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Early prediction of the severe course, survival, and ICU requirements in acute pancreatitis by artificial intelligence. Pancreatology 2023; 23:176-186. [PMID: 36610872 DOI: 10.1016/j.pan.2022.12.005] [Citation(s) in RCA: 4] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 08/07/2022] [Revised: 11/20/2022] [Accepted: 12/12/2022] [Indexed: 01/09/2023]
Abstract
OBJECTIVE To evaluate the success of artificial intelligence for early prediction of severe course, survival, and intensive care unit(ICU) requirement in patients with acute pancreatitis(AP). METHODS Retrospectively, 1334 patients were included the study. Severity is determined according to the Revised Atlanta Classification(RAC). The success of machine learning(ML) method was evaluated by 13 simple demographic, clinical, etiologic, and laboratory features obtained on ER admission. Additionally, it was evaluated whether Balthazar-computerized tomography severity index(CTSI) at 48-h contributed to success. The dataset was split into two parts, 90% for ML(of which 70% for learning and 30% for testing) and 10% for validation and 5-fold stratified sampling has been utilized. Variable Importance was used in the selection of features during training phase of machine. The Gradient Boost Algorithm trained the machine by KNIME analytics platform. SMOTE has been applied to increase the minority classes for training. The combined effects of the measured features were examined by multivariate logistic regression analysis and reciever operating curve curves of the prediction and confidence of the target variables were obtained. RESULTS Accuracy values for the early estimation of Atlanta severity score, ICU requirement, and survival were found as 88.20%, 98.25%, and 92.77% respectively. When Balthazar-CTSI score is used, results were found as 91.02%, 92.25%, and 98% respectively. CONCLUSIONS The ML method we used successfully predicted the severe course, ICU requirement and survival, with promising accuracy values of over 88%. If 48-h Balthazar-CTSI is included in the calculation, the severity score and survival rates increase even more.
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Critical acute pancreatitis: A category with clinical relevance. Dig Liver Dis 2021; 53:1588-1589. [PMID: 34583906 DOI: 10.1016/j.dld.2021.09.002] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 09/02/2021] [Accepted: 09/07/2021] [Indexed: 12/11/2022]
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Impact of Acute Pancreatic Injury on Sphingolipid Metabolism in the Salivary Glands. BIOMED RESEARCH INTERNATIONAL 2020; 2020:6403482. [PMID: 32802862 PMCID: PMC7426771 DOI: 10.1155/2020/6403482] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 04/27/2020] [Accepted: 07/22/2020] [Indexed: 11/17/2022]
Abstract
Acute pancreatic injury can be related to both parenchymal (responsible for exocrine functions) and islet (mainly β-cells, responsible for endocrine functions) damage. During embryonic development, both the salivary glands and the pancreas originate from the foregut, which explains many of the observed histological and functional similarities between these two organs. The relationship between several diseases of the pancreas and salivary glands, resulting from morphological and functional similarities, is well established. Sphingolipids constitute a class of biologically active molecules involved in numerous physiological and pathological processes, including acute pancreatitis (AP) and diabetes mellitus. However, the effect of AP on sphingolipid metabolism in the salivary glands remains uncertain. In the presented study, we examined the effect of AP and type 1 diabetes mellitus on sphingolipid metabolism in the salivary glands of rats. We demonstrated that acute pancreatic injury, related to both exocrine and endocrine functions, affects the metabolism of sphingolipids in the parotid, but not submandibular, salivary glands.
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Abstract
OBJECTIVES Acute pancreatitis (AP) is a common and severe gastrointestinal inflammatory disease with poorly understood pathogenesis. We adopted cerulein-induced pancreatitis, a well-established rat model shearing similarities with human AP, to determine the disease background. Special interest was placed on sphingolipids, because their signaling pathways are involved in many pathological states including hepatic steatosis, heart infarction, or pancreatic origin type 1 diabetes. METHODS Sphingolipid levels in the blood and pancreas were determined by the means of chromatography (thin-layer and high-performance liquid chromatography). RESULTS We found that AP leads to activation of ceramide de novo synthesis pathway, as evidenced by a significant increment in sphinganine, that is, ceramide synthesis precursor, content (+3.8-fold). Surprisingly, despite the reported growth in sphinganine concentration, we observed a reduced (-38%) ceramide level in the pancreas of rats with AP. The results could be explained by subsequent hydrolysis of ceramide to other secondary messengers, that is, sphingosine (+4-fold) or sphingosine-1-phosphate (+3-fold). CONCLUSIONS Because it is known that sphingosine-1-phosphate and some of its analogs could have a protective role against AP complications, our findings may contribute to elaboration of new therapeutic strategies in the management of this severe medical condition.
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Zhang L, Wang Y, Han J, Shen H, Zhao M, Cai S. Neutrophil-lymphocyte ratio, gamma-glutamyl transpeptidase, lipase, high-density lipoprotein as a panel of factors to predict acute pancreatitis in pregnancy. Medicine (Baltimore) 2018; 97:e11189. [PMID: 29952970 PMCID: PMC6242302 DOI: 10.1097/md.0000000000011189] [Citation(s) in RCA: 9] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 12/11/2022] Open
Abstract
Acute pancreatitis in pregnancy (APIP) is a rare but dangerous complication. APIP has common symptoms with acute abdomen. Assessment of an acute abdomen is more complicated during pregnancy because the gravid uterus could mask most of symptomatic signs. It has been a challenge to diagnose APIP by physical examination or diagnostic imaging. Case studies on APIP are also limited for analysis on the risk factors associated with the disease. This retrospective study evaluated a series of risk factors from a relatively substantial number of APIP cases to determine early predictors or prognosis markers for APIP.Fifty-nine APIP patients together with 179 random normal pregnant women in Shengjing Affiliated Hospital of China Medical University were included for this retrospective study. Medical parameters of blood test in biochemistry and hematology were compared between 2 groups using t test. Multivariate logistic regression analysis was performed to investigate the relationship between various factors and APIP using Statistical Applied Software (SAS student version).Compared with normal pregnant women, APIP patients have elevated values in alanine aminotransferase (ALT), aspartate aminotransferase (AST), blood urea nitrogen, creatinine, C-reactive protein, direct bilirubin, fibrin degradation products, gamma-glutamyl transpeptidase (GGT), glucose, lipase, pH and decreased values in albumin, fibrinogen, high-density lipoprotein (HDL), hemoglobin, low-density lipoprotein cholesterol (LDL-D), and total proteins from their blood tests. In addition, APIP patients have decreased numbers in red cells but increased numbers in white blood cells and increased ratio of neutrophil/lymphocyte (N/L). Among these factors, N/LR, GGT, lipase, and HDL are significantly associated with APIP. This study suggests that the combination of those factors serve as a panel of indicators for early-onset prognosis of APIP.GGT, lipase, HDL, and N/LR can serve as a panel of factors to predict APIP. More case studies are important to further evaluate the predicting power of this panel factors in APIP.
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Affiliation(s)
- Lichun Zhang
- Department of Emergency, Shengjing Affiliated Hospital of China Medical University, Shenyang, Liaoning Province
| | - Yu Wang
- Department of Emergency, Shengjing Affiliated Hospital of China Medical University, Shenyang, Liaoning Province
| | - Jun Han
- Department of Emergency, Shengjing Affiliated Hospital of China Medical University, Shenyang, Liaoning Province
| | - Haitao Shen
- Department of Emergency, Shengjing Affiliated Hospital of China Medical University, Shenyang, Liaoning Province
| | - Min Zhao
- Department of Emergency, Shengjing Affiliated Hospital of China Medical University, Shenyang, Liaoning Province
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Plasma Sphingolipids in Acute Pancreatitis. Int J Mol Sci 2017; 18:ijms18122606. [PMID: 29207545 PMCID: PMC5751209 DOI: 10.3390/ijms18122606] [Citation(s) in RCA: 16] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/30/2017] [Revised: 11/26/2017] [Accepted: 11/27/2017] [Indexed: 12/12/2022] Open
Abstract
Acute pancreatitis (AP) is a prevalent gastrointestinal disorder associated with systemic inflammatory response syndrome and, in the case of severe AP, a mortality rate ranging from 36% to 50%. Standard clinical treatment of AP includes intensive hydration, analgesia, and management of complications. Unfortunately, the direct treatment of AP at the level of its molecular pathomechanism has not yet been established. Recent studies indicate that the sphingolipid signaling pathway may be one of the important factors contributing to the development of inflammation in pancreatic diseases. In the current study, we sought to investigate this promising route. We examined the plasma sphingolipid profile of 44 patients with acute pancreatitis, dividing them into three groups: mild, moderate and severe AP. Samples were collected from these groups at days 1, 3 and 7 following their hospital admission. We demonstrated significant changes in blood plasma sphingolipids in relation to the time course of AP. We also found an inhibition of de novo ceramide synthesis in mild and moderate AP. However, the most important and novel finding was a significant elevation in sphingosine-1-phosphate (S1P) (a downstream metabolite of ceramide) in mild AP, as well as a dramatic reduction in the lipid molecule content in the early stage (days 1 and 3) of severe AP. This strongly indicates that plasma S1P could serve as a prognostic marker of AP severity.
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Windsor JA, Escott A, Brown L, Phillips AR. Novel strategies for the treatment of acute pancreatitis based on the determinants of severity. J Gastroenterol Hepatol 2017; 32:1796-1803. [PMID: 28294403 DOI: 10.1111/jgh.13784] [Citation(s) in RCA: 11] [Impact Index Per Article: 1.4] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 01/20/2017] [Revised: 03/04/2017] [Accepted: 03/05/2017] [Indexed: 02/06/2023]
Abstract
Acute pancreatitis (AP) is a common disease for which a specific treatment remains elusive. The key determinants of the outcome from AP are persistent organ failure and infected pancreatic necrosis. The prevention and treatment of these determinants provides a framework for the development of specific treatment strategies. The gut-lymph concept provides a common mechanism for systemic inflammation and organ dysfunction. Acute and critical illness, including AP, is associated with intestinal ischemia and drastic changes in the composition of gut lymph, which bypasses the liver to drain into the systemic circulation immediately proximal to the major organ systems which fail. The external diversion of gut lymph and the targeting of treatments to counter the toxic elements in gut lymph offers novel approaches to the prevention and treatment of persistent organ failure. Infected pancreatic necrosis is increasingly treated with less invasive techniques, the mainstay of which is drainage, both endoscopic and percutaneous. Further improvements will occur with the strategies to accelerate liquefaction and through a fundamental re-design of drains, both of which will increase drainage efficacy. The determinants of severity and outcome in patients admitted with AP provide the basis for innovative treatment strategies. The priorities are to translate the gut-lymph concept to clinical practice and to improve the design and active use of drains for infected complications of AP.
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Affiliation(s)
- John A Windsor
- Pancreas Research Group, Department of Surgery, Faculty of Medical and Health Sciences, University of Auckland, Auckland, New Zealand
| | - Alistair Escott
- Pancreas Research Group, Department of Surgery, Faculty of Medical and Health Sciences, University of Auckland, Auckland, New Zealand
| | - Lisa Brown
- Pancreas Research Group, Department of Surgery, Faculty of Medical and Health Sciences, University of Auckland, Auckland, New Zealand
| | - Anthony Rj Phillips
- Pancreas Research Group, Department of Surgery, Faculty of Medical and Health Sciences, University of Auckland, Auckland, New Zealand
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Kang X, Lu XG, Zhan LB, Liang ZK, Guo WX, Ma Q, Wang Y, Song JB, Feng JY, Wang CH, Bai LZ, Song Y, Liu GH. Dai-Huang-Fu-Zi-Tang alleviates pulmonary and intestinal injury with severe acute pancreatitis via regulating aquaporins in rats. BMC COMPLEMENTARY AND ALTERNATIVE MEDICINE 2017; 17:288. [PMID: 28577538 PMCID: PMC5455207 DOI: 10.1186/s12906-017-1789-x] [Citation(s) in RCA: 22] [Impact Index Per Article: 2.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 12/18/2016] [Accepted: 05/11/2017] [Indexed: 01/30/2023]
Abstract
BACKGROUND Dai-Huang-Fu-Zi-Tang (DHFZT) is a famous traditional Chinese prescription with intestinal obstruction, acute pancreatitis and cholecystalgia for thousands of years. Our previous work found that DHFZT could act against pulmonary and intestinal pathological injury in rats with severe acute pancreatitis (SAP). But the underlying mechanism has not been fully elucidated. The aim of present study was to investigate whether DHFZT could relieve pulmonary and intestinal injury by regulating aquaporins after SAP induced by sodium taurocholate in rats. METHODS Forty of SD rats were used for dose dependant experiments of DHFZT.Accurate-mass Time-of-flight liquid chromatography-mass spectrometry was used for qualitative screening of chemical compositions of DHFZT. Twenty-four rats were randomly divided into 3 groups: sham group (n = 8), model group (SAP, n = 8), DHFZT group (SAP with DHFZT treatment, n = 8). SAP models were established by retrograde injections of 5% sodium taurocholate solutions into rat pancreaticobiliary ducts. Blood samples were taken at 0, 12, 24, 48 h post-operation for detecting serum amylase, lipase, endotoxin, TNF-α, IL-6 and IL-10. Protein expression and location of aquaporin (AQP)1, 5, 8 and 9 were assessed by immunohistochemistry, western blot and immunofluorescence respectively. RESULTS The study showed that 27 kinds of chemical composition were identified, including 10 kinds in positive ion mode and 17 kinds in negative ion mode. The results showed that AQP1, AQP5 of lung, and AQP1, AQP5, AQP8 of intestine in model group were significantly lower than that of sham group (P < 0.05), and which were obviously reversed by treatment with DHFZT. In addition, protein levels of pro-inflammatory cytokines such as TNF-α, IL-6 and endotoxin in peripheral blood were significantly suppressed by DHFZT, and that anti-inflammatory cytokine like IL-10 was just opposite. Finally, we also noted that DHFZT reduced serum levels of amylase, lipase and endotoxin, and also improved edema and pathological scores of lung and intestine after SAP. CONCLUSIONS DHFZT ameliorated the pulmonary and intestinal edema and injury induced by SAP via the upregulation of different AQPs in lung and intestine, and suppressed TNF-α, IL-6 expression and enhanced IL-10 expression.
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Assessing the Degree of Severity of Acute Pancreatitis by Using Multiparameter Scores. CURRENT HEALTH SCIENCES JOURNAL 2017; 43:127-131. [PMID: 30595867 PMCID: PMC6284177 DOI: 10.12865/chsj.43.02.04] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 04/04/2017] [Accepted: 06/16/2017] [Indexed: 01/30/2023]
Abstract
Aim: To establish a clinical severity diagnosis and a therapeutical strategy in acute pancreatitis (A.P.) by using multiparameter bioclinical and morphological scores. Material and Method: 71 patients, diagnosed with A.P., between 2012-2016, admitted to the surgical clinics of the Military Emergency Hospital “Dr. Stefan Odobleja” and the Clinical County Emergency Hospital of Craiova, were investigated, following the severity diagnosis, both at admission and in evolution, with the aim of obtaining an optimal therapeutic approach. The Ranson, Imre, Marshall, Balthazar and EPIC scores were used. Results: By analyzing specially the values of the computer tomography severity index of the study group patients, 14.29% of patients were classified as light severity AP with favorable prognosis, 37.14% of patients moderate severity AP, and 48.57% severe AP. The examination of the CT, one of the most important diagnosis tests for AP, established that 34.29% of patients suffered from AP in Balthazar grade B and 22.85% Balthazar grade C, the severity forms we encountered most in our study. The correlation between HCT (hematocrit) value and Ranson score presents a Pearson correlation coefficient r of-0.339, which indicates the existence of a statistically significant inversely proportional relation. Conclusion: Corroboration of the bioclinical and imagistic data, summed as multiparameter scores, allowed us to classify AP into different severity forms: moderate severity AP (14.29%), moderate-severe AP (37.14%) and severe AP (48.57%), which will then facilitate choosing the right therapeutic approach.
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Choi JH, Kim MH, Cho DH, Oh D, Lee HW, Song TJ, Park DH, Lee SS, Seo DW, Lee SK. Revised Atlanta classification and determinant-based classification: Which one better at stratifying outcomes of patients with acute pancreatitis? Pancreatology 2017; 17:194-200. [PMID: 28117219 DOI: 10.1016/j.pan.2017.01.004] [Citation(s) in RCA: 16] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 10/17/2016] [Revised: 12/30/2016] [Accepted: 01/16/2017] [Indexed: 12/11/2022]
Abstract
BACGROUND Two different severity classifications (revised Atlanta classification [RAC] and determinant-based classification [DBC]) were recently proposed. METHODS This was a retrospective analysis of a prospective acute pancreatitis (AP) database. This study aims to compare the ability of three classification systems (RAC, DBC, and original Atlanta classification [OAC]) to stratify outcomes of AP and to determine the association between different severity categories and clinical outcomes. RESULTS Overall, as the grade of severity increased, the morbidity and mortality increased accordingly in the three classification systems. The RAC and DBC were comparable, but performed better than OAC in predicting mortality (AUC 0.92 and 0.95 vs. 0.66, p < 0.001), ICU admission (AUC 0.92 and 0.96 vs. 0.68, p < 0.001), ICU LOS (AUC 0.73 and 0.76 vs. 0.50, p < 0.001), and hospital stay (AUC 0.81 and 0.83 vs. 0.70, p < 0.001). The DBC performed better than the RAC and OAC in predicting the need for intervention (AUC 0.87 vs. 0.79 and 0.68, p < 0.05). The mortality rate in patients with critical DBC category was higher than that in those with severe RAC category (42.1% vs. 24.7%; p = 0.008). POF (OR 19.4, p = 0.001) and IN (OR 11.0, p = 0.025) were independent risk factors for mortality. CONCLUSIONS In tertiary referral setting, patients in the critical category are at the greatest risk for death and should be managed in an intensive care unit. Although IN itself may be less influential on mortality than POF, IN as well as POF should be considered as the key determinants for severity stratification.
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Affiliation(s)
- Jun-Ho Choi
- Department of Internal Medicine, Dankook University College of Medicine, Dankook University Hospital, Cheonan, South Korea
| | - Myung-Hwan Kim
- Division of Gastroenterology, Department of Internal Medicine, University of Ulsan College of Medicine, Asan Medical Center, Seoul, South Korea.
| | - Dong Hui Cho
- Division of Gastroenterology, Department of Internal Medicine, University of Ulsan College of Medicine, Asan Medical Center, Seoul, South Korea
| | - Dongwook Oh
- Division of Gastroenterology, Department of Internal Medicine, University of Ulsan College of Medicine, Asan Medical Center, Seoul, South Korea
| | - Hyun Woo Lee
- Division of Gastroenterology, Department of Internal Medicine, University of Ulsan College of Medicine, Asan Medical Center, Seoul, South Korea
| | - Tae Jun Song
- Division of Gastroenterology, Department of Internal Medicine, University of Ulsan College of Medicine, Asan Medical Center, Seoul, South Korea
| | - Do Hyun Park
- Division of Gastroenterology, Department of Internal Medicine, University of Ulsan College of Medicine, Asan Medical Center, Seoul, South Korea
| | - Sang Soo Lee
- Division of Gastroenterology, Department of Internal Medicine, University of Ulsan College of Medicine, Asan Medical Center, Seoul, South Korea
| | - Dong-Wan Seo
- Division of Gastroenterology, Department of Internal Medicine, University of Ulsan College of Medicine, Asan Medical Center, Seoul, South Korea
| | - Sung Koo Lee
- Division of Gastroenterology, Department of Internal Medicine, University of Ulsan College of Medicine, Asan Medical Center, Seoul, South Korea
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Cai D, Parajuly SS, Wang H, Wang X, Ling W, Song B, Li Y, Luo Y. Accuracy of contrast-enhanced ultrasound compared with conventional ultrasound in acute pancreatitis: Diagnosis and complication monitoring. Exp Ther Med 2016; 12:3189-3194. [PMID: 27882136 PMCID: PMC5103763 DOI: 10.3892/etm.2016.3760] [Citation(s) in RCA: 7] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/24/2015] [Accepted: 09/01/2016] [Indexed: 02/05/2023] Open
Abstract
Contrast-enhanced ultrasound (CEUS) has been used for diagnosing acute pancreatitis (AP), particularly severe acute pancreatitis (SAP). However, the diagnostic difference between CEUS and conventional ultrasonography (CUS) for AP and SAP has not been reported. The aim of the present study was to investigate the diagnostic accuracy of CUS and CEUS for AP. A total of 196 patients clinically diagnosed with AP were selected. All patients underwent CUS, CEUS and contrast-enhanced computed tomography (CECT) within 72 h. CECT was considered the gold standard. Pancreatic size, peripancreatic fluid collection (PPFC) and splenic vessel complications were the variables observed by CUS and CEUS. The differences in the variables among the three methods were analyzed using the χ2 test and statistical analysis software. Significant differences in pancreatic size, PPFC and splenic vessel complications in AP were observed between CEUS and CUS (P<0.05). χ2 test results indicated that CEUS significantly differed from CUS in terms of having a higher diagnostic accuracy for AP and SAP (P<0.05). The results indicate that CEUS is a reliable method for the diagnosis and monitoring of AP and SAP, and may be substituted for CECT.
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Affiliation(s)
- Diming Cai
- Department of Ultrasound, West China Hospital, Sichuan University, Chengdu, Sichuan 610041, P.R. China
| | - Shyam Sundar Parajuly
- Department of Ultrasound, West China Hospital, Sichuan University, Chengdu, Sichuan 610041, P.R. China
| | - Huiyao Wang
- Training Department of Resident Doctor, West China School of Medicine, Sichuan University, Chengdu, Sichuan 610041, P.R. China
| | - Xiaoling Wang
- Department of Operations Management, West China Hospital, Sichuan University, Chengdu, Sichuan 610041, P.R. China
| | - Wenwu Ling
- Department of Ultrasound, West China Hospital, Sichuan University, Chengdu, Sichuan 610041, P.R. China
| | - Bin Song
- Department of Radiology, West China Hospital, Sichuan University, Chengdu, Sichuan 610041, P.R. China
| | - Yongzhong Li
- Department of Ultrasound, West China Hospital, Sichuan University, Chengdu, Sichuan 610041, P.R. China
| | - Yan Luo
- Department of Ultrasound, West China Hospital, Sichuan University, Chengdu, Sichuan 610041, P.R. China
- Correspondence to: Dr Yan Luo, Department of Ultrasound, West China Hospital, Sichuan University, 37 Guoxue Lane, Chengdu, Sichuan 610041, P.R. China, E-mail:
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Avadhani KG, Shirshetty AK. An Epidemiological Study of Acute Pancreatitis in Rural Population. JOURNAL OF MEDICAL SCIENCES AND HEALTH 2016. [DOI: 10.46347/jmsh.2016.v02i03.005] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/24/2022] Open
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Sternby H, Verdonk RC, Aguilar G, Dimova A, Ignatavicius P, Ilzarbe L, Koiva P, Lantto E, Loigom T, Penttilä A, Regnér S, Rosendahl J, Strahinova V, Zackrisson S, Zviniene K, Bollen TL. Significant inter-observer variation in the diagnosis of extrapancreatic necrosis and type of pancreatic collections in acute pancreatitis - An international multicenter evaluation of the revised Atlanta classification. Pancreatology 2016; 16:791-7. [PMID: 27592205 DOI: 10.1016/j.pan.2016.08.007] [Citation(s) in RCA: 22] [Impact Index Per Article: 2.4] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 02/10/2016] [Revised: 06/14/2016] [Accepted: 08/11/2016] [Indexed: 12/11/2022]
Abstract
BACKGROUND For consistent reporting and better comparison of data in research the revised Atlanta classification (RAC) proposes new computed tomography (CT) criteria to describe the morphology of acute pancreatitis (AP). The aim of this study was to analyse the interobserver agreement among radiologists in evaluating CT morphology by using the new RAC criteria in patients with AP. METHODS Patients with a first episode of AP who obtained a CT were identified and consecutively enrolled at six European centres backwards from January 2013 to January 2012. A local radiologist at each center and a central expert radiologist scored the CTs separately using the RAC criteria. Center dependent and independent interobserver agreement was determined using Kappa statistics. RESULTS In total, 285 patients with 388 CTs were included. For most CT criteria, interobserver agreement was moderate to substantial. In four categories, the center independent kappa values were fair: extrapancreatic necrosis (EXPN) (0.326), type of pancreatitis (0.370), characteristics of collections (0.408), and appropriate term of collections (0.356). The fair kappa values relate to discrepancies in the identification of extrapancreatic necrotic material. The local radiologists diagnosed EXPN (33% versus 59%, P < 0.0001) and non-homogeneous collections (35% versus 66%, P < 0.0001) significantly less frequent than the central expert. Cases read by the central expert showed superior correlation with clinical outcome. CONCLUSION Diagnosis of EXPN and recognition of non-homogeneous collections show only fair agreement potentially resulting in inconsistent reporting of morphologic findings.
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Affiliation(s)
- Hanna Sternby
- Department of Surgery, Institution of Clinical Sciences Malmö, Lund University, Malmö, Sweden.
| | - Robert C Verdonk
- Department of Gastroenterology, St. Antonius Hospital, Nieuwegein, The Netherlands
| | | | - Alexandra Dimova
- Department of Surgery, University Hospital for Emergency Medicine "Pirogov", Sofia, Bulgaria
| | - Povilas Ignatavicius
- Department of Surgery, Lithuanian University of Health Sciences, Kaunas, Lithuania
| | - Lucas Ilzarbe
- Department of Gastroenterology, Hospital del Mar, Barcelona, Spain
| | - Peeter Koiva
- Department of Gastroenterology, East Tallinn Central Hospital, Tallinn, Estonia
| | - Eila Lantto
- Department of Radiology, Helsinki University Central Hospital, Helsinki, Finland
| | - Tonis Loigom
- Department of Radiology, East Tallinn Central Hospital, Tallinn, Estonia
| | - Anne Penttilä
- Department of Surgery, Helsinki University Central Hospital, Helsinki, Finland
| | - Sara Regnér
- Department of Surgery, Institution of Clinical Sciences Malmö, Lund University, Malmö, Sweden
| | - Jonas Rosendahl
- Department of Internal Medicine, Neurology and Dermatology, Division of Gastroenterology and Rheumatology, Leipzig, Germany
| | - Vanya Strahinova
- Department of Emergency Radiology, University Hospital for Emergency Medicine "Pigorov", Sofia, Bulgaria
| | - Sophia Zackrisson
- Department of Radiology, Institution of Clinical Sciences Malmö, Lund University, Malmö, Sweden
| | - Kristina Zviniene
- Department of Radiology, Lithuanian University of Health Sciences, Kaunas, Lithuania
| | - Thomas L Bollen
- Department of Radiology, St. Antonius Hospital, Nieuwegein, The Netherlands
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Xu XD, Wang ZY, Zhang LY, Ni R, Wei FX, Han W, Zhang HH, Zhang YW, Wei ZG, Guo XH, Guo LQ, Ma JZ, Zhang YC. Acute Pancreatitis Classifications: Basis and Key Goals. Medicine (Baltimore) 2015; 94:e2182. [PMID: 26632905 PMCID: PMC4674208 DOI: 10.1097/md.0000000000002182] [Citation(s) in RCA: 8] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 12/27/2022] Open
Abstract
To explore the efficacy of the revised Atlanta classification (RACAP) and the determinant-based classification of acute pancreatitis severity (DBCAPS) on the basis of clinical data and feedback from patients with acute pancreatitis (AP). The authors retrospectively investigated a total of 573 patients with AP admitted to our hospital between December 2011 and December 2014. The definitions of severity and local complications in AP using RACAP and DBCAPS are presented and common points and mutual differences between the 2 groups are analyzed and discussed. Classification according to RACAP and DBCAPS found 86 (15%) and 178 (31.1%) mild cases (P < 0.01), 269 (46.9%) and 176 (30.7%) moderate cases (P < 0.01), and 218 (38.0%) and 219 (38.2%) severe cases (P = 0.95), respectively. A major contribution of DBCAPS is the introduction of a new type of severe AP, critical AP, identified in 4 patients (0.7%). Complications were observed in 313 RACAP-defined cases and 153 DBCAPS-defined cases (P < 0.01). Among the 313 RACAP-defined cases, acute peripancreatic fluid collection (236 patients, 75.40%), pancreatic pseudocysts (20 patients, 6.4%), acute necrotic collection (42 patients, 13.4%), and walled-off necrosis (15 patients, 4.8%) were observed. Among the 153 DBCAPS-defined cases, sterile peripancreatic necrosis (105 patients, 68.6%), sterile pancreatic necrosis (44 patients, 28.8%), infected peripancreatic necrosis (2 patients, 1.3%), and infected pancreatic necrosis (2/153 patients, 1.3%) were observed. Both classifications adopted organ failure and complications as determinants of severity. Revised Atlanta classification refined local complications and DBCAPS modified severity to include critical AP. In accordance with the demands of precision medicine, a combination of the 2 could be important for further clinical practice and scientific research.
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Affiliation(s)
- Xiao Dong Xu
- From the Department of General Surgery (XDX, ZYW, RN, FXW, WH, HHZ, YWZ, ZGW, XHG, LQG, JZM, YCZ), Hepato-Biliary-Pancreatic Institute (XDX, ZYW, RN, FXW, WH, HHZ, YWZ, ZGW, XHG, LQG, JZM, YCZ), Department of Hepatology, Lanzhou University Second Hospital, Lanzhou, China (LYZ)
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15
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Abstract
Surgery for acute pancreatitis has undergone significant changes over the last 3 decades. A better understanding of the pathophysiology has contributed to this, but the greatest driver for change has been the rise of less invasive interventions in the fields of laparoscopy, endoscopy and radiology. Surgery has a very limited role in the diagnosis of acute pancreatitis. The most common indication for intervention in acute pancreatitis is for the treatment of complications and most notably the treatment of infected walled off necrosis. Here, the step-up approach has become established, with prior drainage (either endoscopic or percutaneous) followed by delay for maturing of the wall and then debridement by endoscopic or minimally invasive surgical methods. Open surgery is only indicated when this approach fails. Other indications for surgery in acute pancreatitis are for the treatment of acute compartment syndrome, non-occlusive intestinal ischaemia and necrosis, enterocutaneous fistulae, vascular complications and pseudocyst. Surgery also has a role in the prevention of recurrent acute pancreatitis by cholecystectomy. Despite the more restricted role, surgeons have an important contribution to make in the multidisciplinary care of patients with complicated acute pancreatitis.
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Lankes U, Brennan SO, Walmsley TA, George PM. Relative quantification of albumin and fibrinogen modifications by liquid chromatography tandem mass spectrometry in the diagnosis and monitoring of acute pancreatitis. J Chromatogr B Analyt Technol Biomed Life Sci 2015; 988:121-6. [PMID: 25770789 DOI: 10.1016/j.jchromb.2015.02.013] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/31/2014] [Revised: 02/09/2015] [Accepted: 02/10/2015] [Indexed: 12/01/2022]
Abstract
The increasing availability of liquid chromatography tandem mass spectrometry (LC-MS/MS) in clinical laboratories provides the opportunity to replace or complement present underperforming immuno- and chemometric assays. Amylase and lipase show limited specificity and sensitivity for pancreatic inflammation and lack the capacity of monitoring the disease due to their short half-lives. Previous findings suggested that cleavage products of the pancreatic enzyme carboxypeptidase A could be a more suitable indicator for defining and classifying pancreatic inflammation. The plasma proteins albumin and β-fibrinogen were digested with trypsin and truncated forms (des-Leu-albumin, and des-Gln-β-fibrinogen) quantified against their non-truncated forms by LC-MS/MS. Four hundred fifty eight samples from 83 patients were used to evaluate the novel method and affirm its suitability for detecting acute pancreatitis. A robust, selective, precise and accurate LC-MS/MS method was set up to measure the proportion of truncated proteins. Reference ranges for the proportion of the truncated albumin and β-fibrinogen were from 2% to 9% and 3% to 25%, respectively. Acute pancreatitis patients had values above these ranges and were distinctly separated from reference control individuals. The longer circulating half-lives of albumin and fibrinogen compared to pancreatic enzymes themselves provide the potential to diagnose pancreatitis more specifically over a longer time period, to monitor the course of the disease, and to track recurrent complications. The wide range of the proportion and the differential half-life of both truncated proteins could also be used for assessing the severity of pancreatitis.
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Affiliation(s)
- Ulrich Lankes
- Steroid and Immunobiochemistry Unit, Canterbury Health Laboratories, 524 Hagley Avenue, Christchurch 8011, New Zealand.
| | - Stephen O Brennan
- Molecular Pathology Laboratory, University of Otago Christchurch, Christchurch 8011, New Zealand
| | - Trevor A Walmsley
- Clinical Biochemistry, Canterbury Health Laboratories, 524 Hagley Avenue, Christchurch 8011, New Zealand
| | - Peter M George
- Clinical Biochemistry, Canterbury Health Laboratories, 524 Hagley Avenue, Christchurch 8011, New Zealand
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Feng YC, Wang M, Zhu F, Qin RY. Study on acute recent stage pancreatitis. World J Gastroenterol 2014; 20:16138-16145. [PMID: 25473166 PMCID: PMC4239500 DOI: 10.3748/wjg.v20.i43.16138] [Citation(s) in RCA: 7] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 03/01/2014] [Revised: 05/12/2014] [Accepted: 06/26/2014] [Indexed: 02/06/2023] Open
Abstract
Acute pancreatitis (AP) is an inflammatory disease of the pancreas which involves the pancreas and surrounding tissue, and systemic inflammation with a characteristic systemic increase of vascular permeability and increased risk of multiple organ dysfunction. Currently, the pathogenesis of AP is fuzzy, and the diagnosis and treatment need to be standardized. Nevertheless, increased knowledge of AP may achieve more thorough understanding of the pathogenesis. The use of further advanced diagnostic tools and superior treatment, potentially will help clinicians to manage AP at an appropriate stage. However, in view of the multi factorial disease and the complex clinical manifestations, the management of patients with AP is also remaining areas for improvement.
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Gao Z, Xu J, Sun D, Zhang R, Liang R, Wang L, Fan R. Traditional Chinese medicine, Qing Ying Tang, ameliorates the severity of acute lung injury induced by severe acute pancreatitis in rats via the upregulation of aquaporin-1. Exp Ther Med 2014; 8:1819-1824. [PMID: 25371738 PMCID: PMC4218699 DOI: 10.3892/etm.2014.1987] [Citation(s) in RCA: 16] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/18/2014] [Accepted: 09/04/2014] [Indexed: 12/14/2022] Open
Abstract
Aquaporin-1 (AQP-1) is expressed in lung endothelial cells and regulates water transport; thus, AQP-1 plays an important role in a number of edema-associated lung diseases. Qing Yin Tang (QYT), a traditional Chinese medicine, has been shown to effectively reduce the mortality rate of acute lung injury (ALI) induced by severe acute pancreatitis (SAP). The current study aimed to investigate the detailed mechanisms underlying the effects of QYT on ALI induced by SAP, particularly the effects on the expression levels of AQP-1 in the lung tissue. ALI was established in Wister rats who were subsequently divided into four groups: SHAM, ALI, dexamethasone (DEX) and QYT groups (n=8 per group). In the QYT group, 20 ml/kg QYT was administered by gavage immediately following the induction of SAP. Blood and lung tissues were collected 8 h following the induction of pancreatitis. The lung wet/dry ratio, as well as the levels of blood gases, serum amylase and tumor necrosis factor-α (TNF-α), were measured at 4, 8 and 12 h following SAP-associated ALI induction surgery. The expression levels of AQP-1 in the lung tissue were detected by quantitative polymerase chain reaction, immunohistochemistry and western blot analysis. No statistically significant differences were observed with regard to the levels of serum amylase, wet/dry ratio, partial pressure of oxygen, serum TNF-α and pathological changes in the pulmonary tissue between the QYT and DEX groups; however, a statistically significant difference was observed when compared with the ALI group. The expression levels of AQP-1 significantly increased (P<0.05) and lung edema was alleviated in the QYT and DEX groups, when compared with ALI group. Therefore, the expression level of AQP-1 is associated with pulmonary edema. QYT protects the lungs from injury induced by SAP via the upregulation of AQP-1, which suppresses TNF-α expression.
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Affiliation(s)
- Zhenming Gao
- Hepatopancreatobiliary Surgery Department, The Second Affiliated Hospital of Dalian Medical University, Dalian, Liaoning 116027, P.R. China
| | - Junfeng Xu
- Hepatopancreatobiliary Surgery Department, The Second Affiliated Hospital of Dalian Medical University, Dalian, Liaoning 116027, P.R. China
| | - Deguang Sun
- Hepatopancreatobiliary Surgery Department, The Second Affiliated Hospital of Dalian Medical University, Dalian, Liaoning 116027, P.R. China
| | - Rixin Zhang
- Hepatopancreatobiliary Surgery Department, The Second Affiliated Hospital of Dalian Medical University, Dalian, Liaoning 116027, P.R. China
| | - Rui Liang
- Hepatopancreatobiliary Surgery Department, The Second Affiliated Hospital of Dalian Medical University, Dalian, Liaoning 116027, P.R. China
| | - Liming Wang
- Hepatopancreatobiliary Surgery Department, The Second Affiliated Hospital of Dalian Medical University, Dalian, Liaoning 116027, P.R. China
| | - Rong Fan
- The Second VIP Ward, The Second Affiliated Hospital of Dalian Medical University, Dalian, Liaoning 116027, P.R. China
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Predictors of severe and critical acute pancreatitis: a systematic review. Dig Liver Dis 2014; 46:446-51. [PMID: 24646880 DOI: 10.1016/j.dld.2014.01.158] [Citation(s) in RCA: 105] [Impact Index Per Article: 9.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 11/20/2013] [Revised: 01/21/2014] [Accepted: 01/26/2014] [Indexed: 12/11/2022]
Abstract
BACKGROUND Persistent organ failure and infected pancreatic necrosis are major determinants of mortality in acute pancreatitis, but there is a gap in the literature assessing the best available predictors of these two determinants. The purpose of this review was to investigate the utility of predictors of persistent organ failure and infected pancreatic necrosis in patients with acute pancreatitis, both alone and in combination. METHODS We performed a systematic search of the literature in 3 databases for prospective studies evaluating predictors of persistent organ failure, infected pancreatic necrosis, or both, with strict eligibility criteria. RESULTS The best predictors of persistent organ failure were the Japanese Severity Score and Bedside Index of Severity in Acute Pancreatitis when the evaluation was performed within 48h of admission, and blood urea nitrogen and Japanese Severity Score after 48h of admission. Systemic Inflammation Response Syndrome was a poor predictor of persistent organ failure. The best predictor of infected pancreatic necrosis was procalcitonin. CONCLUSIONS Based on the best available data, it is justifiable to use blood urea nitrogen for prediction of persistent organ failure after 48h of admission and procalcitonin for prediction of infected pancreatic necrosis in patients with confirmed pancreatic necrosis. There is no predictor of persistent organ failure that can be justifiably used in clinical practice within 48h of admission.
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Acevedo-Piedra NG, Moya-Hoyo N, Rey-Riveiro M, Gil S, Sempere L, Martínez J, Lluís F, Sánchez-Payá J, de-Madaria E. Validation of the determinant-based classification and revision of the Atlanta classification systems for acute pancreatitis. Clin Gastroenterol Hepatol 2014; 12:311-6. [PMID: 23958561 DOI: 10.1016/j.cgh.2013.07.042] [Citation(s) in RCA: 73] [Impact Index Per Article: 6.6] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 06/02/2013] [Revised: 06/25/2013] [Accepted: 07/11/2013] [Indexed: 02/07/2023]
Abstract
BACKGROUND & AIMS Two new classification systems for the severity of acute pancreatitis (AP) have been proposed, the determinant-based classification (DBC) and a revision of the Atlanta classification (RAC). Our aim was to validate and compare these classification systems. METHODS We analyzed data from adult patients with AP (543 episodes of AP in 459 patients) who were admitted to Hospital General Universitario de Alicante from December 2007 to February 2013. Imaging results were reviewed, and the classification systems were validated and compared in terms of outcomes. RESULTS Pancreatic necrosis was present in 66 of the patients (12%), peripancreatic necrosis in 109 (20%), walled-off necrosis in 61 (11%), acute peripancreatic fluid collections in 98 (18%), and pseudocysts in 19 (4%). Transient and persistent organ failures were present in 31 patients (6%) and 21 patients (4%), respectively. Sixteen patients (3%) died. On the basis of the DBC, 386 (71%), 131 (24%), 23 (4%), and 3 (0.6%) patients were determined to have mild, moderate, severe, or critical AP, respectively. On the basis of the RAC, 363 patients (67%), 160 patients (30%), and 20 patients (4%) were determined to have mild, moderately severe, or severe AP, respectively. The different categories of severity for each classification system were associated with statistically significant and clinically relevant differences in length of hospital stay, need for admission to the intensive care unit, nutritional support, invasive treatment, and in-hospital mortality. In comparing similar categories between the classification systems, no significant differences were found. CONCLUSION The DBC and the RAC accurately classify the severity of AP in subgroups of patients.
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Affiliation(s)
- Nelly G Acevedo-Piedra
- Unidad de Patología Pancreática, Hospital General Universitario de Alicante, Alicante, Spain
| | - Neftalí Moya-Hoyo
- Unidad de Patología Pancreática, Hospital General Universitario de Alicante, Alicante, Spain
| | - Mónica Rey-Riveiro
- Unidad de Patología Pancreática, Hospital General Universitario de Alicante, Alicante, Spain
| | - Santiago Gil
- Servicio de Radiología, Hospital General Universitario de Alicante, Alicante, Spain
| | - Laura Sempere
- Unidad de Patología Pancreática, Hospital General Universitario de Alicante, Alicante, Spain
| | - Juan Martínez
- Unidad de Patología Pancreática, Hospital General Universitario de Alicante, Alicante, Spain
| | - Félix Lluís
- Unidad de Patología Pancreática, Hospital General Universitario de Alicante, Alicante, Spain
| | - José Sánchez-Payá
- Servicio de Medicina Preventiva, Hospital General Universitario de Alicante, Alicante, Spain
| | - Enrique de-Madaria
- Unidad de Patología Pancreática, Hospital General Universitario de Alicante, Alicante, Spain.
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van den Heever M, Mittal A, Haydock M, Windsor J. The use of intelligent database systems in acute pancreatitis--a systematic review. Pancreatology 2013; 14:9-16. [PMID: 24555973 DOI: 10.1016/j.pan.2013.11.010] [Citation(s) in RCA: 11] [Impact Index Per Article: 0.9] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 06/05/2013] [Revised: 10/15/2013] [Accepted: 11/18/2013] [Indexed: 12/11/2022]
Abstract
INTRODUCTION Acute pancreatitis (AP) is a complex disease with multiple aetiological factors, wide ranging severity, and multiple challenges to effective triage and management. Databases, data mining and machine learning algorithms (MLAs), including artificial neural networks (ANNs), may assist by storing and interpreting data from multiple sources, potentially improving clinical decision-making. AIMS 1) Identify database technologies used to store AP data, 2) collate and categorise variables stored in AP databases, 3) identify the MLA technologies, including ANNs, used to analyse AP data, and 4) identify clinical and non-clinical benefits and obstacles in establishing a national or international AP database. METHODS Comprehensive systematic search of online reference databases. The predetermined inclusion criteria were all papers discussing 1) databases, 2) data mining or 3) MLAs, pertaining to AP, independently assessed by two reviewers with conflicts resolved by a third author. RESULTS Forty-three papers were included. Three data mining technologies and five ANN methodologies were reported in the literature. There were 187 collected variables identified. ANNs increase accuracy of severity prediction, one study showed ANNs had a sensitivity of 0.89 and specificity of 0.96 six hours after admission--compare APACHE II (cutoff score ≥8) with 0.80 and 0.85 respectively. Problems with databases were incomplete data, lack of clinical data, diagnostic reliability and missing clinical data. CONCLUSION This is the first systematic review examining the use of databases, MLAs and ANNs in the management of AP. The clinical benefits these technologies have over current systems and other advantages to adopting them are identified.
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Affiliation(s)
| | - Anubhav Mittal
- Department of Surgery, University of Auckland, Auckland, New Zealand
| | - Matthew Haydock
- Department of Surgery, University of Auckland, Auckland, New Zealand
| | - John Windsor
- Department of Surgery, University of Auckland, Auckland, New Zealand.
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