Evaluating screening approaches for hepatocellular carcinoma in a cohort of HCV related cirrhosis patients from the Veteran's Affairs Health Care System

被引:32
|
作者
Tayob, Nabihah [1 ]
Richardson, Peter [2 ,3 ]
White, Donna L. [2 ,3 ]
Yu, Xiaoying [4 ]
Davila, Jessica A. [2 ,3 ]
Kanwal, Fasiha [2 ,3 ]
Feng, Ziding [1 ]
El-Serag, Hashem B. [2 ,3 ]
机构
[1] Univ Texas MD Anderson Canc Ctr, Dept Biostat, Houston, TX 77030 USA
[2] Baylor Coll Med, Houston, TX 77030 USA
[3] Michael E DeBakey VAMC HSR&D IQUEST, Houston, TX USA
[4] Univ Texas Med Branch, Galveston, TX 77555 USA
来源
关键词
Early detection; Hepatocellular carcinoma; Longitudinal biomarkers; alpha-fetoprotein; Parametric empirical Bayes; Short-term risk prediction; ALPHA-FETOPROTEIN LEVELS; HEPATITIS-C; LIVER-DISEASE; ALGORITHM; CANCER; RISK;
D O I
10.1186/s12874-017-0458-6
中图分类号
R19 [保健组织与事业(卫生事业管理)];
学科分类号
摘要
Background: Hepatocellular carcinoma (HCC) has limited treatment options in patients with advanced stage disease and early detection of HCC through surveillance programs is a key component towards reducing mortality. The current practice guidelines recommend that high-risk cirrhosis patients are screened every six months with ultrasonography but these are done in local hospitals with variable quality leading to disagreement about the benefit of HCC surveillance. The well-established diagnostic biomarker a-Fetoprotein (AFP) is used widely in screening but the reported performance varies widely across studies. We evaluate two biomarker screening approaches, a six-month risk prediction model and a parametric empirical Bayes (PEB) algorithm, in terms of their ability to improve the likelihood of early detection of HCC compared to current AFP alone when applied prospectively in a future study. Methods: We used electronic medical records from the Department of Veterans Affairs Hepatitis C Clinical Case Registry to construct our analysis cohort, which consists of serial AFP tests in 11,222 cirrhosis control patients and 902 HCC cases prior to their HCC diagnosis. The six-month risk prediction model incorporates routinely measured laboratory tests, age, the rate of change in AFP over the past year with the current AFP. The PEB algorithm incorporates prior AFP screening values to identify patients with a significant elevated level of AFP at their current screen. We split the analysis cohort into independent training and validation datasets. All model fitting and parameter estimation was performed using the training data and the algorithm performance was assessed by applying each approach to patients in the validation dataset. Results: When the screening-level false positive rate was set at 10%, the patient-level true positive rate using current AFP alone was 53.88% while the patient-level true positive rate for the six-month risk prediction model was 58.09% (4.21% increase) and PEB approach was 63.64% (9.76% increase). Both screening approaches identify a greater proportion of HCC cases earlier than using AFP alone. Conclusions: The two approaches show greater potential to improve early detection of HCC compared to using the current AFP only and are worthy of further study.
引用
收藏
页数:13
相关论文
共 50 条
  • [1] Evaluating screening approaches for hepatocellular carcinoma in a cohort of HCV related cirrhosis patients from the Veteran’s Affairs Health Care System
    Nabihah Tayob
    Peter Richardson
    Donna L. White
    Xiaoying Yu
    Jessica A. Davila
    Fasiha Kanwal
    Ziding Feng
    Hashem B. El-Serag
    BMC Medical Research Methodology, 18
  • [2] EVALUATION OF SCREENING APPROACHES FOR HEPATOCELLULAR CARCINOMA IN CIRRHOSIS PATIENTS FROM THE VETERAN'S AFFAIRS HEALTH CARE SYSTEM
    Tayob, Nabihah
    Richardson, Peter
    Kanwal, Fasiha
    White, Donna
    Yu, Xiaoying
    Davila, Jessica
    El-Serag, Hashem
    GASTROENTEROLOGY, 2017, 152 (05) : S1042 - S1042
  • [3] Temporal Trends of Hepatocellular Carcinoma Diagnosis and Treatment Utilization in the Veteran Affairs Health System
    Hester, Caitlin A.
    Chansard, Matthieu
    Huerta, Sergio
    Lopez, Jorge A.
    Yopp, Adam C.
    Mortensen, Eric
    Polanco, Patricia M.
    JOURNAL OF THE AMERICAN COLLEGE OF SURGEONS, 2018, 227 (04) : E180 - E180
  • [4] Veteran's perception of veteran affairs health care as a function of age-cohort, military service and ethnicity.
    Damron-Rodriguez, J
    Makinodan, T
    Nagata, SF
    Dhanani, S
    Duarte, M
    Harada, N
    JOURNAL OF INVESTIGATIVE MEDICINE, 1999, 47 (02) : 19A - 19A
  • [5] Hepatocellular Carcinoma Screening in Patients With Compensated Hepatitis C Virus (HCV)-Related Cirrhosis Aware of Their HCV Status Improves Survival: A Modeling Approach
    Mourad, Abbas
    Deuffic-Burban, Sylvie
    Ganne-Carrie, Nathalie
    Renaut-Vantroys, Thibaud
    Rosa, Isabelle
    Bouvier, Anne-Marie
    Launoy, Guy
    Cattan, Stephane
    Louvet, Alexandre
    Dharancy, Sebastien
    Trinchet, Jean-Claude
    Yazdanpanah, Yazdan
    Mathurin, Philippe
    HEPATOLOGY, 2014, 59 (04) : 1471 - 1481
  • [6] Helicobacter infection in patients with HCV-related chronic hepatitis, cirrhosis, and hepatocellular carcinoma
    Dore, MP
    Realdi, G
    Mura, D
    Graham, DY
    Sepulveda, AR
    DIGESTIVE DISEASES AND SCIENCES, 2002, 47 (07) : 1638 - 1643
  • [7] Helicobacter Infection in Patients with HCV-Related Chronic Hepatitis, Cirrhosis, and Hepatocellular Carcinoma
    Maria P. Dore
    Giuseppe Realdi
    Daniela Mura
    David Y. Graham
    Antonia R. Sepulveda
    Digestive Diseases and Sciences, 2002, 47 : 1638 - 1643
  • [8] Assessment of serum adiponectin in Egyptian patients with HCV-related cirrhosis and hepatocellular carcinoma
    K. Hamdy
    R. Al Swaff
    H. A. Hussein
    M. Gamal
    Journal of Endocrinological Investigation, 2015, 38 : 1225 - 1231
  • [9] Assessment of serum adiponectin in Egyptian patients with HCV-related cirrhosis and hepatocellular carcinoma
    Hamdy, K.
    Al Swaff, R.
    Hussein, H. A.
    Gamal, M.
    JOURNAL OF ENDOCRINOLOGICAL INVESTIGATION, 2015, 38 (11) : 1225 - 1231
  • [10] Serum VEGF as a Tumor Marker for Patients With HCV-Related Liver Cirrhosis and Hepatocellular Carcinoma
    Mukozu, Takanori
    Nagai, Hidenari
    Kobayashi, Koujirou
    Ogino, Yu
    Matui, Daigo
    Kanekawa, Takenori
    Kogame, Michio
    Takayama, Ryuji
    Kanayama, Masahiro
    Wakui, Noritaka
    Shinohara, Mie
    Shinohara, Masao
    Ishii, Koji
    Igarashi, Yoshinori
    Sumino, Yasukiyo
    GASTROENTEROLOGY, 2012, 142 (05) : S980 - S980