Principal Investigator
Amit
Singal
Awardee Organization
Ut Southwestern Medical Center
United States
Fiscal Year
2022
Activity Code
U01
Early Stage Investigator Grants (ESI)
Not Applicable
Project End Date
NIH RePORTER
For more information, see NIH RePORTER Project 5U01CA230694-05
Precision Risk Stratification and Screening for HCC among Patients with Cirrhosis in the United States
Hepatocellular carcinoma (HCC)-related mortality in the U.S. is rapidly rising. Given the association between early detection and improved survival, screening using ultrasound +/- a serum biomarker, alpha fetoprotein (AFP), is recommended in at-risk individuals, including all patients with cirrhosis. However, most HCC patients are diagnosed at a late stage due to limitations in this strategy. Specifically, the strategy of ultrasound and AFP in all cirrhosis patients is inadequate because it ignores: 1) heterogeneity in risk between patients; 2) the poor accuracy of screening tests; and 3) the poor reliability of screening test performance between patients. The current “one-size-fits-all” approach to HCC screening leads to over-screening of low-risk cirrhosis patients and under-screening of high-risk patients, diluting the overall value of HCC screening. Our proposal's goal is to develop and evaluate a precision screening strategy for early stage HCC in patients with cirrhosis that matches the best screening tests to individual risk and screening test performance. We will leverage five patient populations (4 prospective cohorts and one case-control dataset) with a total of >6000 cirrhosis patients to evaluate and compare biomarker- and imaging-based models for HCC risk stratification and early detection. Specifically, we propose to: Aim 1: Validate and compare the performance of two risk stratification models to stratify cirrhosis patients with low-, intermediate- and high-risk of developing HCC Aim 2: Evaluate the performance of an abbreviated MRI protocol +/- serum biomarkers (including AFP, AFP L3, and DCP) vs. ultrasound +/- serum biomarkers for early HCC detection in patients with cirrhosis Aim 3: Compare the cost effectiveness, using micro-simulation modeling, of a tailored screening strategy based on individual HCC risk and expected screening test performance to the current standard strategy of ultrasound and AFP in all patients with cirrhosis Our proposal leverages 5 distinct patient populations with >6000 cirrhosis patients, to compare biomarker- and imaging-based models for HCC risk stratification and early detection. We use these data to compare the effectiveness of a tailored screening strategy to the current strategy of ultrasound and AFP for all patients using micro-simulation modeling. Tailoring HCC screening efforts to individual risk and screening test performance moves beyond the current “one-size-fits-all” strategy and aligns HCC screening with the principles of precision medicine. Our proposed HCC screening strategy would maximize screening benefits and minimize screening harms for each patient, thereby optimizing overall HCC screening value in the United States. 2
Publications
- Hernaez R, Karvellas CJ, Liu Y, Sacleux SC, Khemichian S, Stein LL, Shetty K, Lindenmeyer CC, Boike JR, Simonetto DA, Rahimi RS, Jalal PK, Izzy M, Kriss MS, Im GY, Lin MV, Jou JH, Fortune BE, Cholankeril G, Kuo A, Mahmud N, Kanwal F, Saliba F, Sundaram V, Artzner T, Jalan R, Multi-Organ Dysfunction and Evaluation for Liver Transplantation (MODEL) Consortium, Al Attar A, Kosari K, Garcia R, Salmastyan G, Cranford W, Patel P, Xue P, Mishra S, Parks M, Flocco G, Gao J, Wu T, Thanneeru P, Reddy V, Gao J, Hurtado M, Mohamed I, Vyhmeister R, Lopez CR, Campbell B, Winters AC, Simpson MA, Ying X. The novel SALT-M score predicts 1-year post-transplant mortality in patients with severe acute-on-chronic liver failure. Journal of hepatology. 2023 Sep;79(3):717-727. Epub 2023 Jun 12. PMID: 37315809
- Benhammou JN, Rich NE, Cholankeril G, Zhang P, Zeng W, Rao S, Tayob N, National Cancer Institute’s Translational Liver Consortium Early-Career Working Group, Li W, Wu X, Feng S, Fujiwara N, Meng X, Zhu S, Zaidi S. DETECT: Development of Technologies for Early HCC Detection. Gastroenterology. 2022 Jul;163(1):21-27. Epub 2022 Mar 23. PMID: 35339460
- Parikh ND, Tayob N, Singal AG. Blood-based biomarkers for hepatocellular carcinoma screening: Approaching the end of the ultrasound era? Journal of hepatology. 2023 Jan;78(1):207-216. Epub 2022 Sep 8. PMID: 36089157
- Singal AG, Tayob N, Mehta A, Marrero JA, Jin Q, Lau J, Parikh ND. Doylestown Plus and GALAD Demonstrate High Sensitivity for HCC Detection in Patients With Cirrhosis. Clinical gastroenterology and hepatology : the official clinical practice journal of the American Gastroenterological Association. 2022 Apr;20(4):953-955.e2. Epub 2021 Apr 20. PMID: 33864933
- Thrift AP, Nguyen Wenker TH, Godwin K, Balakrishnan M, Duong HT, Loomba R, Kanwal F, El-Serag HB. An Electronic Health Record Model for Predicting Risk of Hepatic Fibrosis in Primary Care Patients. Digestive diseases and sciences. 2024 Jul;69(7):2430-2436. Epub 2024 May 3. PMID: 38700632
- Yokoo T, Masaki N, Parikh ND, Lane BF, Feng Z, Mendiratta-Lala M, Lee CH, Khatri G, Marsh TL, Shetty K, Dunn CT, Al-Jarrah T, Aslam A, Davenport MS, Gopal P, Rich NE, Lok AS, Singal AG. Multicenter Validation of Abbreviated MRI for Detecting Early-Stage Hepatocellular Carcinoma. Radiology. 2023 Apr;307(2):e220917. Epub 2023 Jan 24. PMID: 36692401
- Parikh ND, Tayob N, Al-Jarrah T, Kramer J, Melcher J, Smith D, Marquardt P, Liu PH, Tang R, Kanwal F, Singal AG. Barriers to Surveillance for Hepatocellular Carcinoma in a Multicenter Cohort. JAMA network open. 2022 Jul 1;5(7):e2223504. PMID: 35867057
- Singal AG, Tayob N, Mehta A, Marrero JA, El-Serag H, Jin Q, Saenz de Viteri C, Fobar A, Parikh ND. GALAD demonstrates high sensitivity for HCC surveillance in a cohort of patients with cirrhosis. Hepatology (Baltimore, Md.). 2022 Mar;75(3):541-549. Epub 2021 Dec 17. PMID: 34618932
- Kanwal F, Khaderi S, Singal AG, Marrero JA, Asrani SK, Amos CI, Thrift AP, Kramer JR, Yu X, Cao Y, Luster M, Al-Sarraj A, Ning J, El-Serag HB. Risk Stratification Model for Hepatocellular Cancer in Patients With Cirrhosis. Clinical gastroenterology and hepatology : the official clinical practice journal of the American Gastroenterological Association. 2023 Dec;21(13):3296-3304.e3. Epub 2023 Apr 30. PMID: 37390101
- Kanwal F, Singal AG. Surveillance for Hepatocellular Carcinoma: Current Best Practice and Future Direction. Gastroenterology. 2019 Jul;157(1):54-64. Epub 2019 Apr 12. PMID: 30986389
- Singal AG, El-Serag HB. Rational HCC screening approaches for patients with NAFLD. Journal of hepatology. 2022 Jan;76(1):195-201. Epub 2021 Sep 9. PMID: 34508791
- Kanneganti M, Marrero JA, Parikh ND, Kanwal F, Yokoo T, Mendiratta-Lala M, Rich NE, Gopal P, Singal AG. Clinical outcomes of patients with Liver Imaging Reporting and Data System 3 or Liver Imaging Reporting and Data System 4 observations in patients with cirrhosis: A systematic review. Liver transplantation : official publication of the American Association for the Study of Liver Diseases and the International Liver Transplantation Society. 2022 Dec;28(12):1865-1875. Epub 2022 Sep 5. PMID: 35980600
- Thrift AP, Kanwal F, Liu Y, Khaderi S, Singal AG, Marrero JA, Loo N, Asrani SK, Luster M, Al-Sarraj A, Ning J, Tsavachidis S, Gu X, Amos CI, El-Serag HB. Risk stratification for hepatocellular cancer among patients with cirrhosis using a hepatic fat polygenic risk score. PloS one. 2023 Feb 28;18(2):e0282309. doi: 10.1371/journal.pone.0282309. eCollection 2023. PMID: 36854015
- Liang J, Lee YT, Yeo YH, Luu M, Ayoub W, Kuo A, Trivedi H, Vipani A, Gaddam S, Kim H, Wang Y, Rich N, Kosari K, Nissen N, Parikh N, Singal AG, Yang JD. Impact of the Early COVID-19 Pandemic on Incidence and Outcomes of Hepatocellular Carcinoma in the United States. Clinical and translational gastroenterology. 2024 Jul 1;15(7):e00723. PMID: 38829967
- Zheng Y, Wagner PD, Singal AG, Hanash SM, Srivastava S, Huang Y, Zhao YQ, Chari ST, Marquez G, Etizioni R, Marsh TL, Feng Z. Designing Rigorous and Efficient Clinical Utility Studies for Early Detection Biomarkers. Cancer epidemiology, biomarkers & prevention : a publication of the American Association for Cancer Research, cosponsored by the American Society of Preventive Oncology. 2024 Sep 3;33(9):1150-1157. PMID: 39223980
- Singal AG, Lok AS, Feng Z, Kanwal F, Parikh ND. Conceptual Model for the Hepatocellular Carcinoma Screening Continuum: Current Status and Research Agenda. Clinical gastroenterology and hepatology : the official clinical practice journal of the American Gastroenterological Association. 2022 Jan;20(1):9-18. Epub 2020 Sep 19. PMID: 32961340
- Kanwal F, Khaderi S, Singal AG, Marrero JA, Loo N, Asrani SK, Amos CI, Thrift AP, Gu X, Luster M, Al-Sarraj A, Ning J, El-Serag HB. Risk factors for HCC in contemporary cohorts of patients with cirrhosis. Hepatology (Baltimore, Md.). 2023 Mar 1;77(3):997-1005. Epub 2023 Feb 17. PMID: 35229329
- Rich NE, John BV, Parikh ND, Rowe I, Mehta N, Khatri G, Thomas SM, Anis M, Mendiratta-Lala M, Hernandez C, Odewole M, Sundaram LT, Konjeti VR, Shetty S, Shah T, Zhu H, Yopp AC, Hoshida Y, Yao FY, Marrero JA, Singal AG. Hepatocellular Carcinoma Demonstrates Heterogeneous Growth Patterns in a Multicenter Cohort of Patients With Cirrhosis. Hepatology (Baltimore, Md.). 2020 Nov;72(5):1654-1665. Epub 2020 Oct 25. PMID: 32017165
- Singal AG, Hoshida Y, Pinato DJ, Marrero J, Nault JC, Paradis V, Tayob N, Sherman M, Lim YS, Feng Z, Lok AS, Rinaudo JA, Srivastava S, Llovet JM, Villanueva A. International Liver Cancer Association (ILCA) White Paper on Biomarker Development for Hepatocellular Carcinoma. Gastroenterology. 2021 Jun;160(7):2572-2584. Epub 2021 Mar 9. PMID: 33705745
- Arvind A, Joshi S, Zaki T, Burkholder D, Parikh ND, Singal AG, North American Liver Cancer (NALC) Consortium, Yekkaluri S, Yokoo T, Fetzer D, Browning T, Rich NE, Khatri G, Zhu H, Hoshida Y, Marrero JA, Yopp AC, Gopal P, Manwaring C. Risk of Hepatocellular Carcinoma in Patients With Indeterminate (LI-RADS 3) Liver Observations. Clinical gastroenterology and hepatology : the official clinical practice journal of the American Gastroenterological Association. 2023 Apr;21(4):1091-1093.e3. Epub 2021 Dec 10. PMID: 34902571
- Wang M, Singal AG, Parikh N, Kono Y, Marrero J, Mehta A. A Biomarker Panel Based upon AFP, Fucosylated Kininogen and PEG-Precipitated IgG Is Highly Accurate for the Early Detection Hepatocellular Carcinoma in Patients with Cirrhosis in Phase II and Phase III Biomarker Evaluation. Cancers. 2022 Dec 2;14. (23). PMID: 36497452
- Singal AG, Yang JD, Parikh ND. Blood-Based Biomarkers for HCC Surveillance: Ready for the Center Stage? The American journal of gastroenterology. 2024 Nov 1;119(11):2147-2150. Epub 2023 Oct 5. PMID: 37795908
- Singal AG, Zhang E, Narasimman M, Rich NE, Waljee AK, Hoshida Y, Yang JD, Reig M, Cabibbo G, Nahon P, Parikh ND, Marrero JA. HCC surveillance improves early detection, curative treatment receipt, and survival in patients with cirrhosis: A meta-analysis. Journal of hepatology. 2022 Jul;77(1):128-139. Epub 2022 Feb 6. PMID: 35139400
- Singal AG, Sanduzzi-Zamparelli M, Nahon P, Ronot M, Hoshida Y, Rich N, Reig M, Vilgrain V, Marrero J, Llovet JM, Parikh ND, Villanueva A. International Liver Cancer Association (ILCA) white paper on hepatocellular carcinoma risk stratification and surveillance. Journal of hepatology. 2023 Jul;79(1):226-239. Epub 2023 Feb 26. PMID: 36854345
- Lee YT, Fujiwara N, Yang JD, Hoshida Y. Risk stratification and early detection biomarkers for precision HCC screening. Hepatology (Baltimore, Md.). 2023 Jul 1;78(1):319-362. Epub 2022 Oct 11. PMID: 36082510
- Tan Y, Zhu J, Gutierrez Reyes CD, Lin Y, Tan Z, Wu Z, Zhang J, Cano A, Verschleisser S, Mechref Y, Singal AG, Parikh ND, Lubman DM. Discovery of Core-Fucosylated Glycopeptides as Diagnostic Biomarkers for Early HCC in Patients with NASH Cirrhosis Using LC-HCD-PRM-MS/MS. ACS omega. 2023 Mar 21;8(13):12467-12480. doi: 10.1021/acsomega.3c00519. eCollection 2023 Apr 4. PMID: 37033807
- Liu PH, Hsu CY, Su CW, Huang YH, Hou MC, Rich NE, Fujiwara N, Hoshida Y, Singal AG, Huo TI. Thrombocytosis is associated with worse survival in patients with hepatocellular carcinoma. Liver international : official journal of the International Association for the Study of the Liver. 2020 Oct;40(10):2522-2534. Epub 2020 Jun 28. PMID: 32511831
- McMahon B, Cohen C, Brown RS Jr, El-Serag H, Ioannou GN, Lok AS, Roberts LR, Singal AG, Block T. Opportunities to address gaps in early detection and improve outcomes of liver cancer. JNCI cancer spectrum. 2023 May 2;7. (3). PMID: 37144952
- Murphy CC, Tavakkoli A, Wani S, Singal AG. Pandemic-Related Changes in Incidence and Mortality Rates of Gastrointestinal Cancers During 2020. The American journal of gastroenterology. 2024 Feb 1;119(2):382-387. Epub 2023 Oct 27. PMID: 37791616
- Dhanasekaran R, Suzuki H, Lemaitre L, Kubota N, Hoshida Y. Molecular and immune landscape of hepatocellular carcinoma to guide therapeutic decision-making. Hepatology (Baltimore, Md.). 2023 Jun 12. Epub 2023 Jun 12. PMID: 37300379
- Fujiwara N, Kubota N, Crouchet E, Koneru B, Marquez CA, Jajoriya AK, Panda G, Qian T, Zhu S, Goossens N, Wang X, Liang S, Zhong Z, Lewis S, Taouli B, Schwartz ME, Fiel MI, Singal AG, Marrero JA, Fobar AJ, Parikh ND, Raman I, Li QZ, Taguri M, Ono A, Aikata H, Nakahara T, Nakagawa H, Matsushita Y, Tateishi R, Koike K, Kobayashi M, Higashi T, Nakagawa S, Yamashita YI, Beppu T, Baba H, Kumada H, Chayama K, Baumert TF, Hoshida Y. Molecular signatures of long-term hepatocellular carcinoma risk in nonalcoholic fatty liver disease. Science translational medicine. 2022 Jun 22;14(650):eabo4474. Epub 2022 Jun 22. PMID: 35731891
- Antwi SO, Heckman M, White L, Yan I, Sarangi V, Lauer KP, Reddy J, Ahmed F, Veliginti S, Mejías Febres ED, Hatia RI, Chang P, Izquierdo-Sanchez L, Boix L, Rojas A, Banales JM, Reig M, Stål P, Gómez MR, Singal AG, Li D, Hassan MM, Roberts LR, Patel T. Metabolic liver cancer: associations of rare and common germline variants in one-carbon metabolism and DNA methylation genes. Human molecular genetics. 2023 Aug 7;32(16):2646-2655. PMID: 37369012
- Fujiwara N, Fobar AJ, Raman I, Li QZ, Marrero JA, Parikh ND, Singal AG, Hoshida Y. A Blood-Based Prognostic Liver Secretome Signature Predicts Long-term Risk of Hepatic Decompensation in Cirrhosis. Clinical gastroenterology and hepatology : the official clinical practice journal of the American Gastroenterological Association. 2022 May;20(5):e1188-e1191. Epub 2021 Mar 13. PMID: 33727162
- Singal AG, Parikh ND, Shetty K, Han SH, Xie C, Ning J, Rinaudo JA, Arvind A, Lok AS, Kanwal F, Translational Liver Cancer Investigators. Natural History of Indeterminate Liver Nodules in Patients With Advanced Liver Disease: A Multicenter Retrospective Cohort Study. The American journal of gastroenterology. 2024 Nov 1;119(11):2251-2258. Epub 2024 Apr 30. PMID: 38686922
- Fujiwara N, Kobayashi M, Fobar AJ, Hoshida A, Marquez CA, Koneru B, Panda G, Taguri M, Qian T, Raman I, Li QZ, Hoshida H, Sezaki H, Kumada H, Tateishi R, Yokoo T, Yopp AC, Chung RT, Fuchs BC, Baumert TF, Marrero JA, Parikh ND, Zhu S, Singal AG, Hoshida Y. A blood-based prognostic liver secretome signature and long-term hepatocellular carcinoma risk in advanced liver fibrosis. Med (New York, N.Y.). 2021 Jul 9;2(7):836-850.e10. Epub 2021 Apr 21. PMID: 34318286
- Fujiwara N, Kubota N, Zhu S, Nakagawa S, Baba H, Hoshida Y. Disseminative Recurrence Signature for Hepatocellular Carcinoma From Nonalcoholic Fatty Liver Disease. Gastro hep advances. 2023;2(5):681-683. Epub 2023 Mar 20. PMID: 37621719
- Kanzaki H, Katz C, Hoshida Y. Matrisomic characterization of HCC to inform individualized patient management. Hepatology (Baltimore, Md.). 2023 Sep 1;78(3):691-693. Epub 2023 May 11. PMID: 37163234
- Mendiratta-Lala M, Fetzer D, Kamaya A, Parikh ND, Singal AG. The Future Role of Abdominal US in Hepatocellular Carcinoma Surveillance. Radiology. 2024 May;311(2):e232624. PMID: 38742973