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Le NK, Chervu NL, Ng A, Gao Z, Cho NY, Charland N, Nesbit SM, Benharash P, Donahue TR. Center-level variation in hospitalization costs of pancreaticoduodenectomy for pancreatic cancer. Surgery 2024; 176:866-872. [PMID: 38971697 DOI: 10.1016/j.surg.2024.05.038] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/01/2024] [Revised: 04/21/2024] [Accepted: 05/21/2024] [Indexed: 07/08/2024]
Abstract
BACKGROUND Pancreaticoduodenectomy is a highly morbid operation with significant resource utilization. Using a national cohort, we examined the interhospital variation in pancreaticoduodenectomy hospitalization cost in the United States. METHODS Adults undergoing elective pancreaticoduodenectomy in the setting of pancreatic cancer were tabulated from the 2016-2020 Nationwide Readmissions Database. A 2-level mixed-effects model was developed to evaluate the interhospital variation in pancreaticoduodenectomy hospitalization costs. Institutions within the top decile of risk-adjusted expenditures were defined as high-cost hospitals. Multivariable regression models were fitted to examine the association between high-cost hospital status and outcomes of interest. To account for the effects of complications on expenditures, a subgroup analysis comprising of patients with no adverse events was conducted. RESULTS The study included an estimated 24,779 patients with a median hospitalization cost of $38,800. After mixed-effects modeling, 40.9% of the cost variation was attributable to hospital, rather than patient, factors. Multivariable regression models revealed an association between high-cost hospital status and greater odds of complications and longer length of stay. Among patients without an adverse event, interhospital cost variation remained significant at 61.0%, and treatment at high-cost hospitals was similarly linked to longer length of stay. CONCLUSION Our study identified significant interhospital variation in pancreaticoduodenectomy hospitalization costs in the United States. Although high-cost hospital status was associated with increased odds of complications, variation remained significant even among patients without an adverse event. These results suggest the important role of hospital practices as contributors to expenditures. Further efforts to identify drivers of costs and standardize pancreatic surgical care are warranted.
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Affiliation(s)
- Nguyen K Le
- David Geffen School of Medicine at University of California, Los Angeles, (UCLA), Los Angeles, CA; Cardiovascular Outcomes Research Laboratories (CORELAB), David Geffen School of Medicine at UCLA, Los Angeles, CA. https://twitter.com/NguyenKLe18
| | - Nikhil L Chervu
- Cardiovascular Outcomes Research Laboratories (CORELAB), David Geffen School of Medicine at UCLA, Los Angeles, CA; Department of Surgery, David Geffen School of Medicine at UCLA, Los Angeles, CA
| | - Ayesha Ng
- David Geffen School of Medicine at University of California, Los Angeles, (UCLA), Los Angeles, CA; Cardiovascular Outcomes Research Laboratories (CORELAB), David Geffen School of Medicine at UCLA, Los Angeles, CA
| | - Zihan Gao
- David Geffen School of Medicine at University of California, Los Angeles, (UCLA), Los Angeles, CA; Cardiovascular Outcomes Research Laboratories (CORELAB), David Geffen School of Medicine at UCLA, Los Angeles, CA
| | - Nam Yong Cho
- David Geffen School of Medicine at University of California, Los Angeles, (UCLA), Los Angeles, CA; Cardiovascular Outcomes Research Laboratories (CORELAB), David Geffen School of Medicine at UCLA, Los Angeles, CA
| | - Nicole Charland
- David Geffen School of Medicine at University of California, Los Angeles, (UCLA), Los Angeles, CA; Cardiovascular Outcomes Research Laboratories (CORELAB), David Geffen School of Medicine at UCLA, Los Angeles, CA
| | - Shannon M Nesbit
- David Geffen School of Medicine at University of California, Los Angeles, (UCLA), Los Angeles, CA; Cardiovascular Outcomes Research Laboratories (CORELAB), David Geffen School of Medicine at UCLA, Los Angeles, CA
| | - Peyman Benharash
- Cardiovascular Outcomes Research Laboratories (CORELAB), David Geffen School of Medicine at UCLA, Los Angeles, CA; Department of Surgery, David Geffen School of Medicine at UCLA, Los Angeles, CA
| | - Timothy R Donahue
- Department of Surgery, David Geffen School of Medicine at UCLA, Los Angeles, CA; Division of Surgical Oncology, Department of Surgery, David Geffen School of Medicine at UCLA, Los Angeles, CA.
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Kum Ghabowen I, Epane JP, Shen JJ, Goodman X, Ramamonjiarivelo Z, Zengul FD. Systematic Review and Meta-Analysis of the Financial Impact of 30-Day Readmissions for Selected Medical Conditions: A Focus on Hospital Quality Performance. Healthcare (Basel) 2024; 12:750. [PMID: 38610171 PMCID: PMC11011876 DOI: 10.3390/healthcare12070750] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/24/2024] [Revised: 03/16/2024] [Accepted: 03/25/2024] [Indexed: 04/14/2024] Open
Abstract
BACKGROUND The Patient Protection and Affordable Care Act (ACA) established the Hospital Quality Initiative in 2010 to enhance patient safety, reduce hospital readmissions, improve quality, and minimize healthcare costs. In response, this study aims to systematically review the literature and conduct a meta-analysis to estimate the average cost of procedure-specific 30-day risk-standardized unplanned readmissions for Acute Myocardial Infarction (AMI), Heart Failure (HF), Pneumonia, Coronary Artery Bypass Graft (CABG), and Total Hip Arthroplasty and/or Total Knee Arthroplasty (THA/TKA). METHODS Eligibility Criteria: This study included English language original research papers from the USA, encompassing various study designs. Exclusion criteria comprise studies lacking empirical evidence on hospital financial performance. INFORMATION SOURCES A comprehensive search using relevant keywords was conducted across databases from January 1990 to December 2019 (updated in March 2021), covering peer-reviewed articles and gray literature. Risk of Bias: Bias in the included studies was assessed considering study design, adjustment for confounding factors, and potential effect modifiers. SYNTHESIS OF RESULTS The review adhered to PRISMA guidelines. Employing Monte Carlo simulations, a meta-analysis was conducted with 100,000 simulated samples. Results indicated mean 30-day readmission costs: USD 16,037.08 (95% CI, USD 15,196.01-16,870.06) overall, USD 6852.97 (95% CI, USD 6684.44-7021.08) for AMI, USD 9817.42 (95% CI, USD 9575.82-10,060.43) for HF, and USD 21,346.50 (95% CI, USD 20,818.14-21,871.85) for THA/TKA. DISCUSSION Despite the financial challenges that hospitals face due to the ACA and the Hospital Readmissions Reduction Program, this meta-analysis contributes valuable insights into the consistent cost trends associated with 30-day readmissions. CONCLUSIONS This systematic review and meta-analysis provide comprehensive insights into the financial implications of 30-day readmissions for specific medical conditions, enhancing our understanding of the nexus between healthcare quality and financial performance.
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Affiliation(s)
- Iwimbong Kum Ghabowen
- Department of Healthcare Administration, School of Public Health, University of Nevada Las Vegas, Las Vegas Nevada, NV 89154, USA; (I.K.G.); (J.J.S.)
| | - Josue Patien Epane
- Department of Healthcare Administration, School of Public Health, Loma Linda University, Loma Linda, CA 92354, USA;
| | - Jay J. Shen
- Department of Healthcare Administration, School of Public Health, University of Nevada Las Vegas, Las Vegas Nevada, NV 89154, USA; (I.K.G.); (J.J.S.)
| | - Xan Goodman
- University Libraries, School of Public Health, University of Nevada Las Vegas, Las Vegas Nevada, NV 89154, USA;
| | - Zo Ramamonjiarivelo
- School of Health Administration, College of Health Professions, Texas State University, San Marcos, TX 78666, USA;
| | - Ferhat Devrim Zengul
- Department of Health Services Administration, School of Health Professions, University of Alabama Birmingham, Birmingham, AL 35294, USA
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Nevarez NM, Chang G, Porembka MR, Mansour JC, Wang SC, Polanco PM, Zeh HJ, Yopp AC. Presence of underlying cirrhosis is associated with increased in-hospital mortality and length of stay following pancreatoduodenectomy. HPB (Oxford) 2024; 26:251-258. [PMID: 37867083 DOI: 10.1016/j.hpb.2023.10.010] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 04/22/2022] [Revised: 06/25/2023] [Accepted: 10/07/2023] [Indexed: 10/24/2023]
Abstract
BACKGROUND Patient- and hospital-level factors associated with outcomes following pancreatoduodenectomy (PD) are well established. However, despite theoretical disruption in hepatopetal flow, the impact of cirrhosis on in-hospital mortality following PD is not well-studied. The objective of this study was to evaluate in-hospital mortality, length of stay (LOS), and post-discharge disposition in patients with cirrhosis undergoing PD. METHODS A retrospective analysis of the National Inpatient Sample (January 2002-August 2015) was conducted identifying patients undergoing PD. Using previously validated ICD-9-CM codes, patients were stratified into presence and absence of cirrhosis. Factors associated with in-hospital mortality following PD were analyzed adjusting for patient- and hospital-level factors. Following PD were analyzed after adjusting for patient- and hospital-level factors. RESULTS In 16,344 patients that underwent PD, 203 (1.2 %) patients had underlying cirrhosis prior to resection. Overall in-hospital mortality following PD was significantly worse in the cirrhosis cohort (11.3 % vs. 3.6 %, p < 0.001). Patients with underlying cirrhosis were less likely to be discharged home (73.9 % vs. 83.2 %, p < 0.001) and had a longer median LOS (12.0 vs. 10.0 days, p = 0.001). CONCLUSION The presence of underlying cirrhosis is associated with increased in-hospital mortality, longer LOS, and decreased likelihood of home discharge following PD. Given the prohibitive risks, PD should not be performed in patients with underlying cirrhosis.
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Affiliation(s)
- Nicole M Nevarez
- Department of Surgery, Division of Surgical Oncology, University of Texas Southwestern Medical Center, 5323 Harry Hines Boulevard, Dallas, TX, 75390, USA.
| | - Gloria Chang
- Department of Surgery, Division of Surgical Oncology, University of Texas Southwestern Medical Center, 5323 Harry Hines Boulevard, Dallas, TX, 75390, USA
| | - Matthew R Porembka
- Department of Surgery, Division of Surgical Oncology, University of Texas Southwestern Medical Center, 5323 Harry Hines Boulevard, Dallas, TX, 75390, USA
| | - John C Mansour
- Department of Surgery, Division of Surgical Oncology, University of Texas Southwestern Medical Center, 5323 Harry Hines Boulevard, Dallas, TX, 75390, USA
| | - Sam C Wang
- Department of Surgery, Division of Surgical Oncology, University of Texas Southwestern Medical Center, 5323 Harry Hines Boulevard, Dallas, TX, 75390, USA
| | - Patricio M Polanco
- Department of Surgery, Division of Surgical Oncology, University of Texas Southwestern Medical Center, 5323 Harry Hines Boulevard, Dallas, TX, 75390, USA
| | - Herbert J Zeh
- Department of Surgery, Division of Surgical Oncology, University of Texas Southwestern Medical Center, 5323 Harry Hines Boulevard, Dallas, TX, 75390, USA
| | - Adam C Yopp
- Department of Surgery, Division of Surgical Oncology, University of Texas Southwestern Medical Center, 5323 Harry Hines Boulevard, Dallas, TX, 75390, USA
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Ma X, He Q, Chen Y, Lu Y, Zhu P, Zhang J, Chen WS, Zhang Y, Zhang WH, Zhu C, Li Q, Li Z. Antibiotic prophylaxis after 48 h postoperatively are not associated with decreased surgical site infections and other healthcare associated infections in pancreatic surgery patients: a retrospective cohort study. Antimicrob Resist Infect Control 2023; 12:138. [PMID: 38042842 PMCID: PMC10693695 DOI: 10.1186/s13756-023-01348-3] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/08/2023] [Accepted: 11/28/2023] [Indexed: 12/04/2023] Open
Abstract
BACKGROUND It is controversial whether antibiotic should be used prophylactically 48 h after pancreatic surgery. Hence, the association of antibiotic prophylaxis (AP) after 48 h postoperatively with the incidence of surgical site infections (SSIs) and other healthcare-associated infections (HAIs) in patients receiving pancreatic surgery was evaluated. METHODS A retrospective cohort analysis was performed on 1073 patients who underwent pancreatic surgery. These patients were categorized into the non-AP after 48 h postoperatively group (n = 963) and the AP after 48 h postoperatively group (n = 110) based on whether or not they obtained AP from 48 h to 30 days after surgery. Outcomes included SSIs and other HAIs. RESULTS The incidence of SSIs in the non-AP after 48 h postoperatively group (98/963, 10.2%) was notably lower than that in the AP after 48 h postoperatively group (22/110, 20.0%) (P = 0.002). Other HAIs incidence was not significantly different between the non-AP after 48 h postoperatively group (77/963, 8.0%) and the AP after 48 h postoperatively group (11/110, 10.0%) (P = 0.468). Multiple regression analysis demonstrated that AP after 48 h postoperatively was a risk factor for SSIs (OR = 2.14, 95% CI 1.28-3.59) but not for other HAIs (OR = 1.24, 95% CI 0.63-2.42) after adjustment for age, gender, and diabetes. Subsequent to adjustment for all confounding factors, AP after 48 h postoperatively was not a influence factor for SSIs (OR = 2.13, 95% CI 0.76-5.99) and other HAIs (OR = 3.69, 95% CI 0.99-13.81). CONCLUSIONS AP after 48 h postoperatively following pancreatic surgery was not associated with the lower morbidity rate of SSIs and other HAIs. Nonetheless, this study may facilitate further development of strategies towards standardization of the duration of AP management of pancreatic surgery.
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Affiliation(s)
- Xiaoju Ma
- Department of Hospital Acquired Infection Control and Public Health Management, The Seventh Affiliated Hospital, Sun Yat-sen University, Shenzhen, Guangdong, China
| | - Qiangsheng He
- Big Data Center, Scientific Research Center, The Seventh Affiliated Hospital, Sun Yat-sen University, Shenzhen, Guangdong, China
- Clinical Research Center, The Seventh Affiliated Hospital, Sun Yat-sen University, Shenzhen, Guangdong, China
| | - Youpeng Chen
- Department of Hospital Acquired Infection Control and Public Health Management, The Seventh Affiliated Hospital, Sun Yat-sen University, Shenzhen, Guangdong, China
- Department of Infectious Diseases, The Seventh Affiliated Hospital, Sun Yat-sen University, Shenzhen, Guangdong, China
| | - Yan Lu
- Department of Hospital Acquired Infection Control and Public Health Management, The Seventh Affiliated Hospital, Sun Yat-sen University, Shenzhen, Guangdong, China
| | - Ping Zhu
- Department of Medical Services, The First Affiliated Hospital of Nanjing Medical University, Nanjing, Jiangsu, China
| | - Ji Zhang
- Department of Pharmacy, The First Affiliated Hospital of Nanjing Medical University, Nanjing, Jiangsu, China
| | - Wen-Sen Chen
- Department of Infection Control, The First Affiliated Hospital of Nanjing Medical University, No. 300 Guangzhou Road, Nanjing, 210029, Jiangsu, China
| | - Yongxiang Zhang
- Department of Infection Control, The First Affiliated Hospital of Nanjing Medical University, No. 300 Guangzhou Road, Nanjing, 210029, Jiangsu, China
| | - Wei-Hong Zhang
- Department of Infection Control, The First Affiliated Hospital of Nanjing Medical University, No. 300 Guangzhou Road, Nanjing, 210029, Jiangsu, China
| | - Chuanlong Zhu
- Department of Infections Disease, The First Affiliated Hospital of Nanjing Medical University, Nanjing, Jiangsu, China
| | - Qiang Li
- Pancreas Center, The First Affiliated Hospital of Nanjing Medical University, No. 300 Guangzhou Road, Nanjing, 210029, Jiangsu, China.
| | - Zhanjie Li
- Department of Infection Control, The First Affiliated Hospital of Nanjing Medical University, No. 300 Guangzhou Road, Nanjing, 210029, Jiangsu, China.
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Kim RC, Schick SE, Muraru RI, Roch A, Nguyen TK, Ceppa EP, House MG, Zyromski NJ, Nakeeb A, Schmidt CM. Do Weekend Discharges Impact Readmission Rate in Patients Undergoing Pancreatic Surgery? J Gastrointest Surg 2023; 27:2815-2822. [PMID: 37962717 DOI: 10.1007/s11605-023-05864-w] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 06/09/2023] [Accepted: 09/29/2023] [Indexed: 11/15/2023]
Abstract
BACKGROUND Weekend readmissions have been previously associated with increased mortality after pancreatic resection, but the effect of weekend discharge is less understood. In this study, we aim to determine the impact of weekend discharges on 30-day readmission rate after pancreatic surgery. METHODS All patients who underwent pancreatic surgery at a single, high-volume institution between 2013 and 2021 were retrospectively reviewed from a targeted, institutional ACS-NSQIP database. Patients who died prior to discharge were excluded. Multivariable logistic regression was used to assess the relationship between readmission and weekend discharge. RESULTS Out of 2042 patients who underwent pancreatectomy, 418 patients (20.5%) were discharged on the weekend. Weekend discharge was associated with fewer Whipple surgeries, fewer open surgical approaches, and shorter operative time. Patients discharged on the weekend were also less likely to have had postoperative complications such as delayed gastric emptying (DGE) (6.7% vs 12.6%, p < 0.01) and were more frequently discharged to home (91.1% vs. 85.3%, p < 0.01). Thirty-day readmission rate was almost identical between groups (14.8% vs 14.8%, p = 0.997). On multivariable analysis, 30-day readmission was independently associated with DGE (OR (95% CI): 3.48 (2.31-5.23), p < 0.01), postoperative pancreatic fistula (3.36 (2.34-4.83), p < 0.01), myocardial infarction, and perioperative blood transfusion, but not weekend discharge (1.02 (0.72-1.43), p = 0.93). Readmission rate also did not differ significantly when including Friday discharges in the weekend group (15.2% vs 14.6%, p = 0.72). CONCLUSIONS With careful clinical decision making, patients may safely be discharged on the weekend after pancreatic surgery without increasing 30-day readmission rate.
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Affiliation(s)
- Rachel C Kim
- Department of Surgery, Indiana University School of Medicine, Indianapolis, IN, USA
| | - Stephanie E Schick
- Department of Surgery, Indiana University School of Medicine, Indianapolis, IN, USA
| | - Rodica I Muraru
- Center for Outcomes Research in Surgery, Indiana University School of Medicine, Indianapolis, IN, USA
| | - Alexandra Roch
- Department of Surgery, Indiana University School of Medicine, Indianapolis, IN, USA
| | - Trang K Nguyen
- Department of Surgery, Indiana University School of Medicine, Indianapolis, IN, USA
| | - Eugene P Ceppa
- Department of Surgery, Indiana University School of Medicine, Indianapolis, IN, USA
| | - Michael G House
- Department of Surgery, Indiana University School of Medicine, Indianapolis, IN, USA
| | - Nicholas J Zyromski
- Department of Surgery, Indiana University School of Medicine, Indianapolis, IN, USA
| | - Attila Nakeeb
- Department of Surgery, Indiana University School of Medicine, Indianapolis, IN, USA
| | - C Max Schmidt
- Department of Surgery, Indiana University School of Medicine, Indianapolis, IN, USA.
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Preuss K, Thach N, Liang X, Baine M, Chen J, Zhang C, Du H, Yu H, Lin C, Hollingsworth MA, Zheng D. Using Quantitative Imaging for Personalized Medicine in Pancreatic Cancer: A Review of Radiomics and Deep Learning Applications. Cancers (Basel) 2022; 14:cancers14071654. [PMID: 35406426 PMCID: PMC8997008 DOI: 10.3390/cancers14071654] [Citation(s) in RCA: 19] [Impact Index Per Article: 9.5] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/13/2022] [Revised: 03/16/2022] [Accepted: 03/18/2022] [Indexed: 12/12/2022] Open
Abstract
Simple Summary With a five-year survival rate of only 3% for the majority of patients, pancreatic cancer is a global healthcare challenge. Radiomics and deep learning, two novel quantitative imaging methods that treat medical images as minable data instead of just pictures, have shown promise in advancing personalized management of pancreatic cancer through diagnosing precursor diseases, early detection, accurate diagnosis, and treatment personalization. Radiomics and deep learning methods aim to collect hidden information in medical images that is missed by conventional radiology practices through expanding the data search and comparing information across different patients. Both methods have been studied and applied in pancreatic cancer. In this review, we focus on the current progress of these two methods in pancreatic cancer and provide a comprehensive narrative review on the topic. With better regulation, enhanced workflow, and larger prospective patient datasets, radiomics and deep learning methods could show real hope in the battle against pancreatic cancer through personalized precision medicine. Abstract As the most lethal major cancer, pancreatic cancer is a global healthcare challenge. Personalized medicine utilizing cutting-edge multi-omics data holds potential for major breakthroughs in tackling this critical problem. Radiomics and deep learning, two trendy quantitative imaging methods that take advantage of data science and modern medical imaging, have shown increasing promise in advancing the precision management of pancreatic cancer via diagnosing of precursor diseases, early detection, accurate diagnosis, and treatment personalization and optimization. Radiomics employs manually-crafted features, while deep learning applies computer-generated automatic features. These two methods aim to mine hidden information in medical images that is missed by conventional radiology and gain insights by systematically comparing the quantitative image information across different patients in order to characterize unique imaging phenotypes. Both methods have been studied and applied in various pancreatic cancer clinical applications. In this review, we begin with an introduction to the clinical problems and the technology. After providing technical overviews of the two methods, this review focuses on the current progress of clinical applications in precancerous lesion diagnosis, pancreatic cancer detection and diagnosis, prognosis prediction, treatment stratification, and radiogenomics. The limitations of current studies and methods are discussed, along with future directions. With better standardization and optimization of the workflow from image acquisition to analysis and with larger and especially prospective high-quality datasets, radiomics and deep learning methods could show real hope in the battle against pancreatic cancer through big data-based high-precision personalization.
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Affiliation(s)
- Kiersten Preuss
- Department of Radiation Oncology, University of Nebraska Medical Center, Omaha, NE 68198, USA; (K.P.); (N.T.); (M.B.); (J.C.); (C.L.)
- Department of Nutrition and Health Sciences, University of Nebraska Lincoln, Lincoln, NE 68588, USA
| | - Nate Thach
- Department of Radiation Oncology, University of Nebraska Medical Center, Omaha, NE 68198, USA; (K.P.); (N.T.); (M.B.); (J.C.); (C.L.)
- Department of Computer Science, University of Nebraska Lincoln, Lincoln, NE 68588, USA;
| | - Xiaoying Liang
- Department of Radiation Oncology, Mayo Clinic, Jacksonville, FL 32224, USA;
| | - Michael Baine
- Department of Radiation Oncology, University of Nebraska Medical Center, Omaha, NE 68198, USA; (K.P.); (N.T.); (M.B.); (J.C.); (C.L.)
| | - Justin Chen
- Department of Radiation Oncology, University of Nebraska Medical Center, Omaha, NE 68198, USA; (K.P.); (N.T.); (M.B.); (J.C.); (C.L.)
- Naperville North High School, Naperville, IL 60563, USA
| | - Chi Zhang
- School of Biological Sciences, University of Nebraska Lincoln, Lincoln, NE 68588, USA;
| | - Huijing Du
- Department of Mathematics, University of Nebraska Lincoln, Lincoln, NE 68588, USA;
| | - Hongfeng Yu
- Department of Computer Science, University of Nebraska Lincoln, Lincoln, NE 68588, USA;
| | - Chi Lin
- Department of Radiation Oncology, University of Nebraska Medical Center, Omaha, NE 68198, USA; (K.P.); (N.T.); (M.B.); (J.C.); (C.L.)
| | - Michael A. Hollingsworth
- Eppley Institute for Research in Cancer, University of Nebraska Medical Center, Omaha, NE 68198, USA;
| | - Dandan Zheng
- Department of Radiation Oncology, University of Nebraska Medical Center, Omaha, NE 68198, USA; (K.P.); (N.T.); (M.B.); (J.C.); (C.L.)
- Department of Radiation Oncology, University of Rochester, Rochester, NY 14626, USA
- Correspondence: ; Tel.: +1-(585)-276-3255
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The Severity of Postoperative Pancreatic Fistula Predicts 30-Day Unplanned Hospital Visit and Readmission after Pancreaticoduodenectomy: A Single-Center Retrospective Cohort Study. Healthcare (Basel) 2022; 10:healthcare10010126. [PMID: 35052290 PMCID: PMC8775671 DOI: 10.3390/healthcare10010126] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/10/2021] [Revised: 12/21/2021] [Accepted: 01/06/2022] [Indexed: 02/04/2023] Open
Abstract
Background: Unplanned hospital visits (UHV) and readmissions after pancreaticoduodenectomy (PD) impact patients’ postoperative recovery and are associated with increased financial burden and morbidity. The aim of this study is to identify predictive factors related to these events and target the potentially preventable UHV and readmissions. Methods: We enrolled 518 patients in this study. Characteristics were compared between patients with or without UHV and readmissions. Results: The unplanned visit and readmission rate was 23.4% and 15.8%, respectively. Postoperative pancreatic fistula (POPF) grade B or C, the presence of postoperative biliary drainage, and reoperation were found to be predictive factors for UHV, whereas POPF grade B or C and the presence of postoperative biliary drainage were independently associated with hospital readmission. The most common reason for readmission was an infection, followed by failure to thrive. The overall mortality rate in the readmission group was 4.9%. Conclusions: UHV and readmissions remain common among patients undergoing PD. Patients with grade B or C POPF assessed during index hospitalization harbor an approximately two-fold increased risk of subsequent unplanned visits or readmissions compared to those with no POPF or biochemical leak. Proper preventive strategies should be adopted for high-risk patients in this population to maintain the continuum of healthcare and improve quality.
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Matsugu Y, Ito K, Oshita A, Nobuhara H, Tanaka J, Akita T, Itamoto T. Postoperative oral energy and protein intakes for an enhanced recovery after surgery program incorporating early enteral nutrition for pancreaticoduodenectomy: A retrospective study. Nutr Clin Pract 2021; 37:654-665. [PMID: 34672385 DOI: 10.1002/ncp.10791] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/07/2022] Open
Abstract
BACKGROUND Although postoperative early oral feeding in the enhanced recovery after surgery (ERAS) program for pancreaticoduodenectomy (PD) is deemed safe, the assessment of oral intakes has been insufficient. This study aimed to investigate postoperative oral intakes and the effectiveness of an ERAS program incorporating early enteral nutrition (EN). METHODS In total, 203 patients with PD were enrolled retrospectively. The first group (group E1; n = 61) comprised 11 ERAS care elements, whereas the second group (group E2; n = 106) comprised 19 elements. The control group (group C; n = 36) was managed using traditional care before ERAS was implemented. Postoperative energy and protein requirements were estimated at 25-30 kcal per kilogram of ideal body weight and 1.2-1.5 g per kilogram of ideal body weight, respectively, and were investigated along with the length of hospital stay (LOS). RESULTS The oral energy and protein intakes from the diets in the ERAS groups at postoperative day 7 significantly increased compared with those in group C. Intakes in groups E1 and E2 were not significantly different and provided <30% of the requirements. However, the total intakes, which were compensated by EN, were maintained at >80% of the requirements. LOS was significantly shorter in groups E1 (31 days) and E2 (19 days) than in group C (52 days). CONCLUSIONS Postoperative early oral energy and protein intakes of this modified ERAS program failed to meet the dietary requirements. However, early EN compensated for the shortages and contributed to the reduction of LOS.
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Affiliation(s)
- Yasuhiro Matsugu
- Department of Clinical Nutrition, Hiroshima Prefectural Hospital, Hiroshima, Japan.,Department of Gastroenterological, Breast and Transplant Surgery, Hiroshima Prefectural Hospital, Hiroshima, Japan
| | - Keiko Ito
- Department of Clinical Nutrition, Hiroshima Prefectural Hospital, Hiroshima, Japan
| | - Akihiko Oshita
- Department of Gastroenterological, Breast and Transplant Surgery, Hiroshima Prefectural Hospital, Hiroshima, Japan
| | - Hiroshi Nobuhara
- Department of Dentistry, Hiroshima Prefectural Hospital, Hiroshima, Japan
| | - Junko Tanaka
- Department of Epidemiology, Infectious Disease Control and Prevention, Graduate School of Biomedical and Health Sciences, Hiroshima University, Hiroshima, Japan
| | - Tomoyuki Akita
- Department of Epidemiology, Infectious Disease Control and Prevention, Graduate School of Biomedical and Health Sciences, Hiroshima University, Hiroshima, Japan
| | - Toshiyuki Itamoto
- Department of Gastroenterological, Breast and Transplant Surgery, Hiroshima Prefectural Hospital, Hiroshima, Japan
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Zarate Rodriguez JG, Cos H, Williams GA, Woolsey CA, Fields RC, Strasberg SM, Doyle MB, Khan AS, Chapman WC, Hammill CW, Hawkins WG, Sanford DE. Inability to manage non-severe complications on an outpatient basis increases non-white patient readmission rates after pancreaticoduodenectomy: A large metropolitan tertiary care center experience. Am J Surg 2021; 222:964-968. [PMID: 33906729 DOI: 10.1016/j.amjsurg.2021.04.011] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/08/2021] [Revised: 03/25/2021] [Accepted: 04/06/2021] [Indexed: 11/24/2022]
Abstract
BACKGROUND Pancreaticoduodenectomy (PD) has a high rate of readmission, and racial disparities in care could be an important contributor. METHODS Patients undergoing PD were prospectively followed, and their complications graded using the Modified Accordion Grading System (MAGS). Patient factors and perioperative outcomes for patients with and without postoperative readmission were compared in univariate and multivariate analysis by severity. RESULTS 837 patients underwent PD, the overall 90-day readmission rate was 27.5%. Non-white race was independently associated with readmission (OR 1.83, p = 0.007). 51.3% of readmissions were for non-severe complications (MAGS <3). Non-white race was independently associated with MAGS non-severe readmission (OR 2.13, p = 0.006), but not MAGS severe readmission. CONCLUSIONS Non-white patients are more likely to be readmitted, particularly for non-severe complications. Follow up protocols should be tailored to address race disparities in the rates of readmission as readmission for less severe complications could potentially be avoidable.
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Affiliation(s)
- Jorge G Zarate Rodriguez
- Department of Surgery, Siteman Cancer Center, Barnes-Jewish Hospital, Washington University School of Medicine, Saint Louis, MO, USA
| | - Heidy Cos
- Department of Surgery, Siteman Cancer Center, Barnes-Jewish Hospital, Washington University School of Medicine, Saint Louis, MO, USA
| | - Gregory A Williams
- Department of Surgery, Siteman Cancer Center, Barnes-Jewish Hospital, Washington University School of Medicine, Saint Louis, MO, USA
| | - Cheryl A Woolsey
- Department of Surgery, Siteman Cancer Center, Barnes-Jewish Hospital, Washington University School of Medicine, Saint Louis, MO, USA
| | - Ryan C Fields
- Department of Surgery, Siteman Cancer Center, Barnes-Jewish Hospital, Washington University School of Medicine, Saint Louis, MO, USA
| | - Steven M Strasberg
- Department of Surgery, Siteman Cancer Center, Barnes-Jewish Hospital, Washington University School of Medicine, Saint Louis, MO, USA
| | - Majella B Doyle
- Department of Surgery, Siteman Cancer Center, Barnes-Jewish Hospital, Washington University School of Medicine, Saint Louis, MO, USA
| | - Adeel S Khan
- Department of Surgery, Siteman Cancer Center, Barnes-Jewish Hospital, Washington University School of Medicine, Saint Louis, MO, USA
| | - William C Chapman
- Department of Surgery, Siteman Cancer Center, Barnes-Jewish Hospital, Washington University School of Medicine, Saint Louis, MO, USA
| | - Chet W Hammill
- Department of Surgery, Siteman Cancer Center, Barnes-Jewish Hospital, Washington University School of Medicine, Saint Louis, MO, USA
| | - William G Hawkins
- Department of Surgery, Siteman Cancer Center, Barnes-Jewish Hospital, Washington University School of Medicine, Saint Louis, MO, USA
| | - Dominic E Sanford
- Department of Surgery, Siteman Cancer Center, Barnes-Jewish Hospital, Washington University School of Medicine, Saint Louis, MO, USA.
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10
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Li GQ, Zhang T, Yang WG, Zhong HL, Xiao P, Liu LW, Wang YW, Chen H, Kong R, Wang G, Tan HT, Bai XW, Li YL, Li L, Sun B. Gut microbiota patterns associated with somatostatin in patients undergoing pancreaticoduodenectomy: a prospective study. Cell Death Discov 2020; 6:94. [PMID: 33083016 PMCID: PMC7522245 DOI: 10.1038/s41420-020-00329-4] [Citation(s) in RCA: 9] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/03/2020] [Revised: 08/14/2020] [Accepted: 08/24/2020] [Indexed: 02/07/2023] Open
Abstract
Postoperative pancreatic fistula (POPF) is a common and dreaded complication after pancreaticoduodenectomy (PD). The gut microbiota has been considered as an crucial mediator of postoperative complications, however, the precise roles of gut microbiota in POPF are unclear. A prospective study was developed to explore the effects of somatostatin on gut microbiota and we aim to identify the microbial alterations in the process of POPF. A total of 45 patients were randomly divided into PD group or additional somatostatin therapy group. The fecal sample of each patient was collected preoperatively and postoperatively and the gut microbiota was analyzed by 16S rRNA sequencing. Our study found that somatostatin therapy was independent risk factor for the occurrence of POPF, and it reduced the microbial diversity and richness in patients. At genus level, somatostatin therapy led to a decreased abundance in Bifidobacterium, Subdoligranulum and Dubosiella, whereas the abundance of Akkermansia, Enterococcus and Enterobacter were increased. The abundance levels of certain bacteria in the gut microbiota have significantly shifted in patients with POPF. The LEfSe analysis revealed that Ruminococcaceae could be used as microbial markers for distinguishing patients with high risk of POPF. Furthermore, Verrucomicrobia and Akkermansia could be used as preoperative biomarkers for identifying patients without POPF. Our prospective study highlights the specific communities related with somatostatin therapy and discovers POPF-associated microbial marker, which suggests that gut microbiota may become a diagnostic biomarker and potential therapeutic target for POPF.
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Affiliation(s)
- Guan-Qun Li
- Department of Pancreatic and Biliary Surgery, The First Affiliated Hospital of Harbin Medical University, Harbin, Heilongjiang China
| | - Tao Zhang
- Department of Pancreatic and Biliary Surgery, The First Affiliated Hospital of Harbin Medical University, Harbin, Heilongjiang China
| | - Wei-Guang Yang
- Department of Pancreatic and Biliary Surgery, The First Affiliated Hospital of Harbin Medical University, Harbin, Heilongjiang China
| | - Hao-Liang Zhong
- Department of Pancreatic and Biliary Surgery, The First Affiliated Hospital of Harbin Medical University, Harbin, Heilongjiang China
| | - Peng Xiao
- Department of Pancreatic and Biliary Surgery, The First Affiliated Hospital of Harbin Medical University, Harbin, Heilongjiang China
| | - Li-Wei Liu
- Department of Pancreatic and Biliary Surgery, The First Affiliated Hospital of Harbin Medical University, Harbin, Heilongjiang China
| | - Yong-Wei Wang
- Department of Pancreatic and Biliary Surgery, The First Affiliated Hospital of Harbin Medical University, Harbin, Heilongjiang China
| | - Hua Chen
- Department of Pancreatic and Biliary Surgery, The First Affiliated Hospital of Harbin Medical University, Harbin, Heilongjiang China
| | - Rui Kong
- Department of Pancreatic and Biliary Surgery, The First Affiliated Hospital of Harbin Medical University, Harbin, Heilongjiang China
- Key Laboratory of Hepatosplenic Surgery, Ministry of Education, Harbin, Heilongjiang China
| | - Gang Wang
- Department of Pancreatic and Biliary Surgery, The First Affiliated Hospital of Harbin Medical University, Harbin, Heilongjiang China
| | - Hong-Tao Tan
- Department of Pancreatic and Biliary Surgery, The First Affiliated Hospital of Harbin Medical University, Harbin, Heilongjiang China
| | - Xue-Wei Bai
- Department of Pancreatic and Biliary Surgery, The First Affiliated Hospital of Harbin Medical University, Harbin, Heilongjiang China
| | - Yi-Long Li
- Department of Pancreatic and Biliary Surgery, The First Affiliated Hospital of Harbin Medical University, Harbin, Heilongjiang China
| | - Le Li
- Department of Pancreatic and Biliary Surgery, The First Affiliated Hospital of Harbin Medical University, Harbin, Heilongjiang China
| | - Bei Sun
- Department of Pancreatic and Biliary Surgery, The First Affiliated Hospital of Harbin Medical University, Harbin, Heilongjiang China
- Key Laboratory of Hepatosplenic Surgery, Ministry of Education, Harbin, Heilongjiang China
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11
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Miyasaka Y, Ohtsuka T, Nakamura M. Minimally invasive surgery for pancreatic cancer. Surg Today 2020; 51:194-203. [PMID: 32857251 DOI: 10.1007/s00595-020-02120-5] [Citation(s) in RCA: 7] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/22/2020] [Accepted: 06/29/2020] [Indexed: 12/15/2022]
Abstract
Pancreatic cancer is the most lethal malignancy of the digestive organs. Although pancreatic resection is essential to radically cure this refractory disease, the multi-organ resection involved, as well as sequelae such as glucose tolerance insufficiency and severe complications impose a heavy burden on these patients. Since the late twentieth century, minimally invasive surgery has become more popular for the surgical management of digestive disease and pancreatic cancer. Minimally invasive pancreatic resection (MIPR), including pancreaticoduodenectomy and distal pancreatectomy, is now a treatment option for pancreatic cancer. Some evidence suggests that MIPR for pancreatic cancer provides comparable oncological outcomes to open surgery, with some advantages in perioperative outcomes. However, as this evidence is retrospective, prospective investigations, including randomized controlled trials, are necessary. Because neoadjuvant therapy for resectable or borderline-resectable pancreatic cancer and conversion surgery for initially unresectable pancreatic cancer has become more common, the feasibility of MIPR after neoadjuvant therapy or as conversion surgery requires further assessment. It is expected that progress in surgical techniques and devices, as well as the standardization of surgical procedures and widespread educational programs will improve the outcomes of MIPR.
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Affiliation(s)
- Yoshihiro Miyasaka
- Department of Surgery and Oncology, Graduate School of Medical Sciences, Kyushu University, 3-1-1 Maidashi, Higashi-ku, Fukuoka, 812-8582, Japan
- Department of Surgery, Fukuoka University Chikushi Hospital, Chikushino, Japan
| | - Takao Ohtsuka
- Department of Surgery and Oncology, Graduate School of Medical Sciences, Kyushu University, 3-1-1 Maidashi, Higashi-ku, Fukuoka, 812-8582, Japan
- Digestive Surgery, Breast and Thyroid Surgery, Graduate School of Medical Sciences, Kagoshima University, Kagoshima, Japan
| | - Masafumi Nakamura
- Department of Surgery and Oncology, Graduate School of Medical Sciences, Kyushu University, 3-1-1 Maidashi, Higashi-ku, Fukuoka, 812-8582, Japan.
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12
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Ueno M, Iida H, Kaibori M, Komeda K, Takemura S, Noda T, Ikoma H, Nomi T, Hayami S, Hirokawa F, Tanaka S, Matsui K, Ishizaki M, Morimura R, Hokuto D, Eguchi H, Tani M, Yamaue H, Kubo S. Mortality analysis of Aeromonas hydrophila infection in hepato-biliary pancreatic surgery: Multicenter retrospective observational study. JOURNAL OF HEPATO-BILIARY-PANCREATIC SCIENCES 2020; 27:747-755. [PMID: 32692905 DOI: 10.1002/jhbp.805] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 05/19/2020] [Revised: 06/25/2020] [Accepted: 07/08/2020] [Indexed: 12/16/2022]
Abstract
BACKGROUND/PURPOSE Aeromonas hydrophila can cause lethal infectious complications after surgery. There have been no large cohort studies of this specific to the hepato-biliary-pancreatic (HBP) field. We investigate the postoperative influence of A hydrophila infection after HBP surgery. METHODS We retrospectively reviewed patients who underwent HBP surgery between 2008 and 2017 at eight university hospitals. Patients with A hydrophila isolation during perioperative management were extracted, and their postoperative courses were investigated. RESULTS Bacterial culture examination of 10 074 patients was performed as perioperative management. Among them, 76 patients (0.75%) had A hydrophila isolation, most of whom underwent pancreatoduodenectomy (n = 38) or hepatectomy with biliary reconstruction (n = 14). There were seven mortalities after these two procedures (13.5%), five within 3 days after the onset of infection. Bile (n = 48) and abdominal drainage fluid (n = 29) were major sites of A hydrophila isolation. Typical prophylactic antibiotics, cefazolin or flomoxef, were mostly resistant. There was no mortality among patients that received sensitive antibiotics prophylactically. CONCLUSIONS Isolation of A hydrophila was low in our cases of HBP surgery, but the condition of some patients deteriorated rapidly by this infection. Although there could be several bacterial infections during management of HBP surgery, A hydrophila should not be overlooked. Preparation of appropriate prophylactic antibiotics may prevent or reduce mortality.
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Affiliation(s)
- Masaki Ueno
- Second Department of Surgery, Wakayama Medical University, Wakayama, Japan
| | - Hiroya Iida
- Department of Surgery, Shiga University of Medical Science, Otsu, Japan
| | - Masaki Kaibori
- Department of Surgery, Kansai Medical University Hirakata Hospital, Hirakata, Japan
| | - Koji Komeda
- Department of General and Gastroenterological Surgery, Osaka Medical College, Takatsuki, Japan
| | - Shigekazu Takemura
- Department of Hepato-Biliary-Pancreatic Surgery, Osaka City University Graduate School of Medicine, Osaka City, Japan
| | - Takehiro Noda
- Department of Gastroenterological Surgery, Graduate School of Medicine, Osaka University, Suita, Japan
| | - Hisashi Ikoma
- Division of Digestive Surgery, Department of Surgery, Kyoto Prefectural University of Medicine, Kyoto, Japan
| | - Takeo Nomi
- Department of Surgery, Nara Medical University, Kashihara, Japan
| | - Shinya Hayami
- Second Department of Surgery, Wakayama Medical University, Wakayama, Japan
| | - Fumitoshi Hirokawa
- Department of General and Gastroenterological Surgery, Osaka Medical College, Takatsuki, Japan
| | - Shogo Tanaka
- Department of Hepato-Biliary-Pancreatic Surgery, Osaka City University Graduate School of Medicine, Osaka City, Japan
| | - Kousuke Matsui
- Department of Surgery, Kansai Medical University Hirakata Hospital, Hirakata, Japan
| | - Morihiko Ishizaki
- Department of Surgery, Kansai Medical University Hirakata Hospital, Hirakata, Japan
| | - Ryo Morimura
- Division of Digestive Surgery, Department of Surgery, Kyoto Prefectural University of Medicine, Kyoto, Japan
| | - Daisuke Hokuto
- Department of Surgery, Nara Medical University, Kashihara, Japan
| | - Hidetoshi Eguchi
- Department of Gastroenterological Surgery, Graduate School of Medicine, Osaka University, Suita, Japan
| | - Masaji Tani
- Department of Surgery, Shiga University of Medical Science, Otsu, Japan
| | - Hiroki Yamaue
- Second Department of Surgery, Wakayama Medical University, Wakayama, Japan
| | - Shoji Kubo
- Department of Hepato-Biliary-Pancreatic Surgery, Osaka City University Graduate School of Medicine, Osaka City, Japan
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13
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Karunakaran M, Barreto SG, Singh MK, Kapoor D, Chaudhary A. Deviations from a clinical pathway post pancreatoduodenectomy predict 90-day unplanned re-admission. Future Oncol 2020; 16:1839-1849. [PMID: 32511024 DOI: 10.2217/fon-2020-0120] [Citation(s) in RCA: 6] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Key Words] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/19/2022] Open
Abstract
Deviations from a post-PD clinical care pathway are common. Poor nutrition and cardiac co-morbidities are associated with an increased likelihood of deviation. As the number of deviations increase, so does the risk of significant complications and interventions, delayed discharge and 90-day re-admission rate.
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Affiliation(s)
- Monish Karunakaran
- Department of Gastrointestinal Surgery, Gastrointestinal Oncology, & Bariatric Surgery, Medanta Institute of Digestive & Hepatobiliary Sciences, Medanta, The Medicity, Gurgaon, India.,Department of Liver Transplantation & Regenerative Medicine, Medanta-The Medicity, Gurgaon, Haryana, India
| | - Savio George Barreto
- Department of Gastrointestinal Surgery, Gastrointestinal Oncology, & Bariatric Surgery, Medanta Institute of Digestive & Hepatobiliary Sciences, Medanta, The Medicity, Gurgaon, India.,College of Medicine & Public Health, Flinders University, South Australia, Australia.,Division of Surgery & Perioperative Medicine, Flinders Medical Center, Bedford Park, Adelaide, South Australia, Australia
| | | | - Deeksha Kapoor
- Department of Gastrointestinal Surgery, Gastrointestinal Oncology, & Bariatric Surgery, Medanta Institute of Digestive & Hepatobiliary Sciences, Medanta, The Medicity, Gurgaon, India
| | - Adarsh Chaudhary
- Department of Gastrointestinal Surgery, Gastrointestinal Oncology, & Bariatric Surgery, Medanta Institute of Digestive & Hepatobiliary Sciences, Medanta, The Medicity, Gurgaon, India
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14
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Dalal V, Carmicheal J, Dhaliwal A, Jain M, Kaur S, Batra SK. Radiomics in stratification of pancreatic cystic lesions: Machine learning in action. Cancer Lett 2019; 469:228-237. [PMID: 31629933 DOI: 10.1016/j.canlet.2019.10.023] [Citation(s) in RCA: 61] [Impact Index Per Article: 12.2] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/21/2019] [Revised: 10/03/2019] [Accepted: 10/15/2019] [Indexed: 12/15/2022]
Abstract
Pancreatic cystic lesions (PCLs) are well-known precursors of pancreatic cancer. Their diagnosis can be challenging as their behavior varies from benign to malignant disease. Precise and timely management of malignant pancreatic cysts might prevent transformation to pancreatic cancer. However, the current consensus guidelines, which rely on standard imaging features to predict cyst malignancy potential, are conflicting and unclear. This has led to an increased interest in radiomics, a high-throughput extraction of comprehensible data from standard of care images. Radiomics can be used as a diagnostic and prognostic tool in personalized medicine. It utilizes quantitative image analysis to extract features in conjunction with machine learning and artificial intelligence (AI) methods like support vector machines, random forest, and convolutional neural network for feature selection and classification. Selected features can then serve as imaging biomarkers to predict high-risk PCLs. Radiomics studies conducted heretofore on PCLs have shown promising results. This cost-effective approach would help us to differentiate benign PCLs from malignant ones and potentially guide clinical decision-making leading to better utilization of healthcare resources. In this review, we discuss the process of radiomics, its myriad applications such as diagnosis, prognosis, and prediction of therapy response. We also discuss the outcomes of studies involving radiomic analysis of PCLs and pancreatic cancer, and challenges associated with this novel field along with possible solutions. Although these studies highlight the potential benefit of radiomics in the prevention and optimal treatment of pancreatic cancer, further studies are warranted before incorporating radiomics into the clinical decision support system.
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Affiliation(s)
- Vipin Dalal
- Department of Biochemistry and Molecular Biology, University of Nebraska Medical Center, Omaha, NE, USA
| | - Joseph Carmicheal
- Department of Biochemistry and Molecular Biology, University of Nebraska Medical Center, Omaha, NE, USA
| | - Amaninder Dhaliwal
- Department of Gastroenterology and Hepatology, University of Nebraska Medical Center, Omaha, NE, USA
| | - Maneesh Jain
- Department of Biochemistry and Molecular Biology, University of Nebraska Medical Center, Omaha, NE, USA; Eppley Institute for Research in Cancer and Allied Diseases, University of Nebraska Medical Center, Omaha, NE, USA; The Fred and Pamela Buffet Cancer Center, University of Nebraska Medical Center, Omaha, NE, USA
| | - Sukhwinder Kaur
- Department of Biochemistry and Molecular Biology, University of Nebraska Medical Center, Omaha, NE, USA
| | - Surinder K Batra
- Department of Biochemistry and Molecular Biology, University of Nebraska Medical Center, Omaha, NE, USA; Eppley Institute for Research in Cancer and Allied Diseases, University of Nebraska Medical Center, Omaha, NE, USA; The Fred and Pamela Buffet Cancer Center, University of Nebraska Medical Center, Omaha, NE, USA.
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