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Browsing by Author "Crippa, Stefano"
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Item A multimodality test to guide the management of patients with a pancreatic cyst(American Association for the Advancement of Science, 2019-07-17) 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.; Castillo, Carlos Fernandez-Del; 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, Nickolas; Kinzler, Kenneth W.; Vogelstein, Bert; Wolfgang, Christopher L.; Hruban, Ralph H.; Lennon, Anne Marie; Surgery, School of MedicinePancreatic 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.Item Pathological Complete Response in Patients With Resected Pancreatic Adenocarcinoma After Preoperative Chemotherapy(American Medical Association, 2024-06-03) Stoop, Thomas F.; Oba, Atsushi; Wu, Y. H. Andrew; Beaty, Laurel E.; Colborn, Kathryn L.; Janssen, Boris V.; Al-Musawi, Mohammed H.; Rodriguez Franco, Salvador; Sugawara, Toshitaka; Franklin, Oskar; Jain, Ajay; Saiura, Akio; Sauvanet, Alain; Coppola, Alessandro; Javed, Ammar A.; Groot Koerkamp, Bas; Miller, Braden N.; Mack, Claudia E.; Hashimoto, Daisuke; Caputo, Damiano; Kleive, Dyre; Sereni, Elisabetta; Belfiori, Giulio; Ichida, Hirofumi; van Dam, Jacob L.; Dembinski, Jeanne; Akahoshi, Keiichi; Roberts, Keith J.; Tanaka, Kimitaka; Labori, Knut J.; Falconi, Massimo; House, Michael G.; Sugimoto, Motokazu; Tanabe, Minoru; Gotohda, Naoto; Krohn, Paul S.; Burkhart, Richard A.; Thakkar, Rohan G.; Pande, Rupaly; Dokmak, Safi; Hirano, Satoshi; Burgdorf, Stefan K.; Crippa, Stefano; van Roessel, Stijn; Satoi, Sohei; White, Steven A.; Hackert, Thilo; Nguyen, Trang K.; Yamamoto, Tomohisa; Nakamura, Toru; Bachu, Vismaya; Burns, William R.; Inoue, Yosuke; Takahashi, Yu; Ushida, Yuta; Aslami, Zohra V.; Verbeke, Caroline S.; Fariña, Arantza; He, Jin; Wilmink, Johanna W.; Messersmith, Wells; Verheij, Joanne; Kaplan, Jeffrey; Schulick, Richard D.; Besselink, Marc G.; Del Chiaro, Marco; Surgery, School of MedicineImportance: Preoperative chemo(radio)therapy is increasingly used in patients with localized pancreatic adenocarcinoma, leading to pathological complete response (pCR) in a small subset of patients. However, multicenter studies with in-depth data about pCR are lacking. Objective: To investigate the incidence, outcome, and risk factors of pCR after preoperative chemo(radio)therapy. Design, setting, and participants: This observational, international, multicenter cohort study assessed all consecutive patients with pathology-proven localized pancreatic adenocarcinoma who underwent resection after 2 or more cycles of chemotherapy (with or without radiotherapy) in 19 centers from 8 countries (January 1, 2010, to December 31, 2018). Data collection was performed from February 1, 2020, to April 30, 2022, and analyses from January 1, 2022, to December 31, 2023. Median follow-up was 19 months. Exposures: Preoperative chemotherapy (with or without radiotherapy) followed by resection. Main outcomes and measures: The incidence of pCR (defined as absence of vital tumor cells in the sampled pancreas specimen after resection), its association with OS from surgery, and factors associated with pCR. Factors associated with overall survival (OS) and pCR were investigated with Cox proportional hazards and logistic regression models, respectively. Results: Overall, 1758 patients (mean [SD] age, 64 [9] years; 879 [50.0%] male) were studied. The rate of pCR was 4.8% (n = 85), and pCR was associated with OS (hazard ratio, 0.46; 95% CI, 0.26-0.83). The 1-, 3-, and 5-year OS rates were 95%, 82%, and 63% in patients with pCR vs 80%, 46%, and 30% in patients without pCR, respectively (P < .001). Factors associated with pCR included preoperative multiagent chemotherapy other than (m)FOLFIRINOX ([modified] leucovorin calcium [folinic acid], fluorouracil, irinotecan hydrochloride, and oxaliplatin) (odds ratio [OR], 0.48; 95% CI, 0.26-0.87), preoperative conventional radiotherapy (OR, 2.03; 95% CI, 1.00-4.10), preoperative stereotactic body radiotherapy (OR, 8.91; 95% CI, 4.17-19.05), radiologic response (OR, 13.00; 95% CI, 7.02-24.08), and normal(ized) serum carbohydrate antigen 19-9 after preoperative therapy (OR, 3.76; 95% CI, 1.79-7.89). Conclusions and relevance: This international, retrospective cohort study found that pCR occurred in 4.8% of patients with resected localized pancreatic adenocarcinoma after preoperative chemo(radio)therapy. Although pCR does not reflect cure, it is associated with improved OS, with a doubled 5-year OS of 63% compared with 30% in patients without pCR. Factors associated with pCR related to preoperative chemo(radio)therapy regimens and anatomical and biological disease response features may have implications for treatment strategies that require validation in prospective studies because they may not universally apply to all patients with pancreatic adenocarcinoma.