РОЛЬ МАШИННОГО ОБУЧЕНИЯ В ИДЕНТЕФИКАЦИИ ПРЕДИКТОРОВ У ПАЦИЕНТОК С КРОВОТЕЧЕНИЯМИ ИЗ ВЕРХНИХ ОТДЕЛОВ ЖЕЛУДОЧНО-КИШЕЧНОГО ТРАКТА
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Abstract
Данное исследование обсуждает роль машинного обучения в идентификации предикторов у пациенток с кровотечениями из верхних отделов желудочно-кишечного тракта. Кровотечения из верхних отделов ЖКТ являются серьезной проблемой, требующей точной диагностики и прогнозирования. Машинное обучение представляет собой мощный инструмент для анализа больших объемов данных и выявления скрытых паттернов, что делает его важным для идентификации предикторов кровотечений у данной категории пациентов.
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References
Kamboj AK, Hoversten P, Leggett CL. Upper Gastrointestinal Bleeding: Etiologies and Management. Mayo Clin Proc. 2019 Apr;94(4):697-703. doi: 10.1016/j.mayocp.2019.01.022. PMID: 30947833.
Antunes C, Copelin II EL. Upper Gastrointestinal Bleeding. 2023 Apr 7. In: StatPearls [Internet]. Treasure Island (FL): StatPearls Publishing; 2024 Jan–. PMID: 29262121.
Elsebaey MA, Elashry H, Elbedewy TA, Elhadidy AA, Esheba NE, Ezat S, Negm MS, Abo-Amer YE, Abgeegy ME, Elsergany HF, Mansour L, Abd-Elsalam S. Predictors of in-hospital mortality in a cohort of elderly Egyptian patients with acute upper gastrointestinal bleeding. Medicine (Baltimore). 2018 Apr;97(16):e0403. doi: 10.1097/MD.0000000000010403. PMID: 29668596; PMCID: PMC5916675.
Zeng F, Du L, Ling L. Lactate level as a predictor of outcomes in patients with acute upper gastrointestinal bleeding: A systematic review and meta‑analysis. Exp Ther Med. 2024 Jan 24;27(3):113. doi: 10.3892/etm.2024.12401. PMID: 38361514; PMCID: PMC10867736.
Laine L, Barkun AN, Saltzman JR, Martel M, Leontiadis GI. ACG Clinical Guideline: Upper Gastrointestinal and Ulcer Bleeding. Am J Gastroenterol. 2021 May 1;116(5):899-917. doi: 10.14309/ajg.0000000000001245. Erratum in: Am J Gastroenterol. 2021 Nov 1;116(11):2309. PMID: 33929377.
Saltzman JR, Tabak YP, Hyett BH, Sun X, Travis AC, Johannes RS. A simple risk score accurately predicts in-hospital mortality, length of stay, and cost in acute upper GI bleeding. Gastrointest Endosc. 2011 Dec;74(6):1215-24. doi: 10.1016/j.gie.2011.06.024. Epub 2011 Sep 10. PMID: 21907980.
Rockall TA, Logan RF, Devlin HB, Northfield TC. Risk assessment after acute upper gastrointestinal haemorrhage. Gut. 1996 Mar;38(3):316-21. doi: 10.1136/gut.38.3.316. PMID: 8675081; PMCID: PMC1383057.
Hay JA, Lyubashevsky E, Elashoff J, Maldonado L, Weingarten SR, Ellrodt AG. Upper gastrointestinal hemorrhage clinical--guideline determining the optimal hospital length of stay. Am J Med. 1996 Mar;100(3):313-22. doi: 10.1016/s0002-9343(97)89490-9. PMID: 8629677.
Blatchford O, Murray WR, Blatchford M. A risk score to predict need for treatment for upper-gastrointestinal haemorrhage. Lancet. 2000 Oct 14;356(9238):1318-21. doi: 10.1016/S0140-6736(00)02816-6. PMID: 11073021.
Marmo R, Koch M, Cipolletta L, Capurso L, Pera A, Bianco MA, Rocca R, Dezi A, Fasoli R, Brunati S, Lorenzini I, Germani U, Di Matteo G, Giorgio P, Imperiali G, Minoli G, Barberani F, Boschetto S, Martorano M, Gatto G, Amuso M, Pastorelli A, Torre ES, Triossi O, Buzzi A, Cestari R, Della Casa D, Proietti M, Tanzilli A, Aragona G, Giangregorio F, Allegretta L, Tronci S, Michetti P, Romagnoli P, Nucci A, Rogai F, Piubello W, Tebaldi M, Bonfante F, Casadei A, Cortini C, Chiozzini G, Girardi L, Leoci C, Bagnalasta G, Segato S, Chianese G, Salvagnini M, Rotondano G. Predictive factors of mortality from nonvariceal upper gastrointestinal hemorrhage: a multicenter study. Am J Gastroenterol. 2008 Jul;103(7):1639-47; quiz 1648. doi: 10.1111/j.1572-0241.2008.01865.x. PMID: 18564127.
Laursen SB, Oakland K, Laine L, Bieber V, Marmo R, Redondo-Cerezo E, Dalton HR, Ngu J, Schultz M, Soncini M, Gralnek I, Jairath V, Murray IA, Stanley AJ. ABC score: a new risk score that accurately predicts mortality in acute upper and lower gastrointestinal bleeding: an international multicentre study. Gut. 2021 Apr;70(4):707-716. doi: 10.1136/gutjnl-2019-320002. Epub 2020 Jul 28. PMID: 32723845.
Ungureanu BS, Gheonea DI, Florescu DN, Iordache S, Cazacu SM, Iovanescu VF, Rogoveanu I, Turcu-Stiolica A. Predicting mortality in patients with nonvariceal upper gastrointestinal bleeding using machine-learning. Front Med (Lausanne). 2023 Feb 17;10:1134835. doi: 10.3389/fmed.2023.1134835. PMID: 36873879; PMCID: PMC9982090.
Udriștoiu AL, Cazacu IM, Gruionu LG, Gruionu G, Iacob AV, Burtea DE, Ungureanu BS, Costache MI, Constantin A, Popescu CF, Udriștoiu Ș, Săftoiu A. Real-time computer-aided diagnosis of focal pancreatic masses from endoscopic ultrasound imaging based on a hybrid convolutional and long short-term memory neural network model. PLoS One. 2021 Jun 28;16(6):e0251701. doi: 10.1371/journal.pone.0251701. PMID: 34181680; PMCID: PMC8238220.
Abbas OM, Khalifa KAE, Makhlouf MM, Osman NF, Abdel Razek WM, Atta AS. Influence of esophageal variceal bleeding on iron status in chronic hepatitis C patients. Eur J Gastroenterol Hepatol. 2020 May;32(5):616-622. doi: 10.1097/MEG.0000000000001547. PMID: 31567713.
Oikonomou T, Goulis I, Soulaidopoulos S, Karasmani A, Doumtsis P, Tsioni K, Mandala E, Akriviadis E, Cholongitas E. High serum ferritin is
associated with worse outcome of patients with decompensated cirrhosis. Ann Gastroenterol. 2017;30(2):217-224. doi: 10.20524/aog.2016.0112. Epub 2016 Dec 8. PMID: 28243043; PMCID: PMC5320035.
Yue W, Liu Y, Jiang W, Huang J, Liu J. Prealbumin and D-dimer as Prognostic Indicators for Rebleeding in Patients with Nonvariceal Upper Gastrointestinal Bleeding. Dig Dis Sci. 2021 Jun;66(6):1949-1956. doi: 10.1007/s10620-020-06420-1. Epub 2020 Jun 24. PMID: 32583220.
Zhuang Y, Xia S, Chen J, Ke J, Lin S, Lin Q, Tang X, Huang H, Zheng N, Wang Y, Chen F. Construction of a prediction model for rebleeding in patients with acute upper gastrointestinal bleeding. Eur J Med Res. 2023 Sep 15;28(1):351. doi: 10.1186/s40001-023-01349-3. PMID: 37715244; PMCID: PMC10502990.