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Birrer M, Saad B, Drews S, Pradella C, Flaifel M, Charitakis E, Ortlieb N, Haberstroh A, Ochs V, Taha-Mehlitz S, Burri E, Heigl A, Frey DM, Cattin PC, Honaker MD, Taha A, Rosenberg R. Radiofrequency ablation (RFA) in unresectable pancreatic adenocarcinoma: meta-analysis & systematic review. Surg Endosc 2025; 39:141-152. [PMID: 39658672 DOI: 10.1007/s00464-024-11450-1] [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: 06/30/2024] [Accepted: 11/23/2024] [Indexed: 12/12/2024]
Abstract
BACKGROUND Pancreatic adenocarcinoma remains a challenging malignancy with a poor prognosis. Radiofrequency ablation (RFA) has emerged as a potential treatment for unresectable pancreatic adenocarcinoma (UPAC) aimed at improving survival and quality of life. This meta-analysis and systematic review evaluates the outcomes of RFA in UPAC. METHODS A comprehensive search was conducted in MEDLINE, Embase, Scopus, and Cochrane Central databases from inception to October 2023. Studies included patients over 18 years with UAPC undergoing RFA. Survival rates and complication rates were assessed as primary outcomes. Data were pooled using random-effects models, and heterogeneity was assessed with I2 statistics. ROBINS-I tool was used for quality assessment. RESULTS Nine studies encompassing 265 patients met the inclusion criteria. The mean age was 64.5 years, with 42.5% female participants. Survival analysis showed that at 30 days post-RFA, the mortality rate was 3.3%. At 6 months, the mortality rate was 20.9%, increasing to 50.4% at 12 months. At 24 months, the mortality rate was 61.9%. The pooled mean survival period at 12 and 24 months was 9.18 months and 14.26 months, respectively. Overall, 78.4% of patients died during the follow-up period, with an overall mean survival period of 12.27 months. The most common were intra-abdominal (10.1%), pancreatic (9.8%), and hepatobiliary (6.7%) complications. CONCLUSIONS RFA shows potential in the management of unresectable pancreatic adenocarcinoma, with a manageable safety profile. However, the high heterogeneity and risk of bias in available studies highlight the need for well-designed randomized controlled trials to confirm these findings and establish standardized protocols.
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Affiliation(s)
- Mathias Birrer
- Department of Visceral Surgery, Cantonal Hospital Baselland, Liestal, Switzerland
- Faculty of Medicine, University of Basel, Basel, Switzerland
| | - Baraa Saad
- School of Medicine, St George's University of London, London, UK
| | - Susanne Drews
- Department of Visceral Surgery, Cantonal Hospital Baselland, Liestal, Switzerland
| | - Charlotte Pradella
- Department of Visceral Surgery, Cantonal Hospital Baselland, Liestal, Switzerland
| | - Mariana Flaifel
- School of Medicine, St George's University of London, London, UK
| | | | | | - Amanda Haberstroh
- Laupus Health Sciences Library, East Carolina University, Greenville, NC, USA
| | - Vincent Ochs
- Department of Biomedical Engineering, Faculty of Medicine, University of Basel, Allschwil, Switzerland
| | - Stephanie Taha-Mehlitz
- Clarunis, Department of Visceral Surgery, University Center for Gastrointestinal and Liver Diseases, St. Clara Hospital and University Hospital Basel, Basel, Switzerland
| | - Emanuel Burri
- Department of Gastroenterology and Hepatology, Medical University Clinic, Cantonal Hospital Baselland, Liestal, Switzerland
| | - Andres Heigl
- Department of Visceral Surgery, Cantonal Hospital Baselland, Liestal, Switzerland
| | - Daniel M Frey
- Faculty of Medicine, University of Basel, Basel, Switzerland
- Department of Surgery, Klinik-Impuls, Zurich, Switzerland
| | - Philippe C Cattin
- Department of Biomedical Engineering, Faculty of Medicine, University of Basel, Allschwil, Switzerland
| | - Michael D Honaker
- Department of Surgery, Brody School of Medicine, East Carolina University, Greenville, NC, USA
| | - Anas Taha
- Department of Visceral Surgery, Cantonal Hospital Baselland, Liestal, Switzerland.
- Department of Biomedical Engineering, Faculty of Medicine, University of Basel, Allschwil, Switzerland.
- Department of Surgery, Brody School of Medicine, East Carolina University, Greenville, NC, USA.
| | - Robert Rosenberg
- Department of Visceral Surgery, Cantonal Hospital Baselland, Liestal, Switzerland
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2
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Çorbacı K, Gurleyik MG, Gonultas A, Aker F, Gul MO, Tilki M. Evaluation of prognostic significance of histopathological characteristics and tumor-infiltrating lymphocytes for pancreatic cancer survival. Sci Rep 2024; 14:27392. [PMID: 39521901 PMCID: PMC11550438 DOI: 10.1038/s41598-024-79342-x] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/21/2024] [Accepted: 11/08/2024] [Indexed: 11/16/2024] Open
Abstract
With a 5-year survival of ˂ 10%, pancreatic cancer is one of the leading causes of cancer-related deaths. Given the role of the distribution of tumor-infiltrating lymphocyte (TILs) subtypes in the tumor and its microenvironment in predicting prognosis, the development of new targeted therapies based on T-cell adaptive response has gained considerable attention. This study aimed to examine the peritumoral spread of TILs and its relationship with other prognostic parameters and survival. This study included 60 patients with pancreatic cancer who had undergone surgery with follow-up between 2011 and 2021. Demographic characteristics, tumor histopathological features, peritumoral TILs counts, and intratumoral programmed cell death protein-1 (PD-1) and programmed death ligand - 1 (PD-L1) positivity were evaluated. Furthermore, overall survival and their efficacy in predicting survival according to TNM stage were analyzed. The number of cluster differentiation-3 positive (CD3 P) TILs increased with advancing pathological T stage. CD3 P and CD8 P TIL counts were higher in patients with peripancreatic fatty tissue invasion. Patients with PD-L1 positivity and higher TIL counts had better survival rates. PD-L1-negative patients with a low CD8 positive/total lymph node count (P/T) ratio had a longer survival. Moreover, patients with poorly differentiated tumors with low CD3 P/T and CD8 P/T ratios had a longer survival. The CD3 P/T and CD8 P/T ratios were compatible with the automatic and manual measurements. Age, tumor differentiation, N stage, and peritumoral TIL count and subtype, when evaluated together with the presence of PD-L1 in the tumor tissue, may have prognostic significance for survival in patients with pancreatic cancer.
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Affiliation(s)
- Kadir Çorbacı
- General Surgery, Osmaneli Mustafa Selahattin Çetintaş State Hospital, Bilecik, Turkey.
| | - Meryem Gunay Gurleyik
- Department of General Surgery, Haydarpasa Numune Training and Research Hospital, University of Health Sciences, Istanbul, Turkey.
| | | | - Fugen Aker
- Department of Pathology, Haydarpasa Numune Training and Research Hospital, University of Health Sciences, Istanbul, Turkey
| | - Mehmet Onur Gul
- Surgical Oncology, Malatya Training and Research Hospital, Malatya, Turkey
| | - Metin Tilki
- Department of General Surgery, Haydarpasa Numune Training and Research Hospital, University of Health Sciences, Istanbul, Turkey
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3
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Perrotta G, Mohamed G, Larson BK, Osipov A, Ferrone CR, Lo SK, Gaddam S. Accuracy of Clinical Staging in Early-Stage Pancreatic Ductal Adenocarcinoma. JAMA 2024; 332:1108-1110. [PMID: 39235802 PMCID: PMC11378063 DOI: 10.1001/jama.2024.16332] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 05/23/2024] [Accepted: 07/25/2024] [Indexed: 09/06/2024]
Abstract
This study evaluates the accuracy of clinical staging in early-stage pancreatic ductal adenocarcinoma.
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Affiliation(s)
- Gerardo Perrotta
- Karsh Division of Gastroenterology and Hepatology, Cedars-Sinai Medical Center, Los Angeles, California
| | - Ghada Mohamed
- Karsh Division of Gastroenterology and Hepatology, Cedars-Sinai Medical Center, Los Angeles, California
| | - Brent K. Larson
- Department of Pathology and Laboratory Medicine, Cedars-Sinai Medical Center, Los Angeles, California
| | - Arsen Osipov
- Samuel Oschin Comprehensive Cancer Institute, Cedars-Sinai Medical Center, Los Angeles, California
| | | | - Simon K. Lo
- Karsh Division of Gastroenterology and Hepatology, Cedars-Sinai Medical Center, Los Angeles, California
| | - Srinivas Gaddam
- Karsh Division of Gastroenterology and Hepatology, Cedars-Sinai Medical Center, Los Angeles, California
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4
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Yang J, Zhang J, Tan M, Gu J, Tang L, Zheng Y, Zhou Q, Wang X, Xia R, Zhang T, Yang Y, Guo S, Wang H. Identifying suitable candidates for pancreaticoduodenectomy with extended lymphadenectomy for pancreatic ductal adenocarcinoma. HPB (Oxford) 2024; 26:1291-1301. [PMID: 39054211 DOI: 10.1016/j.hpb.2024.07.405] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 06/16/2023] [Revised: 04/24/2024] [Accepted: 07/08/2024] [Indexed: 07/27/2024]
Abstract
BACKGROUND To evaluate long-term quality of life and survival in pancreatic ductal adenocarcinoma (PDAC) patients after pancreatoduodenectomy with extended lymphadenectomy (PDEL) and identify candidates. METHODS Patients with resectable PDAC with ≥1 examined lymph node (LN) during pancreatoduodenectomy (PD), and were divided into the PD with standard lymphadenectomy (PDSL) and PDEL groups. Perioperative data, long-term quality of life and survival were compared, and the prognostic effect of LNs ± in every peripancreatic station were analysed. RESULTS Screening 446 PDAC patients, 237 and 126 were included in the PDSL and PDEL groups, respectively. The PDEL group showed a longer operation time, greater intraoperative blood loss, severe diarrhoea, a higher incidence of grade III complications. Notably, the PDEL patients experienced significant relief from low back pain and diarrhoea, with an obvious survival advantage (p = 0.037), especially in patients with preoperative tumor contact with vascular and pathological N0; however, LNs+ in any station (No. 8p, 12, 14, or 16) were associated with a poorer prognosis. The vascular reconstruction, T and N stage were independent risk factors for survival. CONCLUSION PDEL can relieve symptoms and prolong the survival of PDAC patients with acceptable complications, and EL should be performed regardless of preoperative LN enlargement.
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Affiliation(s)
- Jiali Yang
- Institute of Hepatopancreatobiliary Surgery, Chongqing General Hospital, Chongqing University, Chongqing, China
| | - Junfeng Zhang
- Institute of Hepatopancreatobiliary Surgery, Chongqing General Hospital, Chongqing University, Chongqing, China
| | - Mingda Tan
- Institute of Hepatopancreatobiliary Surgery, Chongqing General Hospital, Chongqing University, Chongqing, China
| | - Jianyou Gu
- Institute of Hepatopancreatobiliary Surgery, Chongqing General Hospital, Chongqing University, Chongqing, China
| | - Li Tang
- Institute of Hepatopancreatobiliary Surgery, Chongqing General Hospital, Chongqing University, Chongqing, China
| | - Yao Zheng
- Institute of Hepatopancreatobiliary Surgery, Chongqing General Hospital, Chongqing University, Chongqing, China
| | - Qiang Zhou
- Institute of Hepatopancreatobiliary Surgery, Chongqing General Hospital, Chongqing University, Chongqing, China
| | - Xianxing Wang
- Institute of Hepatopancreatobiliary Surgery, Chongqing General Hospital, Chongqing University, Chongqing, China
| | - Renpei Xia
- Institute of Hepatopancreatobiliary Surgery, Chongqing General Hospital, Chongqing University, Chongqing, China
| | - Tao Zhang
- Institute of Hepatopancreatobiliary Surgery, Chongqing General Hospital, Chongqing University, Chongqing, China
| | - Yongjun Yang
- Institute of Hepatopancreatobiliary Surgery, Chongqing General Hospital, Chongqing University, Chongqing, China
| | - Shixiang Guo
- Institute of Hepatopancreatobiliary Surgery, Chongqing General Hospital, Chongqing University, Chongqing, China.
| | - Huaizhi Wang
- Institute of Hepatopancreatobiliary Surgery, Chongqing General Hospital, Chongqing University, Chongqing, China.
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5
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Rodrigues LM, Maistro S, Katayama MLH, Rocha VM, Lopez RVM, Lopes EFDT, Gonçalves FT, Fridman C, Serio PADMP, Barros LRC, Leite LAS, Segatelli V, Estevez-Diz MDP, Guindalini RSC, Ribeiro Junior U, Folgueira MAAK. Prevalence of germline variants in Brazilian pancreatic carcinoma patients. Sci Rep 2024; 14:21083. [PMID: 39256447 PMCID: PMC11387492 DOI: 10.1038/s41598-024-71884-4] [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: 05/06/2024] [Accepted: 09/02/2024] [Indexed: 09/12/2024] Open
Abstract
We evaluated the prevalence of pathogenic/likely pathogenic germline variants (PGV) in Brazilian pancreatic adenocarcinoma (PC) patients, that represent a multiethnic population, in a cross-sectional study. We included 192 PC patients unselected for family history of cancer. We evaluated a panel of 113 cancer genes, through genomic DNA sequencing and 46 ancestry-informative markers, through multiplex PCR. The median age was 61 years; 63.5% of the patients presented disease clinical stages III or IV; 8.3% reported personal history of cancer; 4.7% and 16.1% reported first-degree relatives with PC or breast and/or prostate cancer, respectively. Although the main ancestry was European, there was considerable genetic composition admixture. Twelve patients (6.25%) were PGV carriers in PC predisposition genes (ATM, BRCA1, BRCA2, CDKN2A, MSH2, PALB2) and another 25 (13.0%) were PGV carriers in genes with a limited association or not previously associated with PC (ACD, BLM, BRIP1, CHEK2, ERCC4, FANCA, FANCE, FANCM, GALNT12, MITF, MRE11, MUTYH, POLE, RAD51B, RAD51C, RECQL4, SDHA, TERF2IP). The most frequently affected genes were CHEK2, ATM and FANC. In tumor samples from PGV carriers in ACD, BRIP1, MRE11, POLE, SDHA, TERF2IP, which were examined through exome sequencing, the main single base substitutions (SBS) mutational signature was SBS1+5+18, probably associated with age, tobacco smoking and reactive oxygen species. SBS3 associated with homologous repair deficiency was also represented, but on a lower scale. There was no difference in the frequency of PGV carriers between: (a) patients with or without first-degree relatives with cancer; and (b) patients with admixed ancestry versus those with predominantly European ancestry. Furthermore, there was no difference in overall survival between PGV carriers and non-carriers. Therefore, genetic testing should be offered to all Brazilian pancreatic cancer patients, regardless of their ancestry. Genes with limited or previously unrecognized associations with pancreatic cancer should be further investigated to clarify their role in cancer risk.
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Affiliation(s)
- Lívia Munhoz Rodrigues
- Departamento de Radiologia e Oncologia, Comprehensive Center for Precision Oncology - C2PO, Centro de Investigação Translacional em Oncologia (CTO), Instituto do Cancer do Estado de Sao Paulo, Hospital das Clinicas HCFMUSP, Faculdade de Medicina, Universidade de Sao Paulo, FMUSP, Av. Dr. Arnaldo 251, 8º. Andar, sala 69, Sao Paulo, SP, 01246-000, Brazil
| | - Simone Maistro
- Departamento de Radiologia e Oncologia, Comprehensive Center for Precision Oncology - C2PO, Centro de Investigação Translacional em Oncologia (CTO), Instituto do Cancer do Estado de Sao Paulo, Hospital das Clinicas HCFMUSP, Faculdade de Medicina, Universidade de Sao Paulo, FMUSP, Av. Dr. Arnaldo 251, 8º. Andar, sala 69, Sao Paulo, SP, 01246-000, Brazil
| | - Maria Lucia Hirata Katayama
- Departamento de Radiologia e Oncologia, Comprehensive Center for Precision Oncology - C2PO, Centro de Investigação Translacional em Oncologia (CTO), Instituto do Cancer do Estado de Sao Paulo, Hospital das Clinicas HCFMUSP, Faculdade de Medicina, Universidade de Sao Paulo, FMUSP, Av. Dr. Arnaldo 251, 8º. Andar, sala 69, Sao Paulo, SP, 01246-000, Brazil
| | - Vinícius Marques Rocha
- Departamento de Radiologia e Oncologia, Comprehensive Center for Precision Oncology - C2PO, Centro de Investigação Translacional em Oncologia (CTO), Instituto do Cancer do Estado de Sao Paulo, Hospital das Clinicas HCFMUSP, Faculdade de Medicina, Universidade de Sao Paulo, FMUSP, Av. Dr. Arnaldo 251, 8º. Andar, sala 69, Sao Paulo, SP, 01246-000, Brazil
| | - Rossana Veronica Mendoza Lopez
- Departamento de Radiologia e Oncologia, Comprehensive Center for Precision Oncology - C2PO, Centro de Investigação Translacional em Oncologia (CTO), Instituto do Cancer do Estado de Sao Paulo, Hospital das Clinicas HCFMUSP, Faculdade de Medicina, Universidade de Sao Paulo, FMUSP, Av. Dr. Arnaldo 251, 8º. Andar, sala 69, Sao Paulo, SP, 01246-000, Brazil
| | - Edia Filomena di Tullio Lopes
- Registro Hospitalar de Cancer, Instituto do Cancer do Estado de Sao Paulo, Hospital das Clinicas HCFMUSP, Faculdade de Medicina, Universidade de Sao Paulo, FMUSP, São Paulo, SP, Brazil
| | - Fernanda Toledo Gonçalves
- Departamento de Medicina Legal, Bioetica, Medicina do Trabalho e Medicina Física e Reabilitação, Faculdade de Medicina, Universidade de Sao Paulo, FMUSP, Sao Paulo, SP, Brazil
| | - Cintia Fridman
- Departamento de Medicina Legal, Bioetica, Medicina do Trabalho e Medicina Física e Reabilitação, Faculdade de Medicina, Universidade de Sao Paulo, FMUSP, Sao Paulo, SP, Brazil
| | | | - Luciana Rodrigues Carvalho Barros
- Departamento de Radiologia e Oncologia, Comprehensive Center for Precision Oncology - C2PO, Centro de Investigação Translacional em Oncologia (CTO), Instituto do Cancer do Estado de Sao Paulo, Hospital das Clinicas HCFMUSP, Faculdade de Medicina, Universidade de Sao Paulo, FMUSP, Av. Dr. Arnaldo 251, 8º. Andar, sala 69, Sao Paulo, SP, 01246-000, Brazil
| | - Luiz Antonio Senna Leite
- Departamento de Radiologia e Oncologia, Instituto do Cancer do Estado de Sao Paulo, Hospital das Clinicas HCFMUSP, Faculdade de Medicina, Universidade de Sao Paulo, FMUSP, Sao Paulo, SP, Brazil
| | - Vanderlei Segatelli
- Departamento de Patologia Instituto do Cancer do Estado de Sao Paulo, Hospital das Clinicas HCFMUSP, Faculdade de Medicina, Universidade de Sao Paulo, FMUSP, Sao Paulo, SP, Brazil
| | - Maria Del Pilar Estevez-Diz
- Departamento de Radiologia e Oncologia, Instituto do Cancer do Estado de Sao Paulo, Hospital das Clinicas HCFMUSP, Faculdade de Medicina, Universidade de Sao Paulo, FMUSP, Sao Paulo, SP, Brazil
| | | | - Ulysses Ribeiro Junior
- Division of Digestive Surgery, Department of Gastroenterology, Instituto do Cancer do Estado de Sao Paulo, Hospital das Clinicas HCFMUSP, Faculdade de Medicina, Universidade de Sao Paulo FMUSP, Sao Paulo, SP, Brazil
| | - Maria Aparecida Azevedo Koike Folgueira
- Departamento de Radiologia e Oncologia, Comprehensive Center for Precision Oncology - C2PO, Centro de Investigação Translacional em Oncologia (CTO), Instituto do Cancer do Estado de Sao Paulo, Hospital das Clinicas HCFMUSP, Faculdade de Medicina, Universidade de Sao Paulo, FMUSP, Av. Dr. Arnaldo 251, 8º. Andar, sala 69, Sao Paulo, SP, 01246-000, Brazil.
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6
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Milella M. Stage Classification and Prognosis Assessment in Localized Pancreatic Cancer: It Takes Two to Tango. J Clin Oncol 2024; 42:1331-1334. [PMID: 38315951 DOI: 10.1200/jco.23.02494] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/17/2023] [Revised: 12/15/2023] [Accepted: 12/18/2023] [Indexed: 02/07/2024] Open
Affiliation(s)
- Michele Milella
- Section of Innovation Biomedicine-Oncology Area, Department of Engineering for Innovation Medicine (DIMI), University of Verona, Verona, Italy
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7
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Kim HS, Choi YH, Lee JS, Jo IH, Ko SW, Paik KH, Choi HH, Lee HH, Lim YS, Paik CN, Lee IS, Chang JH. Characteristics of Early Pancreatic Cancer: Comparison between Stage 1A and Stage 1B Pancreatic Cancer in Multicenter Clinical Data Warehouse Study. Cancers (Basel) 2024; 16:944. [PMID: 38473306 DOI: 10.3390/cancers16050944] [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: 02/06/2024] [Revised: 02/22/2024] [Accepted: 02/23/2024] [Indexed: 03/14/2024] Open
Abstract
BACKGROUND Little is known about the characteristics of early pancreatic cancer. We aimed to identify the characteristics, clues for early detection, and prognostic factors for early pancreatic cancer by analyzing a large number of patients with stage 1 pancreatic cancer. METHODS A clinical data warehouse that includes databases of all the medical records of eight academic institutions was used to select and analyze patients with pancreatic cancer that had been diagnosed from January 2010 to May 2023. RESULTS In total, 257 stage 1 pancreatic cancer patients were included. There were 134 men (52%), and the average age was 67.2 ± 9.9 years. Compared to patients with stage 1B pancreatic cancer (2-4 cm), patients with stage 1A pancreatic cancer (≤2 cm) had more tumors in the body and tail than in the head (p = 0.028), more new-onset diabetes and less old diabetes (p = 0.010), less jaundice (p = 0.020), more follow-up of IPMN (intraductal papillary mucinous neoplasm, p = 0.029), and more histories of acute pancreatitis (p = 0.013). The pathological findings showed that stage 1A pancreatic cancer involved more IPMNs (p < 0.001) and lower pancreatic intraepithelial neoplasia (p = 0.004). IPMN was present in all 13 pancreatic tumors that were smaller than 1 cm. In multivariate analysis, positive resection margin (odds ratio [OR] 1.536, p = 0.040), venous invasion (OR 1.710, p = 0.010), and perineural invasion (OR 1.968, p = 0.002) were found to be risk factors affecting disease-free survival, while old diabetes (odds ratio [OS] 1.981, p = 0.003) and perineural invasion (OR 2.270, p = 0.003) were found to be risk factors affecting overall survival. CONCLUSIONS IPMN is closely associated with early pancreatic cancer and may provide an opportunity for early detection. The presence of perineural invasion was a crucial prognostic factor for both overall and disease-free survival in patients with stage 1 pancreatic cancer.
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Affiliation(s)
- Hyo Suk Kim
- Department of Internal Medicine, Bucheon St. Mary's Hospital, College of Medicine, The Catholic University of Korea, Bucheon 14647, Republic of Korea
| | - Young Hoon Choi
- Department of Internal Medicine, Seoul St. Mary's Hospital, College of Medicine, The Catholic University of Korea, Seoul 06591, Republic of Korea
| | - Jae Sin Lee
- Department of Internal Medicine, Incheon St. Mary's Hospital, College of Medicine, The Catholic University of Korea, Incheon 21432, Republic of Korea
| | - Ik Hyun Jo
- Department of Internal Medicine, St. Vincent's Hospital, College of Medicine, The Catholic University of Korea, Suwon 16247, Republic of Korea
| | - Sung Woo Ko
- Department of Internal Medicine, Eunpyeong St. Mary's Hospital, College of Medicine, The Catholic University of Korea, Seoul 03312, Republic of Korea
| | - Kyu Hyun Paik
- Department of Internal Medicine, Daejeon St. Mary's Hospital, College of Medicine, The Catholic University of Korea, Daejeon 34943, Republic of Korea
| | - Hyun Ho Choi
- Department of Internal Medicine, Uijeongbu St. Mary's Hospital, College of Medicine, The Catholic University of Korea, Uijeongbu 11765, Republic of Korea
| | - Han Hee Lee
- Department of Internal Medicine, Yeouido St. Mary's Hospital, College of Medicine, The Catholic University of Korea, Seoul 07345, Republic of Korea
| | - Yeon Soo Lim
- Department of Radiology, Bucheon St. Mary's Hospital, College of Medicine, The Catholic University of Korea, Bucheon 14647, Republic of Korea
| | - Chang Nyol Paik
- Department of Internal Medicine, St. Vincent's Hospital, College of Medicine, The Catholic University of Korea, Suwon 16247, Republic of Korea
| | - In Seok Lee
- Department of Internal Medicine, Seoul St. Mary's Hospital, College of Medicine, The Catholic University of Korea, Seoul 06591, Republic of Korea
| | - Jae Hyuck Chang
- Department of Internal Medicine, Bucheon St. Mary's Hospital, College of Medicine, The Catholic University of Korea, Bucheon 14647, Republic of Korea
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8
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Li B, Wang B, Zhuang P, Cao H, Wu S, Tan Z, Gao S, Li P, Jing W, Shao Z, Zheng K, Wu L, Gao B, Wang Y, Jiang H, Guo S, He L, Yang Y, Jin G. A novel staging system derived from natural language processing of pathology reports to predict prognostic outcomes of pancreatic cancer: a retrospective cohort study. Int J Surg 2023; 109:3476-3489. [PMID: 37578452 PMCID: PMC10651292 DOI: 10.1097/js9.0000000000000648] [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: 05/12/2023] [Accepted: 07/16/2023] [Indexed: 08/15/2023]
Abstract
OBJECTIVE To construct a novel tumor-node-morphology (TNMor) staging system derived from natural language processing (NLP) of pathology reports to predict outcomes of pancreatic ductal adenocarcinoma. METHOD This retrospective study with 1657 participants was based on a large referral center and The Cancer Genome Atlas Program (TCGA) dataset. In the training cohort, NLP was used to extract and screen prognostic predictors from pathology reports to develop the TNMor system, which was further evaluated with the tumor-node-metastasis (TNM) system in the internal and external validation cohort, respectively. Main outcomes were evaluated by the log-rank test of Kaplan-Meier curves, the concordance index (C-index), and the area under the receiver operating curve (AUC). RESULTS The precision, recall, and F1 scores of the NLP model were 88.83, 89.89, and 89.21%, respectively. In Kaplan-Meier analysis, survival differences between stages in the TNMor system were more significant than that in the TNM system. In addition, our system provided an improved C-index (internal validation, 0.58 vs. 0.54, P <0.001; external validation, 0.64 vs. 0.63, P <0.001), and higher AUCs for 1, 2, and 3-year survival (internal validation: 0.62 vs. 0.54, P <0.001; 0.64 vs. 0.60, P= 0.017; 0.69 vs. 0.62, P= 0.001; external validation: 0.69 vs. 0.65, P= 0.098; 0.68 vs. 0.64, P= 0.154; 0.64 vs. 0.55, P= 0.032, respectively). Finally, our system was particularly beneficial for precise stratification of patients receiving adjuvant therapy, with an improved C-index (0.61 vs. 0.57, P <0.001), and higher AUCs for 1-year, 2-year, and 3-year survival (0.64 vs. 0.57, P <0.001; 0.64 vs. 0.58, P <0.001; 0.67 vs. 0.61, P <0.001; respectively) compared with the TNM system. CONCLUSION These findings suggest that the TNMor system performed better than the TNM system in predicting pancreatic ductal adenocarcinoma prognosis. It is a promising system to screen risk-adjusted strategies for precision medicine.
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Affiliation(s)
- Bo Li
- Department of Hepatobiliary Pancreatic Surgery
- Department of Hepatobiliary Pancreatic Surgery
| | - Beilei Wang
- Department of Hepatobiliary Pancreatic Surgery
- Department of Marine Biomedicine and Polar Medicine, Naval Medical Center, Navy Military Medical University
| | - Pengjie Zhuang
- Department of School of Computer Science and Technology, East China Normal University
| | - Hongwei Cao
- Department of Information, Changhai Hospital
| | | | - Zhendong Tan
- Department of School of Computer Science and Technology, East China Normal University
| | - Suizhi Gao
- Department of Hepatobiliary Pancreatic Surgery
| | - Penghao Li
- Department of Hepatobiliary Pancreatic Surgery
| | - Wei Jing
- Department of Hepatobiliary Pancreatic Surgery
| | - Zhuo Shao
- Department of Hepatobiliary Pancreatic Surgery
| | | | - Lele Wu
- Department of Information, Changhai Hospital
| | - Bai Gao
- Department of Information, Changhai Hospital
| | - Yang Wang
- Department of Pathology, Shanghai Fourth People’s Hospital, Tongji University School of Medicine
| | - Hui Jiang
- Department of Pathology, Changhai Hospital, Naval Military Medical University
| | - Shiwei Guo
- Department of Hepatobiliary Pancreatic Surgery
| | - Liang He
- Department of School of Computer Science and Technology, East China Normal University
- Shanghai Key Laboratory of Multidimensional Information Processing, Shanghai, People’s Republic of China
| | - Yan Yang
- Department of School of Computer Science and Technology, East China Normal University
- Shanghai Key Laboratory of Multidimensional Information Processing, Shanghai, People’s Republic of China
| | - Gang Jin
- Department of Hepatobiliary Pancreatic Surgery
| |
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