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Identification of patients at risk for pancreatic cancer in a 3-year timeframe based on machine learning algorithms in the electronic health record [Meeting Abstract]

Zhu, W; Pochapin, M B; Yindalon, A; Razavian, N; Gonda, T A
Introduction: Early detection of pancreatic cancer (PC) remains challenging largely due to the low population incidence and few known risk factors. However, screening in at-risk populations and detection of early cancer has the potential to significantly alter survival. We used an Electronic Health Records (EHR) based large-scale machine learning algorithm to identify disease codes that are associated with the development of PC at least 3 years before diagnosis and developed a predictive model to identify patients at risk for PC 27-33 months later.
Method(s): EHR data was analyzed between 2000 and 2021 and individuals with at least 3 years of continuous presence in the database were included. A 1:4 case-control matching based on age, sex, length of medical history to all diagnosed with PC was performed. In one model, all patients meeting database presence were included, whereas in a second model only those without known prior pancreatic disease were evaluated. Among demographic and 19,304 disease variables 27-33 months prior to PC diagnosis, we used the P-value of associations to select significant variables (cut-off P-value < 0.01), and trained a logistic regression model. Final predictive performance was tested on a held-out validation cohort.
Result(s): 544,000 patients were analyzed. 2091 patients with PC were matched to 8364 cancer-free patients. We identified 73 variables with significant association of development of PC, including pancreatic cysts, diabetes, family or personal history of breast cancer, and chronic pancreatitis (ranked results and statistical analysis are shown in Table 1). These variables were selected for the regression model, which we trained in over 541,602 patients. In our second model, in patients without prior pancreatic diseases, 541,377 patients were included. The area under the receiver operating characteristic curve (AUROC) were 0.790 [0.772, 0.809] and 0.779 [0.759, 0.789] in the two models respectively.
Conclusion(s): In a robust EHR-based analysis, we identified a list of diagnostic variables associated with pancreatic cancer development in a 3-year time frame and developed a model to identify patients at risk. Although the inclusion of additional variables such as laboratory results and radiomics will likely improve the accuracy of the model, the current algorithm will allow us to develop an EHR-based identification of patients at risk for PC. (Table Presented)
EMBASE:636474835
ISSN: 1572-0241
CID: 5084002

Does hemospray have a role to play as a combination treatment therapy for upper and lower gastrointestinal bleeds [Meeting Abstract]

Hussein, M; Alzoubaidi, D; O'Donnell, M; De, la Serna A; Hengehold, T; Varbobitis, I; Fraile, Lopez M; Ortiz, Fernando-Sordo J; W, Rey J; Hayee, B; Despott, E J; Murino, A; Moreea, S; Boger, P; Dunn, J M; Mainie, I; Graham, D G; Mullady, D; Early, D; Latorre, M; Ragunath, K; Anderson, J; Bhandari, P; Goetz, M; Keisslich, R; Coron, E; Rodriguez, De Santiago E; Gonda, T; Gross, S; Lovat, L; Haidry, R
Introduction: Combination endoscopic therapy is considered a gold standard treatment of upper gastrointestinal bleeding (UGIB). Endoscopic therapy reduces mortality in these patients. Hemospray is a haemostatic powder used for the endoscopic treatment of GI bleeds. We aimed to analyse the outcomes of Hemospray therapy in combination with standard endoscopic treatments. Aims & Methods: Data was collected on consecutive patients with GIB's and treated with Hemospray as part of a combination with standard endoscopic treatments from 18 centres (USA, UK, France, Germany, Spain). The decision to use Hemospray and what combination to use was at the discretion of the endoscopist.
Result(s): We analysed the outcomes of 230 patients (UGIB's - 134 peptic ulcers, 37 post endoscopic therapy, 29 UGI malignancies, 7 variceal, 6 angiodysplasia, 2 inflammation, 15 lower GI bleeds) (Table 1). 134/267 (50%) of the peptic ulcer cohort were treated with Hemospray combination therapy. Haemostasis rates of 92% were achieved relative to 89% in the overall peptic ulcer bleed cohort. 20/108 (19%) had a rebleed and 30-day mortality of 17% (20/119). The most common combination therapy was Hemospray with adrenaline injection therapy with a haemostasis rate of 93% (49/53). Hemospray was used as a second modality in 36/66 (55%) cases. In the remaining cases it was used as a 3rd modality, and a 4thmodality in one case. 58% of all patients had Forrest 1b ulcers where a haemostasis rate of 91% was achieved, re-bleeding in 12/69 (17%). 18% of patients had Forrest 1a ulcers with immediate haemostasis in 21/24 (88%) patients, re-bleed in 4/18 (22%) patients. In the post endoscopic therapy cohort, a 100% haemostasis rate was achieved with a 4% (1/26) re-bleed. Most of the cases were post endoscopic mucosal resection (22/37, 59%). The most common combination therapy was Hemospray and adrenaline injection (24% of patients). In malignancy related UGIB's an 86% (25/29) haemostasis rate was achieved, with a rebleed rate of 17% (4/23). The most common combination was Hemospray and adrenaline injection therapy (12/29, 41%) where a 92% haemostasis rate was achieved and one re-bleed. In variceal bleeds (5 oesophageal, 2 gastric) a haemostasis rate of 86% (6/7) was achieved, a rebleed rate of 29%. Hemospray was used as the second modality to banding/glue injection in the majority of cases.
Conclusion(s): High haemostasis rates were achieved following treatment with Hemospray in all the subgroups. In peptic ulcers high haemostasis and reasonable re-bleeding rates were achieved in Forrest 1a/1b ulcers. Results show that Hemospray combination therapy can have a role in lower GI bleeds. There is a shift towards use of Hemospray as part of standard combination therapy. Its role needs to be clearly defined within the GI bleed algorithm. Disclosure: M.H - Speaker fees (Cook Medical), R.H - Received research grant support from Pentax Medical, Cook Endoscopy, Fractyl Ltd, C2 therapeutics and Medtronic to support research infrastructure
EMBASE:636330211
ISSN: 2050-6414
CID: 5179982

Characteristics and Outcomes of Patients Undergoing Endoscopy During the COVID-19 Pandemic: A Multicenter Study from New York City

Blackett, John W; Kumta, Nikhil A; Dixon, Rebekah E; David, Yakira; Nagula, Satish; DiMaio, Christopher J; Greenwald, David; Sharaiha, Reem Z; Sampath, Kartik; Carr-Locke, David; Guerson-Gil, Arcelia; Ho, Sammy; Lebwohl, Benjamin; Garcia-Carrasquillo, Reuben; Rajan, Anjana; Annadurai, Vasantham; Gonda, Tamas A; Freedberg, Daniel E; Mahadev, Srihari
BACKGROUND:The coronavirus disease 2019 (COVID-19) pandemic has significantly impacted the practice of endoscopy, but characteristics of COVID patients undergoing endoscopy have not been adequately described. AIMS/OBJECTIVE:To compare findings, clinical outcomes, and patient characteristics of endoscopies performed during the pandemic in patients with and without COVID-19. METHODS:This was a retrospective multicenter study of adult endoscopies at six academic hospitals in New York between March 16 and April 30, 2020. Patient and procedure characteristics including age, sex, indication, findings, interventions, and outcomes were compared in patients testing positive, negative, or untested for COVID-19. RESULTS:Six hundred and five endoscopies were performed on 545 patients during the study period. There were 84 (13.9%), 255 (42.2%), and 266 (44.0%) procedures on COVID-positive, negative, and untested patients, respectively. COVID patients were more likely to undergo endoscopy for gastrointestinal bleeding or gastrostomy tube placement, and COVID patients with gastrointestinal bleeding more often required hemostatic interventions on multivariable logistic regression. COVID patients had increased length of stay, intensive care unit admission, and intubation rate. Twenty-seven of 521 patients (5.2%) with no or negative COVID testing prior to endoscopy later tested positive, a median of 13.5 days post-procedure. CONCLUSIONS:Endoscopies in COVID patients were more likely to require interventions, due either to more severe illness or a higher threshold to perform endoscopy. A significant number of patients endoscoped without testing were subsequently found to be COVID-positive. Gastroenterologists in areas affected by the pandemic must adapt to changing patterns of endoscopy practice and ensure pre-endoscopy COVID testing.
PMID: 32930898
ISSN: 1573-2568
CID: 4592862

Missing links - epigenetic regulators of the pancreatic cancer-associated inflammation

Werba, Gregor; Gonda, Tamas A
Pancreatic ductal adenocarcinoma (PDAC) features a hostile tumor microenvironment (TME) that renders it remarkably resistant to most therapeutic interventions. Consequently, survival remains among the poorest compared with other gastrointestinal cancers. Concerted efforts are underway to decipher the complex PDAC TME, break down barriers to efficacious therapies and identify novel treatment strategies. In the recent Clinical Science, Li and colleagues identify the long noncoding RNA KLHDC7B-DT as a crucial epigenetic regulator of IL-6 transcription in PDAC and illustrate its potent influences on the pancreatic TME. In this commentary, we introduce epigenetics in pancreatic cancer and put the findings by Li et al. in context with current knowledge.
PMID: 34047338
ISSN: 1470-8736
CID: 4888372

ATP11B mediates platinum resistance in ovarian cancer

Moreno-Smith, Myrthala; Halder, J B; Meltzer, Paul S; Gonda, Tamas A; Mangala, Lingegowda S; Rupaimoole, Rajesha; Lu, Chunhua; Nagaraja, Archana S; Gharpure, Kshipra M; Kang, Yu; Rodriguez-Aguayo, Cristian; Vivas-Mejia, Pablo E; Zand, Behrouz; Schmandt, Rosemarie; Wang, Hua; Langley, Robert R; Jennings, Nicholas B; Ivan, Cristina; Coffin, Jeremy E; Armaiz, Guillermo N; Bottsford-Miller, Justin; Kim, Sang Bae; Halleck, Margaret S; Hendrix, Mary Jc; Bornman, William; Bar-Eli, Menashe; Lee, Ju-Seog; Siddik, Zahid H; Lopez-Berestein, Gabriel; Sood, Anil K
PMCID:8011885
PMID: 33792569
ISSN: 1558-8238
CID: 4831012

Interleukin-1β-induced pancreatitis promotes pancreatic ductal adenocarcinoma via B lymphocyte-mediated immune suppression

Takahashi, Ryota; Macchini, Marina; Sunagawa, Masaki; Jiang, Zhengyu; Tanaka, Takayuki; Valenti, Giovanni; Renz, Bernhard W; White, Ruth A; Hayakawa, Yoku; Westphalen, C Benedikt; Tailor, Yagnesh; Iuga, Alina C; Gonda, Tamas A; Genkinger, Jeanine; Olive, Kenneth P; Wang, Timothy C
OBJECTIVE:Long-standing chronic pancreatitis is an established risk factor for pancreatic ductal adenocarcinoma (PDAC). Interleukin-1β (IL-1β) has been associated in PDAC with shorter survival. We employed murine models to investigate the mechanisms by which IL-1β and chronic pancreatitis might contribute to PDAC progression. DESIGN/METHODS:-Cre (KC) mice with transgenic mice overexpressing IL-1β to generate KC-IL1β mice, and followed them longitudinally. We used pancreatic 3D in vitro culture to assess acinar-to-ductal metaplasia formation. Immune cells were analysed by flow cytometry and immunohistochemical staining. B lymphocytes were adoptively transferred or depleted in Kras-mutant mice. B-cell infiltration was analysed in human PDAC samples. RESULTS:B cells. Finally, in human PDAC samples, patients with PDAC with higher B-cell infiltration within tumours showed significantly shorter survival. CONCLUSION/CONCLUSIONS:We show here that IL-1β promotes tumorigenesis in part by inducing an expansion of immune-suppressive B cells. These findings point to the growing significance of B suppressor cells in pancreatic tumorigenesis.
PMID: 32393543
ISSN: 1468-3288
CID: 4520972

The Double-Edged Sword of Chemotherapy: Single Cell RNA Sequencing of Human PDA Reveals T-Cell Activation With Simultaneous Priming of Inhibitory Macrophages [Meeting Abstract]

Werba, G.; Dolgalev, I.; Zhao, E.; Jing, X.; Gonda, T.; Oberstein, P.; Welling, T.; Tsirigos, A.; Simeone, D. M.
ISI:000706786400288
ISSN: 0885-3177
CID: 5236652

New onset diabetes predicts progression of low risk pancreatic mucinous cysts

Schweber, Adam B; Brooks, Christian; Agarunov, Emil; Sethi, Amrita; Poneros, John M; Schrope, Beth A; Kluger, Michael D; Chabot, John A; Gonda, Tamas A
BACKGROUND:Patients with low-risk lesions require ongoing surveillance since the rate of progression to pancreatic cancer (PC), while small, is much greater than in the general population. Our objective was to study the relationship between new onset diabetes (NODM) and progression in patients with low risk mucinous cysts. METHODS:We evaluated a prospectively maintained cohort of 442 patients with a suspected mucinous cyst without worrisome features (WF) or high-risk stigmata (HRS). Multivariable Cox models were developed for progression to WF and HRS, with diabetes status formulated as both time independent and dependent covariates. The adjusted cumulative risk of progression was calculated using the corrected group prognosis method. RESULTS:The 5-year cumulative progression rates to WFs and HRS were 12.8 and 3.6%, respectively. After controlling for other risk factors, the development of NODM was strongly associated with progression to HRS (HR = 11.6; 95%CI, 3.5-57.7%), but not WF. Among patients with the smallest cysts (<10 mm) at baseline, those who developed NODM had a 5-year adjusted cumulative risk of progression to HRS of 8.6% (95%CI, 0.0%-20.2%), compared to only 0.8% (95%CI, 0.0%-2.3%) for patients without NODM. Among patients with the largest cysts (20-29 mm), those who developed NODM during surveillance had a 5-year adjusted cumulative risk of progression of 53.5% (95%CI, 19.6%-89.9%) compared to only 7.5% (95%CI, 1.6%-15.2%) for patients without NODM. CONCLUSION/CONCLUSIONS:New onset diabetes may predict progression in patients with low risk mucinous cysts. Pending validation with large-scale studies, these findings support regular diabetes screening among patients surveilled for suspected IPMNs or MCNs.
PMID: 33250091
ISSN: 1424-3911
CID: 4693792

Gastrointestinal endoscopy during the coronavirus pandemic in the New York area: results from a multi-institutional survey

Mahadev, Srihari; Aroniadis, Olga C; Barraza, Luis H; Agarunov, Emil; Smith, Michael S; Goodman, Adam J; Benias, Petros C; Buscaglia, Jonathan M; Gross, Seth A; Kasmin, Franklin; Cohen, Jonathan; Carr-Locke, David L; Greenwald, David; Mendelsohn, Robin; Sethi, Amrita; Gonda, Tamas A
Background and study aims  The coronavirus disease 2019 (COVID-19), and measures taken to mitigate its impact, have profoundly affected the clinical care of gastroenterology patients and the work of endoscopy units. We aimed to describe the clinical care delivered by gastroenterologists and the type of procedures performed during the early to peak period of the pandemic. Methods  Endoscopy leaders in the New York region were invited to participate in an electronic survey describing operations and clinical service. Surveys were distributed on April 7, 2020 and responses were collected over the following week. A follow-up survey was distributed on April 20, 2020. Participants were asked to report procedure volumes and patient characteristics, as well protocols for staffing and testing for COVID-19. Results  Eleven large academic endoscopy units in the New York City region responded to the survey, representing every major hospital system. COVID patients occupied an average of 54.5 % (18 - 84 %) of hospital beds at the time of survey completion, with 14.5 % (2 %-23 %) of COVID patients requiring intensive care. Endoscopy procedure volume and the number of physicians performing procedures declined by 90 % (66 %-98 %) and 84.5 % (50 %-97 %) respectively following introduction of restricted practice. During this period the most common procedures were EGDs (7.9/unit/week; 88 % for bleeding; the remainder for foreign body and feeding tube placement); ERCPs (5/unit/week; for cholangitis in 67 % and obstructive jaundice in 20 %); Colonoscopies (4/unit/week for bleeding in 77 % or colitis in 23 %) and least common were EUS (3/unit/week for tumor biopsies). Of the sites, 44 % performed pre-procedure COVID testing and the proportion of COVID-positive patients undergoing procedures was 4.6 % in the first 2 weeks and up to 19.6 % in the subsequent 2 weeks. The majority of COVID-positive patients undergoing procedures underwent EGD (30.6 % COVID +) and ERCP (10.2 % COVID +). Conclusions  COVID-19 has profoundly impacted the operation of endoscopy units in the New York region. Our data show the impact of a restricted emergency practice on endoscopy volumes and the proportion of expected COVID positive cases during the peak time of the pandemic.
PMCID:7695511
PMID: 33269322
ISSN: 2364-3722
CID: 4694312

Immediate and durable therapeutic response after EUS-guided radiofrequency ablation of a pancreatic insulinoma

Brown, Nicholas G; Patel, Anish A; Gonda, Tamas A
PMCID:7730508
PMID: 33319140
ISSN: 2468-4481
CID: 4717732