Quantitative Magnetic Resonance Cholangiopancreatography Scoring and Its Predictive Value for Outcomes in Adults with Primary Sclerosing Cholangitis
Abstract
:1. Introduction
2. Materials and Methods
2.1. Population of Study
2.2. Data Collection and Score Definitions
2.3. MRCP Acquisition Technical Data and Protocol
2.4. Statistical Methods
3. Results
Prediction Analysis
4. Discussion
5. Conclusions
Author Contributions
Funding
Institutional Review Board Statement
Informed Consent Statement
Data Availability Statement
Acknowledgments
Conflicts of Interest
References
- Vernero, M.; Saibeni, S.; Scalvini, D.; Cicalini, C.; Chiarello, L.; Nardi, S.; Ribaldone, D.G.; Bezzio, C. Prevalence and Clinical Impact of Immune-Mediated Inflammatory Diseases in Patients with Inflammatory Bowel Disease: Results from a Large Retrospective Observational Study. J. Clin. Med. 2024, 13, 1019. [Google Scholar] [CrossRef]
- Tabibian, J.H.; Ali, A.H.; Lindor, K.D. Primary Sclerosing Cholangitis, Part 1: Epidemiology, Etiopathogenesis, Clinical Features, and Treatment. Gastroenterol. Hepatol. 2018, 14, 293–304. [Google Scholar]
- Bowlus, C.L.; Arrivé, L.; Bergquist, A.; Deneau, M.; Forman, L.; Ilyas, S.I.; Lunsford, K.E.; Martinez, M.; Sapisochin, G.; Shroff, R.; et al. AASLD practice guidance on primary sclerosing cholangitis and cholangiocarcinoma. Hepatology 2022, 77, 659–702. [Google Scholar] [CrossRef]
- Chazouilleres, O.; Beuers, U.; Bergquist, A.; Karlsen, T.H.; Levy, C.; Samyn, M.; Schramm, C.; Trauner, M. EASL Clinical Practice Guidelines on sclerosing cholangitis. J. Hepatol. 2022, 77, 761–806. [Google Scholar] [CrossRef]
- Chapman, M.H.; Thorburn, D.; Hirschfield, G.M.; Webster, G.G.J.; Rushbrook, S.M.; Alexander, G.; Collier, J.; Dyson, J.K.; Jones, D.E.; Patanwala, I.; et al. British Society of Gastroenterology and UK-PSC guidelines for the diagnosis and management of primary sclerosing cholangitis. Gut 2019, 68, 1356–1378. [Google Scholar] [CrossRef]
- Bergquist, A.; Weismüller, T.J.; Levy, C.; Rupp, C.; Joshi, D.; Nayagam, J.S.; Montano-Loza, A.J.; Lytvyak, E.; Wunsch, E.; Milkiewicz, P.; et al. Impact on follow-up strategies in patients with primary sclerosing cholangitis. Liver Int. 2022, 43, 127–138. [Google Scholar] [CrossRef]
- Schmeltzer, P.A.; Russo, M.W. Systematic Review of Prognostic Models Compared to the Mayo Risk Score for Primary Sclerosing Cholangitis. J. Clin. Med. 2021, 10, 4476. [Google Scholar] [CrossRef]
- Zenouzi, R.; Welle, C.L.; Venkatesh, S.K.; Schramm, C.; Eaton, J.E. Magnetic Resonance Imaging in Primary Sclerosing Cholangitis—Current State and Future Directions. Semin. Liver Dis. 2019, 39, 369–380. [Google Scholar] [CrossRef]
- Khoshpouri, P.; Habibabadi, R.R.; Hazhirkarzar, B.; Ameli, S.; Ghadimi, M.; Ghasabeh, M.A.; Menias, C.O.; Kim, A.; Li, Z.; Kamel, I.R. Imaging Features of Primary Sclerosing Cholangitis: From Diagnosis to Liver Transplant Follow-up. RadioGraphics 2019, 39, 1938–1964. [Google Scholar] [CrossRef]
- Mesropyan, N.; Kupczyk, P.; Kukuk, G.M.; Dold, L.; Weismueller, T.; Endler, C.; Isaak, A.; Faron, A.; Sprinkart, A.M.; Pieper, C.C.; et al. Diagnostic value of magnetic resonance parametric mapping for non-invasive assessment of liver fibrosis in patients with primary sclerosing cholangitis. BMC Med. Imaging 2021, 21, 65. [Google Scholar] [CrossRef]
- Cazzagon, N.; Sarcognato, S.; Catanzaro, E.; Bonaiuto, E.; Peviani, M.; Pezzato, F.; Motta, R. Primary Sclerosing Cholangitis: Diagnostic Criteria. Tomography 2024, 10, 47–65. [Google Scholar] [CrossRef] [PubMed]
- Boicean, A.; Birlutiu, V.; Ichim, C.; Todor, S.B.; Hasegan, A.; Bacila, C.; Solomon, A.; Cristian, A.; Dura, H. Predictors of Post-ERCP Pancreatitis (P.E.P.) in Choledochal Lithiasis Extraction. J. Pers. Med. 2023, 13, 1356. [Google Scholar] [CrossRef] [PubMed]
- Vlăduţ, C.; Ciocîrlan, M.; Bilous, D.; Șandru, V.; Stan-Ilie, M.; Panic, N.; Becheanu, G.; Jinga, M.; Costache, R.S.; Costache, D.O.; et al. An Overview on Primary Sclerosing Cholangitis. J. Clin. Med. 2020, 9, 754. [Google Scholar] [CrossRef] [PubMed]
- Rajaram, R.; Ponsioen, C.Y.; Majoie, C.B.L.M.; Reeders, J.W.A.J.; Laméris, J.S. Evaluation of a modified cholangiographic classification system for primary sclerosing cholangitis. Abdom. Imaging 2001, 26, 43–47. [Google Scholar] [CrossRef] [PubMed]
- Majoie, C.B.; Reeders, J.W.; Sanders, J.B.; Huibregtse, K.; Jansen, P.L.; Majoie, J.W.R.C.B.; Ito, K.; Mitchell, D.G.; Outwater, E.K.; Blasbalg, R.; et al. Primary sclerosing cholangitis: A modified classification of cholangiographic findings. Am. J. Roentgenol. 1991, 157, 495–497. [Google Scholar] [CrossRef] [PubMed]
- Ponsioen, C.Y.; Reitsma, J.B.; Boberg, K.M.; Aabakken, L.; Rauws, E.A.J.; Schrumpf, E. Validation of a cholangiographic prognostic model in primary sclerosing cholangitis. Endoscopy 2010, 42, 742–747. [Google Scholar] [CrossRef] [PubMed]
- Patil, K.; Ricciuto, A.; Alsharief, A.; Al-Rayahi, J.; Amirabadi, A.; Church, P.C.; Kamath, B.M.; Greer, M.C. Magnetic Resonance Cholangiopancreatography Severity Predicts Disease Outcomes in Pediatric Primary Sclerosing Cholangitis: A Reliability and Validity Study. Hepatol. Commun. 2020, 4, 208–218. [Google Scholar] [CrossRef]
- Ferrara, C.; Valeri, G.; Salvolini, L.; Giovagnoni, A. Magnetic resonance cholangiopancreatography in primary sclerosing cholangitis in children. Pediatr. Radiol. 2002, 32, 413–417. [Google Scholar] [CrossRef] [PubMed]
- Wai, C.-T.; Greenson, J.K.; Fontana, R.J.; Kalbfleisch, J.D.; Marrero, J.A.; Conjeevaram, H.S.; Lok, A.S.-F. A simple noninvasive index can predict both significant fibrosis and cirrhosis in patients with chronic hepatitis C. Hepatology 2003, 38, 518–526. [Google Scholar] [CrossRef]
- Sterling, R.K.; Lissen, E.; Clumeck, N.; Sola, R.; Correa, M.C.; Montaner, J.; Sulkowski, M.S.; Torriani, F.J.; Dieterich, D.T.; Thomas, D.L.; et al. Development of a simple noninvasive index to predict significant fibrosis in patients with HIV/HCV coinfection. Hepatology 2006, 43, 1317–1325. [Google Scholar] [CrossRef]
- Eaton, J.E.; Vesterhus, M.; McCauley, B.M.; Atkinson, E.J.; Schlicht, E.M.; Juran, B.D.; Gossard, A.A.; LaRusso, N.F.; Gores, G.J.; Karlsen, T.H.; et al. Primary Sclerosing Cholangitis Risk Estimate Tool (PREsTo) Predicts Outcomes of the Disease: A Derivation and Validation Study Using Machine Learning. Hepatology 2020, 71, 214–224. [Google Scholar] [CrossRef] [PubMed]
- Kim, W.R.; Therneau, T.M.; Wiesner, R.H.; Poterucha, J.J.; Benson, J.T.; Malinchoc, M.; Larusso, N.F.; Lindor, K.D.; Dickson, E.R. A Revised Natural History Model for Primary Sclerosing Cholangitis. Mayo Clin. Proc. 2000, 75, 688–694. [Google Scholar] [CrossRef] [PubMed]
- Goode, E.C.; Clark, A.B.; Mells, G.F.; Srivastava, B.; Spiess, K.; Gelson, W.T.H.; Trivedi, P.J.; Lynch, K.D.; Castren, E.; Vesterhus, M.N.; et al. Factors Associated with Outcomes of Patients with Primary Sclerosing Cholangitis and Development and Validation of a Risk Scoring System. Hepatology 2019, 69, 2120–2135. [Google Scholar] [CrossRef] [PubMed]
- Tafur, M.; Cheung, A.; Menezes, R.J.; Feld, J.; Janssen, H.; Hirschfield, G.M.; Jhaveri, K.S. Risk stratification in primary sclerosing cholangitis: Comparison of biliary stricture severity on MRCP versus liver stiffness by MR elastography and vibration-controlled transient elastography. Eur. Radiol. 2020, 30, 3735–3747. [Google Scholar] [CrossRef] [PubMed]
- Eaton, J.E.; Sen, A.; Hoodeshenas, S.; Schleck, C.D.; Harmsen, W.S.; Gores, G.J.; LaRusso, N.F.; Gossard, A.A.; Lazaridis, K.N.; Venkatesh, S.K. Changes in Liver Stiffness, Measured by Magnetic Resonance Elastography, Associated with Hepatic Decompensation in Patients with Primary Sclerosing Cholangitis. Clin. Gastroenterol. Hepatol. 2019, 18, 1576–1583.e1. [Google Scholar] [CrossRef] [PubMed]
- Lemoinne, S.; Cazzagon, N.; El Mouhadi, S.; Trivedi, P.J.; Dohan, A.; Kemgang, A.; Ben Belkacem, K.; Housset, C.; Chretien, Y.; Corpechot, C.; et al. Simple Magnetic Resonance Scores Associate with Outcomes of Patients With Primary Sclerosing Cholangitis. Clin. Gastroenterol. Hepatol. 2019, 17, 2785–2792.e3. [Google Scholar] [CrossRef] [PubMed]
- Grigoriadis, A.; Ringe, K.I.; Andersson, M.; Kartalis, N.; Bergquist, A. Assessment of prognostic value and interreader agreement of ANALI scores in patients with primary sclerosing cholangitis. Eur. J. Radiol. 2021, 142, 109884. [Google Scholar] [CrossRef] [PubMed]
- Selvaraj, E.A.; Ba-Ssalamah, A.; Poetter-Lang, S.; Ridgway, G.R.; Brady, J.M.; Collier, J.; Culver, E.L.; Bailey, A.; Pavlides, M. A Quantitative Magnetic Resonance Cholangiopancreatography Metric of Intrahepatic Biliary Dilatation Severity Detects High-Risk Primary Sclerosing Cholangitis. Hepatol. Commun. 2022, 6, 795–808. [Google Scholar] [CrossRef] [PubMed]
- Ismail, M.F.; Hirschfield, G.M.; Hansen, B.; Tafur, M.; Elbanna, K.Y.; Goldfinger, M.H.; Ridgway, G.R.; Jhaveri, K.S. Evaluation of quantitative MRCP (MRCP+) for risk stratification of primary sclerosing cholangitis: Comparison with morphological MRCP, MR elastography, and biochemical risk scores. Eur. Radiol. 2021, 32, 67–77. [Google Scholar] [CrossRef]
- Cazzagon, N.; El Mouhadi, S.; Vanderbecq, Q.; Ferreira, C.; Finnegan, S.; Lemoinne, S.; Corpechot, C.; Chazouillères, O.; Arrivé, L. Quantitative magnetic resonance cholangiopancreatography metrics are associated with disease severity and outcomes in people with primary sclerosing cholangitis. JHEP Rep. 2022, 4, 100577. [Google Scholar] [CrossRef]
- Vuppalanchi, R.; Are, V.; Telford, A.; Young, L.; Mouchti, S.; Ferreira, C.; Kettler, C.; Gromski, M.; Akisik, F.; Chalasani, N. A composite score using quantitative magnetic resonance cholangiopancreatography predicts clinical outcomes in primary sclerosing cholangitis. JHEP Rep. 2023, 5, 100834. [Google Scholar] [CrossRef]
- Cristoferi, L.; Porta, M.; Bernasconi, D.P.; Leonardi, F.; Gerussi, A.; Mulinacci, G.; Palermo, A.; Gallo, C.; Scaravaglio, M.; Stucchi, E.; et al. A quantitative MRCP-derived score for medium-term outcome prediction in primary sclerosing cholangitis. Dig. Liver Dis. 2023, 55, 373–380. [Google Scholar] [CrossRef]
- Grigoriadis, A.; Ringe, K.I.; Bengtsson, J.; Baubeta, E.; Forsman, C.; Korsavidou-Hult, N.; Rorsman, F.; Nilsson, E.; Kartalis, N.; Bergquist, A. Development of a prognostic MRCP-score (DiStrict) for individuals with large-duct primary sclerosing cholangitis. JHEP Rep. 2022, 4, 100595. [Google Scholar] [CrossRef]
- Carbone, M.; Della Penna, A.; Mazzarelli, C.; De Martin, E.; Villard, C.; Bergquist, A.; Line, P.D.; Neuberger, J.M.; Al-Shakhshir, S.; Trivedi, P.J.; et al. Liver Transplantation for Primary Sclerosing Cholangitis (PSC) With or Without Inflammatory Bowel Disease (IBD)—A European Society of Organ Transplantation (ESOT) Consensus Statement. Transpl. Int. 2023, 36, 11729. [Google Scholar] [CrossRef]
Score | Definition |
---|---|
IHD 0 | No abnormalities |
IHD 1 | Minimum stenosis with biliary ducts of regular diameter or minimally dilated |
IHD 2 | Multiple stenosis and saccular dilations with reduced intraparenchymal arborization |
IHD 3 | Closed stenosis to carrefour with obstruction or lack of visualization of one of the main hepatic ducts |
EHD 0 | No abnormalities |
EHD 1 | Wall irregularity without significant stenosis |
EHD 2 | Segmental stenosis |
EHD 3 | Entire stenosis of CBD |
IHD score (total) | Worst score of the IHD analysis score |
EHD score (total) | Worst score of the EHD analysis score |
SUM IHD-EHD score | Sum of the IHD score (total) + EHD score (total) |
Average IHD score | The average between all IHD segments, calculated by anatomical classification |
Average EHD score | The average between all IHD segments calculated by anatomical classification |
Average SUM IHD-EHD score | Sum of the average IHD and average EHD scores |
Variable N (%) or Average (IQR) | All PSC (N = 64) | SUM IHD-EHD ≥ 3 (N = 49) | SUM IHD-EHD < 3 (N = 15) | p Value |
---|---|---|---|---|
Female | 35 (54%) | 26 (40.6%) | 13 (20.3%) | 0.630 |
Age at diagnosis (years) | 43.8 (15–69) | 37.29 (23–49) | 47 (38.5–57) | 0.029 |
Follow-up (months) | 46 (1–120) | 43.6 | 53.6 | 0.270 |
Time MRI-OLT (months) | 35.6 | 30 | 114 | 0.105 |
IBD | 16 (25%) | 12 (18.7%) | 4 (6.2%) | 0.866 |
UC | 9 (14%) | 7 (10.9%) | 2 (3.1%) | |
CD | 7 (11%) | 5 (7.8%) | 2 (3.1%) | |
Liver cirrhosis | 36 (56%) | 34 (53.1%) | 2 (3.1%) | 0.0001 |
Death | 13 (20.3%) | 13 (20.3%) | 0 | 0.060 |
OLT | 15 (23.4%) | 14 (21.8%) | 1 | 0.082 |
Neoplasm | 5 (7.8%) | 5 (7.8%) | 0 | 0.201 |
Acute recurrent cholangitis episodes | 19 (29.6%) | 18 (28.1%) | 1 | 0.001 |
MRS inclusion | 0.426 (−0.329–1.201) | 0.649 (0.012–1.212) | 0.289 (−1.045–0.110) | 0.003 |
MRS follow-up | 0.850 (−0.390–1.201) | 1.262 (0.055–2.692) | −0.467 (−1.015–0.170) | 0.0001 |
AOM inclusion | 2.011 (1.455–2.648) | 2.073 (1.452–2.692) | 1.815 (1.465–2.130) | 0.287 |
AOM follow-up | 2.236 (1.525–2.946) | 2.453 (1.452–2.722) | 1.542 (1.185–1.800) | 0.002 |
MELD-Na inclusion | 10.8 (7–14) | 11.7 (8–15) | 8.06 (7–9.5) | 0.002 |
MELD-Na follow-up | 14 (7–16) | 15.8 (8–18.5) | 8.2 (7–9) | 0.002 |
UKPSC RSST | −2.574 (−3.324–−1.736) | −2.365 (−3.165–−1.536) | −3.242 (−3.540–−3.172) | 0.002 |
UKPSC RSLT | −1.184 (−2.231–0.310) | −0.921 (−1.863–0.086) | −2.024 (−2.792–−1.656) | 0.004 |
PREsTo 1 year | 4.91% | 5.99% | 1.43% | 0.002 |
PREsTo 5 years | 20.64% | 24.41% | 8.61% | 0.002 |
Score | C-Statistic for PSC-Related Event (SE) |
---|---|
MRCP IHD score | 0.664 (0.36) |
MRCP EHD score | 0.542 (0.43) |
MRCP SUM IHD-EHD score | 0.662 (0.20) |
MRCP average IHD score | 0.586 (0.53) |
MRCP average EHD score | 0.551 (0.54) |
MRS follow-up score | 0.539 (0.15) |
AOM follow-up score | 0.556 (0.24) |
MELD-Na score | 0.613 (0.05) |
UKPSC RSST | 0.471 (0.20) |
UKPSC RSLT | 0.545 (0.19) |
Variable | AUC | SE | 95% CI | p Value |
---|---|---|---|---|
SUM IHD-EHD score | 0.631 | 0.0678 | 0.500 to 0.749 | 0.004 |
PREsTo 1-year risk score | 0.721 | 0.0640 | 0.594 to 0.827 | <0.001 |
UKPSC long-term risk score | 0.893 | 0.0388 | 0.790 to 0.957 | <0.001 |
MRS score | 0.936 | 0.0280 | 0.844 to 0.982 | <0.001 |
AOM score | 0.880 | 0.0424 | 0.773 to 0.948 | <0.001 |
Disclaimer/Publisher’s Note: The statements, opinions and data contained in all publications are solely those of the individual author(s) and contributor(s) and not of MDPI and/or the editor(s). MDPI and/or the editor(s) disclaim responsibility for any injury to people or property resulting from any ideas, methods, instructions or products referred to in the content. |
© 2024 by the authors. Licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY) license (https://creativecommons.org/licenses/by/4.0/).
Share and Cite
Mandea, M.; Iacob, S.M.; Grasu, M.C.; Anghel, C.; Iacob, R.A.; Ghioca, M.C.; Gheorghe, C.; Gheorghe, L.S. Quantitative Magnetic Resonance Cholangiopancreatography Scoring and Its Predictive Value for Outcomes in Adults with Primary Sclerosing Cholangitis. J. Clin. Med. 2024, 13, 4548. https://doi.org/10.3390/jcm13154548
Mandea M, Iacob SM, Grasu MC, Anghel C, Iacob RA, Ghioca MC, Gheorghe C, Gheorghe LS. Quantitative Magnetic Resonance Cholangiopancreatography Scoring and Its Predictive Value for Outcomes in Adults with Primary Sclerosing Cholangitis. Journal of Clinical Medicine. 2024; 13(15):4548. https://doi.org/10.3390/jcm13154548
Chicago/Turabian StyleMandea, Matei, Speranta Maria Iacob, Mugur Cristian Grasu, Cristian Anghel, Razvan Andrei Iacob, Mihaela Corina Ghioca, Cristian Gheorghe, and Liliana Simona Gheorghe. 2024. "Quantitative Magnetic Resonance Cholangiopancreatography Scoring and Its Predictive Value for Outcomes in Adults with Primary Sclerosing Cholangitis" Journal of Clinical Medicine 13, no. 15: 4548. https://doi.org/10.3390/jcm13154548
APA StyleMandea, M., Iacob, S. M., Grasu, M. C., Anghel, C., Iacob, R. A., Ghioca, M. C., Gheorghe, C., & Gheorghe, L. S. (2024). Quantitative Magnetic Resonance Cholangiopancreatography Scoring and Its Predictive Value for Outcomes in Adults with Primary Sclerosing Cholangitis. Journal of Clinical Medicine, 13(15), 4548. https://doi.org/10.3390/jcm13154548