A quantitative MRCP-derived score for medium-term outcome prediction in primary sclerosing cholangitis. Issue 3 (March 2023)
- Record Type:
- Journal Article
- Title:
- A quantitative MRCP-derived score for medium-term outcome prediction in primary sclerosing cholangitis. Issue 3 (March 2023)
- Main Title:
- A quantitative MRCP-derived score for medium-term outcome prediction in primary sclerosing cholangitis
- Authors:
- Cristoferi, Laura
Porta, Marco
Bernasconi, Davide Paolo
Leonardi, Filippo
Gerussi, Alessio
Mulinacci, Giacomo
Palermo, Andrea
Gallo, Camilla
Scaravaglio, Miki
Stucchi, Eliana
Maino, Cesare
Ippolito, Davide
D'Amato, Daphne
Ferreira, Carlos
Nardi, Alessandra
Banerjee, Rajarshi
Valsecchi, Maria Grazia
Antolini, Laura
Corso, Rocco
Sironi, Sandro
Fagiuoli, Stefano
Invernizzi, Pietro
Carbone, Marco - Abstract:
- Abstract: Background: Magnetic resonance cholangiopancreatography (MRCP) is the gold standard for diagnosis of patients with primary sclerosing cholangitis (PSC). The semi-quantitative MRCP-derived Anali scores proposed for risk stratification, have poor-to-moderate inter-reader agreement. Aims: To evaluate the prognostic performance of quantitative MRCP metrics in PSC. Methods: This is a retrospective study of PSC patients undergoing MRCP. Images were processed using MRCP+ software (Perspectum Ltd, Oxford) that provides quantitative biliary features, semi-automatically extracted by artificial intelligence-driven analysis of MRCP-3D images. The prognostic value of biliary features has been assessed for all hepato-biliary complications. Results: 87 PSC patients have been included in the analysis. Median follow-up from MRCP to event/censoring of 30.9 months (Q1-Q3=13.6–46.6). An adverse outcome occurred in 27 (31.0%) patients. The number of biliary strictures (HR=1.05 per unit, 95%CI 1.02–1.08, p < 0.0001), spleen length (HR=1.16 per cm, 95%CI 1.01–1.34, p = 0.039), adjusted for height, age at MRCP, and time from diagnosis to MRCP predicted higher risk of hepatobiliary complications. These were incorporated into a the quantitative MRCP-derived PSC (qMRCP-PSC) score (C-statistic=0.80). After 3-fold cross-validation, qMRCP-PSC outperformed the Anali score in our cohort (C-statistic of 0.78 vs 0.64) and enabled the discrimination of survival of PSC patients (log-rank pAbstract: Background: Magnetic resonance cholangiopancreatography (MRCP) is the gold standard for diagnosis of patients with primary sclerosing cholangitis (PSC). The semi-quantitative MRCP-derived Anali scores proposed for risk stratification, have poor-to-moderate inter-reader agreement. Aims: To evaluate the prognostic performance of quantitative MRCP metrics in PSC. Methods: This is a retrospective study of PSC patients undergoing MRCP. Images were processed using MRCP+ software (Perspectum Ltd, Oxford) that provides quantitative biliary features, semi-automatically extracted by artificial intelligence-driven analysis of MRCP-3D images. The prognostic value of biliary features has been assessed for all hepato-biliary complications. Results: 87 PSC patients have been included in the analysis. Median follow-up from MRCP to event/censoring of 30.9 months (Q1-Q3=13.6–46.6). An adverse outcome occurred in 27 (31.0%) patients. The number of biliary strictures (HR=1.05 per unit, 95%CI 1.02–1.08, p < 0.0001), spleen length (HR=1.16 per cm, 95%CI 1.01–1.34, p = 0.039), adjusted for height, age at MRCP, and time from diagnosis to MRCP predicted higher risk of hepatobiliary complications. These were incorporated into a the quantitative MRCP-derived PSC (qMRCP-PSC) score (C-statistic=0.80). After 3-fold cross-validation, qMRCP-PSC outperformed the Anali score in our cohort (C-statistic of 0.78 vs 0.64) and enabled the discrimination of survival of PSC patients (log-rank p < 0.0001). Conclusions: The qMRCP-PSC score identified patients at higher risk of hepatobiliary complications and outperformed the available radiological scores. It represents a novel quantitative biomarker for disease monitoring and a potential surrogate endpoint for clinical trials. … (more)
- Is Part Of:
- Digestive and liver disease. Volume 55:Issue 3(2023)
- Journal:
- Digestive and liver disease
- Issue:
- Volume 55:Issue 3(2023)
- Issue Display:
- Volume 55, Issue 3 (2023)
- Year:
- 2023
- Volume:
- 55
- Issue:
- 3
- Issue Sort Value:
- 2023-0055-0003-0000
- Page Start:
- 373
- Page End:
- 380
- Publication Date:
- 2023-03
- Subjects:
- Artificial intelligence -- MRCP -- Primary sclerosing cholangitis -- Prognostic score
AI artificial intelligence -- AIH autoimmune hepatitis -- ALP alkaline phosphatase -- AOM Amsterdam Oxford model -- CCA cholangiocarcinoma -- CI confidence intervals -- HR hazard ratio -- IBD inflammatory bowel disease -- LT liver transplantation -- MRCP magnetic resonance cholangio-pancreatography -- MRI magnetic resonance imaging -- MRS Mayo risk score -- PH proportional hazards -- PSC primary sclerosing cholangitis -- qMRCP-PSC quantitative MRCP-derived PSC score -- Q1-Q3 Interquartile range -- ROC receiver operating characteristic -- TD-ROC time dependent receiver operating characteristic
Digestive organs -- Diseases -- Periodicals
Liver -- Diseases -- Periodicals
616.33005 - Journal URLs:
- http://www.sciencedirect.com/science/journal/15908658 ↗
http://www.elsevier.com/journals ↗ - DOI:
- 10.1016/j.dld.2022.10.015 ↗
- Languages:
- English
- ISSNs:
- 1590-8658
- Deposit Type:
- Legaldeposit
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- Available online (eLD content is only available in our Reading Rooms) ↗
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- British Library DSC - 3588.345600
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