Skip to main content

Advertisement

Log in

The Cook Score: A Novel Assessment for the Prediction of Liver-Associated Clinical Events in a Diverse Population

  • Original Research
  • Published:
Journal of Gastrointestinal Cancer Aims and scope Submit manuscript

Abstract

Background and Aims

Transient elastography (TE) provides accurate quantification of liver fibrosis. Its usefulness could be significantly amplified in terms of predicting liver-associated clinical events (LACE). Our aim was to create a model that accurately predicts LACE by combining the information provided by TE with other variables in patients with chronic liver disease (CLD).

Methods

We retrospectively reviewed the electronic medical records of patients who underwent liver elastography, at John H. Stroger Hospital in Cook County, Chicago, IL. The incidences of LACE were documented including decompensation of CLD, new hepatocellular carcinoma, and liver-associated mortality. Significant predicting factors were identified through a forward stepwise Cox regression model. We used the beta-coefficients of these risk factors to construct the Cook Score for prediction of LACE. Receiver-operating characteristic (ROC) curves were plotted for Cook Score to evaluate its efficiency in prediction, in comparison with MELD-Na Score and FIB-4 Score.

Results

A total of 3097 patients underwent liver elastography at our institution. Eighty-eight LACE were identified. Age (hazard ratio (HR) 1.04, p = 0.002), aspartate aminotransferase to alanine aminotransferase ratio (HR 2.61, p < 0.001), platelet count (HR 0.98, p < 0.001), international normalized ration (INR) (HR 17.80, p < 0.001), and liver stiffness measurement (HR1.04, p < 0.001) were identified as significant predictors. The Cook Score was constructed with two optimal cut-off points to stratify patients into low-, intermediate-, and high-risk groups for LACE. The Cook Score proved superior than MELD-Na Score and FIB4 Score in predicting LACE with an area under curve of 0.828.

Conclusion

This novel score based on a large robust sample would provide accurate prediction of prognosis in patients with chronic liver disease and guide individualized surveillance strategy once validated with future studies.

This is a preview of subscription content, log in via an institution to check access.

Access this article

Price excludes VAT (USA)
Tax calculation will be finalised during checkout.

Instant access to the full article PDF.

Fig. 1
Fig. 2

Similar content being viewed by others

References

  1. Kim BK, Fung J, Yuen MF, et al. Clinical application of liver stiffness measurement using transient elastography in chronic liver disease from longitudinal perspectives. World J Gastroenterol. 2013;19(12):1890–900.

    Article  Google Scholar 

  2. Liang XE, Chen YP. Clinical application of vibration controlled transient elastography in patients with chronic hepatitis B. J Clin Transl Hepatol. 2017 28;5(4):368–375.

  3. Bosch J, Abraldes JG, Berzigotti A, et al. The clinical use of HVPG measurements in chronic liver disease. Nat Rev Gastroenterol Hepatol. 2009;6:573–82.

    Article  CAS  Google Scholar 

  4. Rincon D, Lo Iacono O, Ripoll C, et al. Prognostic value of hepatic venous pressure gradient for in-hospital mortality of patients with severe acute alcoholic hepatitis. Aliment Pharmacol Ther. 2007;25:841–8.

    Article  CAS  Google Scholar 

  5. Garg H, Kumar A, Garg V, et al. Hepatic and systemic hemodynamic derangements predict early mortality and recovery in patients with acute-onchronic liver failure. J Gastroenterol Hepatol. 2013;28:1361–7.

    Article  Google Scholar 

  6. Ripoll C, Banares R, Rincon D, et al. Influence of hepatic venous pressure gradient on the prediction of survival of patients with cirrhosis in the MELD Era. Hepatology. 2005;42:793–801.

    Article  Google Scholar 

  7. Kim TY, Lee JG, Sohn JH, et al. Hepatic venous pressure gradient predicts long-term mortality in patients with decompensated cirrhosis. Yonsei Med J. 2016;57:138–45.

    Article  CAS  Google Scholar 

  8. European Association for Study of Liver; Association Latino-Americana para el Estudio del Higado. EASL-ALEH Clinical Practice Guidelines: non-invasive tests for evaluation of liver disease severity and prognosis. J Hepatol. 2015;63:237–64.

  9. de Franchis R, Faculty BVI. Expanding consensus in portal hypertension: report of the Baveno VI Consensus Workshop: stratifying risk and individualizing care for portal hypertension. J Hepatol. 2015;63:743–52.

    Article  Google Scholar 

  10. Chen YP, Liang XE. Non-invasive assessment of liver fibrosis: reduce or substitute the need for liver biopsy? Liver Int. 2015;35:2483.

    Article  Google Scholar 

  11. Chen YP, Peng J, Hou JL. Non-invasive assessment of liver fibrosis in patients with chronic hepatitis B. Hep Intl. 2013;7:356–68.

    Article  Google Scholar 

  12. Friedrich-Rust M, Poynard T, Castera L. Critical comparison of elastography methods to assess chronic liver disease. Nat Rev Gastroenterol Hepatol. 2016;13:402–11.

    Article  Google Scholar 

  13. Kim MN, Kim SU, Kim BK, et al. Increased risk of hepatocellular carcinoma in chronic hepatitis B patients with transient elastography-defined subclinical cirrhosis. Hepatology. 2015;61:1851–9.

    Article  Google Scholar 

  14. Vizzutti F, Arena U, Romanelli RG, Rega L, Foschi M, Colagrande S, Petrarca A, Moscarella S, Belli G, Zignego AL, et al. Liver stiffness measurement predicts severe portal hypertension in patients with HCV-related cirrhosis. Hepatology. 2007;45:1290–7.

    Article  Google Scholar 

  15. Castéra L, Le Bail B, Roudot-Th, Oraval F, et al. Early detection in routine clinical practice of cirrhosis and oesophageal varices in chronic hepatitis C: comparison of transient elastography (FibroScan) with standard laboratory tests and non-invasive scores. J Hepatol. 2009;50:59–68.

  16. Kazemi F, Kettaneh A, N ’ Kontchou G, et al. Liver stiffness measurement selects patients with cirrhosis at risk of bearing large oesophageal varices. J Hepatol. 2006;45:230–5.

  17. Giannini E, Botta F, Fasoli A, et al. Progressive liver functional impairment is associated with an increase in AST/ALT ratio. Dig Dis Sci. 1999;44:1249–53.

    Article  CAS  Google Scholar 

  18. Assy N, Minuk GY. Serum aspartate but alanine aminotransferase levels help to predict the histological features of chronic hepatitis C viral infections in adults. Am J Gastroenerol. 2000;95:1545–50.

    Article  CAS  Google Scholar 

  19. Pohl A, Behling C, Oliver D, Kilani M, Monson P, Hassanein T. Serum aminotransferase levels and platelet counts as predictors of degree of fibrosis in chronic hepatitis C virus infection. Am J Gastroenterol. 2001;96:3142–6.

    Article  CAS  Google Scholar 

  20. Williams ALB, Hoofnagle JH. Ratio of serum aspartate to alanine aminotransferase in chronic hepatitis. Gastroenterology. 1988;95:734–9.

    Article  CAS  Google Scholar 

  21. Singal AK, Kamath PS. Model for end-stage liver disease. Journal of clinical and experimental hepatology. 2013;3(1):50–60. https://doi.org/10.1016/j.jceh.2012.11.002.

    Article  PubMed  Google Scholar 

  22. Castéra L, Le Bail B, Roudot-Thoraval F, Bernard PH, Foucher J, Merrouche W, Couzigou P, de Lédinghen V. Early detection in routine clinical practice of cirrhosis and oesophageal varices in chronic hepatitis C: comparison of transient elastography (FibroScan) with standard laboratory tests and non-invasive scores. J Hepatol. 2009;50:59–68.

    Article  Google Scholar 

  23. Lemoine M, Katsahian S, Ziol M, Nahon P, Ganne-Carrie N, Kazemi F, Grando-Lemaire V, Trinchet JC, Beaugrand M. Liver stiffness measurement as a predictive tool of clinically significant portal hypertension in patients with compensated hepatitis C virus or alcohol-related cirrhosis. Aliment Pharmacol Ther. 2008;28:1102–10.

    Article  CAS  Google Scholar 

  24. Kazemi F, Kettaneh A, N’kontchou G, Pinto E, Ganne-Carrie N, Trinchet JC, Beaugrand M. Liver stiffness measurement selects patients with cirrhosis at risk of bearing large oesophageal varices. J Hepatol. 2006;45:230–235.

  25. Kim BK, Han KH, Park JY, Ahn SH, Kim JK, Paik YH, Lee KS, Chon CY, Kim do Y. A liver stiffness measurement-based, noninvasive prediction model for high-risk esophageal varices in B-viral liver cirrhosis. Am J Gastroenterol. 2010;105:1382–1390.

  26. Stafylidou M, et al. Performance of Baveno VI and expanded Baveno VI criteria for excluding high-risk varices in patients with chronic liver diseases: a systematic review and meta-analysis. Clinical Gastroenterology and Hepatology. 2019.

  27. Kudo M. Hepatocellular carcinoma 2009 and beyond: from the surveillance to molecular targeted therapy. Oncology. 2008;75(Suppl 1):1–12.

    Article  CAS  Google Scholar 

  28. Masuzaki R, Tateishi R, Yoshida H, Goto E, Sato T, Ohki T, Imamura J, Goto T, Kanai F, Kato N, et al. Prospective risk assessment for hepatocellular carcinoma development in patients with chronic hepatitis C by transient elastography. Hepatology. 2009;49:1954–61.

    Article  Google Scholar 

  29. Masuzaki R, Tateishi R, Yoshida H, et al. Prospective risk assessment for hepatocellular carcinoma development in patients with chronic hepatitis C by transient elastography. Hepatology. 2009;49:1954–61.

    Article  Google Scholar 

  30. Adeel AB, Yanjie R, Vincent LR, III, Tamar HT, Kaplan DE. Comparing Child-Pugh, MELD, and FIB-4 to predict clinical outcomes in Hepatitis C virus-infected persons: results from ERCHIVES, Clinical Infectious Diseases. 2017;65(1):64–72.

  31. Vohra I, Attar B, Katiyar V, et al. Evaluation of ferritin and transferrin ratio as a prognostic marker for hepatocellular carcinoma. J Gastrointest Canc. 2021;52:201–6. https://doi.org/10.1007/s12029-020-00373-4.

    Article  CAS  Google Scholar 

Download references

Author information

Authors and Affiliations

Authors

Corresponding author

Correspondence to Ishaan Vohra.

Additional information

Publisher’s Note

Springer Nature remains neutral with regard to jurisdictional claims in published maps and institutional affiliations.

Rights and permissions

Reprints and permissions

About this article

Check for updates. Verify currency and authenticity via CrossMark

Cite this article

Attar, B.M., Vohra, I., Wang, Y. et al. The Cook Score: A Novel Assessment for the Prediction of Liver-Associated Clinical Events in a Diverse Population. J Gastrointest Canc 53, 387–393 (2022). https://doi.org/10.1007/s12029-021-00620-2

Download citation

  • Accepted:

  • Published:

  • Issue Date:

  • DOI: https://doi.org/10.1007/s12029-021-00620-2

Keywords

Navigation