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Li H, Zhang L, Song L, Wang Y, Song P, Ye Y, Li X, An P. Delta-CT radiomics based model for predicting postoperative anastomotic leakage following radical resection of esophageal squamous cell carcinoma. Front Oncol 2024; 14:1485323. [PMID: 39469635 PMCID: PMC11513298 DOI: 10.3389/fonc.2024.1485323] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/23/2024] [Accepted: 09/25/2024] [Indexed: 10/30/2024] Open
Abstract
Objective To predict postoperative anastomotic leakage (AL) following radical resection of esophageal squamous cell carcinoma (ESCC) based on clinical data and preoperative enhanced Computed tomography(CT) radiomics of the esophagus. Method We retrospectively analyzed the clinicopathological and radiological data of 213 patients with ESCC who received radical resection at Xiangyang No.1 People's Hospital from July 2011 to February 2024. 3D slicer software was used in combination with Lasso extraction and 10-fold cross-validation to extract texture parameters from contrast-enhanced CT images and generate Delta-Radscores. Several models were built using logistic regression to predict postoperative AL in ESCC. Results In the training set, the univariate analysis confirmed that duration of surgery, surgical method, delta radscore 1, delta radscore 2, contrast enhancement patterns, peripheral lymph node metastasis, post thoracotomy pulmonary infection(PTPI), and hot pot were risk factors for ESCC-AL (P<0.05 for both). The multivariate analysis showed that delta radscore 1, delta radscore 2, PTPI, and hot pot were independent risk factors for AL (P<0.05 for all). These results were verified by the XGboost machine learning model. The combinational model based on all of the above risk factors [AUC 0.900, OR 0.0282, 95%CI 0.841-0.943] outperformed either the clinical model[AUC 0.759, OR 0.0392, 95%0.683-0.825,P<0.05] or the imaging model[AUC 0.869, OR 0.0335, 95%0.804-0.918,P=0.1277] alone in predictive efficacy. The decision curve proved that the combinational model had a higher clinical net benefit. The nomogram generated via the combinational model simplified the predictive process. The same predictions were verified in the testing set. Conclusion Delta radscore 1, delta radscore 2, PTPI, and hot pot were related to ESCC-AL. The novel nomogram created using enhanced CT radiomics informed perioperative management and improved the survival quality of ESCC patients.
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Affiliation(s)
- Huantian Li
- Department of Surgery and Radiology, Xiangyang No.1 People’s Hospital, Hubei University of Medicine, Xiangyang, China
- Department of Oncology, Pathology and Epidemiology, Xiangyang Key Laboratory of Maternal-fetal Medicine on Fetal Congenital Heart Disease, Xiangyang No. 1 People’s Hospital, Hubei University of Medicine, Xiangyang, Hubei, China
| | - Linjun Zhang
- Department of Surgery and Radiology, Xiangyang No.1 People’s Hospital, Hubei University of Medicine, Xiangyang, China
- Department of Oncology, Pathology and Epidemiology, Xiangyang Key Laboratory of Maternal-fetal Medicine on Fetal Congenital Heart Disease, Xiangyang No. 1 People’s Hospital, Hubei University of Medicine, Xiangyang, Hubei, China
| | - Lina Song
- Department of Surgery and Radiology, Xiangyang No.1 People’s Hospital, Hubei University of Medicine, Xiangyang, China
| | - Yong Wang
- Department of Surgery and Radiology, Xiangyang No.1 People’s Hospital, Hubei University of Medicine, Xiangyang, China
- Department of Oncology, Pathology and Epidemiology, Xiangyang Key Laboratory of Maternal-fetal Medicine on Fetal Congenital Heart Disease, Xiangyang No. 1 People’s Hospital, Hubei University of Medicine, Xiangyang, Hubei, China
| | - Ping Song
- Department of Surgery and Radiology, Xiangyang No.1 People’s Hospital, Hubei University of Medicine, Xiangyang, China
| | - Yingjian Ye
- Department of Surgery and Radiology, Xiangyang No.1 People’s Hospital, Hubei University of Medicine, Xiangyang, China
| | - Xiumei Li
- Department of Surgery and Radiology, Xiangyang No.1 People’s Hospital, Hubei University of Medicine, Xiangyang, China
| | - Peng An
- Department of Surgery and Radiology, Xiangyang No.1 People’s Hospital, Hubei University of Medicine, Xiangyang, China
- Department of Oncology, Pathology and Epidemiology, Xiangyang Key Laboratory of Maternal-fetal Medicine on Fetal Congenital Heart Disease, Xiangyang No. 1 People’s Hospital, Hubei University of Medicine, Xiangyang, Hubei, China
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Nakanishi K, Daiko H, Kato F, Kanamori J, Igaki H, Tachimori Y, Koyanagi K. Efficacy of preserving the residual stomach in esophageal cancer patients with previous gastrectomy. Gen Thorac Cardiovasc Surg 2019; 67:470-478. [PMID: 30778905 DOI: 10.1007/s11748-019-01070-1] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/19/2018] [Accepted: 01/15/2019] [Indexed: 12/12/2022]
Abstract
OBJECTIVE There is no consensus concerning whether the residual stomach should be preserved after esophagectomy for thoracic esophageal cancer patients with previous distal or segmental gastrectomy. The purpose of this retrospective study was to assess the efficacy of preserving the residual stomach after esophagectomy in patients with previous gastrectomy. METHODS Between 2000 and 2015, 45 consecutive thoracic esophageal cancer patients with previous distal or segmental gastrectomy underwent esophagectomy followed by colon reconstruction. Patients were assigned to two groups according to how the residual stomach was treated (preservation group, n = 11; resection group, n = 34). We compared surgical outcomes and alterations of nutrition status, including the skeletal muscle area, between the two groups. In addition, we investigated the distribution of abdominal lymph node metastases in the resection group. RESULTS Operative time and blood loss tended to be lower in the preservation group compared to the resection group. However, the difference did not reach statistical significance. The rate of patients decreasing skeletal muscle area after surgery was significantly higher in the resection group (88% vs 50%, P = 0.03). There were no patients with metastatic abdominal lymph nodes when the previous gastrectomy had been performed for gastric cancer and the esophageal cancer was located at the upper or middle esophagus in the resection group. CONCLUSIONS Preservation of the residual stomach after esophagectomy in esophageal cancer patients with previous gastrectomy may influence the postoperative nutrition status and can be selectively approved.
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Affiliation(s)
- Keita Nakanishi
- Department of Esophageal Surgery, National Cancer Center Hospital, 5-1-1 Tsukiji, Chuo-ku, Tokyo, 104-0045, Japan
| | - Hiroyuki Daiko
- Department of Esophageal Surgery, National Cancer Center Hospital, 5-1-1 Tsukiji, Chuo-ku, Tokyo, 104-0045, Japan
| | - Fumihiko Kato
- Department of Esophageal Surgery, National Cancer Center Hospital, 5-1-1 Tsukiji, Chuo-ku, Tokyo, 104-0045, Japan
| | - Jun Kanamori
- Department of Esophageal Surgery, National Cancer Center Hospital, 5-1-1 Tsukiji, Chuo-ku, Tokyo, 104-0045, Japan
| | - Hiroyasu Igaki
- Department of Digestive Surgery, Keiyukai Sapporo Hospital, 1, 14 cho-me kita, Hondori, Shiroishi-ku, Sapporo, 003-0027, Japan
| | - Yuji Tachimori
- Department of Gastroenterological Surgery, Cancer Care Center, Kawasaki Saiwai Hospital, 31-27 Omiya-cho, Saiwai-ku, Kawasaki, Kanagawa, 212-0014, Japan
| | - Kazuo Koyanagi
- Department of Esophageal Surgery, National Cancer Center Hospital, 5-1-1 Tsukiji, Chuo-ku, Tokyo, 104-0045, Japan.
- Department of Gastroenterological Surgery, Tokai University School of Medicine, 143 Shimokasuya, Isehara, Kanagawa, 259-1193, Japan.
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