1
|
Zhang H, Wang K, Liu S, Chen G, Jiang Y, Wu Y, Pang X, Wang X, Zhang J, Wang X. Development and validation of machine learning models for predicting no. 253 lymph node metastasis in left-sided colorectal cancer using clinical and CT-based radiomic features. Cancer Imaging 2025; 25:57. [PMID: 40301906 PMCID: PMC12039209 DOI: 10.1186/s40644-025-00876-y] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/11/2024] [Accepted: 04/21/2025] [Indexed: 05/01/2025] Open
Abstract
BACKGROUND The appropriate ligation level of the inferior mesenteric artery (IMA) in left-sided colorectal cancer (CRC) surgery is debated, with metastasis in No. 253 lymph node (No. 253 LN) being a key determining factor. This study aimed to develop a machine learning model for predicting metastasis in No. 253 LN. METHODS We retrospectively collected clinical data from 2,118 patients with left-sided CRC and contrast-enhanced CT images from 310 of these patients. From this data, a test set, a training set, and a temporal validation set were constructed. Logistic regression models were used to develop a clinical model, a CT model, and a radiomics model, which were then integrated into a combined model using logical rules. Finally, these models were evaluated using metrics such as the area under the receiver operating characteristic curve (AUC), precision-recall (PR) curves, decision curve analysis (DCA), net reclassification improvement (NRI), and integrated discrimination improvement (IDI). RESULTS A clinical model, a CT model, and a radiomics model were constructed using univariate logistic regression. A combined model was developed by integrating the clinical, CT, and radiomics models, with positivity defined as all three models being positive at a 90% sensitivity threshold. The clinical model included six predictive factors: tumor site, endoscopic obstruction, CEA levels, growth type, differentiation grade, and pathological classification. The CT model utilized largest lymph node average CT value, short-axis diameter and long-axis diameter. The radiomics model incorporated maximum gray level intensity within the region of interest, large area high gray level emphasis, small area high gray level emphasis and surface area to volume ratio. In the test set, the AUCs for the clinical, CT, radiomics, and combined models were 0.694, 0.663, 0.72, and 0.663, respectively, while in the temporal validation set, they were 0.743, 0.629, 0.716, and 0.8. Specifically, the combined model demonstrated a sensitivity of 0.8 and a specificity of 0.8 in the temporal validation set. By comparing the PR and DCA curves, the combined model demonstrated better performance. Additionally, the combined model showed moderate improvements in INR and IDI compared to other models. CONCLUSION A clinical and CT-based radiomics model shows promise in predicting No. 253 LN metastasis in left-sided CRC and provides insights for optimizing IMA ligation strategies.
Collapse
Affiliation(s)
- Hongwei Zhang
- Department of Gastrointestinal Surgery, Peking University First Hospital, No. 8, Xishiku Street, Xicheng District, Beijing, 100034, China
| | - Kexin Wang
- School of Basic Medical Sciences, Capital Medical University, No. 10, Xitoutiao, Youanmenwai Street, Fengtai District, Beijing, 100069, China
| | - Shurong Liu
- Department of Gastrointestinal Surgery, Peking University First Hospital, No. 8, Xishiku Street, Xicheng District, Beijing, 100034, China
| | - Guowei Chen
- Department of Gastrointestinal Surgery, Peking University First Hospital, No. 8, Xishiku Street, Xicheng District, Beijing, 100034, China
| | - Yong Jiang
- Department of Gastrointestinal Surgery, Peking University First Hospital, No. 8, Xishiku Street, Xicheng District, Beijing, 100034, China
| | - Yingchao Wu
- Department of Gastrointestinal Surgery, Peking University First Hospital, No. 8, Xishiku Street, Xicheng District, Beijing, 100034, China
| | - Xiaocong Pang
- Department of Pharmacy, Peking University First Hospital, No. 8, Xishiku Street, Xicheng District, Beijing, 100034, China
| | - Xiaoying Wang
- Department of Radiology, Peking University First Hospital, No. 8, Xishiku Street, Xicheng District, Beijing, 100034, China.
| | - Junling Zhang
- Department of Gastrointestinal Surgery, Peking University First Hospital, No. 8, Xishiku Street, Xicheng District, Beijing, 100034, China.
| | - Xin Wang
- Department of Gastrointestinal Surgery, Peking University First Hospital, No. 8, Xishiku Street, Xicheng District, Beijing, 100034, China.
| |
Collapse
|
2
|
Zhang H, Liu S, Dong B, Liu J, Guo X, Chen G, Jiang Y, Wu Y, Zhang J, Wang X. The Atlas of the Inferior Mesenteric Artery and Vein under Maximum-Intensity Projection and Three-Dimensional Reconstruction View. J Clin Med 2024; 13:879. [PMID: 38337571 PMCID: PMC10856009 DOI: 10.3390/jcm13030879] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/05/2023] [Revised: 01/12/2024] [Accepted: 01/30/2024] [Indexed: 02/12/2024] Open
Abstract
(1) Background: Understanding vascular patterns is crucial for minimizing bleeding and operating time in colorectal surgeries. This study aimed to develop an anatomical atlas of the inferior mesenteric artery (IMA) and vein (IMV). (2) Methods: A total of 521 patients with left-sided colorectal cancer were included. IMA and IMV patterns were identified using maximum-intensity projection (MIP) and three-dimensional (3D) reconstruction techniques. The accuracy of these techniques was assessed by comparing them with surgical videos. We compared the amount of bleeding and operating time for IMA ligation across different IMA types. (3) Results: Most patients (45.7%) were classified as type I IMA, followed by type II (20.7%), type III (22.6%), and type IV (3.5%). Newly identified type V and type VI patterns were found in 6.5% and 1% of patients, respectively. Of the IMVs, 49.9% drained into the superior mesenteric vein (SMV), 38.4% drained into the splenic vein (SPV), 9.4% drained into the SMV-SPV junction, and only 2.3% drained into the first jejunal vein (J1V). Above the root of the left colic artery (LCA), 13.1% of IMVs had no branches, 50.1% had one, 30.1% had two, and 6.7% had three or more branches. Two patients had two main IMV branches, and ten had IMVs at the edge of the mesocolon with small branches. At the IMA root, 37.2% of LCAs overlapped with the IMV, with 34.0% being lateral, 16.9% distal, 8.7% medial, and both the marginal type of IMV and the persistent descending mesocolon (PDM) type represented 1.4%. MIP had an accuracy of 98.43%, and 3D reconstruction had an accuracy of 100%. Blood loss and operating time were significantly higher in the complex group compared to the simple group for IMA ligation (p < 0.001). (4) Conclusions: A comprehensive anatomical atlas of the IMA and IMV was provided. Complex IMA patterns were associated with increased bleeding and operating time.
Collapse
Affiliation(s)
- Hongwei Zhang
- Department of Gastrointestinal Surgery, Peking University First Hospital, Beijing 100034, China
| | - Shurong Liu
- Department of Gastrointestinal Surgery, Peking University First Hospital, Beijing 100034, China
| | - Bingqi Dong
- Department of Gastrointestinal Surgery, Peking University First Hospital, Beijing 100034, China
| | - Jing Liu
- Department of Radiology, Peking University First Hospital, Beijing 100034, China
| | - Xiaochao Guo
- Department of Radiology, Peking University First Hospital, Beijing 100034, China
| | - Guowei Chen
- Department of Gastrointestinal Surgery, Peking University First Hospital, Beijing 100034, China
| | - Yong Jiang
- Department of Gastrointestinal Surgery, Peking University First Hospital, Beijing 100034, China
| | - Yingchao Wu
- Department of Gastrointestinal Surgery, Peking University First Hospital, Beijing 100034, China
| | - Junling Zhang
- Department of Gastrointestinal Surgery, Peking University First Hospital, Beijing 100034, China
| | - Xin Wang
- Department of Gastrointestinal Surgery, Peking University First Hospital, Beijing 100034, China
| |
Collapse
|
3
|
Hsu CC, Hsu YJ, Chern YJ, Jong BK, Liao CK, Hsieh PS, Tsai WS, You JF. Potential short-term outcome advantage of low vs. high ligation of inferior mesenteric artery for sigmoid and rectal cancer: propensity score matching analysis. BMC Surg 2023; 23:33. [PMID: 36755252 PMCID: PMC9909897 DOI: 10.1186/s12893-023-01932-9] [Citation(s) in RCA: 2] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/23/2022] [Accepted: 02/02/2023] [Indexed: 02/10/2023] Open
Abstract
BACKGROUND Whether to ligate the inferior mesenteric artery at its root during anterior resection for sigmoid colon or rectal cancer is still under debate. This study compared the surgical outcomes, postoperative recovery, and anastomotic leakage between high and low ligation of the inferior mesenteric artery through a subgroup analysis. METHODS This was a retrospective analysis of prospectively collected data. All patients who underwent colorectal resection for rectosigmoid cancer between December 2016 and December 2019 were enrolled. According to the surgical ligation level of the inferior mesenteric artery, the patients were categorized into either the high or low ligation group. The investigated population was matched using the propensity score method. RESULTS Overall, 894 patients with sigmoid or rectal cancer underwent elective anterior resection with high (577 patients) or low (317 patients) ligation of the inferior mesenteric artery. After the propensity score matching, 245 patients in each group were compared. High ligation of the inferior mesenteric artery was associated with higher incidence of anastomotic leakage (14.9% vs. 5.6%, P = 0.041) for mid- to low-rectum tumors and a higher incidence of complications (8.6% vs. 3.3%, P = 0.013) of grades 1-2 according to the Clavien-Dindo classification system. CONCLUSION Compared with high ligation, low ligation of the inferior mesenteric artery resulted in lower likelihood of morbidity and mortality in rectal and sigmoid cancers. Moreover, low ligation was less likely to result in anastomosis leakage in mid- to low-rectal cancers.
Collapse
Affiliation(s)
- Chia-Chen Hsu
- grid.145695.a0000 0004 1798 0922Division of Colon and Rectal Surgery, Department of Surgery, Chang Gung Memorial Hospital at Linkou, College of Medicine, Chang Gung University, No. 5, Fuxing Street, Guishan District, Taoyuan City, 33305 Taiwan
| | - Yu-Jen Hsu
- grid.145695.a0000 0004 1798 0922Division of Colon and Rectal Surgery, Department of Surgery, Chang Gung Memorial Hospital at Linkou, College of Medicine, Chang Gung University, No. 5, Fuxing Street, Guishan District, Taoyuan City, 33305 Taiwan
| | - Yih-Jong Chern
- grid.145695.a0000 0004 1798 0922Division of Colon and Rectal Surgery, Department of Surgery, Chang Gung Memorial Hospital at Linkou, College of Medicine, Chang Gung University, No. 5, Fuxing Street, Guishan District, Taoyuan City, 33305 Taiwan
| | - Bor-Kang Jong
- grid.145695.a0000 0004 1798 0922Division of Colon and Rectal Surgery, Department of Surgery, Chang Gung Memorial Hospital at Linkou, College of Medicine, Chang Gung University, No. 5, Fuxing Street, Guishan District, Taoyuan City, 33305 Taiwan
| | - Chun-Kai Liao
- grid.145695.a0000 0004 1798 0922Division of Colon and Rectal Surgery, Department of Surgery, Chang Gung Memorial Hospital at Linkou, College of Medicine, Chang Gung University, No. 5, Fuxing Street, Guishan District, Taoyuan City, 33305 Taiwan
| | - Pao-Shiu Hsieh
- grid.145695.a0000 0004 1798 0922Division of Colon and Rectal Surgery, Department of Surgery, Chang Gung Memorial Hospital at Linkou, College of Medicine, Chang Gung University, No. 5, Fuxing Street, Guishan District, Taoyuan City, 33305 Taiwan
| | - Wen-Sy Tsai
- grid.145695.a0000 0004 1798 0922Division of Colon and Rectal Surgery, Department of Surgery, Chang Gung Memorial Hospital at Linkou, College of Medicine, Chang Gung University, No. 5, Fuxing Street, Guishan District, Taoyuan City, 33305 Taiwan
| | - Jeng-Fu You
- Division of Colon and Rectal Surgery, Department of Surgery, Chang Gung Memorial Hospital at Linkou, College of Medicine, Chang Gung University, No. 5, Fuxing Street, Guishan District, Taoyuan City, 33305, Taiwan.
| |
Collapse
|
4
|
Tryliskyy Y, Wong CS, Demykhova I, Tyselskyi V, Kebkalo A, Poylin V. Systematic review and meta-analysis of randomized controlled trials evaluating the effect of the level of ligation of inferior mesenteric artery on functional outcomes in rectal cancer surgery. Int J Colorectal Dis 2022; 37:709-718. [PMID: 35152339 DOI: 10.1007/s00384-022-04101-1] [Citation(s) in RCA: 10] [Impact Index Per Article: 3.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Accepted: 01/26/2022] [Indexed: 02/04/2023]
Abstract
BACKGROUND This systematic review and meta-analysis studied the role of high (HL) versus low (LL) inferior mesenteric artery (IMA) ligation on genitourinary and defecatory dysfunction in patients who had undergone resection for rectal cancer (RC). METHODS A systematic literature search of four major databases was conducted according to the Preferred Reporting Items for Systematic Reviews and Meta-Analysis (PRISMA) guidelines. Randomized controlled trials (RCTs) comparing HL and LL of IMA in RC surgery were identified. Those studies that looked at genitourinary or defecatory dysfunction were included. Random-effects modeling to summarize statistics was performed. The risk of bias was assessed using Cochrane's Risk-of-Bias tool 2. RESULTS Three RCTs were included. There was clinical heterogeneity with regard to cancer stage and location as well as operative techniques and adjuvant treatments. Functional outcomes (FO) that were reported by at least two studies were International Consultation on Incontinence Questionnaire (ICIQ), International Index for Erectile Function (IIEF), Jorge-Wexner incontinence score (J-W). Difference was observed in ICIQ at 9 months after surgery favoring LL (standard mean difference: - 0.66; 95% confidence intervals (CI): - 0.92, - 0.40; P = 0.37; I 2 = 0%). Difference was also observed in IIEF at 9 months favoring LL (mean difference: 7.43; CI: 1.86, 13.00; P = 0.16; I 2 = 50%). CONCLUSIONS Although our study has demonstrated the superiority of LL in genitourinary function preservation, these results should be taken with consciousness due to significant heterogeneity between included studies, small sample size, and potential bias. More high-quality studies are needed. PROSPERO CRD4202121099 https://www.crd.york.ac.uk/prospero/display_record.php?ID=CRD42021210998.
Collapse
Affiliation(s)
- Yegor Tryliskyy
- Severn PGME School of Surgery, Park House, 1200 Parkway, Bristol, BS34 8YU, UK. .,The University of Edinburgh, Edinburgh, UK.
| | | | | | - Volodymyr Tyselskyi
- P.L. Shupyk National Medical Academy of Postgraduate Education, Kiev, Ukraine
| | - Andrii Kebkalo
- P.L. Shupyk National Medical Academy of Postgraduate Education, Kiev, Ukraine
| | | |
Collapse
|
5
|
Cirocchi R, Mari G, Amato B, Tebala GD, Popivanov G, Avenia S, Nascimbeni R. The Dilemma of the Level of the Inferior Mesenteric Artery Ligation in the Treatment of Diverticular Disease: A Systematic Review of the Literature. J Clin Med 2022; 11:jcm11040917. [PMID: 35207190 PMCID: PMC8880703 DOI: 10.3390/jcm11040917] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/11/2022] [Revised: 02/01/2022] [Accepted: 02/04/2022] [Indexed: 12/15/2022] Open
Abstract
Background and aim: Although sigmoidectomy is a well-standardized procedure for diverticular disease, there are still unclear areas related to the varying morphology and vascular supply of the sigmoid colon. The level of vascular ligation could affect the functional outcomes of patients operated on for diverticular disease. The aim of this review is to primarily evaluate sexual, urinary and defecatory function outcomes, as well as postoperative results, in patients who underwent surgery for diverticular disease, with or without inferior mesenteric artery (IMA) preservation. Materials and methods: The MEDLINE/PubMed, WOS and Scopus databases were interrogated. Comparative studies including patients who underwent sigmoidectomy for diverticular diseases were considered. Bowel function, genitourinary function, anastomotic leak, operation time, conversion to open surgery, anastomotic bleeding, bowel obstruction were the main items of interest. Results: Twelve studies were included in the review, three randomized and nine comparative studies. Bowel and genitourinary function are not differently affected by the level of vascular ligation. The site of ligation of IMA did not influence the rate of functional complications, anastomotic leak and bleeding. Of note, the preservation of IMA is associated with a higher conversion rate and longer operative time. Conclusions: Despite the heterogeneity of patient groups, and although the findings should be interpreted with caution, functional and clinical outcomes after sigmoidectomy for diverticular disease do not seem to be affected by the level of vascular ligation as long as the IMA is ligated far from its origin.
Collapse
Affiliation(s)
- Roberto Cirocchi
- Department of Medicine and Surgery, University of Perugia, 06100 Perugia, Italy; (R.C.); (S.A.)
| | - Giulio Mari
- General Surgery Department, ASST Monza, Desio Hospital, Lombardia, 20833 Desio, Italy
- Correspondence: ; Tel.: +39-0362383221
| | - Bruno Amato
- Department of Clinical Medicine and Surgery, University Federico II of Naples, 80131 Naples, Italy;
| | - Giovanni Domenico Tebala
- Surgical Emergency Unit, John Radcliffe Hospital, Oxford University NHS Foundation Trust, Oxford OX3 7LE, UK;
| | - Georgi Popivanov
- Department of Surgery, Military Medical Academy, “Sv. Georgi Sofiiski” 3 Str., 1606 Sofia, Bulgaria;
| | - Stefano Avenia
- Department of Medicine and Surgery, University of Perugia, 06100 Perugia, Italy; (R.C.); (S.A.)
| | - Riccardo Nascimbeni
- Department of Molecular and Translational Medicine, University of Brescia, 25124 Brescia, Italy;
| |
Collapse
|
6
|
Struys MJ, Ceelen WP. Anatomical and temporal patterns of lymph node metastasis in colorectal cancer. THE LYMPHATIC SYSTEM IN COLORECTAL CANCER 2022:131-151. [DOI: 10.1016/b978-0-12-824297-1.00001-4] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 01/03/2025]
|
7
|
Willaert W, Cosyns S, Ceelen W. Biology-Based Surgery: The Extent of Lymphadenectomy in Cancer of the Colon. Eur Surg Res 2018; 59:371-379. [DOI: 10.1159/000494831] [Citation(s) in RCA: 6] [Impact Index Per Article: 0.9] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/25/2018] [Accepted: 10/25/2018] [Indexed: 11/19/2022]
Abstract
The progression of colon cancer (CC) involves hematogenous and lymphatic spread to locoregional lymph nodes (LN), distant LN, and metastatic sites including the liver. The biological mechanisms that govern CC progression remain elusive. The Halsted model assumes an orderly, stepwise progression from the primary tumor to nearby nodes, henceforth to anatomically more distant nodes, and ultimately to distant organs. The Fisher model, on the other hand, regards the release of metastatic cells as early and essentially random events. The underlying biology has important implications for the ideal extent of surgery: when the Fisher model is correct, efforts to remove apical (central), extramesenteric, or para-aortic LN are unlikely to affect the oncological outcome. Recent data from phylogenetic studies suggest that cancer cell populations differ genetically among different LN stations and from distant metastases. Circulating tumor cells and other liquid biomarkers can be detected in the circulation of patients with early-stage disease. Local recurrence in CC is uncommon, and it is associated with a high risk of systemic progression and poor survival. Clinical studies comparing standard colectomy with extensive surgery (high ligation of the inferior mesenteric artery, complete mesocolic excision, D3 dissection, and para-aortic or extramesenteric node dissection) show that these techniques increase the LN count, while any beneficial effect on the risk of local recurrence or disease-free survival is at present uncertain due to the lack of controlled trials. Ongoing randomized trials comparing extensive vs. standard surgery for CC will generate important answers.
Collapse
|