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Dai, Jianliang

https://orcid.org/0009-0003-0964-9287

Mayo Clinic

The University of Texas MD Anderson Cancer Center

Citations 2

GALAD Score for Hepatocellular Carcinoma Detection in Comparison with Liver Ultrasound and Proposal of GALADUS Score
Yang, Ju Dong , Addissie, Benyam D., Mara, Kristin C. , Harmsen, William S. , Dai, Jianliang , Zhang, Ning , Wongjarupong, Nicha , Ali, Hawa M. , Ali, Hamdi A. , Hassan, Fatima, Lavu, Sravanthi , Cvinar, Jessica, Giama, Nasra H., Moser, Catherine D., Miyabe, Katsuyuki , Allotey, Loretta K., Theobald, Jannick , Ward, Melissa M., Nguyen, Mindie H. , Befeler, Alex S. , Reddy, K. Rajender , Schwartz, Myron , Harnois, Denise M. , Srivastava, Sudhir , Rinaudo, Jo Ann, Feng, Ziding , Marrero, Jorge A. , Roberts, Lewis R. , Hassan, Fatima A, Cvinar, Jessica L, Theobald, J Paul, Roberts, Lewis R , Miyabe, Katsuyuki , Mara, Kristin C , Yang, Ju Dong , Algeciras‐Schimnich, Alicia , Theobald, J. Paul, Yamada, Hiroyuki , Gores, Gregory J.

Cancer Epidemiology, Biomarkers & Prevention | November 21, 2018 | Volume: 28 | Issue: 3 | Pages: 531-538

10.1158/1055-9965.epi-18-0281 Get It

Abstract Background: The GALAD score is a serum biomarker–based model that predicts the probability of having hepatocellular carcinoma (HCC) in patients with chronic liver disease. We aimed to assess the performance of the GALAD score in comparison with liver ultrasound for detection of HCC. Methods: A single-center cohort of 111 HCC patients and 180 controls with cirrhosis or chronic hepatitis B and a multicenter cohort of 233 early HCC and 412 cirrhosis patients from the Early Detection Research Network (EDRN) phase II HCC Study were analyzed. Results: The area under the ROC curve (AUC) of the GALAD score for HCC detection was 0.95 [95% confidence interval (CI), 0.93–97], which was higher than the AUC of ultrasound (0.82, P <0.01). At a cutoff of −0.76, the GALAD score had a sensitivity of 91% and a specificity of 85% for HCC detection. The AUC of the GALAD score for early-stage HCC detection remained high at 0.92 (95% CI, 0.88–0.96; cutoff −1.18, sensitivity 92%, specificity 79%). The AUC of the GALAD score for HCC detection was 0.88 (95% CI, 0.85–0.91) in the EDRN cohort. The combination of GALAD and ultrasound (GALADUS score) further improved the performance of the GALAD score in the single-center cohort, achieving an AUC of 0.98 (95% CI, 0.96–0.99; cutoff −0.18, sensitivity 95%, specificity 91%). Conclusions: The performance of the GALAD score was superior to ultrasound for HCC detection. The GALADUS score further enhanced the performance of the GALAD score. Impact: The GALAD score was validated in the United States.
Improved Performance of Serum Alpha-Fetoprotein for Hepatocellular Carcinoma Diagnosis in HCV Cirrhosis with Normal Alanine Transaminase
Yang, Ju Dong , Dai, Jianliang , Gopal, Purva , Addissie, Benyam D., Nguyen, Mindie H. , Befeler, Alex S. , Reddy, K. Rajender , Schwartz, Myron , Harnois, Denise M. , Feng, Ziding , Marrero, Jorge A. , Roberts, Lewis R. , Yang, Ju Dong , Singal, Amit G. , Yamada, Hiroyuki , Gores, Gregory J. , Roberts, Lewis R

Cancer Epidemiology, Biomarkers & Prevention | March 3, 2017 | Volume: 26 | Issue: 7 | Pages: 1085-1092

10.1158/1055-9965.epi-16-0747 Get It

Abstract Background: The utility of alpha-fetoprotein (AFP) for hepatocellular carcinoma (HCC) surveillance is controversial. We aimed to identify factors associated with elevated AFP and define the patients for whom AFP is effective for surveillance. Methods: Data from the NCI Early Detection Research Network phase II HCC biomarker study (233 early-stage HCC and 412 cirrhotic patients) were analyzed. We analyzed 110 early-stage HCC and 362 cirrhotic hepatitis C virus (HCV) patients for external validation. Sensitivity, specificity, and area under the ROC curve (AUC) for HCC were calculated. Results: HCV etiology, non-White race, and serum alanine transaminase (ALT) predicted elevated AFP in cirrhotics. Non-White race and ALT predicted elevated AFP in HCC patients. Higher AUC of AFP for HCC was noted in patients with HBV (0.85) and alcohol (0.84), whereas it was lower in patients with hepatitis C virus (HCV; 0.80) and nonviral/alcohol etiology (0.76). The AUC was higher in HCV patients with serum ALT ≤40 U/L than patients with serum ALT >40 U/L (0.91 vs. 0.75, P < 0.01). At 90% specificity, the sensitivity of AFP increased from 44% to 74% in Whites with HCV and from 50% to 85% in non-Whites with HCV. There was a trend toward higher AUC in HCV patients with serum ALT ≤40 U/L than those with serum ALT >40 U/L (0.79 vs. 0.69, P = 0.10) in the validation cohort. Conclusions: The satisfactory performance of AFP in HCV patients with normal ALT should be further validated. Impact: The AFP may serve as a valuable surveillance test in HCV patients with normal ALT. Cancer Epidemiol Biomarkers Prev; 26(7); 1085–92. ©2017 AACR.