Clinical trial NCT06124989 - References

Acute Pancreatitis — Machine learnINg for the rElapse Risk eValuation in Acute Biliary Pancreatitis.

Citation(s)

•   Ahmed Ali U, Issa Y, Hagenaars JC, Bakker OJ, van Goor H, Nieuwenhuijs VB, Bollen TL, van Ramshorst B, Witteman BJ, Brink MA, Schaapherder AF, Dejong CH, Spanier BW, Heisterkamp J, van der Harst E, van Eijck CH, Besselink MG, Gooszen HG, van Santvoort HC, Boermeester MA; Dutch Pancreatitis Study Group
  Risk of Recurrent Pancreatitis and Progression to Chronic Pancreatitis After a First Episode of Acute Pancreatitis. Clin Gastroenterol Hepatol. 2016 May;14(5):738-46. doi: 10.1016/j.cgh.2015.12.040. Epub 2016 Jan 6.
•   Bagepally BS, Haridoss M, Sasidharan A, Jagadeesh KV, Oswal NK
  Systematic review and meta-analysis of gallstone disease treatment outcomes in early cholecystectomy versus conservative management/delayed cholecystectomy. BMJ Open Gastroenterol. 2021 Jul;8(1):e000675. doi: 10.1136/bmjgast-2021-000675.
•   Chen Y, Chen TW, Wu CQ, Lin Q, Hu R, Xie CL, Zuo HD, Wu JL, Mu QW, Fu QS, Yang GQ, Zhang XM
  Radiomics model of contrast-enhanced computed tomography for predicting the recurrence of acute pancreatitis. Eur Radiol. 2019 Aug;29(8):4408-4417. doi: 10.1007/s00330-018-5824-1. Epub 2018 Nov 9.
•   Cho JH, Jeong YH, Kim KH, Kim TN
  Risk factors of recurrent pancreatitis after first acute pancreatitis attack: a retrospective cohort study. Scand J Gastroenterol. 2020 Jan;55(1):90-94. doi: 10.1080/00365521.2019.1699598. Epub 2019 Dec 10.
•   da Costa DW, Bouwense SA, Schepers NJ, Besselink MG, van Santvoort HC, van Brunschot S, Bakker OJ, Bollen TL, Dejong CH, van Goor H, Boermeester MA, Bruno MJ, van Eijck CH, Timmer R, Weusten BL, Consten EC, Brink MA, Spanier BWM, Bilgen EJS, Nieuwenhuijs VB, Hofker HS, Rosman C, Voorburg AM, Bosscha K, van Duijvendijk P, Gerritsen JJ, Heisterkamp J, de Hingh IH, Witteman BJ, Kruyt PM, Scheepers JJ, Molenaar IQ, Schaapherder AF, Manusama ER, van der Waaij LA, van Unen J, Dijkgraaf MG, van Ramshorst B, Gooszen HG, Boerma D; Dutch Pancreatitis Study Group
  Same-admission versus interval cholecystectomy for mild gallstone pancreatitis (PONCHO): a multicentre randomised controlled trial. Lancet. 2015 Sep 26;386(10000):1261-1268. doi: 10.1016/S0140-6736(15)00274-3.
•   Ding N, Guo C, Li C, Zhou Y, Chai X
  An Artificial Neural Networks Model for Early Predicting In-Hospital Mortality in Acute Pancreatitis in MIMIC-III. Biomed Res Int. 2021 Jan 28;2021:6638919. doi: 10.1155/2021/6638919. eCollection 2021.
•   Gurusamy KS, Nagendran M, Davidson BR
  Early versus delayed laparoscopic cholecystectomy for acute gallstone pancreatitis. Cochrane Database Syst Rev. 2013 Sep 2;(9):CD010326. doi: 10.1002/14651858.CD010326.pub2.
•   Hong WD, Chen XR, Jin SQ, Huang QK, Zhu QH, Pan JY
  Use of an artificial neural network to predict persistent organ failure in patients with acute pancreatitis. Clinics (Sao Paulo). 2013 Jan;68(1):27-31. doi: 10.6061/clinics/2013(01)rc01. No abstract available.
•   Hu X, Yang B, Li J, Bai X, Li S, Liu H, Zhang H, Zeng F
  Individualized Prediction of Acute Pancreatitis Recurrence Using a Nomogram. Pancreas. 2021 Jul 1;50(6):873-878. doi: 10.1097/MPA.0000000000001839.
•   Loozen CS, Oor JE, van Ramshorst B, van Santvoort HC, Boerma D
  Conservative treatment of acute cholecystitis: a systematic review and pooled analysis. Surg Endosc. 2017 Feb;31(2):504-515. doi: 10.1007/s00464-016-5011-x. Epub 2016 Jun 17.
•   Mador BD, Panton ON, Hameed SM
  Early versus delayed cholecystectomy following endoscopic sphincterotomy for mild biliary pancreatitis. Surg Endosc. 2014 Dec;28(12):3337-42. doi: 10.1007/s00464-014-3621-8. Epub 2014 Jun 25.
•   Mashayekhi R, Parekh VS, Faghih M, Singh VK, Jacobs MA, Zaheer A
  Radiomic features of the pancreas on CT imaging accurately differentiate functional abdominal pain, recurrent acute pancreatitis, and chronic pancreatitis. Eur J Radiol. 2020 Feb;123:108778. doi: 10.1016/j.ejrad.2019.108778. Epub 2019 Dec 11.
•   Nebiker CA, Frey DM, Hamel CT, Oertli D, Kettelhack C
  Early versus delayed cholecystectomy in patients with biliary acute pancreatitis. Surgery. 2009 Mar;145(3):260-4. doi: 10.1016/j.surg.2008.10.012. Epub 2009 Feb 1.
•   Riquelme F, Marinkovic B, Salazar M, Martinez W, Catan F, Uribe-Echevarria S, Puelma F, Munoz J, Canals A, Astudillo C, Uribe M
  Early laparoscopic cholecystectomy reduces hospital stay in mild gallstone pancreatitis. A randomized controlled trial. HPB (Oxford). 2020 Jan;22(1):26-33. doi: 10.1016/j.hpb.2019.05.013. Epub 2019 Jun 22.
•   Sankaran SJ, Xiao AY, Wu LM, Windsor JA, Forsmark CE, Petrov MS
  Frequency of progression from acute to chronic pancreatitis and risk factors: a meta-analysis. Gastroenterology. 2015 Nov;149(6):1490-1500.e1. doi: 10.1053/j.gastro.2015.07.066. Epub 2015 Aug 20.
•   Schmidt M, Sondenaa K, Vetrhus M, Berhane T, Eide GE
  A randomized controlled study of uncomplicated gallstone disease with a 14-year follow-up showed that operation was the preferred treatment. Dig Surg. 2011;28(4):270-6. doi: 10.1159/000329464. Epub 2011 Jul 9.
•   Sharma A, Vans E, Shigemizu D, Boroevich KA, Tsunoda T
  DeepInsight: A methodology to transform a non-image data to an image for convolution neural network architecture. Sci Rep. 2019 Aug 6;9(1):11399. doi: 10.1038/s41598-019-47765-6.
•   Stevens CL, Abbas SM, Watters DA
  How Does Cholecystectomy Influence Recurrence of Idiopathic Acute Pancreatitis? J Gastrointest Surg. 2016 Dec;20(12):1997-2001. doi: 10.1007/s11605-016-3269-x. Epub 2016 Sep 23.
•   Umans DS, Hallensleben ND, Verdonk RC, Bouwense SAW, Fockens P, van Santvoort HC, Voermans RP, Besselink MG, Bruno MJ, van Hooft JE; Dutch Pancreatitis Study Group
  Recurrence of idiopathic acute pancreatitis after cholecystectomy: systematic review and meta-analysis. Br J Surg. 2020 Feb;107(3):191-199. doi: 10.1002/bjs.11429. Epub 2019 Dec 25.
•   Werner J, Hartwig W, Uhl W, Muller C, Buchler MW
  Useful markers for predicting severity and monitoring progression of acute pancreatitis. Pancreatology. 2003;3(2):115-27. doi: 10.1159/000070079.
•   Yamashita R, Nishio M, Do RKG, Togashi K
  Convolutional neural networks: an overview and application in radiology. Insights Imaging. 2018 Aug;9(4):611-629. doi: 10.1007/s13244-018-0639-9. Epub 2018 Jun 22.
•   Yuan X, Xu B, Wong M, Chen Y, Tang Y, Deng L, Tang D
  The safety, feasibility, and cost-effectiveness of early laparoscopic cholecystectomy for patients with mild acute biliary pancreatitis: A meta-analysis. Surgeon. 2021 Oct;19(5):287-296. doi: 10.1016/j.surge.2020.06.014. Epub 2020 Jul 22.
•   Zhou Y, Ge YT, Shi XL, Wu KY, Chen WW, Ding YB, Xiao WM, Wang D, Lu GT, Hu LH
  Machine learning predictive models for acute pancreatitis: A systematic review. Int J Med Inform. 2022 Jan;157:104641. doi: 10.1016/j.ijmedinf.2021.104641. Epub 2021 Nov 10.

A Novel Machine Learning Model for the Prediction of Relapse of Acute Biliary Pancreatitis (Machine learnINg for the rElapse Risk eValuation in Acute Biliary Pancreatitis - MINERVA)

Details for clinical trial NCT06124989