adverse events related to Omegaven use were seen. The reversal of IFALD in preterm infants on combination lipid emulsion containing fish oil was achieved by switching to fish oil monotherapy. [ABSTRACT FROM AUTHOR]