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Jiang Y, Wu Y, Zhang L, Wang Y, Xu G, Deng Y, Han L, Li E, Ma Q, Xu M, Wu Z, Wang Z. Loss of chromosome 9p21 is associated with a poor prognosis in adenosquamous carcinoma of the pancreas. PRECISION CLINICAL MEDICINE 2023; 6:pbad030. [PMID: 38024139 PMCID: PMC10681361 DOI: 10.1093/pcmedi/pbad030] [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: 07/19/2023] [Accepted: 10/23/2023] [Indexed: 12/01/2023] Open
Abstract
Adenosquamous carcinoma of the pancreas (ASCP) is a rare histological subtype of pancreatic cancer with a poor prognosis and a high metastasis rate. However, little is known about its genomic landscape and prognostic biomarkers. A total of 48 ASCP specimens and 98 pancreatic ductal adenocarcinoma (PDAC) tumour specimens were sequenced to explore the genomic landscape and prognostic biomarkers. The homozygous deletion of the 9p21.3 region (including CDKN2A, CDKN2B, and MTAP) (9p21 loss) occurred in both ASCP and PDAC, and a higher frequency of 9p21 loss was observed in ASCP (12.5% vs 2.0%, P = 0.022). Notably, 9p21 loss was significantly associated with poor disease-free survival (DFS) in ASCP patients (mDFS (Median DFS) = 4.17 vs 7.33 months, HR (Hazard Ratio) = 3.70, P = 0.009). The most common gene alterations in patients with ASCP were KRAS (96%), TP53 (81%), CDKN2A (42%), SMAD4 (21%), CDKN2B (13%), and FAT3 (13%). The mutation rates of ACVR2A (6.25% vs 0%), FANCA (6.25% vs 0%), RBM10 (6.25% vs 0%), and SPTA1 (8.33% vs 1.02%) were significantly higher in ASCP than in PDAC. In conclusion, we have comprehensively described the genomic landscape of the largest cohort of ASCP patients to date and highlight that 9p21 loss may be a promising prognostic biomarker for ASCP, which provides a molecular basis for prognosis prediction and new therapeutic strategies for ASCP.
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Affiliation(s)
- Yina Jiang
- Department of Pathology, The First Affiliated Hospital of Xi'an Jiaotong University, Xi'an 70061, China
- Pancreatic disease treatment center, Xi'an Jiaotong University, Xi'an 70061, China
| | - Yinying Wu
- Department of Medical Oncology, The First Affiliated Hospital of Xi'an Jiaotong University, Xi'an 70061, China
- Pancreatic disease treatment center, Xi'an Jiaotong University, Xi'an 70061, China
| | | | - Yan Wang
- OrigiMed Co. Ltd, Shanghai 201114, China
| | - Guiping Xu
- Department of Radiology, The First Affiliated Hospital of Xi'an Jiaotong University, Xi'an 70061, China
- Pancreatic disease treatment center, Xi'an Jiaotong University, Xi'an 70061, China
| | - Yuan Deng
- Department of Pathology, The First Affiliated Hospital of Xi'an Jiaotong University, Xi'an 70061, China
- Pancreatic disease treatment center, Xi'an Jiaotong University, Xi'an 70061, China
| | - Liang Han
- Department of Hepatobiliary Surgery, The First Affiliated Hospital of Xi'an Jiaotong University, Xi'an 70061, China
- Pancreatic disease treatment center, Xi'an Jiaotong University, Xi'an 70061, China
| | - Enxiao Li
- Department of Medical Oncology, The First Affiliated Hospital of Xi'an Jiaotong University, Xi'an 70061, China
- Pancreatic disease treatment center, Xi'an Jiaotong University, Xi'an 70061, China
| | - Qingyong Ma
- Department of Hepatobiliary Surgery, The First Affiliated Hospital of Xi'an Jiaotong University, Xi'an 70061, China
- Pancreatic disease treatment center, Xi'an Jiaotong University, Xi'an 70061, China
| | - Mian Xu
- OrigiMed Co. Ltd, Shanghai 201114, China
| | - Zheng Wu
- Department of Hepatobiliary Surgery, The First Affiliated Hospital of Xi'an Jiaotong University, Xi'an 70061, China
- Pancreatic disease treatment center, Xi'an Jiaotong University, Xi'an 70061, China
| | - Zheng Wang
- Department of Hepatobiliary Surgery, The First Affiliated Hospital of Xi'an Jiaotong University, Xi'an 70061, China
- Pancreatic disease treatment center, Xi'an Jiaotong University, Xi'an 70061, China
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Shirai Y, Onda S, Tanji Y, Hamura R, Matsumoto M, Yanagaki M, Tsunematsu M, Taniai T, Haruki K, Furukawa K, Abe K, Sakamoto T, Gocho T, Uwagawa T, Ikegami T. Superior mesenteric vein/portal vein contact in preoperative imaging indicates biological malignancy in anatomically resectable pancreatic cancer. Surg Oncol 2023; 51:101998. [PMID: 37769516 DOI: 10.1016/j.suronc.2023.101998] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/14/2023] [Revised: 09/02/2023] [Accepted: 09/17/2023] [Indexed: 10/03/2023]
Abstract
BACKGROUND Pancreatic cancer in contact with the superior mesenteric vein/portal vein is classified as resectable pancreatic cancer; however, the biological malignancy and treatment strategy have not been clarified. METHODS Data from 186 patients who underwent pancreatectomy for pancreatic cancer were evaluated using a prospectively maintained database. The patients were classified as having resectable tumors without superior mesenteric vein/portal vein contact and with superior mesenteric vein/portal vein contact of ≤180°. Disease-free survival, overall survival, and prognostic factors were analyzed. RESULTS In the univariate analysis, superior mesenteric vein/portal vein contact in resectable pancreatic cancer was a significant prognostic index for disease-free survival and overall survival. In the multivariate analysis for poor disease-free survival, the superior mesenteric vein/portal vein contact remained significant (hazard ratio = 2.13, 95% confidence interval: 1.29-3.51; p < 0.01). In the multivariate analysis, superior mesenteric vein/portal vein contact was a significant independent prognostic index for overall survival (hazard ratio = 2.17, 95% confidence interval: 1.27-3.70; p < 0.01), along with sex, tumor differentiation, nodal involvement, and adjuvant chemotherapy. Portal vein resection for superior mesenteric vein/portal vein contact did not improve the overall survival (p = 0.86). CONCLUSIONS Superior mesenteric vein/portal vein contact in resectable pancreatic cancer was found to be an independent predictor of disease-free survival and overall survival after elective resection. Thus, pancreatic cancer in contact with the superior mesenteric vein/portal vein may be considered as borderline resectable pancreatic cancer.
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Affiliation(s)
- Yoshihiro Shirai
- Division of Hepatobiliary and Pancreas Surgery, Department of Surgery, The Jikei University School of Medicine, Tokyo, 105-8461, Japan.
| | - Shinji Onda
- Division of Hepatobiliary and Pancreas Surgery, Department of Surgery, The Jikei University School of Medicine, Tokyo, 105-8461, Japan
| | - Yoshiaki Tanji
- Division of Hepatobiliary and Pancreas Surgery, Department of Surgery, The Jikei University School of Medicine, Tokyo, 105-8461, Japan
| | - Ryoga Hamura
- Division of Hepatobiliary and Pancreas Surgery, Department of Surgery, The Jikei University School of Medicine, Tokyo, 105-8461, Japan
| | - Michinori Matsumoto
- Division of Hepatobiliary and Pancreas Surgery, Department of Surgery, The Jikei University School of Medicine, Tokyo, 105-8461, Japan
| | - Mitsuru Yanagaki
- Division of Hepatobiliary and Pancreas Surgery, Department of Surgery, The Jikei University School of Medicine, Tokyo, 105-8461, Japan
| | - Masashi Tsunematsu
- Division of Hepatobiliary and Pancreas Surgery, Department of Surgery, The Jikei University School of Medicine, Tokyo, 105-8461, Japan
| | - Tomohiko Taniai
- Division of Hepatobiliary and Pancreas Surgery, Department of Surgery, The Jikei University School of Medicine, Tokyo, 105-8461, Japan
| | - Kochiro Haruki
- Division of Hepatobiliary and Pancreas Surgery, Department of Surgery, The Jikei University School of Medicine, Tokyo, 105-8461, Japan
| | - Kenei Furukawa
- Division of Hepatobiliary and Pancreas Surgery, Department of Surgery, The Jikei University School of Medicine, Tokyo, 105-8461, Japan
| | - Kyohei Abe
- Division of Hepatobiliary and Pancreas Surgery, Department of Surgery, The Jikei University School of Medicine, Tokyo, 105-8461, Japan
| | - Taro Sakamoto
- Division of Hepatobiliary and Pancreas Surgery, Department of Surgery, The Jikei University School of Medicine, Tokyo, 105-8461, Japan
| | - Takeshi Gocho
- Division of Hepatobiliary and Pancreas Surgery, Department of Surgery, The Jikei University School of Medicine, Tokyo, 105-8461, Japan
| | - Tadashi Uwagawa
- Division of Hepatobiliary and Pancreas Surgery, Department of Surgery, The Jikei University School of Medicine, Tokyo, 105-8461, Japan
| | - Toru Ikegami
- Division of Hepatobiliary and Pancreas Surgery, Department of Surgery, The Jikei University School of Medicine, Tokyo, 105-8461, Japan
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3
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Loi S, Mori M, Palumbo D, Crippa S, Palazzo G, Spezi E, Del Vecchio A, Falconi M, De Cobelli F, Fiorino C. Limited impact of discretization/interpolation parameters on the predictive power of CT radiomic features in a surgical cohort of pancreatic cancer patients. LA RADIOLOGIA MEDICA 2023:10.1007/s11547-023-01649-y. [PMID: 37289267 DOI: 10.1007/s11547-023-01649-y] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Subscribe] [Scholar Register] [Received: 02/10/2023] [Accepted: 05/15/2023] [Indexed: 06/09/2023]
Abstract
PURPOSE To explore the variation of the discriminative power of CT (Computed Tomography) radiomic features (RF) against image discretization/interpolation in predicting early distant relapses (EDR) after upfront surgery. MATERIALS AND METHODS Data of 144 patients with pre-surgical high contrast CT were processed consistently with IBSI (Image Biomarker Standardization Initiative) guidelines. Image interpolation/discretization parameters were intentionally changed, including cubic voxel size (0.21-27 mm3) and binning (32-128 grey levels) in a 15 parameter's sets. After excluding RF with poor inter-observer delineation agreement (ICC < 0.80) and not negligible inter-scanner variability, the variation of 80 RF against discretization/interpolation was first quantified. Then, their ability in classifying patients with early distant relapses (EDR, < 10 months, previously assessed at the first quartile value of time-to-relapse) was investigated in terms of AUC (Area Under Curve) variation for those RF significantly associated to EDR. RESULTS Despite RF variability against discretization/interpolation parameters was large and only 30/80 RF showed %COV < 20 (%COV = 100*STDEV/MEAN), AUC changes were relatively limited: for 30 RF significantly associated with EDR (AUC values around 0.60-0.70), the mean values of SD of AUC variability and AUC range were 0.02 and 0.05 respectively. AUC ranges were between 0.00 and 0.11, with values ≤ 0.05 in 16/30 RF. These variations were further reduced when excluding the extreme values of 32 and 128 for grey levels (Average AUC range 0.04, with values between 0.00 and 0.08). CONCLUSIONS The discriminative power of CT RF in the prediction of EDR after upfront surgery for pancreatic cancer is relatively invariant against image interpolation/discretization within a large range of voxel sizes and binning.
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Affiliation(s)
- Sara Loi
- Medical Physics, San Raffaele Scientific Institute, Via Olgettina 690, 20132, Milan, Italy
| | - Martina Mori
- Medical Physics, San Raffaele Scientific Institute, Via Olgettina 690, 20132, Milan, Italy
| | | | - Stefano Crippa
- Pancreatic Surgery Unit, Pancreas Translational and Clinical Research Center, San Raffaele Scientific Institute, Milan, Italy
- Università Vita-Salute, Milan, Italy
| | - Gabriele Palazzo
- Medical Physics, San Raffaele Scientific Institute, Via Olgettina 690, 20132, Milan, Italy
| | - Emiliano Spezi
- School of Engineering, Cardiff University, Cardiff, Wales, UK
| | - Antonella Del Vecchio
- Medical Physics, San Raffaele Scientific Institute, Via Olgettina 690, 20132, Milan, Italy
| | - Massimo Falconi
- Pancreatic Surgery Unit, Pancreas Translational and Clinical Research Center, San Raffaele Scientific Institute, Milan, Italy
- Università Vita-Salute, Milan, Italy
| | - Francesco De Cobelli
- San Raffaele Scientific Institute, Milan, Italy
- Università Vita-Salute, Milan, Italy
| | - Claudio Fiorino
- Medical Physics, San Raffaele Scientific Institute, Via Olgettina 690, 20132, Milan, Italy.
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Ono S, Adachi T, Ohtsuka T, Kimura R, Nishihara K, Watanabe Y, Nagano H, Tokumitsu Y, Nanashima A, Imamura N, Baba H, Chikamoto A, Inomata M, Hirashita T, Furukawa M, Idichi T, Shinchi H, Maruyama Y, Nakamura M, Eguchi S. Predictive factors for early recurrence after pancreaticoduodenectomy in patients with resectable pancreatic head cancer: A multicenter retrospective study. Surgery 2022; 172:1782-1790. [PMID: 36123175 DOI: 10.1016/j.surg.2022.08.004] [Citation(s) in RCA: 7] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/18/2022] [Revised: 08/03/2022] [Accepted: 08/08/2022] [Indexed: 01/06/2023]
Abstract
BACKGROUND Patients diagnosed with resectable pancreatic ductal adenocarcinoma often experience early recurrence even after upfront R0 resection. This study aimed to define early recurrence and identify preoperative risk factors for early recurrence after upfront pancreaticoduodenectomy in patients with resectable pancreatic ductal adenocarcinoma of the pancreatic head. METHODS This multicenter, retrospective study involved 500 patients who underwent pancreaticoduodenectomy resectable pancreatic ductal adenocarcinoma of the pancreatic head at 10 institutions between 2007 and 2016. Preoperative, intraoperative, and postoperative clinicopathological results were compared between early and non-early recurrence groups. Predictors of early recurrence were determined using statistical analyses. RESULTS Log-rank tests revealed a significant difference (P < .001) between recurrence within 3 to 6 months and 6 to 9 months. Early recurrence was subsequently defined as recurrence within 6 months. Patients were categorized into early recurrence (n = 104) and non-early recurrence groups (n = 389). The median overall survival of the early and non-early recurrence groups was 8.6 months and 42.6 months (P < .001), respectively. Preoperatively, high carbohydrate antigen 19-9 levels ≥120 U/mL, retroperitoneal invasion, and diabetes mellitus were identified as independent predictive risk factors for early recurrence according to multivariate analysis. Comparing survival rates among patients with 3, 2, 1, or none of these factors, the median overall survival was 17.6 (n = 90), 21.2 (n = 184), 47 (n = 141), and 61.5 (n = 73) months, respectively. CONCLUSION The optimal period that defines the early recurrence for resectable pancreatic ductal adenocarcinoma of the pancreatic head is 6 months. Tumor size ≥20 mm, preoperative carbohydrate antigen 19-9 levels ≥120 U/mL, retroperitoneal invasion of the tumor, and the presence of diabetes mellitus are independently associated with early recurrence.
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Affiliation(s)
- Shinichiro Ono
- Department of Surgery, Nagasaki University Graduate School of Biomedical Science, Nagasaki, Japan.
| | - Tomohiko Adachi
- Department of Surgery, Nagasaki University Graduate School of Biomedical Science, Nagasaki, Japan
| | - Takao Ohtsuka
- Department of Surgery and Oncology, Kyushu University, Fukuoka, Japan
| | - Ryuichiro Kimura
- Department of Surgery and Oncology, Kyushu University, Fukuoka, Japan
| | | | - Yusuke Watanabe
- Department of Surgery, Kitakyushu Municipal Medical Center, Fukuoka, Japan
| | - Hiroaki Nagano
- Department of Gastroenterological, Breast and Endocrine Surgery, Yamaguchi University, Yamaguchi, Japan
| | - Yukio Tokumitsu
- Department of Gastroenterological, Breast and Endocrine Surgery, Yamaguchi University, Yamaguchi, Japan
| | - Atsushi Nanashima
- Department of Hepato-Biliary-Pancreas Surgery, Miyazaki University, Miyazaki, Japan
| | - Naoya Imamura
- Department of Hepato-Biliary-Pancreas Surgery, Miyazaki University, Miyazaki, Japan
| | - Hideo Baba
- Department of Gastroenterological Surgery, Kumamoto University, Kyushu, Japan
| | - Akira Chikamoto
- Department of Gastroenterological Surgery, Kumamoto University, Kyushu, Japan
| | - Masafumi Inomata
- Department of Gastroenterological and Pediatric Surgery, Oita University, Oita, Japan
| | - Teijiro Hirashita
- Department of Gastroenterological and Pediatric Surgery, Oita University, Oita, Japan
| | - Masayuki Furukawa
- Department of Gastrointestinal and Medical Oncology, National Hospital Organization Kyushu Cancer Center
| | - Tetsuya Idichi
- Department of Digestive Surgery, Breast and Thyroid Surgery, Graduate School of Medical Sciences, Kagoshima University, Fukuoka, Japan
| | - Hiroyuki Shinchi
- Department of Digestive Surgery, Breast and Thyroid Surgery, Graduate School of Medical Sciences, Kagoshima University, Fukuoka, Japan
| | | | - Masafumi Nakamura
- Department of Surgery and Oncology, Kyushu University, Fukuoka, Japan
| | - Susumu Eguchi
- Department of Surgery, Nagasaki University Graduate School of Biomedical Science, Nagasaki, Japan
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5
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Kanda T, Wakiya T, Ishido K, Kimura N, Fujita H, Yoshizawa T, Goto S, Tatara Y, Kijima H, Hakamada K. Heterogeneity of metabolic adaptive capacity affects the prognosis among pancreatic ductal adenocarcinomas. J Gastroenterol 2022; 57:798-811. [PMID: 35780404 PMCID: PMC9522820 DOI: 10.1007/s00535-022-01898-0] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 05/07/2022] [Accepted: 06/15/2022] [Indexed: 02/04/2023]
Abstract
BACKGROUND Evolutionary cancer has a supply mechanism to satisfy higher energy demands even in poor-nutrient conditions. Metabolic reprogramming is essential to supply sufficient energy. The relationship between metabolic reprogramming and the clinical course of pancreatic ductal adenocarcinoma (PDAC) remains unclear. We aimed to clarify the differences in metabolic status among PDAC patients. METHODS We collected clinical data from 128 cases of resectable PDAC patients undergoing surgery. Sixty-three resected tissues, 15 tissues from the low carbohydrate antigen 19-9 (CA19-9), 38-100 U/mL, and high CA19-9, > 500 U/mL groups, and 33 non-tumor control parts, were subjected to tandem mass spectrometry workflow to systematically explore metabolic status. Clinical and proteomic data were compared on the most used PDAC biomarker, preoperative CA19-9 value. RESULTS Higher CA19-9 levels were clearly associated with higher early recurrence (p < 0.001), decreased RFS (p < 0.001), and decreased DSS (p = 0.025). From proteomic analysis, we discovered that cancer evolution-related as well as various metabolism-related pathways were more notable in the high group. Using resected tissue immunohistochemical staining, we learned that high CA19-9 PDAC demonstrated aerobic glycolysis enhancement, yet no decrease in protein synthesis. We found a heterogeneity of various metabolic processes, including carbohydrates, proteins, amino acids, lipids, and nucleic acids, between the low and the high groups, suggesting differences in metabolic adaptive capacity. CONCLUSIONS Our study found metabolic adaptation differences among PDAC cases, pertaining to both cancer evolution and the prognosis. CA19-9 can help estimate the metabolic adaptive capacity of energy supply for PDAC evolution.
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Affiliation(s)
- Taishu Kanda
- Department of Gastroenterological Surgery, Hirosaki University Graduate School of Medicine, 5 Zaifu-cho, Hirosaki, Aomori, 036-8562, Japan
| | - Taiichi Wakiya
- Department of Gastroenterological Surgery, Hirosaki University Graduate School of Medicine, 5 Zaifu-cho, Hirosaki, Aomori, 036-8562, Japan.
| | - Keinosuke Ishido
- Department of Gastroenterological Surgery, Hirosaki University Graduate School of Medicine, 5 Zaifu-cho, Hirosaki, Aomori, 036-8562, Japan
| | - Norihisa Kimura
- Department of Gastroenterological Surgery, Hirosaki University Graduate School of Medicine, 5 Zaifu-cho, Hirosaki, Aomori, 036-8562, Japan
| | - Hiroaki Fujita
- Department of Gastroenterological Surgery, Hirosaki University Graduate School of Medicine, 5 Zaifu-cho, Hirosaki, Aomori, 036-8562, Japan
| | - Tadashi Yoshizawa
- Department of Pathology and Bioscience, Hirosaki University Graduate School of Medicine, Hirosaki, Aomori, 036-8562, Japan
| | - Shintaro Goto
- Department of Pathology and Bioscience, Hirosaki University Graduate School of Medicine, Hirosaki, Aomori, 036-8562, Japan
| | - Yota Tatara
- Department of Stress Response Science, Center for Advanced Medical Research, Hirosaki University Graduate School of Medicine, Hirosaki, Aomori, 036-8562, Japan
| | - Hiroshi Kijima
- Department of Pathology and Bioscience, Hirosaki University Graduate School of Medicine, Hirosaki, Aomori, 036-8562, Japan
| | - Kenichi Hakamada
- Department of Gastroenterological Surgery, Hirosaki University Graduate School of Medicine, 5 Zaifu-cho, Hirosaki, Aomori, 036-8562, Japan
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Ono M, Ono Y, Nakamura T, Tsuchikawa T, Kuraya T, Kuwabara S, Nakanishi Y, Asano T, Matsui A, Tanaka K, Ebihara Y, Kurashima Y, Noji T, Murakami S, Shichinohe T, Mitsuhashi T, Omori Y, Furukawa T, Taniue K, Suzuki M, Sugitani A, Karasaki H, Mizukami Y, Hirano S. Predictors of Long-Term Survival in Pancreatic Ductal Adenocarcinoma after Pancreatectomy: TP53 and SMAD4 Mutation Scoring in Combination with CA19-9. Ann Surg Oncol 2022; 29:5007-5019. [PMID: 35399143 DOI: 10.1245/s10434-022-11630-0] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/27/2021] [Accepted: 02/26/2022] [Indexed: 12/17/2023]
Abstract
BACKGROUND Pancreatic ductal adenocarcinoma (PDA) is a fatal cancer for which even unfavorable clinicopathological factors occasionally fail to preclude long-term survival. We sought to establish a scoring system that utilizes measurable pre-intervention factors for predicting survival following surgical resection. METHODS We retrospectively analyzed 34 patients who died from short-term recurrences and 32 long-term survivors among 310 consecutively resected patients with PDA. A logistic regression model was used to define factors related to clinical parameters, molecular profiles of 18 pancreatic cancer-associated genes, and aberrant expression of major tumor suppressors. RESULTS Carbohydrate antigen 19-9 (CA19-9) had the best ability to classify patients with short-term recurrence and long-term survivors [odds ratio 21.04, 95% confidence interval (CI) 4.612-96.019], followed by SMAD4 and TP53 mutation scoring (odds ratio 41.322, 95% CI 3.156-541.035). Missense TP53 mutations were strongly associated with the nuclear expression of p53, whereas truncating mutations were associated with the absence of nuclear p53. The former subset was associated with a worse prognosis. The combination of aberrant SMAD4 and mutation types of TP53 exhibited a better resolution for distinguishing patients with short-term recurrences from long-term survivors (compared with the assessment of the number of mutated KRAS, CDKN2A, TP53, and SMAD4 genes). Calibration of mutation scores combined with CA19-9 in a logistic regression model setting demonstrated a practical effect in classifying long survivors and patients with early recurrence (c-statistic = 0.876). CONCLUSIONS Genetic information, i.e., TP53 mutation types and SMAD4 abnormalities, combined with CA19-9, will be a valuable tool for improving surgical strategies for pancreatic cancer.
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Affiliation(s)
- Masato Ono
- Department of Gastroenterological Surgery II, Faculty of Medicine, Hokkaido University, Sapporo, Hokkaido, Japan
| | - Yusuke Ono
- Institute of Biomedical Research, Sapporo Higashi Tokushukai Hospital, Sapporo, Japan
- Department of Medicine, Asahikawa Medical University, Asahikawa, Hokkaido, Japan
| | - Toru Nakamura
- Department of Gastroenterological Surgery II, Faculty of Medicine, Hokkaido University, Sapporo, Hokkaido, Japan.
| | - Takahiro Tsuchikawa
- Department of Gastroenterological Surgery II, Faculty of Medicine, Hokkaido University, Sapporo, Hokkaido, Japan
| | - Tomotaka Kuraya
- Department of Gastroenterological Surgery II, Faculty of Medicine, Hokkaido University, Sapporo, Hokkaido, Japan
| | - Shota Kuwabara
- Department of Gastroenterological Surgery II, Faculty of Medicine, Hokkaido University, Sapporo, Hokkaido, Japan
| | - Yoshitsugu Nakanishi
- Department of Gastroenterological Surgery II, Faculty of Medicine, Hokkaido University, Sapporo, Hokkaido, Japan
| | - Toshimichi Asano
- Department of Gastroenterological Surgery II, Faculty of Medicine, Hokkaido University, Sapporo, Hokkaido, Japan
| | - Aya Matsui
- Department of Gastroenterological Surgery II, Faculty of Medicine, Hokkaido University, Sapporo, Hokkaido, Japan
| | - Kimitaka Tanaka
- Department of Gastroenterological Surgery II, Faculty of Medicine, Hokkaido University, Sapporo, Hokkaido, Japan
| | - Yuma Ebihara
- Department of Gastroenterological Surgery II, Faculty of Medicine, Hokkaido University, Sapporo, Hokkaido, Japan
| | - Yo Kurashima
- Department of Gastroenterological Surgery II, Faculty of Medicine, Hokkaido University, Sapporo, Hokkaido, Japan
| | - Takehiro Noji
- Department of Gastroenterological Surgery II, Faculty of Medicine, Hokkaido University, Sapporo, Hokkaido, Japan
| | - Soichi Murakami
- Department of Gastroenterological Surgery II, Faculty of Medicine, Hokkaido University, Sapporo, Hokkaido, Japan
| | - Toshiaki Shichinohe
- Department of Gastroenterological Surgery II, Faculty of Medicine, Hokkaido University, Sapporo, Hokkaido, Japan
| | - Tomoko Mitsuhashi
- Department of Surgical Pathology, Hokkaido University Hospital, Sapporo, Japan
| | - Yuko Omori
- Institute of Biomedical Research, Sapporo Higashi Tokushukai Hospital, Sapporo, Japan
- Department of Investigative Pathology, Tohoku University Graduate School of Medicine, Sendai, Japan
| | - Toru Furukawa
- Department of Investigative Pathology, Tohoku University Graduate School of Medicine, Sendai, Japan
| | - Kenzui Taniue
- Department of Medicine, Asahikawa Medical University, Asahikawa, Hokkaido, Japan
- Isotope Science Center, The University of Tokyo, Tokyo, Japan
| | - Mayumi Suzuki
- Institute of Biomedical Research, Sapporo Higashi Tokushukai Hospital, Sapporo, Japan
| | - Ayumu Sugitani
- Institute of Biomedical Research, Sapporo Higashi Tokushukai Hospital, Sapporo, Japan
| | - Hidenori Karasaki
- Institute of Biomedical Research, Sapporo Higashi Tokushukai Hospital, Sapporo, Japan
| | - Yusuke Mizukami
- Institute of Biomedical Research, Sapporo Higashi Tokushukai Hospital, Sapporo, Japan.
- Department of Medicine, Asahikawa Medical University, Asahikawa, Hokkaido, Japan.
| | - Satoshi Hirano
- Department of Gastroenterological Surgery II, Faculty of Medicine, Hokkaido University, Sapporo, Hokkaido, Japan
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7
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Ono M, Nakamura T, Mizukami Y, Hirano S. ASO Author Reflections: Constructed Scoring System Using TP53 and SMAD4 Mutations Combined with Carbohydrate Antigen 19-9 in Pancreatic Ductal Adenocarcinoma. Ann Surg Oncol 2022; 29:5020-5021. [PMID: 35527329 DOI: 10.1245/s10434-022-11735-6] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/24/2022] [Accepted: 03/27/2022] [Indexed: 12/17/2023]
Affiliation(s)
- Masato Ono
- Department of Gastroenterological Surgery II, Hokkaido University Faculty of Medicine, Sapporo, Hokkaido, Japan
| | - Toru Nakamura
- Department of Gastroenterological Surgery II, Hokkaido University Faculty of Medicine, Sapporo, Hokkaido, Japan.
| | - Yusuke Mizukami
- Institute of Biomedical Research, Sapporo Higashi Tokushukai Hospital, Sapporo, Japan.
- Department of Medicine, Asahikawa Medical University, Asahikawa, Hokkaido, Japan.
| | - Satoshi Hirano
- Department of Gastroenterological Surgery II, Hokkaido University Faculty of Medicine, Sapporo, Hokkaido, Japan
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Ishido K, Kimura N, Wakiya T, Nagase H, Hara Y, Kanda T, Fujita H, Hakamada K. Development of a Biomarker-Based Scoring System Predicting Early Recurrence of Resectable Pancreatic Duct Adenocarcinoma. Ann Surg Oncol 2021; 29:1281-1293. [PMID: 34608555 PMCID: PMC8724152 DOI: 10.1245/s10434-021-10866-6] [Citation(s) in RCA: 9] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/01/2021] [Accepted: 09/11/2021] [Indexed: 12/12/2022]
Abstract
Background Resectable pancreatic ductal adenocarcinoma (R-PDAC) often recurs early after radical resection, which is associated with poor prognosis. Predicting early recurrence preoperatively is useful for determining the optimal treatment. Patients and methods One hundred and seventy-eight patients diagnosed with R-PDAC on computed tomography (CT) imaging and undergoing radical resection at Hirosaki University Hospital from 2005 to 2019 were retrospectively analyzed. Patients with recurrence within 6 months after resection formed the early recurrence (ER) group, while other patients constituted the non-early recurrence (non-ER) group. Early recurrence prediction score (ERP score) was developed using preoperative parameters. Results ER was observed in 45 patients (25.3%). The ER group had significantly higher preoperative CA19-9 (p = 0.03), serum SPan-1 (p = 0.006), and CT tumor diameter (p = 0.01) compared with the non-ER group. The receiver operating characteristic (ROC) curve analysis identified cutoff values for CA19-9 (133 U/mL), SPan-1 (78.2 U/mL), and preoperative tumor diameter (23 mm). When the parameter exceeded the cutoff level, 1 point was given, and the total score of the three factors was defined as the ERP score. The group with an ERP score of 3 had postoperative recurrence-free survival (RFS) of 5.5 months (95% CI 3.02–7.98). Multivariate analysis for ER-related perioperative and surgical factors identified ERP score of 3 [odds ratio (OR) 4.63 (95% CI 1.82–11.78), p = 0.0013] and R1 resection [OR 3.20 (95% CI 1.01–10.17), p = 0.049] as independent predictors of ER. Conclusions For R-PDAC, ER could be predicted by the scoring system using preoperative serum CA19-9 and SPan-1 levels and CT tumor diameter, which may have great significance in identifying patients with poor prognoses and avoiding unnecessary surgery.
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Affiliation(s)
- Keinosuke Ishido
- Department of Gastroenterological Surgery, Hirosaki University Graduate School of Medicine, Hirosaki, Japan.
| | - Norihisa Kimura
- Department of Gastroenterological Surgery, Hirosaki University Graduate School of Medicine, Hirosaki, Japan
| | - Taiichi Wakiya
- Department of Gastroenterological Surgery, Hirosaki University Graduate School of Medicine, Hirosaki, Japan
| | - Hayato Nagase
- Department of Gastroenterological Surgery, Hirosaki University Graduate School of Medicine, Hirosaki, Japan
| | - Yutaro Hara
- Department of Gastroenterological Surgery, Hirosaki University Graduate School of Medicine, Hirosaki, Japan
| | - Taishu Kanda
- Department of Gastroenterological Surgery, Hirosaki University Graduate School of Medicine, Hirosaki, Japan
| | - Hiroaki Fujita
- Department of Gastroenterological Surgery, Hirosaki University Graduate School of Medicine, Hirosaki, Japan
| | - Kenichi Hakamada
- Department of Gastroenterological Surgery, Hirosaki University Graduate School of Medicine, Hirosaki, Japan
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Palumbo D, Mori M, Prato F, Crippa S, Belfiori G, Reni M, Mushtaq J, Aleotti F, Guazzarotti G, Cao R, Steidler S, Tamburrino D, Spezi E, Del Vecchio A, Cascinu S, Falconi M, Fiorino C, De Cobelli F. Prediction of Early Distant Recurrence in Upfront Resectable Pancreatic Adenocarcinoma: A Multidisciplinary, Machine Learning-Based Approach. Cancers (Basel) 2021; 13:cancers13194938. [PMID: 34638421 PMCID: PMC8508250 DOI: 10.3390/cancers13194938] [Citation(s) in RCA: 17] [Impact Index Per Article: 4.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/30/2021] [Revised: 09/27/2021] [Accepted: 09/28/2021] [Indexed: 01/06/2023] Open
Abstract
Simple Summary If pancreatic adenocarcinoma is assessed to be technically resectable, curative surgery is still suggested as the primary treatment option; however, the recurrence rate can be very high even in this selected population. The aim of our retrospective study was to develop a preoperative model to accurately stratify upfront resectable patients according to the risk of early distant disease relapse after surgery (<12 months from index procedure). Through a machine learning-based approach, we identified one biochemical marker (serum level of CA19.9), one radiological finding (necrosis) and one radiomic feature (SurfAreaToVolumeRatio), all significantly associated with the early resurge of distant recurrence. A model composed of these three variables only allowed identification of those patients at high risk for early distant disease relapse (50% chance of developing metastases within 12 months after surgery), who would benefit from neoadjuvant chemotherapy instead of upfront surgery. Abstract Despite careful selection, the recurrence rate after upfront surgery for pancreatic adenocarcinoma can be very high. We aimed to construct and validate a model for the prediction of early distant recurrence (<12 months from index surgery) after upfront pancreaticoduodenectomy. After exclusions, 147 patients were retrospectively enrolled. Preoperative clinical and radiological (CT-based) data were systematically evaluated; moreover, 182 radiomics features (RFs) were extracted. Most significant RFs were selected using minimum redundancy, robustness against delineation uncertainty and an original machine learning bootstrap-based method. Patients were split into training (n = 94) and validation cohort (n = 53). Multivariable Cox regression analysis was first applied on the training cohort; the resulting prognostic index was then tested in the validation cohort. Clinical (serum level of CA19.9), radiological (necrosis), and radiomic (SurfAreaToVolumeRatio) features were significantly associated with the early resurge of distant recurrence. The model combining these three variables performed well in the training cohort (p = 0.0015, HR = 3.58, 95%CI = 1.98–6.71) and was then confirmed in the validation cohort (p = 0.0178, HR = 5.06, 95%CI = 1.75–14.58). The comparison of survival curves between low and high-risk patients showed a p-value <0.0001. Our model may help to better define resectability status, thus providing an actual aid for pancreatic adenocarcinoma patients’ management (upfront surgery vs. neoadjuvant chemotherapy). Independent validations are warranted.
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Affiliation(s)
- Diego Palumbo
- Department of Radiology, IRCCS San Raffaele Scientific Institute, 20132 Milan, Italy; (D.P.); (J.M.); (G.G.); (S.S.); (F.D.C.)
- School of Medicine, Vita-Salute San Raffaele University, 20132 Milan, Italy; (F.P.); (S.C.); (G.B.); (M.R.); (F.A.); (R.C.); (S.C.); (M.F.)
| | - Martina Mori
- Department of Medical Physics, IRCCS San Raffaele Scientific Institute, 20132 Milan, Italy; (M.M.); (A.D.V.)
| | - Francesco Prato
- School of Medicine, Vita-Salute San Raffaele University, 20132 Milan, Italy; (F.P.); (S.C.); (G.B.); (M.R.); (F.A.); (R.C.); (S.C.); (M.F.)
| | - Stefano Crippa
- School of Medicine, Vita-Salute San Raffaele University, 20132 Milan, Italy; (F.P.); (S.C.); (G.B.); (M.R.); (F.A.); (R.C.); (S.C.); (M.F.)
- Pancreatic Surgery Unit, Pancreas Translational and Clinical Research Center, IRCCS San Raffaele Scientific Institute, 20132 Milan, Italy;
| | - Giulio Belfiori
- School of Medicine, Vita-Salute San Raffaele University, 20132 Milan, Italy; (F.P.); (S.C.); (G.B.); (M.R.); (F.A.); (R.C.); (S.C.); (M.F.)
- Pancreatic Surgery Unit, Pancreas Translational and Clinical Research Center, IRCCS San Raffaele Scientific Institute, 20132 Milan, Italy;
| | - Michele Reni
- School of Medicine, Vita-Salute San Raffaele University, 20132 Milan, Italy; (F.P.); (S.C.); (G.B.); (M.R.); (F.A.); (R.C.); (S.C.); (M.F.)
- Department of Oncology, IRCCS San Raffaele Scientific Institute, 20132 Milan, Italy
| | - Junaid Mushtaq
- Department of Radiology, IRCCS San Raffaele Scientific Institute, 20132 Milan, Italy; (D.P.); (J.M.); (G.G.); (S.S.); (F.D.C.)
- School of Medicine, Vita-Salute San Raffaele University, 20132 Milan, Italy; (F.P.); (S.C.); (G.B.); (M.R.); (F.A.); (R.C.); (S.C.); (M.F.)
| | - Francesca Aleotti
- School of Medicine, Vita-Salute San Raffaele University, 20132 Milan, Italy; (F.P.); (S.C.); (G.B.); (M.R.); (F.A.); (R.C.); (S.C.); (M.F.)
- Pancreatic Surgery Unit, Pancreas Translational and Clinical Research Center, IRCCS San Raffaele Scientific Institute, 20132 Milan, Italy;
| | - Giorgia Guazzarotti
- Department of Radiology, IRCCS San Raffaele Scientific Institute, 20132 Milan, Italy; (D.P.); (J.M.); (G.G.); (S.S.); (F.D.C.)
| | - Roberta Cao
- School of Medicine, Vita-Salute San Raffaele University, 20132 Milan, Italy; (F.P.); (S.C.); (G.B.); (M.R.); (F.A.); (R.C.); (S.C.); (M.F.)
| | - Stephanie Steidler
- Department of Radiology, IRCCS San Raffaele Scientific Institute, 20132 Milan, Italy; (D.P.); (J.M.); (G.G.); (S.S.); (F.D.C.)
| | - Domenico Tamburrino
- Pancreatic Surgery Unit, Pancreas Translational and Clinical Research Center, IRCCS San Raffaele Scientific Institute, 20132 Milan, Italy;
| | - Emiliano Spezi
- School of Engineering, Cardiff University, Cardiff CF24 3AA, UK;
| | - Antonella Del Vecchio
- Department of Medical Physics, IRCCS San Raffaele Scientific Institute, 20132 Milan, Italy; (M.M.); (A.D.V.)
| | - Stefano Cascinu
- School of Medicine, Vita-Salute San Raffaele University, 20132 Milan, Italy; (F.P.); (S.C.); (G.B.); (M.R.); (F.A.); (R.C.); (S.C.); (M.F.)
- Department of Oncology, IRCCS San Raffaele Scientific Institute, 20132 Milan, Italy
| | - Massimo Falconi
- School of Medicine, Vita-Salute San Raffaele University, 20132 Milan, Italy; (F.P.); (S.C.); (G.B.); (M.R.); (F.A.); (R.C.); (S.C.); (M.F.)
- Pancreatic Surgery Unit, Pancreas Translational and Clinical Research Center, IRCCS San Raffaele Scientific Institute, 20132 Milan, Italy;
| | - Claudio Fiorino
- Department of Medical Physics, IRCCS San Raffaele Scientific Institute, 20132 Milan, Italy; (M.M.); (A.D.V.)
- Correspondence:
| | - Francesco De Cobelli
- Department of Radiology, IRCCS San Raffaele Scientific Institute, 20132 Milan, Italy; (D.P.); (J.M.); (G.G.); (S.S.); (F.D.C.)
- School of Medicine, Vita-Salute San Raffaele University, 20132 Milan, Italy; (F.P.); (S.C.); (G.B.); (M.R.); (F.A.); (R.C.); (S.C.); (M.F.)
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Sato H, Goto T, Hayashi A, Kawabata H, Okada T, Takauji S, Sasajima J, Enomoto K, Fujiya M, Oyama K, Ono Y, Sugitani A, Mizukami Y, Okumura T. Prognostic significance of skeletal muscle decrease in unresectable pancreatic cancer: Survival analysis using the Weibull exponential distribution model. Pancreatology 2021; 21:892-902. [PMID: 33722506 DOI: 10.1016/j.pan.2021.03.002] [Citation(s) in RCA: 9] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 12/30/2020] [Revised: 02/21/2021] [Accepted: 03/01/2021] [Indexed: 02/08/2023]
Abstract
BACKGROUND/OBJECTIVES Decrease in skeletal muscle mass and function is associated with a poor prognosis following surgical resection of pancreatic ductal adenocarcinomas (PDAs). This study evaluated whether skeletal muscle mass decrease affects PDA outcomes. METHODS Data of 112 patients with advanced and unresectable PDA who underwent chemotherapy in a single institution were retrospectively analyzed. Information on age, sex, hematological investigations, including systemic inflammation-based markers and nutritional assessment biomarkers, and imaging parameters of skeletal muscle mass and visceral adipose tissue were retrieved from the patients' medical records. The efficiency of the Cox, Weibull, and standardized exponential models were compared using hazard ratios and the Akaike Information Criterion (AIC). RESULTS Results from the Weibull, Cox, and standardized exponential model analyses indicated that low skeletal muscle mass, Eastern Cooperative Oncology Group performance status (PS), and the requirement of biliary drainage were associated with the highest risk of death, followed by carcinoembryonic antigen (CEA) levels and the presence of ascites. The AIC value from the four significant parameters was lowest for the Weibull-exponential distribution (222.3) than that of the Cox (653.7) and standardized exponential models (265.7). We developed a model for estimating the 1-year survival probability using the Weibull-exponential distribution. CONCLUSIONS Low-skeletal muscle index, PS, requirement of biliary drainage, CEA levels, and presence of ascites are independent factors for predicting poor patient survival after chemotherapy. Improved survival modeling using a parametric approach may accurately predict the outcome of patients with advanced-stage PDA.
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Affiliation(s)
- Hiroki Sato
- Department of Medicine, Asahikawa Medical University, 2-1 Midorigaoka-Higashi, Asahikawa, Japan
| | - Takuma Goto
- Department of Medicine, Asahikawa Medical University, 2-1 Midorigaoka-Higashi, Asahikawa, Japan
| | - Akihiro Hayashi
- Department of Medicine, Asahikawa Medical University, 2-1 Midorigaoka-Higashi, Asahikawa, Japan
| | - Hidemasa Kawabata
- Department of Medicine, Asahikawa Medical University, 2-1 Midorigaoka-Higashi, Asahikawa, Japan
| | - Tetsuhiro Okada
- Department of Medicine, Asahikawa Medical University, 2-1 Midorigaoka-Higashi, Asahikawa, Japan
| | - Shuhei Takauji
- Department of Medicine, Asahikawa Medical University, 2-1 Midorigaoka-Higashi, Asahikawa, Japan
| | - Junpei Sasajima
- Department of Medicine, Asahikawa Medical University, 2-1 Midorigaoka-Higashi, Asahikawa, Japan
| | - Katsuro Enomoto
- Department of Medicine, Asahikawa Medical University, 2-1 Midorigaoka-Higashi, Asahikawa, Japan
| | - Mikihiro Fujiya
- Department of Medicine, Asahikawa Medical University, 2-1 Midorigaoka-Higashi, Asahikawa, Japan
| | - Kyohei Oyama
- Department of Cardiovascular Surgery, Asahikawa Medical University, 2-1 Midorigaoka-Higashi, Asahikawa, Japan
| | - Yusuke Ono
- Institute of Biomedical Research, Sapporo-Higashi Tokushukai Hospital, 3-1, North-33, East-14, Higashi-Ku, Sapporo, Japan
| | - Ayumu Sugitani
- Institute of Biomedical Research, Sapporo-Higashi Tokushukai Hospital, 3-1, North-33, East-14, Higashi-Ku, Sapporo, Japan
| | - Yusuke Mizukami
- Department of Medicine, Asahikawa Medical University, 2-1 Midorigaoka-Higashi, Asahikawa, Japan; Institute of Biomedical Research, Sapporo-Higashi Tokushukai Hospital, 3-1, North-33, East-14, Higashi-Ku, Sapporo, Japan.
| | - Toshikatsu Okumura
- Department of Medicine, Asahikawa Medical University, 2-1 Midorigaoka-Higashi, Asahikawa, Japan
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11
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Tang X, Zhang M, Sun L, Xu F, Peng X, Zhang Y, Deng Y, Wu S. The Biological Function Delineated Across Pan-Cancer Levels Through lncRNA-Based Prognostic Risk Assessment Factors for Pancreatic Cancer. Front Cell Dev Biol 2021; 9:694652. [PMID: 34195204 PMCID: PMC8236889 DOI: 10.3389/fcell.2021.694652] [Citation(s) in RCA: 8] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/13/2021] [Accepted: 05/19/2021] [Indexed: 12/22/2022] Open
Abstract
Long non-coding RNAs (lncRNAs) play key roles in tumors and function not only as important molecular markers for cancer prognosis, but also as molecular characteristics at the pan-cancer level. Because of the poor prognosis of pancreatic cancer, accurate assessment of prognosis is a key issue in the development of treatment plans for pancreatic cancer. Here we analyzed pancreatic cancer data from The Cancer Genome Atlas and The Genotype Tissue Expression database using Cox regression and lasso regression in analyses using a combination of the two databases as well as only The Cancer Genome Atlas database (Cancer Genome Atlas Research Network et al., 2013). A prognostic risk score model with significant correlation with pancreatic cancer survival was constructed, and two lncRNAs were investigated. Additional analysis of 33 cancers using the two lncRNAs showed that lncRNA TsPOAP1-AS1 was a prognostic marker of seven cancers, among which pancreatic cancer was the most significant, and lncRNA mi600hg was a prognostic marker of ovarian cancer and pancreatic cancer. LncRNA TsPOAP1-AS1 is associated with clinical stage and tumor mutation burden of some cancers as well as a strong degree of immune infiltration in many cancers, while a strong correlation between lncRNA mi600hg and microsatellite instability was observed in several cancers. The results of this study help further our understanding of the different functions of lncRNAs in cancer and may aid in the clinical application of lncRNAs as prognostic factors for cancer.
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Affiliation(s)
- Xudong Tang
- Department of Human Anatomy, Harbin Medical University, Harbin, China
| | - Mengyan Zhang
- Computational Biology Research Center, School of Life Sciences and Technology, Harbin Institute of Technology, Harbin, China
| | - Liang Sun
- Department of Human Anatomy, Harbin Medical University, Harbin, China
| | - Fengyan Xu
- Department of Human Anatomy, Harbin Medical University, Harbin, China
| | - Xin Peng
- Department of Emergency Medicine, The Second Affiliated Hospital of Harbin Medical University, Harbin, China
| | - Yan Zhang
- Computational Biology Research Center, School of Life Sciences and Technology, Harbin Institute of Technology, Harbin, China
| | - Ying Deng
- Department of Emergency Medicine, The Second Affiliated Hospital of Harbin Medical University, Harbin, China
| | - Shuliang Wu
- Department of Human Anatomy, Harbin Medical University, Harbin, China
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12
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Wei K, Hackert T. Surgical Treatment of Pancreatic Ductal Adenocarcinoma. Cancers (Basel) 2021; 13:cancers13081971. [PMID: 33923884 PMCID: PMC8074119 DOI: 10.3390/cancers13081971] [Citation(s) in RCA: 23] [Impact Index Per Article: 5.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/17/2021] [Revised: 04/13/2021] [Accepted: 04/13/2021] [Indexed: 02/07/2023] Open
Abstract
Simple Summary Surgery is the only potential cure for pancreatic ductal adenocarcinoma and should always be combined with adjuvant chemotherapy or other multimodal treatment. Besides the advances in such multimodal approaches, there has been substantial progress in surgical techniques to especially address advanced resections. These techniques include specific operative steps, such as ‘artery first’ or ‘uncinate first’ approaches as well as techniques that allow safe vascular resection and reconstruction to achieve radical tumor removal. Most recently, also minimally-invasive and robotic approaches have been adopted for pancreatic cancer surgery; however, there is no high-level evidence on these evolving techniques especially with regards to long-term results compared to conventional surgical techniques. Abstract Pancreatic ductal adenocarcinoma (PDAC) represents an aggressive tumor of the digestive system with still low five-year survival of less than 10%. Although there are improvements for multimodal therapy of PDAC, surgery still remains the effective way to treat the disease. Combined with adjuvant and/or neoadjuvant treatment, pancreatic surgery is able to enhance the five-year survival up to around 20%. However, pancreatic resection is always associated with a high risk of complications and regarded as one of the most complex fields in abdominal surgery. This review gives a summary on the surgical treatment for PDAC based on the current literature with a special focus on resection techniques.
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13
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Abstract
Pancreatic ductal adenocarcinoma (PDAC) represents an aggressive tumor of the digestive system with still low five-year survival of less than 10%. Although there are improvements for multimodal therapy of PDAC, surgery still remains the effective way to treat the disease. Combined with adjuvant and/or neoadjuvant treatment, pancreatic surgery is able to enhance the five-year survival up to around 20%. However, pancreatic resection is always associated with a high risk of complications and regarded as one of the most complex fields in abdominal surgery. This review gives a summary on the surgical treatment for PDAC based on the current literature with a special focus on resection techniques.
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14
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Kato H, Horiguchi A, Ito M, Asano Y, Arakawa S. Essential updates 2019/2020: Multimodal treatment of localized pancreatic adenocarcinoma: Current topics and updates in survival outcomes and prognostic factors. Ann Gastroenterol Surg 2021; 5:132-151. [PMID: 33860134 PMCID: PMC8034700 DOI: 10.1002/ags3.12427] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 11/08/2020] [Revised: 11/26/2020] [Accepted: 12/22/2020] [Indexed: 12/13/2022] Open
Abstract
Overall survival of patients with localized pancreatic ductal adenocarcinoma (PDAC) is extremely poor. Therefore, the establishment of multimodal treatment strategies is indispensable for PDAC patients because surgical treatment alone could not contribute to the improvement of survival. In this review article, we focus on the current topics and advancement of the treatments for localized PDAC including resectable, borderline resectable, and locally advanced PDAC in accordance with the articles mainly published from 2019 to 2020. Reviewing the articles, the recent progress of multimodal treatments notably improves the prognosis of patients with localized PDAC. For resectable PDAC, neoadjuvant chemo or chemoradiation therapy, rather than upfront surgery, plays a key role, especially in patients with a large tumor, poor performance status, high tumor marker levels, peripancreatic lymph nodes metastasis, or neural invasion suspected on preoperative imaging. For borderline resectable PDAC, neoadjuvant treatments followed by surgery is a desirable approach, and maintenance of immunonutritional status during the treatments are also important. For locally advanced disease, conversion surgery has a central role in improving a survival outcome; however, its indication should be standardized.
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Affiliation(s)
- Hiroyuki Kato
- Department of Gastroenterological SurgeryBantane HospitalFujita Health University School of MedicineNagoyaAichiJapan
| | - Akihiko Horiguchi
- Department of Gastroenterological SurgeryBantane HospitalFujita Health University School of MedicineNagoyaAichiJapan
| | - Masahiro Ito
- Department of Gastroenterological SurgeryBantane HospitalFujita Health University School of MedicineNagoyaAichiJapan
| | - Yukio Asano
- Department of Gastroenterological SurgeryBantane HospitalFujita Health University School of MedicineNagoyaAichiJapan
| | - Satoshi Arakawa
- Department of Gastroenterological SurgeryBantane HospitalFujita Health University School of MedicineNagoyaAichiJapan
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15
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Kondo N, Uemura K, Sumiyoshi T, Okada K, Seo S, Otsuka H, Kawano R, Murakami Y, Takahashi S. Identification of Preoperative Risk Factors for Poor Survival in Patients with Resectable Pancreatic Cancer Treated with Upfront Surgery. Dig Surg 2021; 38:352-360. [PMID: 34689146 DOI: 10.1159/000520064] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 08/31/2021] [Accepted: 09/30/2021] [Indexed: 12/10/2022]
Abstract
INTRODUCTION The aim of this study was to identify preoperative risk factors for poor survival in patients with resectable pancreatic ductal adenocarcinoma (PDAC) treated with upfront surgery. METHODS Medical records of 268 patients with resectable PDAC defined by resectability status who underwent upfront surgery were reviewed retrospectively. Multivariate analyses were performed to identify preoperative risk factors for recurrence-free survival (RFS) and overall survival (OS). Moreover, a binary logistic regression model was built to determine preoperative independent risk factors of 2- and 3-year recurrence and survival. RESULTS Multivariate analyses identified CA19-9 (≥100 U/mL, p < 0.001) as an independent risk factor for poor RFS, and worse performance status (1 or 2, p = 0.03), platelet:lymphocyte ratio (<150, p = 0.04), and preoperative CA19-9 (≥100 U/mL, p < 0.001) as independent risk factors for poor OS. Moreover, preoperative CA19-9 (≥100 U/mL) was the only independent risk factor identified for 2- and 3-year recurrence and survival. DISCUSSION/CONCLUSION Preoperative CA19-9 (≥100 U/mL) was the most reliable preoperative predictive factor for poor survival in resectable PDAC treated with upfront surgery. These findings warrant further clinical trials investigating efficacy of neoadjuvant therapy targeting the subset of patients with resectable PDAC who have elevated preoperative CA19-9, namely, those with high risk of poor prognosis.
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Affiliation(s)
- Naru Kondo
- Department of Surgery, Graduate School of Biomedical and Health Science, Hiroshima University, Hiroshima, Japan
| | - Kenichiro Uemura
- Department of Surgery, Graduate School of Biomedical and Health Science, Hiroshima University, Hiroshima, Japan
| | - Tatsuaki Sumiyoshi
- Department of Surgery, Graduate School of Biomedical and Health Science, Hiroshima University, Hiroshima, Japan
| | - Kenjiro Okada
- Department of Surgery, Graduate School of Biomedical and Health Science, Hiroshima University, Hiroshima, Japan
| | - Shingo Seo
- Department of Surgery, Graduate School of Biomedical and Health Science, Hiroshima University, Hiroshima, Japan
| | - Hiroyuki Otsuka
- Department of Surgery, Graduate School of Biomedical and Health Science, Hiroshima University, Hiroshima, Japan
| | - Reo Kawano
- Center for Integrated Medical Research, Hiroshima University Hospital, Hiroshima, Japan
| | - Yoshiaki Murakami
- Department of Advanced Medicine, Hiroshima University, Hiroshima, Japan
| | - Shinya Takahashi
- Department of Surgery, Graduate School of Biomedical and Health Science, Hiroshima University, Hiroshima, Japan
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Ishido K, Hakamada K, Kimura N, Miura T, Wakiya T. Essential updates 2018/2019: Current topics in the surgical treatment of pancreatic ductal adenocarcinoma. Ann Gastroenterol Surg 2021; 5:7-23. [PMID: 33532676 PMCID: PMC7832965 DOI: 10.1002/ags3.12379] [Citation(s) in RCA: 19] [Impact Index Per Article: 4.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 06/05/2020] [Revised: 06/23/2020] [Accepted: 06/25/2020] [Indexed: 12/17/2022] Open
Abstract
Pancreatic ductal adenocarcinoma (PDAC) is highly malignant. While cancers in other organs have shown clear improvements in 5-year survival, the 5-year survival rate of pancreatic cancer is approximately 10%. Early relapse and metastasis are not uncommon, making it difficult to achieve an acceptable prognosis even after complete surgical resection of the pancreas. Studies have been performed on various treatments to improve the prognosis of PDAC, and multidisciplinary approaches including non-surgical treatments have led to gradual improvement. In the present literature review, we have described the significance of anatomical and biological resectability criteria, the concept of R0 resection in surgical treatment, the feasibility of minimally invasive surgery, the remarkable development of perioperative chemotherapy, the effectiveness of conversion surgery for unresectable PDAC, and ongoing challenges in PDAC treatment. We also provide an essential update on these subjects by focusing on recent trends and topics.
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Affiliation(s)
- Keinosuke Ishido
- Department of Gastroenterological SurgeryHirosaki University Graduate School of MedicineHirosakiJapan
| | - Kenichi Hakamada
- Department of Gastroenterological SurgeryHirosaki University Graduate School of MedicineHirosakiJapan
| | - Norihisa Kimura
- Department of Gastroenterological SurgeryHirosaki University Graduate School of MedicineHirosakiJapan
| | - Takuya Miura
- Department of Gastroenterological SurgeryHirosaki University Graduate School of MedicineHirosakiJapan
| | - Taiichi Wakiya
- Department of Gastroenterological SurgeryHirosaki University Graduate School of MedicineHirosakiJapan
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Takahashi H, Yamada D, Asukai K, Wada H, Hasegawa S, Hara H, Shinno N, Ushigome H, Haraguchi N, Sugimura K, Yamamoto K, Nishimura J, Yasui M, Omori T, Miyata H, Ohue M, Yano M, Sakon M, Ishikawa O. Clinical implications of the serum CA19-9 level in "biological borderline resectability" and "biological downstaging" in the setting of preoperative chemoradiation therapy for pancreatic cancer. Pancreatology 2020; 20:919-928. [PMID: 32563596 DOI: 10.1016/j.pan.2020.05.020] [Citation(s) in RCA: 26] [Impact Index Per Article: 5.2] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 02/10/2020] [Revised: 05/18/2020] [Accepted: 05/27/2020] [Indexed: 12/11/2022]
Abstract
BACKGROUND Biological factors are emphasized in borderline resectable pancreatic cancer (BRPC), and CA19-9 is an important factor for biological borderline resectability (b-BR). The aim of this study was to investigate the cut-off value of CA19-9 for biological borderline resectability and "biological downstaging" in chemoradiation therapy (CRT) for pancreatic cancer (PC). METHODS A total of 407 patients with anatomically resectable PC (a-R) and BRPC (a-BR) received preoperative gemcitabine-based CRT. The b-BR was determined, according to the CA19-9 value prior to preoperative CRT (pre-CA19-9), as the subgroup of a-R cases in which the survival was comparable with that in a-BR cases. "Biological downstaging" was determined based on prognostic analyses regarding the CA19-9 value after preoperative CRT (post-CA19-9) in association with the survival of R cases (a-R cases without the b-BR factor). RESULTS The 5-year survival of a-R patients with pre-CA19-9 > 120 U/mL was comparable with that of a-BR patients (44% vs 34%, p = 0.082). The survival of b-BR patients with post-CRT CA19-9 ≤ 37 U/mL (normalized) was comparably favorable with that of R patients (56% vs 65%, p = 0.369). The incidence of distant recurrence was higher in b-BR patients without post-CA19-9 normalization than in those with post-CA19-9 normalization (70% vs 50%, p = 0.003), while the incidence of local recurrence was comparable between these two groups (12% vs 13%, p = 0.986). CONCLUSIONS Biological BRPC was determined to be an anatomically resectable disease with pre-CA19-9 > 120 U/mL, and post-CA19-9 normalization indicated "biological downstaging" in b-BR in the preoperative CRT strategy.
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Affiliation(s)
| | - Daisaku Yamada
- Department of Surgery, Osaka International Cancer Institute, Japan
| | - Kei Asukai
- Department of Surgery, Osaka International Cancer Institute, Japan
| | - Hiroshi Wada
- Department of Surgery, Osaka International Cancer Institute, Japan
| | | | - Hisashi Hara
- Department of Surgery, Osaka International Cancer Institute, Japan
| | - Naoki Shinno
- Department of Surgery, Osaka International Cancer Institute, Japan
| | - Hajime Ushigome
- Department of Surgery, Osaka International Cancer Institute, Japan
| | | | - Keijiro Sugimura
- Department of Surgery, Osaka International Cancer Institute, Japan
| | | | | | - Masayoshi Yasui
- Department of Surgery, Osaka International Cancer Institute, Japan
| | - Takeshi Omori
- Department of Surgery, Osaka International Cancer Institute, Japan
| | - Hiroshi Miyata
- Department of Surgery, Osaka International Cancer Institute, Japan
| | - Masayuki Ohue
- Department of Surgery, Osaka International Cancer Institute, Japan
| | - Masahiko Yano
- Department of Surgery, Osaka International Cancer Institute, Japan
| | - Masato Sakon
- Department of Surgery, Osaka International Cancer Institute, Japan
| | - Osamu Ishikawa
- Department of Surgery, Osaka International Cancer Institute, Japan
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18
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Kato T, Ban D, Tateishi U, Ogura T, Ogawa K, Ono H, Mitsunori Y, Kudo A, Tanaka S, Tanabe M. Reticular pattern around superior mesenteric artery in computed tomography imaging predicting poor prognosis of pancreatic head cancer. JOURNAL OF HEPATO-BILIARY-PANCREATIC SCIENCES 2019; 27:114-123. [PMID: 31702106 DOI: 10.1002/jhbp.700] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 12/30/2022]
Abstract
BACKGROUND Some patients with pancreatic ductal adenocarcinoma (PDAC) demonstrate a reticular pattern around the superior mesenteric artery (SMA) in computed tomography scans. This study aimed to clarify the clinical significance of the reticular pattern in pancreatic head cancer. METHODS A total of 91 patients with pancreatic head cancer, who underwent upfront pancreaticoduodenectomy between 2004 and 2017, were included. Patients without reticular pattern (Non-group, n = 39); with reticular pattern around SMA (Ret-group, n = 39); and with soft tissue contact (Soft-group, n = 13) were compared. RESULTS Median overall survival (OS) of patients in the Ret-group was significantly worse than that in the Non-group (21.3 vs. 57.0 months; P < 0.001) and equivalent to that in the Soft-group. In the multivariate analysis, reticular pattern and high CA19-9 levels were identified as independent predictors of OS. Microscopically, only fibrotic thickenings were identified corresponding to the reticular pattern areas, and no difference in the frequency of early local recurrence was noted between the Non and Ret-groups. Lymphovascular invasion was significantly different between the two groups; furthermore, early distant recurrence was more frequent in the Ret-group. CONCLUSIONS The reticular pattern around SMA is an important prognostic factor related to frequent distant recurrence in patients with pancreatic cancer.
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Affiliation(s)
- Tomotaka Kato
- Department of Hepatobiliary and Pancreatic Surgery, Graduate School of Medicine, Tokyo Medical and Dental University, Tokyo, Japan
| | - Daisuke Ban
- Department of Hepatobiliary and Pancreatic Surgery, Graduate School of Medicine, Tokyo Medical and Dental University, Tokyo, Japan
| | - Ukihide Tateishi
- Department of Diagnostic Radiology, Graduate School of Medicine, Tokyo Medical and Dental University, Tokyo, Japan
| | - Toshiro Ogura
- Department of Hepatobiliary and Pancreatic Surgery, Graduate School of Medicine, Tokyo Medical and Dental University, Tokyo, Japan
| | - Kosuke Ogawa
- Department of Hepatobiliary and Pancreatic Surgery, Graduate School of Medicine, Tokyo Medical and Dental University, Tokyo, Japan
| | - Hiroaki Ono
- Department of Hepatobiliary and Pancreatic Surgery, Graduate School of Medicine, Tokyo Medical and Dental University, Tokyo, Japan
| | - Yusuke Mitsunori
- Department of Hepatobiliary and Pancreatic Surgery, Graduate School of Medicine, Tokyo Medical and Dental University, Tokyo, Japan
| | - Atsushi Kudo
- Department of Hepatobiliary and Pancreatic Surgery, Graduate School of Medicine, Tokyo Medical and Dental University, Tokyo, Japan
| | - Shinji Tanaka
- Department of Molecular Oncology, Graduate School of Medicine, Tokyo Medical and Dental University, Tokyo, Japan
| | - Minoru Tanabe
- Department of Hepatobiliary and Pancreatic Surgery, Graduate School of Medicine, Tokyo Medical and Dental University, Tokyo, Japan
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19
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Suzuki T, Mori S, Shimizu T, Tago K, Harada N, Park KH, Sakuraoka Y, Shiraki T, Iso Y, Aoki T, Kubota K. Clinical Significance of Neoadjuvant Chemotherapy With Gemcitabine Plus S-1 for Resectable Pancreatic Ductal Adenocarcinoma. In Vivo 2019; 33:2027-2035. [PMID: 31662534 PMCID: PMC6899096 DOI: 10.21873/invivo.11700] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/11/2019] [Revised: 08/05/2019] [Accepted: 08/08/2019] [Indexed: 01/05/2023]
Abstract
BACKGROUND/AIM Little is known about the efficacy of neoadjuvant chemotherapy (NAC) with gemcitabine plus S-1 (GS) for patients with resectable pancreatic ductal adenocarcinoma (R-PDAC). The aim of this study was to investigate differences in the long-term outcome of patients with R-PDAC undergoing pancreatectomy with and without NAC-GS to clarify the clinical significance of NAC-GS. PATIENTS AND METHODS A total of 77 patients with R-PDAC who were scheduled for pancreatectomy between January 2012 and December 2017 were enrolled. Of these patients, 39 received NAC-GS (GS group) and 38 had upfront surgery (UFS group). RESULTS Among the 77 patients, one patient in each group did not undergo pancreatectomy due to intraoperative non-curative factors. Median tumor size and the number of lymph nodes with metastasis were significantly lower in the GS group than in the UFS group (p=0.002 and p=0.017). However, the 5-year overall survival rate was similar in the two groups (26.1% versus 21.5%, p=0.930). CONCLUSION NAC-GS may not be recommended for patients with R-PDAC since it does not seem to offer any survival benefits.
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Affiliation(s)
- Takashi Suzuki
- Department of Gastroenterological Surgery, Dokkyo Medical University, Tochigi, Japan
| | - Shozo Mori
- Department of Gastroenterological Surgery, Dokkyo Medical University, Tochigi, Japan
| | - Takayuki Shimizu
- Department of Gastroenterological Surgery, Dokkyo Medical University, Tochigi, Japan
| | - Kazuma Tago
- Department of Gastroenterological Surgery, Dokkyo Medical University, Tochigi, Japan
| | - Nobuhiro Harada
- Department of Gastroenterological Surgery, Dokkyo Medical University, Tochigi, Japan
| | - Kyung-Hwa Park
- Department of Gastroenterological Surgery, Dokkyo Medical University, Tochigi, Japan
| | - Yuhki Sakuraoka
- Department of Gastroenterological Surgery, Dokkyo Medical University, Tochigi, Japan
| | - Takayuki Shiraki
- Department of Gastroenterological Surgery, Dokkyo Medical University, Tochigi, Japan
| | - Yukihiro Iso
- Department of Gastroenterological Surgery, Dokkyo Medical University, Tochigi, Japan
| | - Taku Aoki
- Department of Gastroenterological Surgery, Dokkyo Medical University, Tochigi, Japan
| | - Keiichi Kubota
- Department of Gastroenterological Surgery, Dokkyo Medical University, Tochigi, Japan
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20
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Zhou HF, Han YQ, Lu J, Wei JW, Guo JH, Zhu HD, Huang M, Ji JS, Lv WF, Chen L, Zhu GY, Jin ZC, Tian J, Teng GJ. Radiomics Facilitates Candidate Selection for Irradiation Stents Among Patients With Unresectable Pancreatic Cancer. Front Oncol 2019; 9:973. [PMID: 31612111 PMCID: PMC6776612 DOI: 10.3389/fonc.2019.00973] [Citation(s) in RCA: 18] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/22/2019] [Accepted: 09/13/2019] [Indexed: 12/24/2022] Open
Abstract
Purpose: To develop a model to select appropriate candidates for irradiation stent placement among patients with unresectable pancreatic cancer with malignant biliary obstruction (UPC-MBO). Methods: This retrospective study included 106 patients treated with an irradiation stent for UPC-MBO. These patients were randomly divided into a training group (74 patients) and a validation group (32 patients). A clinical model for predicting restenosis-free survival (RFS) was developed with clinical predictors selected by univariate and multivariate analyses. After integrating the radiomics signature, a combined model was constructed to predict RFS. The predictive performance was evaluated with the concordance index (C-index) in both the training and validation groups. The median risk score of progression in the training group was used to divide patients into high- and low-risk subgroups. Results: Radiomics features were integrated with clinical predictors to develop a combined model. The predictive performance was better in the combined model (C-index, 0.791 and 0.779 in the training and validation groups, respectively) than in the clinical model (C-index, 0.673 and 0.667 in the training and validation groups, respectively). According to the median risk score of 1.264, the RFS was significantly different between the high- and low-risk groups (p < 0.001 for the training group, and p = 0.016 for the validation group). Conclusions: The radiomics-based model had good performance for RFS prediction in patients with UPC-MBO who received an irradiation stent. Patients with slow progression should consider undergoing irradiation stent placement for a longer RFS.
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Affiliation(s)
- Hai-Feng Zhou
- Center of Interventional Radiology and Vascular Surgery, Department of Radiology, Zhongda Hospital, Medical School, Southeast University, Nanjing, China
| | - Yu-Qi Han
- School of Life Science and Technology, Xidian University, Xi'an, China.,Key Laboratory of Molecular Imaging, Institute of Automation, Chinese Academy of Sciences, Beijing, China
| | - Jian Lu
- Center of Interventional Radiology and Vascular Surgery, Department of Radiology, Zhongda Hospital, Medical School, Southeast University, Nanjing, China
| | - Jing-Wei Wei
- Key Laboratory of Molecular Imaging, Institute of Automation, Chinese Academy of Sciences, Beijing, China.,University of Chinese Academy of Sciences, Beijing, China
| | - Jin-He Guo
- Center of Interventional Radiology and Vascular Surgery, Department of Radiology, Zhongda Hospital, Medical School, Southeast University, Nanjing, China
| | - Hai-Dong Zhu
- Center of Interventional Radiology and Vascular Surgery, Department of Radiology, Zhongda Hospital, Medical School, Southeast University, Nanjing, China
| | - Ming Huang
- Department of Minimally Invasive Interventional Radiology, Yunnan Tumor Hospital, The Third Affiliated Hospital of Kunming Medical University, Kunming, China
| | - Jian-Song Ji
- Department of Radiology, Lishui Central Hospital, Wenzhou Medical University, Lishui, China
| | - Wei-Fu Lv
- Department of Interventional Radiology, Anhui Provincial Hospital, The First Affiliated Hospital of University of Science and Technology of China, Hefei, China
| | - Li Chen
- Center of Interventional Radiology and Vascular Surgery, Department of Radiology, Zhongda Hospital, Medical School, Southeast University, Nanjing, China
| | - Guang-Yu Zhu
- Center of Interventional Radiology and Vascular Surgery, Department of Radiology, Zhongda Hospital, Medical School, Southeast University, Nanjing, China
| | - Zhi-Cheng Jin
- Center of Interventional Radiology and Vascular Surgery, Department of Radiology, Zhongda Hospital, Medical School, Southeast University, Nanjing, China
| | - Jie Tian
- Key Laboratory of Molecular Imaging, Institute of Automation, Chinese Academy of Sciences, Beijing, China.,University of Chinese Academy of Sciences, Beijing, China.,Beijing Advanced Innovation Centre for Big Data-Based Precision Medicine, School of Medicine, Beihang University, Beijing, China.,Engineering Research Centre of Molecular and Neuro Imaging of Ministry of Education, School of Life Science and Technology, Xidian University, Xi'an, China
| | - Gao-Jun Teng
- Center of Interventional Radiology and Vascular Surgery, Department of Radiology, Zhongda Hospital, Medical School, Southeast University, Nanjing, China
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