Optimal Screening for Hepatocellular Carcinoma: A Restless Bandit Model

Published Online:https://doi.org/10.1287/msom.2017.0697

References

  • Ahuja V, Birge JR (2016) Response-adaptive designs for clinical trials: Simultaneous learning from multiple patients. Eur. J. Oper. Res. 248(2):619–633.CrossrefGoogle Scholar
  • Alagoz O, Ayer T, Erenay FS (2011) Operations research models for cancer screening. Cochran J, Cox Jr LA, Keskinocak P, Kharoufeh JP, Smith JC, eds. Wiley Encyclopedia of Operations Research and Management Science (John Wiley & Sons, New York).CrossrefGoogle Scholar
  • Altekruse SF, McGlynn KA, Reichman ME (2009) Hepatocellular carcinoma incidence, mortality, and survival trends in the united states from 1975 to 2005. J. Clinical Oncology 27(9):1485–1491.CrossrefGoogle Scholar
  • Arif-Tiwari H, Kalb B, Chundru S, Sharma P, Costello J, Guessner RW, Martin DR (2014) MRI of hepatocellular carcinoma: An update of current practices. Diagnostic Interventional Radiology 20(3):209–221.CrossrefGoogle Scholar
  • Ayer T, Alagoz O, Stout NK (2012) OR Forum—A POMDP approach to personalize mammography screening decisions. Oper. Res. 60(5):1019–1034.LinkGoogle Scholar
  • Barua B, Rovere M, Skinner BJ (2015) Waiting your turn: Wait times for health care in Canada, 2013 report. Report, Fraser Institute, Vancouver.Google Scholar
  • Bertsimas D, Niño-Mora J (2000) Restless bandits, linear programming relaxations, and a primal-dual index heuristic. Oper. Res. 48(1):80–90.LinkGoogle Scholar
  • Blanchet K, Roberts B, Sistenich V, Ramesh A, Frison S, Warren E (2013) An evidence review of research on health interventions in humanitarian crises. Report, London School of Hygiene & Tropical Medicine, London.Google Scholar
  • Bruix J, Sherman M (2005) Management of hepatocellular carcinoma. Hepatology 42(5):1208–1236.CrossrefGoogle Scholar
  • Chaiteerakij R, Addissie BD, Roberts LR (2013) Update on biomarkers of hepatocellular carcinoma. Clinical Gastroenterology Hepatology 13(2):237–245.CrossrefGoogle Scholar
  • Chhatwal J, Alagoz O, Burnside ES (2010) Optimal breast biopsy decision-making based on mammographic features and demographic factors. Oper. Res. 58(6):1577–1591.LinkGoogle Scholar
  • Curley SA, Barnett CC Jr, Abdalla EK, Tanabe KK, Savarese DMF (2015) Staging and prognostic factors in hepatocellular carcinoma. Accessed July 1, 2018, https://www.uptodate.com/contents/staging-and-prognostic-factors-in-hepatocellular-carcinoma.Google Scholar
  • Deo S, Sohoni M (2015) Optimal decentralization of early infant diagnosis of HIV in resource-limited settings. Manufacturing Service Oper. Management 17(2):191–207.LinkGoogle Scholar
  • Deo S, Iravani S, Jiang T, Smilowitz K, Samuelson S (2013) Improving health outcomes through better capacity allocation in a community-based chronic care model. Oper. Res. 61(6):1277–1294.LinkGoogle Scholar
  • Erenay FS, Alagoz O, Said A (2014) Optimizing colonoscopy screening for colorectal cancer prevention and surveillance. Manufacturing Service Oper. Management 16(3):381–400.LinkGoogle Scholar
  • Freudenthal H (1942) Simplizialzerlegungen von beschränkter Flachheit. Ann. Math. 43(3):580–582.CrossrefGoogle Scholar
  • Keehan SP, Cuckler GA, Sisko AM, Madison AJ, Smith SD, Stone DA, Poisal JA, Wolfe CJ, Lizonitz JM (2015) National health expenditure projections, 2014–24: Spending growth faster than recent trends. Health Affairs 34(8):1407–1417.CrossrefGoogle Scholar
  • Khademi A, Saure DR, Schaefer AJ, Braithwaite RS, Roberts MS (2015) The price of nonabandonment: HIV in resource-limited settings. Manufacturing Service Oper. Management 17(4):554–570.LinkGoogle Scholar
  • Krishnamurthy V, Evans RJ (2001) Hidden Markov model multiarm bandits: A methodology for beam scheduling in multitarget tracking. IEEE Trans. Signal Processing 49(12):2893–2908.CrossrefGoogle Scholar
  • Lee E, Edward S, Singal AG, Lavieri MS, Volk M (2012) Improving screening for hepatocellular carcinoma by incorporating data on levels of α-fetoprotein over time. Clinical Gastroenterology Hepatology 11(4):437–440.CrossrefGoogle Scholar
  • Maillart LM, Ivy JS, Ransom S, Diehl K (2008) Assessing dynamic breast cancer screening policies. Oper. Res. 56(6):1411–1427.LinkGoogle Scholar
  • Nam CY, Chaudhari V, Raman SS, Lassman C, Tong MJ, Busuttil RW, Lu DSK (2011) CT and MRI improve detection of hepatocellular carcinoma, compared with ultrasound alone, in patients with cirrhosis. Clinical Gastroenterology Hepatology 9(2):161–167.CrossrefGoogle Scholar
  • Negoescu DM, Bimpikis K, Brandeau ML, Iancu DA (2017) Dynamic learning of patient response types: An application to treating chronic diseases. Management Sci., ePub ahead of print August 21, https://doi.org/10.1287/mnsc.2017.2793.LinkGoogle Scholar
  • Papadimitriou CH, Tsitsiklis JN (1999) The complexity of optimal queuing network control. Math. Oper. Res. 24(2):293–305.LinkGoogle Scholar
  • Pierskalla WP, Brailer DJ (1994) Applications of operations research in health care delivery. Pollock SM, Rothkopt MH, Barnett A, eds. Handbooks in OR & MS, Vol. 6 (Elsevier Science, Amsterdam), 469–505.Google Scholar
  • Poon D, Anderson BO, Chen L-T, Tanaka K, Lau WY, Van Cutsem E, Singh Het al. (2009) Management of hepatocellular carcinoma in Asia: Consensus statement from the Asian Oncology Summit 2009. Lancet Oncology 10(11):1111–1118.CrossrefGoogle Scholar
  • Stevenson CE (1995) Statistical models for cancer screening. Statist. Methods Medical Res. 4(1):18–32.CrossrefGoogle Scholar
  • Strunk BC, Ginsburg PB, Banker MI (2006) The effect of population aging on future hospital demand. Health Affairs 25(3):w141–w149.CrossrefGoogle Scholar
  • Underwood DJ, Zhang J, Denton BT, Shah ND, Inman BA (2012) Simulation optimization of PSA-threshold based prostate cancer screening policies. Health Care Management Sci. 15(4):293–309.CrossrefGoogle Scholar
  • United Nations (2015) Transforming our world: The 2030 Agenda for Sustainable Development. United Nations resolution A/RES/70/1, paragraph 54. Accessed July 1, 2018, http://www.un.org/en/development/desa/population/migration/generalassembly/docs/globalcompact/A_RES_70_1_E.pdf.Google Scholar
  • Varaiya P, Walrand J, Buyukkoc C (1985) Extensions of the multiarmed bandit problem: The discounted case. IEEE Trans. Automatic Control 30(5):426–439.CrossrefGoogle Scholar
  • Whittle P (1988) Restless bandits: Activity allocation in a changing world. J. Appl. Probab. 25(A):287–298.CrossrefGoogle Scholar
  • Wilkins T, Malcolm JK, Raina D, Schade RR (2010) Hepatitis C: Diagnosis and treatment. Amer. Family Physician 81(11):1351–1357.Google Scholar
  • Wong GLH, Chan HLY, Tse YK, Chan HY, Tse C-H, Lo AOS, Wong VWS (2014) On-treatment alpha-fetoprotein is a specific tumor marker for hepatocellular carcinoma in patients with chronic hepatitis B receiving entecavir. Hepatology 59(3):986–995.CrossrefGoogle Scholar
  • Zhang J, Denton BT, Balasubramanian H, Shah ND, Inman BA (2012) Optimization of PSA screening policies a comparison of the patient and societal perspectives. Medical Decision Making 32(2):337–349.CrossrefGoogle Scholar
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