1. Guiding pancreatic cyst management
- Author
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Matthew J. Weiss, Marco Dal Molin, Seung-Mo Hong, Giuseppe Zamboni, Michele T. Yip-Schneider, Mari Mino-Kenudson, Michael Goggins, Ralph H. Hruban, Christopher Douville, Peter J. Allen, Roberto Salvia, Jorge Paulino, Natalie Sillman, Nickolas Papadopoulos, Richard D. Schulick, Jeanin E. Van Hooft, Wooil Kwon, David L. Masica, Stefano Crippa, Christopher L. Wolfgang, Lu Li, Cristian Tomasetti, Randall E. Brand, Niall Swan, C. Max Schmidt, Massimo Falconi, Justin Geoghegan, Dae Wook Hwang, Simeon Springer, Walter G. Park, Rachel Karchin, Claudio Doglioni, Kenneth W. Kinzler, Joy Schaefer, Barish H. Edil, Mark A. Schattner, Janine Ptak, Susumu Hijioka, Carlos Fernandez-del Castillo, Aldo Scarpa, Jin He, Richard A. Burkhart, Rachel E. Simpson, Rita T. Lawlor, William R. Brugge, Bahman Afsari, Lisa Dobbyn, Anne Marie Lennon, Alison P. Klein, Shinichi Yachida, Jin-Young Jang, Christopher J. Thoburn, Elizabeth D. Thompson, Maria Popoli, David S. Klimstra, Aatur D. Singhi, Bert Vogelstein, Joshua D. Cohen, Marcia I. Canto, Martin A. Makary, Gastroenterology and Hepatology, AGEM - Re-generation and cancer of the digestive system, CCA - Cancer Treatment and Quality of Life, Springer, Simeon, Masica, David L, Dal Molin, Marco, Douville, Christopher, Thoburn, Christopher J, Afsari, Bahman, Li, Lu, Cohen, Joshua D, Thompson, Elizabeth, Allen, Peter J, Klimstra, David S, Schattner, Mark A, Schmidt, C Max, Yip-Schneider, Michele, Simpson, Rachel E, Fernandez-Del Castillo, Carlo, Mino-Kenudson, Mari, Brugge, William, Brand, Randall E, Singhi, Aatur D, Scarpa, Aldo, Lawlor, Rita, Salvia, Roberto, Zamboni, Giuseppe, Hong, Seung-Mo, Hwang, Dae Wook, Jang, Jin-Young, Kwon, Wooil, Swan, Niall, Geoghegan, Justin, Falconi, Massimo, Crippa, Stefano, Doglioni, Claudio, Paulino, Jorge, Schulick, Richard D, Edil, Barish H, Park, Walter, Yachida, Shinichi, Hijioka, Susumu, van Hooft, Jeanin, He, Jin, Weiss, Matthew J, Burkhart, Richard, Makary, Martin, Canto, Marcia I, Goggins, Michael G, Ptak, Janine, Dobbyn, Lisa, Schaefer, Joy, Sillman, Natalie, Popoli, Maria, Klein, Alison P, Tomasetti, Cristian, Karchin, Rachel, Papadopoulos, Nickola, Kinzler, Kenneth W, Vogelstein, Bert, Wolfgang, Christopher L, Hruban, Ralph H, and Lennon, Anne Marie
- Subjects
Male ,medicine.medical_specialty ,FEATURES ,DIAGNOSIS ,Multimodal Imaging ,CLASSIFICATION ,Article ,Machine Learning ,03 medical and health sciences ,0302 clinical medicine ,FLUID BIOMARKER ,NEOPLASMS ,CANCER ,ASSOCIATION ,COMBINATION ,PREVALENCE ,MUTATIONS ,parasitic diseases ,medicine ,Humans ,Cyst ,Aged ,business.industry ,Cancer ,General Medicine ,Gold standard (test) ,Middle Aged ,medicine.disease ,Test (assessment) ,Pancreatic Neoplasms ,030220 oncology & carcinogenesis ,Pancreatic cyst ,Cohort ,Female ,030211 gastroenterology & hepatology ,Histopathology ,Radiology ,Pancreatic cysts ,Pancreatic Cyst ,business ,Algorithms - Abstract
Pancreatic cysts are common and often pose a management dilemma, because some cysts are precancerous, whereas others have little risk of developing into invasive cancers. We used supervised machine learning techniques to develop a comprehensive test, CompCyst, to guide the management of patients with pancreatic cysts. The test is based on selected clinical features, imaging characteristics, and cyst fluid genetic and biochemical markers. Using data from 436 patients with pancreatic cysts, we trained CompCyst to classify patients as those who required surgery, those who should be routinely monitored, and those who did not require further surveillance. We then tested CompCyst in an independent cohort of 426 patients, with histopathology used as the gold standard. We found that clinical management informed by the CompCyst test was more accurate than the management dictated by conventional clinical and imaging criteria alone. Application of the CompCyst test would have spared surgery in more than half of the patients who underwent unnecessary resection of their cysts. CompCyst therefore has the potential to reduce the patient morbidity and economic costs associated with current standard-of-care pancreatic cyst management practices.
- Published
- 2019