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Láinez Ramos-Bossini AJ, Gámez Martínez A, Luengo Gómez D, Valverde-López F, Melguizo C, Prados J. Prevalence of Sarcopenia Determined by Computed Tomography in Pancreatic Cancer: A Systematic Review and Meta-Analysis of Observational Studies. Cancers (Basel) 2024; 16:3356. [PMID: 39409977 PMCID: PMC11475355 DOI: 10.3390/cancers16193356] [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: 08/23/2024] [Revised: 09/21/2024] [Accepted: 09/27/2024] [Indexed: 10/04/2024] Open
Abstract
Introduction: Sarcopenia, a condition characterized by a loss of skeletal muscle mass, is increasingly recognized as a significant factor influencing patient outcomes in pancreatic cancer (PC). This systematic review and meta-analysis aimed to estimate the prevalence of sarcopenia in patients with PC using computed tomography and to explore how different measurement methods and cut-off values impact such prevalence. Materials and Methods: Following the Preferred Reporting Items for Systematic Reviews and Meta-Analyses guidelines, a comprehensive search of PubMed, Web of Science, and EMBASE databases was performed, identifying 48 observational studies involving 9063 patients. Results: The overall pooled prevalence of sarcopenia was 45% (95% CI, 40-50%), but varied significantly by the method used: 47% when measured with the skeletal muscle index and 33% when assessed with the total psoas area. In addition, in studies using SMI, sarcopenia prevalence was 19%, 45%, and 57% for cutoff values <40 cm2/m2, 40-50 cm2/m2, and >50 cm2/m2, respectively. Moreover, the prevalence was higher in patients receiving palliative care (50%) compared to those treated with curative intent (41%). High heterogeneity was observed across all analyses, underscoring the need for standardized criteria in sarcopenia assessment. Conclusions: Our findings highlight the substantial variability in sarcopenia prevalence, which could influence patient outcomes, and stress the importance of consensus in measurement techniques to improve clinical decision making and research comparability.
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Affiliation(s)
- Antonio Jesús Láinez Ramos-Bossini
- Department of Radiology, Hospital Universitario Virgen de las Nieves, 18014 Granada, Spain; (A.G.M.); (D.L.G.)
- Advanced Medical Imaging Group (TeCe-22), Instituto Biosanitario de Granada, 18016 Granada, Spain
| | - Antonio Gámez Martínez
- Department of Radiology, Hospital Universitario Virgen de las Nieves, 18014 Granada, Spain; (A.G.M.); (D.L.G.)
| | - David Luengo Gómez
- Department of Radiology, Hospital Universitario Virgen de las Nieves, 18014 Granada, Spain; (A.G.M.); (D.L.G.)
- Advanced Medical Imaging Group (TeCe-22), Instituto Biosanitario de Granada, 18016 Granada, Spain
| | - Francisco Valverde-López
- Department of Gastroenterology and Hepatology, Hospital Universitario Virgen de las Nieves, 18014 Granada, Spain;
| | - Consolación Melguizo
- Department of Human Anatomy and Embryology, Faculty of Medicine, University of Granada, 18071 Granada, Spain; (C.M.); (J.P.)
- Institute of Biopathology and Regenerative Medicine (IBIMER), University of Granada, 18100 Granada, Spain
- Center of Biomedical Research (CIBM), University of Granada, 18100 Granada, Spain
| | - José Prados
- Department of Human Anatomy and Embryology, Faculty of Medicine, University of Granada, 18071 Granada, Spain; (C.M.); (J.P.)
- Institute of Biopathology and Regenerative Medicine (IBIMER), University of Granada, 18100 Granada, Spain
- Center of Biomedical Research (CIBM), University of Granada, 18100 Granada, Spain
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Takaoka T, Yaegashi A, Watanabe D. Prevalence of and Survival with Cachexia among Patients with Cancer: A Systematic Review and Meta-Analysis. Adv Nutr 2024; 15:100282. [PMID: 39127425 PMCID: PMC11402144 DOI: 10.1016/j.advnut.2024.100282] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/13/2024] [Revised: 07/31/2024] [Accepted: 08/05/2024] [Indexed: 08/12/2024] Open
Abstract
Cachexia is associated with lower overall survival (OS) in patients with cancer; however, the relationship between the two is reported to differ according to the definitive criteria for diagnosing cachexia. We aimed to investigate 1) the difference in the prevalence of cachexia in patients with cancer and 2) the association between cachexia and OS, depending on the definitive criteria for diagnosing cachexia in patients with cancer. We searched PubMed and Web of Science from their inception until July 31, 2023, to identify eligible studies. We conducted a systematic review of the prevalence of cachexia in patients with cancer and performed a meta-analysis to investigate its relationship with OS. A total of 125 articles comprising 137,960 patients were included in the systematic review, and 26 articles consisting of 11,118 patients underwent meta-analysis. The overall prevalence of cachexia in patients with cancer was 33.0% (95% confidence interval [CI]: 32.8, 33.3); however, it varied according to the definitive criteria for diagnosing cachexia (13.9%-56.5%). According to the Fearon 2011 criteria, the prevalence of cachexia was associated with a high hazard ratio (HR) for OS compared with that of noncachexia [HR: 1.58 (95% CI: 1.45, 1.73)]; according to the other criteria, the HR was 2.78 (95% CI: 1.88, 4.11), indicating significant subgroup differences (P = 0.006). The dose-response curve indicated that the HR for OS plateaued at a cachexia prevalence range of 40%-50% (l-shaped relationship). The prevalence of cachexia in patients with cancer may vary depending on the definitive criteria used to diagnose cachexia. The HR for OS was higher for low cachexia prevalence. The definitive criteria should be carefully considered when assessing cachexia in patients with cancer. This trial was registered at the PROSPERO as CRD42023435474.
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Affiliation(s)
- Tomoya Takaoka
- Medical Science Division, Department of Medical Science, Graduate School of Medicine, Science and Technology, Shinshu University, Nagano, Japan; Division of Clinical Nutrition, Shinshu University Hospital, Nagano, Japan
| | - Akinori Yaegashi
- Department of Health and Nutrition, Faculty of Human Science, Hokkaido Bunkyo University, Hokkaido, Japan; Graduate School of Medicine, Hokkaido University, Hokkaido, Japan
| | - Daiki Watanabe
- Faculty of Sport Sciences, Waseda University, Saitama, Japan; National Institute of Health and Nutrition, National Institutes of Biomedical Innovation, Health and Nutrition, Osaka, Japan.
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Zhang H, Tang X, Zhang J, Man C, Jiang D, Xu Y, Zhang W, Gong D, Fan Y. Cachexia Index as a Predictor of Reduced Survival in Patients with Gastrointestinal Cancer: A Systematic Review and Meta-Analysis. Nutr Cancer 2024; 76:815-823. [PMID: 38943494 DOI: 10.1080/01635581.2024.2372115] [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: 04/01/2024] [Revised: 06/16/2024] [Accepted: 06/19/2024] [Indexed: 07/01/2024]
Abstract
The cachexia index is a novel indicator of cachexia, but its prognostic implications for survival outcomes have not been systematically assessed in patients with gastrointestinal cancer. This systematic review and meta-analysis aimed to examine the association between the cachexia index and survival outcomes in gastrointestinal cancer patients. Two independent reviewers searched PubMed, Embase, and Web of Science to identify studies that evaluated the prognostic significance of the cachexia index in patients with gastrointestinal cancer. The prognostic value of the cachexia index was determined by combining the adjusted hazard ratios (HR) and 95% confidence intervals (CI). Thirteen studies were identified, including a total of 4207 patients. Meta-analysis indicated that a lower cachexia index was associated with shorter overall survival (HR 2.18; 95% CI 1.78-2.66) and disease-free survival (HR 1.72; 95% CI 1.50-1.97) in gastrointestinal cancer patients. Further stratified analysis confirmed the significant association between a lower cachexia index and shorter overall survival in different study designs, regions, patients' age, sample sizes, gastrointestinal cancer subtypes, tumor stages, and follow-up duration subgroups. The cachexia index could be utilized as a predictor of overall survival and disease-free survival in patients with gastrointestinal cancer. However, future prospective studies are required to confirm these findings.
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Affiliation(s)
- Heng Zhang
- Department of General Surgery, Nanjing Lishui District People's Hospital, Zhongda Hospital Lishui Branch, Southeast University, Nanjing, China
| | - Xuan Tang
- Cancer Institute, The Affiliated People's Hospital, Jiangsu University, Zhenjiang, China
| | - Junfang Zhang
- Department of Medical Nutrition, Nanjing Lishui District People's Hospital, Zhongda Hospital Lishui Branch, Southeast University, Nanjing, China
| | - Changfeng Man
- Cancer Institute, The Affiliated People's Hospital, Jiangsu University, Zhenjiang, China
| | - Dapeng Jiang
- Cancer Institute, The Affiliated People's Hospital, Jiangsu University, Zhenjiang, China
| | - Ying Xu
- Cancer Institute, The Affiliated People's Hospital, Jiangsu University, Zhenjiang, China
| | - Wenbo Zhang
- Cancer Institute, The Affiliated People's Hospital, Jiangsu University, Zhenjiang, China
| | - Dandan Gong
- Cancer Institute, The Affiliated People's Hospital, Jiangsu University, Zhenjiang, China
| | - Yu Fan
- Cancer Institute, The Affiliated People's Hospital, Jiangsu University, Zhenjiang, China
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Liu Y, Zhang J, Song G, Ding X, Sun H, Zhou J, Jing X. The coexistence of myosteatosis and the creatinine/cystatin C ratio are determinants of outcomes in cholangiocarcinoma patients undergoing curative surgery. Front Oncol 2024; 14:1233768. [PMID: 38706605 PMCID: PMC11066224 DOI: 10.3389/fonc.2024.1233768] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/07/2023] [Accepted: 03/28/2024] [Indexed: 05/07/2024] Open
Abstract
Background Myosteatosis is a well-established predictor of poor prognosis in many types of cancer, and a decreased Creatinine/Cystatin C ratio (CCR) is a known indicator of unfavorable outcomes in patients with metabolic disorders and cancer. Despite this knowledge, the significance of concurrent CCR and myosteatosis in predicting the prognosis of patients with cholangiocarcinoma (CCA) who undergo radical surgery remains uncertain. Method Data from 757 patients with cholangiocarcinoma who underwent the first radical resection in the Affiliated Hospital of Qingdao University from January 2017 to March 2022 were collected. According to the inclusion and exclusion criteria, 149 patients were finally included in the retrospective study cohort. Various clinicopathological, serological, and radiological data were collected at admission. Myosteatosis was evaluated using sliceOmatic software on computed tomography (CT) images. The study used receiver operating characteristic (ROC) curve analysis to determine the critical value of CCR, which predicts overall survival (OS) based on the Kaplan-Meier method. Univariate and multivariate Cox regression analyses were employed to identify the risk factors associated with OS and RFS confidently. Results The group identified as the myosteatosis cohort consisted of 79 patients with an average age of 64.3 ± 7.8 years. The ROC curve analysis revealed an optimal critical CCR value of 10.834. A low CCR ≤ 10.834 and myosteatosis were found to be associated with poor OS and RFS outcomes (P = 0.022; P = 0.017; P = 0.038; P = 0.030 respectively). Moreover, patients with myosteatosis and a CCR ≤ 10.834 had the worst OS and RFS outcomes (P = 0.035; P = 0.027). Conclusion After radical excision in CCA patients, the presence of myosteatosis and CCR had a negative correlation with prognosis. A more accurate prediction of OS and RFS was possible by combining CCR and myosteatosis, compared to CCR alone.
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Affiliation(s)
- Yan Liu
- Gastroenterology Department, The Affiliated Hospital of Qingdao University, Qingdao, Shandong, China
| | - Jingli Zhang
- Radiology Department, The Affiliated Hospital of Qingdao University, Qingdao, Shandong, China
| | - Guanghui Song
- Inspection Department, The Affiliated Hospital of Qingdao University, Qingdao, Shandong, China
| | - Xueli Ding
- Gastroenterology Department, The Affiliated Hospital of Qingdao University, Qingdao, Shandong, China
| | - Hui Sun
- Gastroenterology Department, The Affiliated Hospital of Qingdao University, Qingdao, Shandong, China
| | - Jianrui Zhou
- Gastroenterology Department, The Affiliated Hospital of Qingdao University, Qingdao, Shandong, China
| | - Xue Jing
- Gastroenterology Department, The Affiliated Hospital of Qingdao University, Qingdao, Shandong, China
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Furuse J, Osugi F, Machii K, Niibe K, Endo T. Effect of cancer cachexia on first-line chemotherapy in patients with advanced pancreatic cancer: a claims database study in Japan. Int J Clin Oncol 2024; 29:456-463. [PMID: 38353906 DOI: 10.1007/s10147-024-02467-6] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/19/2023] [Accepted: 01/02/2024] [Indexed: 03/26/2024]
Abstract
BACKGROUND Cancer cachexia is a multifactorial syndrome leading to progressive functional impairment. How cachexia affects the treatment course of chemotherapy in patients with pancreatic cancer has not been well understood. METHODS This is an exploratory, retrospective, observational cohort study using the Japanese medical claims database from Medical Data Vision Co., Ltd. The study population included patients diagnosed with pancreatic cancer in whom first-line FOLFIRINOX (FFX) or gemcitabine plus nab-paclitaxel (GnP) was initiated between October 1, 2018, and September 30, 2020. In this study, we defined patients with cancer cachexia as those who had a weight loss of ≥ 5% in the preceding 6 months. The primary outcome was time-to-treatment failure (TTF). The observation period was six months from the initiation of first-line FFX or GnP treatment. RESULTS A total of 1897 patients (421 patients into the cachexia group; 1476 patients into the non-cachexia group) were analyzed in this study. The median TTF was 121 days (95% confidence interval [CI] 94-146) in the cachexia group and 143 days (95% CI 134-152) in the non-cachexia group. The hazard ratio for TTF of the cachexia versus non-cachexia group was 1.136 (95% CI 0.979-1.319). The median number of doses was two doses fewer in the cachexia group than in the non-cachexia group for both FFX and GnP. CONCLUSION Cancer cachexia was suggested to be associated with shorter TTF and a reduced number of doses in patients with pancreatic cancer who received first-line FFX or GnP treatment. Clinical Trial Registration clinicaltrials.jp: UMIN000045820.
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Affiliation(s)
- Junji Furuse
- Department of Gastroenterology, Kanagawa Cancer Center, 2-3-2 Nakao, Asahi-Ku, Yokohama, 241-8515, Japan.
| | - Fumihiko Osugi
- Medical Affairs, Ono Pharmaceutical Co., Ltd., 8-2, Kyutaromachi 1-Chome Chuo-Ku, Osaka-Shi, 541-8564, Japan
| | - Koji Machii
- Medical Affairs, Ono Pharmaceutical Co., Ltd., 8-2, Kyutaromachi 1-Chome Chuo-Ku, Osaka-Shi, 541-8564, Japan
| | - Koji Niibe
- Digital Strategy & Planning, Ono Pharmaceutical Co., Ltd., 8-2, Kyutaromachi 1-Chome Chuo-Ku, Osaka-Shi, 541-8564, Japan
| | - Toshimitsu Endo
- Medical Affairs, Ono Pharmaceutical Co., Ltd., 8-2, Kyutaromachi 1-Chome Chuo-Ku, Osaka-Shi, 541-8564, Japan
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Khalil MA, Jafri SAA, Zahra Naqvi ME, Jauhar I, Kumar V, Ali SMS, Khalil S, Raheem A, kumar R, Haseeb A, Shafique MA. Impact of Cachexia on Chemotherapy Efficacy and Survival in Pancreatic Cancer: A Systematic Review and Meta-Analysis. Cancer Control 2024; 31:10732748241292784. [PMID: 39397738 PMCID: PMC11483828 DOI: 10.1177/10732748241292784] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/13/2024] [Revised: 09/11/2024] [Accepted: 10/03/2024] [Indexed: 10/15/2024] Open
Abstract
BACKGROUND AND OBJECTIVE Pancreatic cancer (PC) is a significant cause of cancer-related mortality, with limited curative options and high rates of cachexia, a debilitating syndrome associated with poor prognosis. While previous research has linked sarcopenia to poor outcomes in PC, the correlation between cachexia and treatment outcomes remains underexplored. This meta-analysis aims to investigate the association between cachexia and overall survival and time to treatment failure in advanced PC patients undergoing first-line chemotherapy. METHOD A systematic search of electronic databases was conducted following PRISMA guidelines. Eligible studies compared cachexic and non-cachexic PC patients, reporting outcomes of observed survival or time to treatment failure. Data extraction and analysis were performed using Comprehensive Meta-Analysis Version 3.3, employing random-effects models and sensitivity analyses to assess heterogeneity and bias. RESULTS Seven observational studies involving 2834 PC patients were included. The incidence of cachexia was 45% (95% CI: 0.27-0.65), with a higher prevalence in East Asian populations. Cachexic patients experienced significantly earlier treatment failure (SDM: -2.22, 95% CI: -2.6 to -1.7, P = 0.0001) and higher mortality risk (HR: 2.02, 95% CI: 1.17-3.48, P = 0.011) compared to non-cachexic patients. Overall survival was lower in cachexic patients (SDM: -2.34, 95% CI: -3.7 to -0.90, P = 0.001), with considerable heterogeneity across studies. Meta-regression analysis revealed significant differences between countries but insignificant correlations with age. CONCLUSION Cachexia is associated with reduced overall survival, early chemotherapy failure, and elevated mortality in advanced PC patients undergoing first-line chemotherapy. Recognition and management of cachexia are crucial for optimizing treatment outcomes and improving patient survival. Future research should focus on prospective studies to better understand the impact of cachexia on treatment response and develop tailored interventions to mitigate its adverse effects.
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Affiliation(s)
| | - Syed Ahsan Ali Jafri
- Department of Medicine, Liaquat National Hospital & Medical College, Karachi, Pakistan
| | - Midhat E. Zahra Naqvi
- Department of Medicine, Liaquat National Hospital & Medical College, Karachi, Pakistan
| | - Iman Jauhar
- Department of Medicine, Liaquat National Hospital & Medical College, Karachi, Pakistan
| | - Vijay Kumar
- Department of Medicine, Liaquat National Hospital & Medical College, Karachi, Pakistan
| | | | - Sara Khalil
- Department of Medicine, Liaquat National Hospital & Medical College, Karachi, Pakistan
| | - Abdul Raheem
- Department of Medicine, Baqai Medical University, Karachi, Pakistan
| | - Ritesh kumar
- Department of Medicine, Liaquat National Hospital & Medical College, Karachi, Pakistan
| | - Abdul Haseeb
- Department of Medicine, Jinnah Sindh Medical University, Karachi, Pakistan
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Wu P, Liu J, Wang X, Lai S, Wang J, Wang J, Wang J, Zhang Y, Hao Q. Development and validation of a nomogram based on geriatric nutritional risk index for predicting prognosis and postoperative complications in surgical patients with upper urinary tract urothelial carcinoma. J Cancer Res Clin Oncol 2023; 149:18185-18200. [PMID: 38032382 DOI: 10.1007/s00432-023-05462-y] [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: 09/04/2023] [Accepted: 10/05/2023] [Indexed: 12/01/2023]
Abstract
BACKGROUND This study aimed to evaluate the potential role of the Geriatric Nutritional Risk Index (GNRI) in predicting oncological outcomes and postoperative complications in UTUC patients undergoing radical nephroureterectomy (RNU) and to develop a nomogram incorporating GNRI to predict outcomes. METHODS A retrospective analysis was performed on 458 consecutive patients who underwent RNU in our center. According to nutritional scores, patients were divided into the following groups: low GNRI (GNRI ≤ 98) and high GNRI (GNRI > 98). Univariable and multivariable logistic regression were performed to investigate the role of GNRI in predicting the perioperative complications. The survival was compared with Kaplan - Meier curve, and test by log-rank tests. Risk factors associated with cancer-specific survival (CSS) and overall survival (OS) were evaluated using Cox proportional hazards regression model and were integrated into a nomogram for individualized risk prediction. The calibration and discrimination ability of the model were evaluated by concordance index (C-index) and risk group stratification. RESULTS When compared with high GNRI, low GNRI had significantly lower survival (CSS, p < 0.001; OS, p < 0.001). Across all patients, multivariable analyses revealed that low GNRI was an independent prognostic factor (CSS, p = 0.007; OS, p = 0.005). Nomograms for 1-, 3-, and 5 years of CSS and OS had good performance. Patients can be stratified into different groups based on the nomogram, with significant differences in OS and CSS. Further, GNRI was also found to be an independent risk factor for postoperative complications. The complication - prediction nomogram based on GNRI was also internally validated and showed good performance. CONCLUSIONS The GNRI score is an independent predictor for the prognosis and postoperative complications of UTUC following RNU. This study presented a nomogram incorporating preoperative GNRI that might be used as a convenient tool to facilitate the preoperative individualized prediction of short- and long-term outcomes for patients with UTUC.
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Affiliation(s)
- Pengjie Wu
- Department of Urology, Beijing Hospital, National Center of Gerontology, Institute of Geriatric Medicine, Chinese Academy of Medical Sciences, No. 1 DaHua Road, Dong Dan, Beijing, 100730, People's Republic of China
- Beijing Hospital Continence Center, Beijing, People's Republic of China
| | - Jianyong Liu
- Department of Urology, Beijing Hospital, National Center of Gerontology, Institute of Geriatric Medicine, Chinese Academy of Medical Sciences, No. 1 DaHua Road, Dong Dan, Beijing, 100730, People's Republic of China
- Graduate School of Peking Union Medical College, Chinese Academy of Medical Sciences, Beijing, People's Republic of China
- Beijing Hospital Continence Center, Beijing, People's Republic of China
| | - Xinhao Wang
- Department of Urology, Beijing Hospital, National Center of Gerontology, Institute of Geriatric Medicine, Chinese Academy of Medical Sciences, No. 1 DaHua Road, Dong Dan, Beijing, 100730, People's Republic of China
- Beijing Hospital Continence Center, Beijing, People's Republic of China
- Fifth School of Clinical Medicine, Peking University, Beijing, China
| | - Shicong Lai
- Department of Urology, Peking University People's Hospital, Beijing, 100044, People's Republic of China
| | - Jiawen Wang
- Department of Urology, Beijing Hospital, National Center of Gerontology, Institute of Geriatric Medicine, Chinese Academy of Medical Sciences, No. 1 DaHua Road, Dong Dan, Beijing, 100730, People's Republic of China
- Graduate School of Peking Union Medical College, Chinese Academy of Medical Sciences, Beijing, People's Republic of China
- Beijing Hospital Continence Center, Beijing, People's Republic of China
| | - Jianye Wang
- Department of Urology, Beijing Hospital, National Center of Gerontology, Institute of Geriatric Medicine, Chinese Academy of Medical Sciences, No. 1 DaHua Road, Dong Dan, Beijing, 100730, People's Republic of China
- Graduate School of Peking Union Medical College, Chinese Academy of Medical Sciences, Beijing, People's Republic of China
- Beijing Hospital Continence Center, Beijing, People's Republic of China
| | - Jianlong Wang
- Department of Urology, Beijing Hospital, National Center of Gerontology, Institute of Geriatric Medicine, Chinese Academy of Medical Sciences, No. 1 DaHua Road, Dong Dan, Beijing, 100730, People's Republic of China.
- Graduate School of Peking Union Medical College, Chinese Academy of Medical Sciences, Beijing, People's Republic of China.
- Beijing Hospital Continence Center, Beijing, People's Republic of China.
| | - Yaoguang Zhang
- Department of Urology, Beijing Hospital, National Center of Gerontology, Institute of Geriatric Medicine, Chinese Academy of Medical Sciences, No. 1 DaHua Road, Dong Dan, Beijing, 100730, People's Republic of China.
- Graduate School of Peking Union Medical College, Chinese Academy of Medical Sciences, Beijing, People's Republic of China.
- Beijing Hospital Continence Center, Beijing, People's Republic of China.
| | - Qiang Hao
- Department of Urology, Beijing Tiantan Hospital, Capital Medical University, No.119 South 4th Ring West Road, Fengtai District, Beijing, 100070, People's Republic of China.
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Pacella G, Brunese MC, D’Imperio E, Rotondo M, Scacchi A, Carbone M, Guerra G. Pancreatic Ductal Adenocarcinoma: Update of CT-Based Radiomics Applications in the Pre-Surgical Prediction of the Risk of Post-Operative Fistula, Resectability Status and Prognosis. J Clin Med 2023; 12:7380. [PMID: 38068432 PMCID: PMC10707069 DOI: 10.3390/jcm12237380] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/03/2023] [Revised: 11/21/2023] [Accepted: 11/23/2023] [Indexed: 09/10/2024] Open
Abstract
BACKGROUND Pancreatic ductal adenocarcinoma (PDAC) is the seventh leading cause of cancer-related deaths worldwide. Surgical resection is the main driver to improving survival in resectable tumors, while neoadjuvant treatment based on chemotherapy (and radiotherapy) is the best option-treatment for a non-primally resectable disease. CT-based imaging has a central role in detecting, staging, and managing PDAC. As several authors have proposed radiomics for risk stratification in patients undergoing surgery for PADC, in this narrative review, we have explored the actual fields of interest of radiomics tools in PDAC built on pre-surgical imaging and clinical variables, to obtain more objective and reliable predictors. METHODS The PubMed database was searched for papers published in the English language no earlier than January 2018. RESULTS We found 301 studies, and 11 satisfied our research criteria. Of those included, four were on resectability status prediction, three on preoperative pancreatic fistula (POPF) prediction, and four on survival prediction. Most of the studies were retrospective. CONCLUSIONS It is possible to conclude that many performing models have been developed to get predictive information in pre-surgical evaluation. However, all the studies were retrospective, lacking further external validation in prospective and multicentric cohorts. Furthermore, the radiomics models and the expression of results should be standardized and automatized to be applicable in clinical practice.
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Affiliation(s)
- Giulia Pacella
- Department of Medicine and Health Science “V. Tiberio”, University of Molise, 86100 Campobasso, Italy; (G.P.)
| | - Maria Chiara Brunese
- Department of Medicine and Health Science “V. Tiberio”, University of Molise, 86100 Campobasso, Italy; (G.P.)
| | | | - Marco Rotondo
- Department of Medicine and Health Science “V. Tiberio”, University of Molise, 86100 Campobasso, Italy; (G.P.)
| | - Andrea Scacchi
- General Surgery Unit, University of Milano-Bicocca, 20126 Milan, Italy
| | - Mattia Carbone
- San Giovanni di Dio e Ruggi d’Aragona Hospital, 84131 Salerno, Italy;
| | - Germano Guerra
- Department of Medicine and Health Science “V. Tiberio”, University of Molise, 86100 Campobasso, Italy; (G.P.)
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Gan H, Lan J, Bei H, Xu G. The impact of sarcopenia on prognosis of patients with pancreatic cancer: A systematic review and meta-analysis. Scott Med J 2023; 68:133-148. [PMID: 37448350 DOI: 10.1177/00369330231187655] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 07/15/2023]
Abstract
OBJECTIVE To summarize recent findings on the association of low skeletal muscle mass and muscle quality with overall survival and recurrence-free survival in patients with pancreatic cancer. METHODS A systematic search was conducted using Medline (via PubMed), Embase and Scopus databases for observational studies reporting on the overall survival and recurrence-free survival. Pooled effect sizes were reported as hazards ratio along with 95% confidence intervals. RESULTS A total of 34 studies were included. Low skeletal muscle index (indicating muscle mass) was associated with poor overall survival (hazards ratio: 1.50; 95% confidence interval: 1.34, 1.67) and lower recurrence-free survival (hazards ratio: 1.28, 95% confidence interval: 1.15, 1.43). Low skeletal muscle attenuation (indicating muscle quality) was associated with poor overall survival (hazards ratio: 1.32; 95% confidence interval: 1.05, 1.66). Recurrence-free survival was similar in patients with low and normal/high skeletal muscle attenuation (hazards ratio: 1.12, 95% confidence interval: 0.89, 1.40). CONCLUSION Both low skeletal muscle mass and poor muscle quality are associated with poor long-term survival. Low skeletal muscle index, but not low skeletal muscle attenuation, are associated with poor recurrence-free survival.
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Affiliation(s)
- Hui Gan
- Department of Gastroenterology, Quzhou Second People's Hospital, Quzhou City, Zhejiang Province, China
| | - Jiarong Lan
- School of Basic Medical Sciences, Zhejiang Chinese Medical University, Hangzhou City, Zhejiang Province, China
- Department of Medicine, Huzhou Traditional Chinese Medicine Hospital Affiliated to Zhejiang Chinese Medical University, Huzhou City, Zhejiang Province, China
| | - Hongxia Bei
- Department of Endocrinology, Quhua Hospital, Quzhou City, Zhejiang Province, China
| | - Guangxing Xu
- School of Basic Medical Sciences, Zhejiang Chinese Medical University, Hangzhou City, Zhejiang Province, China
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10
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Igarashi Y, Shirai Y, Tanji Y, Hamura R, Yanagaki M, Abe K, Onda S, Furukawa K, Matsumoto M, Tsunematsu M, Ikegami T. The Impact of Fibrinogen to Prognostic Nutritional Index Rate on Prognosis of Pancreatic Ductal Adenocarcinoma. Am Surg 2023; 89:4255-4261. [PMID: 37776159 DOI: 10.1177/00031348231204912] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/01/2023]
Abstract
INTRODUCTION The aim of the present study was to evaluate the prognostic value of the ratio of serum fibrinogen to prognostic nutritional index (PNI; Fbg/PNI) in patients undergoing resection for pancreatic ductal adenocarcinoma. METHODS A total of 140 patients who had undergone resection for pancreatic cancer were included. Patients were divided into two groups according to a Fbg/PNI ≥8.8 or <8.8. Survival data were analyzed using the log-rank test for univariate analysis and Cox proportional hazards for multivariate analysis. RESULTS Fbg/PNI was a significant prognostic indicator in univariate analysis for overall survival (OS) and disease-free survival (DFS). Fbg/PNI retained significance in multivariate analysis for OS (hazard ratio, 1.81; 95% confidence interval, 1.19-2.77; P < .01) in addition to tumor differentiation and nodal involvement. Fbg/PNI was a significant independent prognostic indicator of poor DFS on multivariate analysis (hazard ratio, 1.54; 95% confidence interval, 1.05-2.26; P = .03). CONCLUSION Preoperative Fbg/PNI is a novel significant independent prognostic indicator for OS and DFS following resection of pancreatic cancer with curative intent.
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Affiliation(s)
- Yosuke Igarashi
- Division of Hepatobiliary and Pancreas Surgery, Department of Surgery, The Jikei University School of Medicine, Japan
| | - Yoshihiro Shirai
- Division of Hepatobiliary and Pancreas Surgery, Department of Surgery, The Jikei University School of Medicine, Japan
| | - Yoshiaki Tanji
- Division of Hepatobiliary and Pancreas Surgery, Department of Surgery, The Jikei University School of Medicine, Japan
| | - Ryoga Hamura
- Division of Hepatobiliary and Pancreas Surgery, Department of Surgery, The Jikei University School of Medicine, Japan
| | - Mitsuru Yanagaki
- Division of Hepatobiliary and Pancreas Surgery, Department of Surgery, The Jikei University School of Medicine, Japan
| | - Kyohei Abe
- Division of Hepatobiliary and Pancreas Surgery, Department of Surgery, The Jikei University School of Medicine, Japan
| | - Shinji Onda
- Division of Hepatobiliary and Pancreas Surgery, Department of Surgery, The Jikei University School of Medicine, Japan
| | - Kenei Furukawa
- Division of Hepatobiliary and Pancreas Surgery, Department of Surgery, The Jikei University School of Medicine, Japan
| | - Michinori Matsumoto
- Division of Hepatobiliary and Pancreas Surgery, Department of Surgery, The Jikei University School of Medicine, Japan
| | - Masashi Tsunematsu
- Division of Hepatobiliary and Pancreas Surgery, Department of Surgery, The Jikei University School of Medicine, Japan
| | - Toru Ikegami
- Division of Hepatobiliary and Pancreas Surgery, Department of Surgery, The Jikei University School of Medicine, Japan
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11
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Cefalì M, Scala I, Pavone G, Helbling D, Hussung S, Fritsch R, Reiner C, Stocker S, Koeberle D, Kissling M, Chianca V, Del Grande F, De Dosso S, Rizzo S. Is Computed-Tomography-Based Body Composition a Reliable Predictor of Chemotherapy-Related Toxicity in Pancreatic Cancer Patients? Cancers (Basel) 2023; 15:4398. [PMID: 37686674 PMCID: PMC10486498 DOI: 10.3390/cancers15174398] [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: 04/14/2023] [Revised: 08/13/2023] [Accepted: 09/01/2023] [Indexed: 09/10/2023] Open
Abstract
BACKGROUND Malnutrition, loss of weight and of skeletal muscle mass are frequent in pancreatic cancer patients, a majority of which will undergo chemotherapy over the course of their disease. Available data suggest a negative prognostic role of these changes in body composition on disease outcomes; however, it is unclear whether tolerance to chemotherapeutic treatment is similarly and/or negatively affected. We aimed to explore this association by retrospectively assessing changes in body composition and chemotherapy-related toxicity in a cohort of advanced pancreatic cancer patients. METHODS Body composition was evaluated through clinical parameters and through radiological assessment of muscle mass, skeletal muscle area, skeletal muscle index and skeletal muscle density; and an assessment of fat distribution by subcutaneous adipose tissue and visceral adipose tissue. We performed descriptive statistics, pre/post chemotherapy comparisons and uni- and multivariate analyses to assess the relation between changes in body composition and toxicity. RESULTS Toxicity risk increased with an increase of skeletal muscle index (OR: 1.03) and body mass index (OR: 1.07), whereas it decreased with an increase in skeletal muscle density (OR: 0.96). Multivariate analyses confirmed a reduction in the risk of toxicity only with an increase in skeletal muscle density (OR: 0.96). CONCLUSIONS This study suggests that the retrospective analysis of changes in body composition is unlikely to be useful to predict toxicity to gemcitabine-nab-paclitaxel.
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Affiliation(s)
- Marco Cefalì
- Istituto Oncologico della Svizzera Italiana (IOSI), Ente Ospedaliero Cantonale (EOC), 6500 Bellinzona, Switzerland; (M.C.); (G.P.)
| | - Isabel Scala
- Facoltà di Scienze Biomediche, Università della Svizzera Italiana, Via Buffi 13, 6900 Lugano, Switzerland; (I.S.); (F.D.G.); (S.R.)
| | - Giuliana Pavone
- Istituto Oncologico della Svizzera Italiana (IOSI), Ente Ospedaliero Cantonale (EOC), 6500 Bellinzona, Switzerland; (M.C.); (G.P.)
| | - Daniel Helbling
- Onkozentrum Zürich, Seestrasse 259, 8038 Zurich, Switzerland;
| | - Saskia Hussung
- Department of Medical Oncology and Hematology, University Hospital of Zurich, 8091 Zurich, Switzerland; (S.H.); (R.F.)
| | - Ralph Fritsch
- Department of Medical Oncology and Hematology, University Hospital of Zurich, 8091 Zurich, Switzerland; (S.H.); (R.F.)
| | - Cäcilia Reiner
- Institute for Diagnostic and Interventional Radiology, University Hospital of Zurich, 8091 Zurich, Switzerland; (C.R.); (S.S.)
| | - Soleen Stocker
- Institute for Diagnostic and Interventional Radiology, University Hospital of Zurich, 8091 Zurich, Switzerland; (C.R.); (S.S.)
| | - Dieter Koeberle
- Oncology Departement, St. Claraspital, Kleinriehenstrasse 39, 4058 Basel, Switzerland;
| | - Marc Kissling
- Radiology Department, St. Claraspital, Kleinriehenstrasse 39, 4058 Basel, Switzerland;
| | - Vito Chianca
- Istituto di Imaging della Svizzera Italiana (IIMSI), Ente Ospedaliero Cantonale (EOC), Via Tesserete 46, 6900 Lugano, Switzerland;
| | - Filippo Del Grande
- Facoltà di Scienze Biomediche, Università della Svizzera Italiana, Via Buffi 13, 6900 Lugano, Switzerland; (I.S.); (F.D.G.); (S.R.)
- Istituto di Imaging della Svizzera Italiana (IIMSI), Ente Ospedaliero Cantonale (EOC), Via Tesserete 46, 6900 Lugano, Switzerland;
| | - Sara De Dosso
- Istituto Oncologico della Svizzera Italiana (IOSI), Ente Ospedaliero Cantonale (EOC), 6500 Bellinzona, Switzerland; (M.C.); (G.P.)
- Facoltà di Scienze Biomediche, Università della Svizzera Italiana, Via Buffi 13, 6900 Lugano, Switzerland; (I.S.); (F.D.G.); (S.R.)
| | - Stefania Rizzo
- Facoltà di Scienze Biomediche, Università della Svizzera Italiana, Via Buffi 13, 6900 Lugano, Switzerland; (I.S.); (F.D.G.); (S.R.)
- Istituto di Imaging della Svizzera Italiana (IIMSI), Ente Ospedaliero Cantonale (EOC), Via Tesserete 46, 6900 Lugano, Switzerland;
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12
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Neumann CCM, Schneider F, Hilfenhaus G, Vecchione L, Benzing C, Ihlow J, Fehrenbach U, Malinka T, Keilholz U, Stintzing S, Pelzer U. Impact of Smoking, Body Weight, Diabetes, Hypertension and Kidney Dysfunction on Survival in Pancreatic Cancer Patients-A Single Center Analysis of 2323 Patients within the Last Decade. J Clin Med 2023; 12:jcm12113656. [PMID: 37297851 DOI: 10.3390/jcm12113656] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/13/2023] [Revised: 04/24/2023] [Accepted: 05/17/2023] [Indexed: 06/12/2023] Open
Abstract
In addition to being risk factors for pancreatic cancer, parameters such as smoking, diabetes, or obesity might also act as potential prognostic factors for the survival of patients initially diagnosed with pancreatic cancer. By implementing one of the largest retrospective study cohorts of 2323 pancreatic adenocarcinoma (PDAC) patients treated at a single high-volume center, potential prognostic factors for survival were evaluated on the basis of 863 cases. Since parameters such as smoking, obesity, diabetes, and hypertension can cause severe chronic kidney dysfunction, the glomerular filtration rate was also considered. In the univariate analyses, albumin (p < 0.001), active smoking (p = 0.024), BMI (p = 0.018), and GFR (p = 0.002) were identified as metabolic prognostic markers for overall survival. In multivariate analyses, albumin (p < 0.001) and chronic kidney disease stage 2 (GFR < 90 mL/min/1.37 m2; p = 0.042) were identified as independent metabolic prognostic markers for survival. Smoking presented a nearly statistically significant independent prognostic factor for survival with a p-value of 0.052. In summary, low BMI, status of active smoking, and reduced kidney function at the time of diagnosis were associated with lower overall survival. No prognostic association could be observed for presence of diabetes or hypertension.
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Affiliation(s)
- Christopher C M Neumann
- Department of Hematology, Oncology and Tumor Immunology, Charité-Universitätsmedizin Berlin, Freie Universität Berlin, Humboldt-Universität zu Berlin, Berlin Institute of Health, 10117 Berlin, Germany
| | - François Schneider
- Department of Hematology, Oncology and Tumor Immunology, Charité-Universitätsmedizin Berlin, Freie Universität Berlin, Humboldt-Universität zu Berlin, Berlin Institute of Health, 10117 Berlin, Germany
| | - Georg Hilfenhaus
- Department of Hematology, Oncology and Tumor Immunology, Charité-Universitätsmedizin Berlin, Freie Universität Berlin, Humboldt-Universität zu Berlin, Berlin Institute of Health, 10117 Berlin, Germany
| | - Loredana Vecchione
- Department of Hematology, Oncology and Tumor Immunology, Charité-Universitätsmedizin Berlin, Freie Universität Berlin, Humboldt-Universität zu Berlin, Berlin Institute of Health, 10117 Berlin, Germany
| | - Christian Benzing
- Department of Surgery|CCM|CVK, Charité-Universitätsmedizin Berlin, Freie Universität Berlin, Humboldt-Universität zu Berlin, Berlin Institute of Health, 10117 Berlin, Germany
| | - Jana Ihlow
- Department of Pathology, Charité-Universitätsmedizin Berlin, Freie Universität Berlin, Humboldt-Universität zu Berlin, Berlin Institute of Health, 10117 Berlin, Germany
| | - Uli Fehrenbach
- Department of Radiology, Charité-Universitätsmedizin Berlin, Freie Universität Berlin, Humboldt-Universität zu Berlin, Berlin Institute of Health, 10117 Berlin, Germany
| | - Thomas Malinka
- Department of Surgery|CCM|CVK, Charité-Universitätsmedizin Berlin, Freie Universität Berlin, Humboldt-Universität zu Berlin, Berlin Institute of Health, 10117 Berlin, Germany
| | - Ulrich Keilholz
- Charité Comprehensive Cancer Center, Charité-Universitätsmedizin Berlin, 10117 Berlin, Germany
| | - Sebastian Stintzing
- Department of Hematology, Oncology and Tumor Immunology, Charité-Universitätsmedizin Berlin, Freie Universität Berlin, Humboldt-Universität zu Berlin, Berlin Institute of Health, 10117 Berlin, Germany
| | - Uwe Pelzer
- Department of Hematology, Oncology and Tumor Immunology, Charité-Universitätsmedizin Berlin, Freie Universität Berlin, Humboldt-Universität zu Berlin, Berlin Institute of Health, 10117 Berlin, Germany
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13
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Shen XD, Wang X, Zheng ZJ, Chen YH, Tan CL, Liu XB, Ke NW. The differential effects of sarcopenia and cachexia on overall survival for pancreatic ductal adenocarcinoma patients following pancreatectomy: A retrospective study based on a large population. Cancer Med 2023; 12:10438-10448. [PMID: 36938648 DOI: 10.1002/cam4.5779] [Citation(s) in RCA: 6] [Impact Index Per Article: 6.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/24/2022] [Revised: 02/14/2023] [Accepted: 02/24/2023] [Indexed: 03/21/2023] Open
Abstract
OBJECTIVES Both cachexia and sarcopenia have been considered adverse predictors for prognosis in patients with pancreatic cancer; although sarcopenia and cachexia share some similarities, they are still defined as distinct nutritional conditions. We aimed to explore the differential impacts of sarcopenia and cachexia on prognosis for pancreatic ductal adenocarcinoma (PDAC) patients following radical excision. METHODS From January 2015 to May 2022, 614 patients undergoing surgery for PDAC were retrospectively included. Sarcopenia was defined as the L3 total skeletal muscle index below 52.4 cm2 /m2 (men) and 38.5 cm2 /m2 (women). Cachexia was classified according to the following criteria: involuntary weight loss >5% over the past 6 months, or weight loss >2% and BMI <20 kg/m2 , or weight loss >2% and sarcopenia. RESULTS Of the 614 patients included in the analysis, 62% and 48% were diagnosed with sarcopenia and cachexia, respectively. Kaplan-Meier analysis showed that sarcopenia and/or cachexia were significantly associated with worse overall survival (OS) rather than worse recurrence-free survival (RFS). Moreover, Cox regression analysis revealed that cachexia rather than sarcopenia was an adverse factor for OS in all PDAC patients. For poorly differentiated PDAC, both cachexia and sarcopenia were significantly associated with shorter OS. However, for moderately/well-differentiated PADC, cachexia was an independent factor for adverse OS, but not sarcopenia. CONCLUSIONS Sarcopenia and cachexia have different effects on OS for PDAC patients undergoing radical excision. This difference may provide some important information for preoperative management.
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Affiliation(s)
- Xiao-Ding Shen
- Department of Pancreatic Surgery, West China Hospital, Sichuan University, Chengdu, China
| | - Xing Wang
- Department of Pancreatic Surgery, West China Hospital, Sichuan University, Chengdu, China
| | - Zhen-Jiang Zheng
- Department of Pancreatic Surgery, West China Hospital, Sichuan University, Chengdu, China
| | - Yong-Hua Chen
- Department of Pancreatic Surgery, West China Hospital, Sichuan University, Chengdu, China
| | - Chun-Lu Tan
- Department of Pancreatic Surgery, West China Hospital, Sichuan University, Chengdu, China
| | - Xu-Bao Liu
- Department of Pancreatic Surgery, West China Hospital, Sichuan University, Chengdu, China
| | - Neng-Wen Ke
- Department of Pancreatic Surgery, West China Hospital, Sichuan University, Chengdu, China
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14
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Lan X, Robin G, Kasnik J, Wong G, Abdel-Rahman O. Challenges in Diagnosis and Treatment of Pancreatic Exocrine Insufficiency among Patients with Pancreatic Ductal Adenocarcinoma. Cancers (Basel) 2023; 15:1331. [PMID: 36831673 PMCID: PMC9953920 DOI: 10.3390/cancers15041331] [Citation(s) in RCA: 4] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/15/2023] [Revised: 02/14/2023] [Accepted: 02/16/2023] [Indexed: 02/22/2023] Open
Abstract
Pancreatic ductal adenocarcinoma (PDAC) is the most common malignancy of the pancreas and is associated with an extremely poor prognosis. Many PDAC patients suffer from profound nutritional complications such as nutrient deficiencies, weight loss, malnutrition, and cancer cachexia. These complications cause barriers to effective anticancer treatments, gravely influence their quality of life, and decrease their overall survival. Pancreatic exocrine insufficiency (PEI) is defined as impaired digestion due to inadequate secretion of pancreatic enzymes and is a common cause of malnutrition in PDAC. This review first summarizes the existing literature around malnutrition in PDAC, with a particular focus on PEI and its management with pancreatic enzyme replacement therapy (PERT). Second, we summarize existing guidelines and recommendations for the management of PEI among patients with PDAC. Lastly, we highlight potential gaps of knowledge of PEI among healthcare providers resulting in underdiagnosis and treatment, which may have implications for the quality of life and overall survival of PDAC patients.
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Affiliation(s)
- Xiaoyang Lan
- Department of Medicine, University of Alberta, Edmonton, AB T6G 2R3, Canada
| | - Gabrielle Robin
- Department of Medicine, University of Alberta, Edmonton, AB T6G 2R3, Canada
| | - Jessica Kasnik
- Nutrition Services, Cross Cancer Institute, Edmonton, AB T6G 1Z2, Canada
| | - Grace Wong
- Pharmacy Department, Cross Cancer Institute, Edmonton, AB T6G 1Z2, Canada
| | - Omar Abdel-Rahman
- Department of Oncology, Cross Cancer Institute, University of Alberta, Edmonton, AB T6G 1Z2, Canada
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