An IL28B Genotype-Based Clinical Prediction Model for Treatment of Chronic Hepatitis C

被引:22
|
作者
O'Brien, Thomas R. [1 ]
Everhart, James E. [2 ]
Morgan, Timothy R. [3 ,4 ]
Lok, Anna S. [5 ]
Chung, Raymond T. [6 ]
Shao, Yongwu [7 ]
Shiffman, Mitchell L. [8 ]
Dotrang, Myhanh [9 ]
Sninsky, John J. [10 ]
Bonkovsky, Herbert L. [11 ,12 ,13 ,14 ]
Pfeiffer, Ruth M. [1 ]
机构
[1] NCI, Div Canc Epidemiol & Genet, NIH, Dept Hlth & Human Serv, Bethesda, MD 20892 USA
[2] NIDDKD, Div Digest Dis & Nutr, NIH, Dept Hlth & Human Serv, Bethesda, MD 20892 USA
[3] Univ Calif Irvine, Div Gastroenterol, Irvine, CA USA
[4] VA Long Beach Healthcare Syst, Gastroenterol Serv, Long Beach, CA USA
[5] Univ Michigan, Med Ctr, Div Gastroenterol, Ann Arbor, MI USA
[6] Harvard Univ, Massachusetts Gen Hosp, Sch Med, Dept Med,Gastrointestinal Unit,Med Serv, Boston, MA USA
[7] Informat Management Serv Inc, Silver Spring, MD USA
[8] Bon Secours Hlth Syst, Liver Inst Virginia, Newport News, VA USA
[9] CSC, Rockville, MD USA
[10] Celera Corp, Alameda, CA USA
[11] Univ Connecticut, Ctr Hlth, Dept Med, Farmington, CT USA
[12] Univ Connecticut, Ctr Hlth, Dept Mol & Struct Biol, Farmington, CT USA
[13] Univ Connecticut, Ctr Hlth, Liver Biliary Pancreat Ctr, Farmington, CT USA
[14] Carolinas Med Ctr, Charlotte, NC 28203 USA
来源
PLOS ONE | 2011年 / 6卷 / 07期
基金
美国国家卫生研究院;
关键词
LONG-TERM TREATMENT; GENETIC-VARIATION; INTERFERON-ALPHA; PEGYLATED INTERFERON; VIRUS-INFECTION; RIBAVIRIN; PEGINTERFERON; TELAPREVIR; THERAPY; LAMBDA;
D O I
10.1371/journal.pone.0020904
中图分类号
O [数理科学和化学]; P [天文学、地球科学]; Q [生物科学]; N [自然科学总论];
学科分类号
07 ; 0710 ; 09 ;
摘要
Background: Genetic variation in IL28B and other factors are associated with sustained virological response (SVR) after pegylated-interferon/ribavirin treatment for chronic hepatitis C (CHC). Using data from the HALT-C Trial, we developed a model to predict a patient's probability of SVR based on IL28B genotype and clinical variables. Methods: HALT-C enrolled patients with advanced CHC who had failed previous interferon-based treatment. Subjects were re-treated with pegylated-interferon/ribavirin during trial lead-in. We used step-wise logistic regression to calculate adjusted odds ratios (aOR) and create the predictive model. Leave-one-out cross-validation was used to predict a priori probabilities of SVR and determine area under the receiver operator characteristics curve (AUC). Results: Among 646 HCV genotype 1-infected European American patients, 14.2% achieved SVR. IL28B rs12979860-CC genotype was the strongest predictor of SVR (aOR, 7.56; p <.0001); the model also included HCV RNA (log10 IU/ml), AST:ALT ratio, Ishak fibrosis score and prior ribavirin treatment. For this model AUC was 78.5%, compared to 73.0% for a model restricted to the four clinical predictors and 60.0% for a model restricted to IL28B genotype (p < 0.001). Subjects with a predicted probability of SVR < 10% had an observed SVR rate of 3.8%; subjects with a predicted probability > 10% (43.3% of subjects) had an SVR rate of 27.9% and accounted for 84.8% of subjects actually achieving SVR. To verify that consideration of both IL28B genotype and clinical variables is required for treatment decisions, we calculated AUC values from published data for the IDEAL Study. Conclusion: A clinical prediction model based on IL28B genotype and clinical variables can yield useful individualized predictions of the probability of treatment success that could increase SVR rates and decrease the frequency of futile treatment among patients with CHC.
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页数:9
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