Genotype-specific sensitivity of the hepatitis C virus (HCV) to interferon-ribavirin (IFN-RBV) combination therapy and reduced HCV response to IFN-RBV as infection progresses from acute to chronic infection suggest that HCV genetic factors and intrahost HCV evolution play important roles in therapy outcomes. HCV polyprotein sequences (n ؍ 40) from 10 patients with unsustainable response (UR) (breakthrough and relapse) and 10 patients with no response (NR) following therapy were identified through the Virahep-C study. Bayesian networks (BNs) were constructed to relate interrelationships among HCV polymorphic sites to UR/NR outcomes. All models showed an extensive interdependence of HCV sites and strong connections (P < 0.003) to therapy response. Although all HCV proteins contributed to the networks, the topological properties of sites differed among proteins. E2 and NS5A together contributed ϳ40% of all sites and ϳ62% of all links to the polyprotein BN. The NS5A BN and E2 BN predicted UR/NR outcomes with 85% and 97.5% accuracy, respectively, in 10-fold cross-validation experiments. The NS5A model constructed using physicochemical properties of only five sites was shown to predict the UR/NR outcomes with 83.3% accuracy for 6 UR and 12 NR cases of the HALT-C study. Thus, HCV adaptation to IFN-RBV is a complex trait encoded in the interrelationships among many sites along the entire HCV polyprotein. E2 and NS5A generate broad epistatic connectivity across the HCV polyprotein and essentially shape intrahost HCV evolution toward the IFN-RBV resistance. Both proteins can be used to accurately predict the outcomes of IFN-RBV therapy.Hepatitis C virus (HCV) is the major etiologic agent of blood-borne non-A, non-B hepatitis (25). Chronic HCV infection is an established risk factor for the development of liver diseases, such as fibrosis, cirrhosis, and hepatocellular carcinoma (33,124,125). Approximately 70% to 80% of HCVinfected patients fail to clear the virus and progress to chronicity (89a). At present, there are no preventive vaccines against HCV. The current, accepted therapeutic approach to treating chronic hepatitis C infection involves a 24-or 48-week course of pegylated alpha interferon (IFN-␣) combined with ribavirin (RBV) (i.e. IFN-RBV therapy) (48, 52). Because only 50% to 70% of chronically infected patients develop a sustained virologic response (SVR) to this treatment (48,52,55,80) and because patient intolerance to such therapy is common (61, 68, 120), the development and application of other therapeutic approaches using antiviral compounds that act against HCV more efficaciously and yet generate lower rates of adverse effects are major clinical management and public health objectives. Therapeutic failure presents in two forms: (i) complete resistance to treatment (no response [NR]) and (ii) unsustainable response (UR), which is characterized by an increase in HCV load observed during therapy after an initial period of decline in viral load (breakthrough) or observed after cessation of therapy (relapse)...