A mathematical model of hepatitis C virus dynamics in patients with high baseline viral loads or advanced liver disease

Gastroenterology. 2009 Apr;136(4):1402-9. doi: 10.1053/j.gastro.2008.12.060. Epub 2009 Jan 1.

Abstract

Background & aims: Patients with baseline hepatitis C virus-RNA levels (bHCV-RNA)>6 log IU/mL or cirrhosis have a reduced probability of a sustained-virologic response (SVR). We examined the relation between bHCV-RNA, cirrhosis, and SVR with a mathematical model that includes the critical-drug efficacy (epsilonc; the efficacy required for a drug to clear HCV), the infection-rate constant (beta), and the percentage of HCV-infected hepatocytes (pi).

Methods: The relation between baseline factors and SVR was evaluated in 1000 in silico HCV-infected patients, generated by random assignment of realistic host and viral kinetic parameters. Model predictions were compared with clinical data from 170 noncirrhotic and 75 cirrhotic patients.

Results: The ranges chosen for beta and the viral production rate (p) resulted in bHCV-RNA levels that were in agreement with the distribution observed in US patients. With these beta and p values, higher bHCV-RNA levels led to higher epsilonc, resulting in lower SVR rates. However, higher beta values resulted in lower bHCV-RNA levels but higher pi and (epsilonc), predicting lower rates of SVR. Cirrhotic patients had lower bHCV-RNA levels than noncirrhotic patients (P=.013), and more had bHCV-RNA levels<6 log IU/mL (P<.001). Even cirrhotic patients with lower bHCV-RNA levels had lower SVR rates. An increase in beta could explain the results observed in cirrhotic patients.

Conclusions: Our model predicts that higher bHCV-RNA levels lead to higher epsilonc, reducing the chance of achieving SVR; cirrhotic patients have lower SVR rates because of large pi values, caused by increased rates of hepatocyte infection.

Publication types

  • Comparative Study
  • Research Support, N.I.H., Extramural
  • Research Support, Non-U.S. Gov't

MeSH terms

  • Adult
  • Biopsy
  • Cell Proliferation
  • Female
  • Hepacivirus / genetics
  • Hepacivirus / physiology*
  • Humans
  • Liver / pathology
  • Liver / virology
  • Liver Cirrhosis / blood*
  • Liver Cirrhosis / pathology
  • Liver Cirrhosis / virology*
  • Male
  • Middle Aged
  • Models, Theoretical*
  • RNA, Viral / blood*
  • Viral Load*
  • Virus Replication / physiology

Substances

  • RNA, Viral