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1.
Biomimetics (Basel) ; 8(6)2023 Oct 19.
Article in English | MEDLINE | ID: mdl-37887627

ABSTRACT

Despite the increasing rate of detection of incidental pancreatic cystic lesions (PCLs), current standard-of-care methods for their diagnosis and risk stratification remain inadequate. Intraductal papillary mucinous neoplasms (IPMNs) are the most prevalent PCLs. The existing modalities, including endoscopic ultrasound and cyst fluid analysis, only achieve accuracy rates of 65-75% in identifying carcinoma or high-grade dysplasia in IPMNs. Furthermore, surgical resection of PCLs reveals that up to half exhibit only low-grade dysplastic changes or benign neoplasms. To reduce unnecessary and high-risk pancreatic surgeries, more precise diagnostic techniques are necessary. A promising approach involves integrating existing data, such as clinical features, cyst morphology, and data from cyst fluid analysis, with confocal endomicroscopy and radiomics to enhance the prediction of advanced neoplasms in PCLs. Artificial intelligence and machine learning modalities can play a crucial role in achieving this goal. In this review, we explore current and future techniques to leverage these advanced technologies to improve diagnostic accuracy in the context of PCLs.

2.
VideoGIE ; 7(7): 250-252, 2022 Jul.
Article in English | MEDLINE | ID: mdl-35815163

ABSTRACT

Video 1EUS-guided gallbladder drainage followed by rendezvous ERCP.

3.
Pancreas ; 51(10): 1292-1299, 2022.
Article in English | MEDLINE | ID: mdl-37099769

ABSTRACT

OBJECTIVES: For population databases, multivariable regressions are established analytical standards. The utilization of machine learning (ML) in population databases is novel. We compared conventional statistical methods and ML for predicting mortality in biliary acute pancreatitis (biliary AP). METHODS: Using the Nationwide Readmission Database (2010-2014), we identified patients (age ≥18 years) with admissions for biliary AP. These data were randomly divided into a training (70%) and test set (30%), stratified by the outcome of mortality. The accuracy of ML and logistic regression models in predicting mortality was compared using 3 different assessments. RESULTS: Among 97,027 hospitalizations for biliary AP, mortality rate was 0.97% (n = 944). Predictors of mortality included severe AP, sepsis, increasing age, and nonperformance of cholecystectomy. Assessment metrics for predicting the outcome of mortality, the scaled Brier score (odds ratio [OR], 0.24; 95% confidence interval [CI], 0.16-0.33 vs 0.18; 95% CI, 0.09-0.27), F-measure (OR, 43.4; 95% CI, 38.3-48.6 vs 40.6; 95% CI, 35.7-45.5), and the area under the receiver operating characteristic (OR, 0.96; 95% CI, 0.94-0.97 vs 0.95; 95% CI, 0.94-0.96) were comparable between the ML and logistic regression models, respectively. CONCLUSIONS: For population databases, traditional multivariable analysis is noninferior to ML-based algorithms in predictive modeling of hospital outcomes for biliary AP.


Subject(s)
Pancreatitis , Adolescent , Humans , Acute Disease , Hospital Mortality , Logistic Models , Machine Learning , Pancreatitis/epidemiology , Retrospective Studies
7.
J Gastroenterol Hepatol ; 35(2): 284-290, 2020 Feb.
Article in English | MEDLINE | ID: mdl-31264249

ABSTRACT

BACKGROUND AND AIM: Despite higher rates of gallstones in patients with cirrhosis, there are no population-based studies evaluating outcomes of acute biliary pancreatitis (ABP). Therefore, we sought to evaluate the predictors of early readmission and mortality in this high-risk population. METHODS: We utilized the Nationwide Readmission Database (2011-2014) to evaluate all adults admitted with ABP. Multivariable logistic regression models were used to assess independent predictors for 30-day readmission, index admission mortality, and calendar year mortality. RESULTS: Among 184 611 index admissions with ABP, 4344 (2.4%) subjects had cirrhosis (1649 with decompensation). Subjects with cirrhosis, when compared with those without, incurred higher rates of 30-day readmission (20.9% vs 11.2%; P < 0.001), index mortality (2.0% vs 1.0%; P < 0.001), and calendar year mortality (4.2% vs 0.9%; P < 0.001). Decompensation in cirrhosis was associated with significantly fewer cholecystectomies (26.7% vs 60.2%; P < 0.001) and endoscopic retrograde cholangiopancreatographies (23.3% vs 29.9%; P < 0.001). Multivariate analysis revealed that severe acute pancreatitis (odds ratio [OR]: 14.8; 95% confidence interval [CI]: 5.3, 41.2), sepsis (OR: 12.6; 95% CI: 5.8, 27.4), and decompensation (OR: 3.1; 96% CI: 1.4, 6.6) were associated with increased index admission mortality. Decompensated cirrhosis (OR: 1.8; 95% CI: 1.1, 3.0) and 30-day readmission (OR: 5.6; 95% CI: 3.3, 9.5) were predictors of calendar year mortality. However, index admission cholecystectomy was associated with decreased 30-day readmissions (OR: 0.6; 95% CI: 0.4, 0.7) and calendar year mortality (OR: 0.44; 95% CI: 0.25, 0.78). CONCLUSIONS: The presence of cirrhosis adversely impacts hospital outcomes of patients with ABP. Among modifiable factors, index admission cholecystectomy portends favorable prognosis by reducing risk of early readmission and consequent calendar year mortality.


Subject(s)
Cholecystectomy , Liver Cirrhosis , Pancreatitis/surgery , Patient Readmission/statistics & numerical data , Gallstones/epidemiology , Gallstones/etiology , Humans , Liver Cirrhosis/complications , Pancreatitis/mortality , Prognosis , Risk
8.
Gastrointest Endosc ; 91(3): 551-563.e5, 2020 03.
Article in English | MEDLINE | ID: mdl-31542380

ABSTRACT

BACKGROUND AND AIMS: Previous studies have validated EUS-guided needle-based confocal laser endomicroscopy (nCLE) diagnosis of intraductal papillary mucinous neoplasms (IPMNs). We sought to derive EUS-guided nCLE criteria for differentiating IPMNs with high-grade dysplasia/adenocarcinoma (HGD-Ca) from those with low/intermediate-grade dysplasia (LGD). METHODS: We performed a post hoc analysis of consecutive IPMNs with a definitive diagnosis from a prospective study evaluating EUS-guided nCLE in the diagnosis of pancreatic cysts. Three internal endosonographers reviewed all nCLE videos for the patients and identified potential discriminatory EUS-guided nCLE variables to differentiate HGD-Ca from LGD IPMNs (phase 1). Next, an interobserver agreement (IOA) analysis of variables from phase 1 was performed among 6 blinded external nCLE experts (phase 2). Last, 7 blinded nCLE-naïve observers underwent training and quantified variables with the highest IOA from phase 2 using dedicated software (phase 3). RESULTS: Among 26 IPMNs (HGD-Ca in 16), the reference standard was surgical histopathology in 24 and cytology confirmation of metastatic liver lesions in 2 patients. EUS-guided nCLE characteristics of increased papillary epithelial "width" and "darkness" were the most sensitive variables (90%; 95% confidence interval [CI], 84%-94% and 91%; 95% CI, 85%-95%, respectively) and accurate (85%; 95% CI, 78%-90% and 84%; 95% CI, 77%-89%, respectively) with substantial (κ = 0.61; 95% CI, 0.51-0.71) and moderate (κ = 0.55; 95% CI, 0.45-0.65) IOAs for detecting HGD-Ca, respectively (phase 2). Logistic regression models were fit for the outcome of HGD-Ca as predictor variables (phase 3). For papillary width (cut-off ≥50 µm), the sensitivity, specificity, and area under the receiver operating characteristic curve (AUC) for detection of HGD-Ca were 87.5% (95% CI, 62%-99%), 100% (95% CI, 69%-100%), and 0.95, respectively. For papillary darkness (cut-off ≤90 pixel intensity), the sensitivity, specificity, and AUC for detection of HGD-Ca were 87.5% (95% CI, 62%-99%), 100% (95% CI, 69%-100%), and 0.90, respectively. CONCLUSIONS: In this derivation study, quantification of papillary epithelial width and darkness identified HGD-Ca in IPMNs with high accuracy. These quantifiable variables can be used in multicenter studies for risk stratification of IPMNs. (Clinical trial registration number: NCT02516488.).


Subject(s)
Microscopy, Confocal , Pancreatic Intraductal Neoplasms , Pancreatic Neoplasms , Aged , Endoscopic Ultrasound-Guided Fine Needle Aspiration , Endosonography , Female , Humans , Lasers , Male , Microscopy, Confocal/methods , Middle Aged , Pancreatic Intraductal Neoplasms/diagnostic imaging , Pancreatic Intraductal Neoplasms/pathology , Pancreatic Neoplasms/diagnostic imaging , Pancreatic Neoplasms/pathology , Prospective Studies
9.
Curr Treat Options Gastroenterol ; 17(4): 457-469, 2019 Dec.
Article in English | MEDLINE | ID: mdl-31707690

ABSTRACT

PURPOSE OF REVIEW: Incidental pancreatic cysts are common, and management strategies continue to evolve. This review summarizes diagnostic and management recommendations in older patients with these lesions based on guidelines and best clinical evidence. RECENT FINDINGS: Diagnosis of cyst type has been enhanced with improved imaging and cyst fluid analysis and visualization. Recent outcome studies indicate that certain cyst types should be followed independent of patient age as long as certain criteria which are reviewed are met. Differentiation of pancreatic cyst type is important as this dictates the need for long-term follow-up. Because most cyst-related neoplasia occurs in older patients, surveillance should continue within certain guidelines.

10.
ACG Case Rep J ; 6(5): e00060, 2019 May.
Article in English | MEDLINE | ID: mdl-31616742

ABSTRACT

Intussusception after pancreaticoduodenectomy (Whipple procedure) is exceedingly rare. We present a case of retrograde jejunal intussusception into the gastric lumen in a patient who previously underwent Whipple procedure. Diagnostic endoscopy may serve to confirm intussusception, identify a potential lead point, and, in some cases, endoscopically reduce the intussusception. Ultimately, however, surgical management is recommended due to a high rate of recurrence along with the potential to detect a lead point and associated malignancy.

11.
J Clin Gastroenterol ; 53(7): e291-e297, 2019 08.
Article in English | MEDLINE | ID: mdl-30157063

ABSTRACT

GOALS AND BACKGROUND: In the elderly (age, 65 y or older), acute pancreatitis is most frequently because of gallstones; however, there is a paucity of national estimates evaluating outcomes of acute biliary pancreatitis (ABP). Hence, we utilized a representative population database to evaluate the outcomes of ABP among the elderly. STUDY: The National Readmission Database provides longitudinal follow-up of inpatients for 1 calendar-year. All adult inpatients (18 y or older) with an index primary admission for ABP between 2011 and 2014 were evaluated for clinical outcomes of mortality, severe acute pancreatitis (SAP), and 30-day readmission. Outcomes between age groups (≥65 vs. <65 y) were compared using multivariate and one-to-one propensity score-matched analyses. RESULTS: Among 184,763 ABP admissions, 41% were elderly. Index mortality and SAP rates in the elderly were 1.96% and 21.5%, respectively. Elderly patients underwent more ERCPs (27.5% vs. 23.6%; P<0.001) and less frequent cholecystectomies (44.4% vs. 58.7%; P<0.001). Elderly patients had increased odds of mortality and SAP along with an age-dependent increase in the odds of adverse outcomes; patients aged 85 years or older demonstrated the highest odds of SAP [odds ratio (OR), 1.3; 95% confidence interval (CI): 1.2, 1.4] and mortality (OR, 2.2; 95% CI: 1.7, 2.9) within in the elderly cohort. Propensity score-matched analysis substantiated that mortality (OR, 2.8; 95% CI: 2.2, 3.5) and SAP (OR, 1.2; 95% CI: 1.1, 1.3) were increased in the elderly. CONCLUSIONS: Current national survey reveals adverse clinical outcomes among elderly patients hospitalized with ABP. Consequently, there is a need for effective management strategies for this demographic as the aging population is increasing nationally.


Subject(s)
Cholangiopancreatography, Endoscopic Retrograde/statistics & numerical data , Cholecystectomy/statistics & numerical data , Gallstones/complications , Pancreatitis/therapy , Acute Disease , Age Factors , Aged , Aged, 80 and over , Cohort Studies , Female , Follow-Up Studies , Gallstones/therapy , Hospitalization/statistics & numerical data , Humans , Longitudinal Studies , Male , Middle Aged , Pancreatitis/etiology , Pancreatitis/physiopathology , Patient Readmission/statistics & numerical data , Propensity Score
12.
Gastrointest Endosc ; 89(6): 1169-1177.e10, 2019 06.
Article in English | MEDLINE | ID: mdl-30503844

ABSTRACT

BACKGROUND AND AIMS: Acute biliary pancreatitis (ABP) is associated with increased rates of morbidity in pregnancy. Because there is a paucity of population-based studies evaluating ABP in pregnancy, we sought to investigate clinical outcomes in hospitalized pregnant women on a national level. METHODS: By using the Nationwide Readmission Database (2011-2014), we identified all women (age ≥18 years) with an index admission for ABP in the United States. Multivariate and propensity-score matched analyses were performed to evaluate the impact of pregnancy on the clinical outcomes of early readmission and severe acute pancreatitis (SAP) in ABP. RESULTS: There were 7787 hospitalizations for ABP in pregnant women during the study period. The rate of 30-day readmission was 16.26%; 57% of these early readmissions were due to adverse events of ABP. Compared with nonpregnant women with ABP, ERCP (21.1% vs 25.2%; P < .001) and cholecystectomy (52.8% vs 55.2%; P = .02) were performed less frequently during pregnancy. Propensity-score matched analysis revealed an increased risk of 30-day readmissions in pregnancy (odds ratio [OR], 1.96; 95% confidence interval [CI], 1.67-2.30), whereas there was no difference in the risk of SAP (OR, 1.09; 95% CI, 0.76-1.57). Multivariate analysis demonstrated that weekend admission (OR, 1.40; 95% CI, 1.10-1.79) and >1 week of hospitalization (OR, 1.75; 95% CI, 1.24-2.48) increased the risk of 30-day readmission, whereas ERCP (OR, 0.40; 95% CI, 0.27-0.57) and cholecystectomy (OR, 0.13; 95% CI, 0.10-0.18) reduced the odds of early readmission in pregnancy. CONCLUSIONS: Pregnant women with ABP less frequently undergo timely endoscopic biliary decompression and cholecystectomy. These modifiable factors can potentially lower early readmissions in pregnant women.


Subject(s)
Cholangiopancreatography, Endoscopic Retrograde/statistics & numerical data , Cholecystectomy/statistics & numerical data , Gallstones/surgery , Pancreatitis/surgery , Pregnancy Complications/surgery , Adult , Case-Control Studies , Databases, Factual , Female , Gallstones/complications , Humans , Maternal Mortality , Middle Aged , Mortality , Pancreatitis/etiology , Patient Readmission , Pregnancy , Pregnancy Complications/etiology , Pregnancy Outcome/epidemiology , Severity of Illness Index
15.
Am Surg ; 82(4): 343-7, 2016 Apr.
Article in English | MEDLINE | ID: mdl-27097628

ABSTRACT

During laparoscopic cholecystectomy, intraoperative cholangiography (IOC) is used to identify common bile duct (CBD) stones. In patients whose IOC is suspicious for stones, endoscopic retrograde cholangiopancreatography (ERCP) is the modality of choice for stone removal. However, IOC has a false positive rate of 30 to 60 per cent, and ERCP adverse events may occur in 11 per cent of patients. Endoscopic ultrasound (EUS) may serve as a noninvasive means of diagnosing suspected CBD stones. This study sought to assess the role of EUS in predicting the likelihood of choledocholithiasis at ERCP in patients found to have a positive IOC. This was a prospective blinded study of EUS before ERCP in patients with a positive IOC. Recruited subjects who underwent cholecystectomy and had an IOC with suspicion for obstruction were referred for ERCP within one month of their procedure. In patients with a positive IOC, EUS had a positive predictive value of 95 per cent in detecting choledocholithiasis. IOC with single or multiple filling defects more often correlated to the presence of CBD stones. At ERCP, choledocholithiasis was present in 65 per cent of patients who had an IOC suspicious for CBD stones. EUS should be used as a noninvasive method to correctly identify retained CBD stones in low-to-moderate risk patients with a positive IOC.


Subject(s)
Cholangiopancreatography, Endoscopic Retrograde , Cholecystectomy, Laparoscopic , Choledocholithiasis/diagnostic imaging , Endosonography , Intraoperative Care/methods , Adult , Aged , Aged, 80 and over , Cholangiography , Choledocholithiasis/surgery , Double-Blind Method , Female , Humans , Male , Middle Aged , Predictive Value of Tests , Prospective Studies
16.
World J Gastrointest Endosc ; 8(3): 157-64, 2016 Feb 10.
Article in English | MEDLINE | ID: mdl-26862365

ABSTRACT

For the first several years after its development, endoscopic ultrasound (EUS) was primarily limited to identification of pancreatic malignancies. Since this time, the field of EUS has advanced at a tremendous speed in terms of additional clinical diagnostic and therapeutic uses. The combination of ultrasound with endoscopy provides a unique interventional modality that is a minimally invasive alternative to various surgical interventions. Given the expanding recommended indications for EUS, this article will serve to review the most common uses with supporting evidence, while also exploring innovative endeavors that may soon become common clinical practice.

17.
Int J Surg Case Rep ; 6C: 186-7, 2015.
Article in English | MEDLINE | ID: mdl-25544488

ABSTRACT

INTRODUCTION: Conservative management for gastric leak and fistulae after laparoscopic sleeve gastrectomy (LSG) often results in prolonged hospitalization as well as requirement of TPN or recurrent surgery (Casella et al., 2009) [1]. Endoscopically-placed stents are an additional non-invasive method, but are associated with the complication of stent migration in up to 50% of cases (Casella and co-workers, 2009) [1,4]. As other non-invasive means of treatment are absent, we believe this case demonstrates a new technique for multiple gastric leaks following LSG in patients without sepsis or peritonitis. PRESENTATION OF CASE: A patient developed a staple line gastric leak that persisted for 10 weeks following LSG despite multiple modalities of treatment. She refused to undergo stent placement, so via esophagogastroduodenoscopy (EGD), fistula margins were cauterized with argon plasma coagulation and a fibrin sealant was injected to include the surrounding area. Endoclips were placed along the fistula tracts. A repeat procedure was required. Follow up imaging confirmed resolution of gastric leak and patient did not experience additional complications. DISCUSSION: The patient was able to discontinue TPN and return to an oral diet. Both procedures were well tolerated and did not require hospitalization. CONCLUSION: Endoscopic management of multiple gastric leaks and fistulae using fibrin seal, endoclips, and cauterization appears to be a promising noninvasive form of treatment with a lower associated morbidity and shortened hospitalization.

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