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Wang Y, Pan Z, Cai H, Li S, Huang Y, Zhuang J, Liu X, Guan G. Prognostic model for log odds of negative lymph node in locally advanced rectal cancer via interpretable machine learning. Sci Rep 2025; 15:7924. [PMID: 40050297 PMCID: PMC11885450 DOI: 10.1038/s41598-025-90191-0] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/28/2024] [Accepted: 02/11/2025] [Indexed: 03/09/2025] Open
Abstract
No studies have examined the prognostic value of the log odds of negative lymph nodes/T stage (LONT) in locally advanced rectal cancer (LARC) treated with neoadjuvant chemoradiotherapy (nCRT). We aimed to assess the prognostic value of LONT and develop a machine learning model to predict overall survival (OS) and disease-free survival (DFS) in LARC patients treated with nCRT. The study included 820 LARC patients who received nCRT between September 2010 and October 2017. Univariate and multivariate Cox regression analyses identified prognostic factors, which were then used to develop risk assessment models with 9 machine learning algorithms. Model hyperparameters were optimized using random search and 10-fold cross-validation. The models were evaluated using metrics such as the area under the receiver operating characteristic curves (AUC), decision curve analysis, calibration curves, and precision and accuracy for predicting OS and DFS. Shapley's additive explanations (SHAP) was also used for model interpretation. The study included 820 patients, identifying LONT as a significant independent prognostic factor for both OS and DFS. Nine machine learning algorithms were used to create predictive models based on these factors. The extreme gradient boosting (XGB) model showed the best performance, with a mean AUC of 0.89 for OS and 0.83 for DFS in 10-fold cross-validation. Additionally, the predictions generated by the XGB model were analyzed using SHAP. Finally, we developed an online web-based calculator utilizing the XGB model to enhance the model's generalizability and to provide improved support for physicians in their decision-making processes. The study developed an XGB model utilizing LONT to predict OS and DFS in patients with LARC undergoing nCRT. Furthermore, an online web calculator was constructed using the XGB model to facilitate the model's generalization and to enhance physician decision-making.
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Affiliation(s)
- Ye Wang
- Department of Colorectal Surgery, The First Affiliated Hospital of Fujian Medical University, Fuzhou, China
| | - Zhen Pan
- Department of Colorectal Surgery, The First Affiliated Hospital of Fujian Medical University, Fuzhou, China
| | - Huajun Cai
- Department of Colorectal Surgery, The First Affiliated Hospital of Fujian Medical University, Fuzhou, China
| | - Shoufeng Li
- Department of Colorectal Surgery, The First Affiliated Hospital of Fujian Medical University, Fuzhou, China
| | - Ying Huang
- Department of Colorectal Surgery, The First Affiliated Hospital of Fujian Medical University, Fuzhou, China
| | - Jinfu Zhuang
- Department of Colorectal Surgery, The First Affiliated Hospital of Fujian Medical University, Fuzhou, China
| | - Xing Liu
- Department of Colorectal Surgery, The First Affiliated Hospital of Fujian Medical University, Fuzhou, China
| | - Guoxian Guan
- Department of Colorectal Surgery, The First Affiliated Hospital of Fujian Medical University, Fuzhou, China.
- Department of Colorectal Surgery, National Regional Medical Center, Binhai Campus of the First Affiliated Hospital, Fuzhou, China.
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Wang N, Li Y, Lu K, Wei K, Jia S, Fan S, Ren D, Fu Y, Liu Z. A combined diagnostic model including middle rectal artery visualization for predicting lateral lymph node metastasis in rectal cancer. Front Physiol 2025; 15:1444897. [PMID: 39839524 PMCID: PMC11747483 DOI: 10.3389/fphys.2024.1444897] [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: 06/06/2024] [Accepted: 12/18/2024] [Indexed: 01/23/2025] Open
Abstract
Purpose This study attempted to establish a combined diagnostic model encompassing visualization of the middle rectal artery (MRA) and other imaging features to improve the diagnostic efficiency of lateral lymph node (LLN) metastasis, which is crucial for clinical decision-making in rectal cancer. Method One hundred eleven patients receiving bilateral or unilateral lymph node dissection were enrolled, and 140 cases of LLN status on a certain unilateral pelvic sidewall were selected. Enhanced computed tomography (CT) was used to determine whether MRA was visible. Multivariable regression was used to establish a diagnostic model combining MRA visualization with other imaging features to predict LLN metastasis. Receiver operating characteristic (ROC) curve and area under the ROC curve (AUC) were used to test the diagnostic efficacy for LLN metastasis. Ten-fold cross-validation was completed to internally validate the diagnostic model. Results Of the 140 LLNs harvested from 111 patients, 76 were positive and 64 were negative for metastases, respectively. The diagnostic model combining the MRA visualization and lymph node short diameter showed a greater efficiency than a single scale (AUC = 0.945, 95% confidence interval = 0.893-0.976, P < 0.001). The mean cross-validated AUC was 0.869 (95% confidence interval = 0.835-0.903). Conclusion Our results establish a combined diagnostic model with the help of MRA visualization to yield a high diagnostic efficiency of LLN metastasis in rectal cancer.
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Affiliation(s)
- Ning Wang
- Department of Radiology, The Sixth Affiliated Hospital, Sun Yat-sen University, Guangzhou, China
| | - Yiping Li
- Department of General Surgery (Coloproctology), The Sixth Affiliated Hospital, Sun Yat-sen University, Guangzhou, China
- Guangdong Provincial Key Laboratory of Colorectal and Pelvic Floor Diseases, The Sixth Affiliated Hospital, Sun Yat-sen University, Guangzhou, China
- Biomedical Innovation Center, The Sixth Affiliated Hospital, Sun Yat-sen University, Guangzhou, China
| | - Kun Lu
- Department of Anesthesia, The Sixth Affiliated Hospital, Sun Yat-sen University, Guangzhou, China
| | - Kaikai Wei
- Department of Radiology, The Sixth Affiliated Hospital, Sun Yat-sen University, Guangzhou, China
| | - Shize Jia
- School of Public Health, Sun Yat-sen University, Guangzhou, China
| | - Shuhong Fan
- Department of Radiology, The Sixth Affiliated Hospital, Sun Yat-sen University, Guangzhou, China
| | - Donglin Ren
- Department of General Surgery (Coloproctology), The Sixth Affiliated Hospital, Sun Yat-sen University, Guangzhou, China
- Guangdong Provincial Key Laboratory of Colorectal and Pelvic Floor Diseases, The Sixth Affiliated Hospital, Sun Yat-sen University, Guangzhou, China
- Biomedical Innovation Center, The Sixth Affiliated Hospital, Sun Yat-sen University, Guangzhou, China
| | - Yuanji Fu
- Department of General Surgery (Coloproctology), The Sixth Affiliated Hospital, Sun Yat-sen University, Guangzhou, China
- Guangdong Provincial Key Laboratory of Colorectal and Pelvic Floor Diseases, The Sixth Affiliated Hospital, Sun Yat-sen University, Guangzhou, China
- Biomedical Innovation Center, The Sixth Affiliated Hospital, Sun Yat-sen University, Guangzhou, China
| | - Zhimin Liu
- Department of General Surgery (Coloproctology), The Sixth Affiliated Hospital, Sun Yat-sen University, Guangzhou, China
- Guangdong Provincial Key Laboratory of Colorectal and Pelvic Floor Diseases, The Sixth Affiliated Hospital, Sun Yat-sen University, Guangzhou, China
- Biomedical Innovation Center, The Sixth Affiliated Hospital, Sun Yat-sen University, Guangzhou, China
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Morizane S, Miki J, Shimbo M, Kanno T, Miura N, Yamada Y, Yamasaki T, Saika T, Takenaka A. Japanese expert consensus on the standardization of robot-assisted pelvic lymph node dissection in urological surgery: Extent of pelvic lymph node and surgical technique. Int J Urol 2024; 31:1300-1310. [PMID: 39176984 DOI: 10.1111/iju.15563] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/19/2024] [Accepted: 07/02/2024] [Indexed: 08/24/2024]
Abstract
Pelvic lymph node dissection (PLND) is important for accurate staging and prognosis of prostate and/or bladder cancer. Several guidelines recommend extended PLND for patients with these cancers. However, the therapeutic benefits of extended PLND are unclear. One major reason is that the extent of PLND is not clearly defined. Thus, the working group for standardization of robot-assisted PLND, including nine experienced urologists for PLND in Japan, was launched in January 2023 by the Japanese Society of Endourology and Robotics. This study summarized the discussions to define the individual extent of PLND in urological surgery in a consensus meeting among these experienced urologists. The consensus meeting determined the extent of PLND based on arteries (veins) and anatomical membrane structures rather than a vague concept or approach toward PLND. This concept is expected to allow surgeons to implement the same extent of PLND. Finally, after a total of 10 online web conferences were held, we determined the extent of PLND for the obturator lymph node (LN) area, the internal iliac LN area, the external and common iliac LN area, and the presacral LN area according to the above rules. The extent of PLND suggested here currently does not have a clear therapeutic rationale. Therefore, the extent of our proposed PLND is by no means mandatory. We hope our definition of the extent of PLND will be supported by further evidence of therapeutic benefits for urologic cancers.
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Affiliation(s)
- Shuichi Morizane
- Division of Urology, Department of Surgery, Faculty of Medicine, Tottori University, Yonago, Tottori, Japan
| | - Jun Miki
- Department of Urology, The Jikei University School of Medicine, Kashiwa Hospital, Kashiwa, Chiba, Japan
| | - Masaki Shimbo
- Department of Urology, St. Luke's International Hospital, Chuo-ku, Tokyo, Japan
| | - Toru Kanno
- Department of Urology, National Hospital Organization Kyoto Medical Center, Kyoto, Kyoto, Japan
| | - Noriyoshi Miura
- Department of Urology, Ehime University Graduate School of Medicine, Toon, Ehime, Japan
| | - Yuta Yamada
- Department of Urology, Graduate School of Medicine, The University of Tokyo, Bunkyo-ku, Tokyo, Japan
| | - Takeshi Yamasaki
- Department of Urology, Graduate School of Medicine, Osaka Metropolitan University, Osaka, Osaka, Japan
| | - Takashi Saika
- Department of Urology, Ehime University Graduate School of Medicine, Toon, Ehime, Japan
| | - Atsushi Takenaka
- Division of Urology, Department of Surgery, Faculty of Medicine, Tottori University, Yonago, Tottori, Japan
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Dantas PP, Teixeira VB, Marques CFS, Nogueira GF, Ortega CD. Roles of MRI evaluation of pelvic recurrence in patients with rectal cancer. Insights Imaging 2024; 15:270. [PMID: 39527151 PMCID: PMC11554996 DOI: 10.1186/s13244-024-01842-1] [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: 06/30/2024] [Accepted: 10/05/2024] [Indexed: 11/16/2024] Open
Abstract
Developments in the multidisciplinary treatment of rectal cancer with advances in preoperative magnetic resonance imaging (MRI), surgical techniques, neoadjuvant chemoradiotherapy, and adjuvant chemotherapy have had a significant impact on patient outcomes, increasing the rates of curative surgeries and reducing pelvic recurrence. Patients with pelvic recurrence have worse prognoses, with an impact on morbidity and mortality. Although local recurrence is more frequent within 2 years of surgical resection of the primary tumor, late recurrence may occur. Clinical manifestations can vary from asymptomatic, nonspecific symptoms, to pelvic pain, bleeding, and fistulas. Synchronous metastatic disease occurs in approximately 50% of patients diagnosed with local recurrence. MRI plays a crucial role in posttreatment follow-up, whether by identifying viable neoplastic tissues or acting as a tool for therapeutic planning and assessing the resectability of these lesions. Locally recurrent tissues usually have a higher signal intensity than muscle on T2-weighted imaging. Thus, attention is required for focal heterogeneous lesions, marked contrast enhancement, early invasive behavior, and asymmetric appearance, which are suspicious for local recurrence. However, postsurgical inflammatory changes related to radiotherapy and fibrosis make it difficult to detect initial lesions. This study therefore aimed to review the main imaging patterns of pelvic recurrence and their implications for the surgical decision-making process. CRITICAL RELEVANCE STATEMENT: MRI plays a crucial role in the posttreatment follow-up of rectal cancer, whether by identifying viable neoplastic tissues or by acting as a tool for therapeutic planning. This study reviewed the main imaging patterns of pelvic recurrence. KEY POINTS: MRI aids in surgical planning and the detection of pelvic recurrence and postoperative complications. Being familiar with surgical techniques enables radiologists to identify expected MRI findings. Patterns of rectal cancer recurrence have been categorized by pelvic compartments. Neoplastic tissue may mimic postsurgical and postradiotherapy changes. Resectability of pelvic recurrence is highly related to lesion location.
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Affiliation(s)
- Patricia Perola Dantas
- Instituto do Cancer do Estado de São Paulo do Hospital das Clinicas ICESP/HCFMUSP, Department of Radiology, Faculdade de Medicina, Universidade de Sao Paulo, São Paulo, SP, Brasil.
| | - Verônica Botelho Teixeira
- Instituto do Cancer do Estado de São Paulo do Hospital das Clinicas ICESP/HCFMUSP, Department of Radiology, Faculdade de Medicina, Universidade de Sao Paulo, São Paulo, SP, Brasil
| | - Carlos Frederico Sparapan Marques
- Colorectal Division, Instituto do Cancer do Estado de São Paulo do Hospital das Clinicas ICESP/HCFMUSP, Department of Gastroenterology and Nutrology, Faculdade de Medicina, Universidade de Sao Paulo, São Paulo, SP, Brasil
| | - Gerda Feitosa Nogueira
- Instituto do Cancer do Estado de São Paulo do Hospital das Clinicas ICESP/HCFMUSP, Department of Radiology, Faculdade de Medicina, Universidade de Sao Paulo, São Paulo, SP, Brasil
| | - Cinthia D Ortega
- Instituto de Radiologia, Hospital das Clinicas HCFMUSP, Department of Radiology, Faculdade de Medicina, Universidade de Sao Paulo, São Paulo, SP, Brasil
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Huang Q, Hu Q. A commentary on '"Dumpling suture method" versus traditional suture method of protective loop ileostomy in laparoscopic anterior rectal resection with specimen extraction through stoma incision: a retrospective comparative cohort study'. Int J Surg 2024; 110:5202-5203. [PMID: 38701511 PMCID: PMC11325885 DOI: 10.1097/js9.0000000000001503] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/02/2024] [Accepted: 04/14/2024] [Indexed: 05/05/2024]
Affiliation(s)
- Qianqian Huang
- Department of General Surgery, Tongde Hospital of Zhejiang Province, Hangzhou, People's Republic of China
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Liu J, Jiang P, Zhang Z, Yang H, Zhou Y, Li P, Zeng Q, Zhang X, Sun Y. Survival analysis in rectal cancer patients after lateral lymph node dissection: Exploring the necessity of nCRT for suspected lateral lymph node metastasis. Curr Probl Surg 2024; 61:101525. [PMID: 39098341 DOI: 10.1016/j.cpsurg.2024.101525] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/14/2024] [Revised: 05/29/2024] [Accepted: 05/30/2024] [Indexed: 08/06/2024]
Affiliation(s)
- Jiafei Liu
- Department of Colorectal Surgery, Tianjin Union Medical Center, Tianjin, People's Republic of China; The Institute of Translational Medicine, Tianjin Union Medical Center of Nankai University, Tianjin, People's Republic of China; Tianjin Institute of Coloproctology, Tianjin, People's Republic of China
| | - Peishi Jiang
- Nankai University, Tianjin, People's Republic of China
| | - Zhichun Zhang
- Department of Colorectal Surgery, Tianjin Union Medical Center, Tianjin, People's Republic of China; The Institute of Translational Medicine, Tianjin Union Medical Center of Nankai University, Tianjin, People's Republic of China; Tianjin Institute of Coloproctology, Tianjin, People's Republic of China; Nankai University, Tianjin, People's Republic of China
| | - Hongjie Yang
- Department of Colorectal Surgery, Tianjin Union Medical Center, Tianjin, People's Republic of China; The Institute of Translational Medicine, Tianjin Union Medical Center of Nankai University, Tianjin, People's Republic of China; Tianjin Institute of Coloproctology, Tianjin, People's Republic of China; Nankai University, Tianjin, People's Republic of China
| | - Yuanda Zhou
- Department of Colorectal Surgery, Tianjin Union Medical Center, Tianjin, People's Republic of China; The Institute of Translational Medicine, Tianjin Union Medical Center of Nankai University, Tianjin, People's Republic of China; Tianjin Institute of Coloproctology, Tianjin, People's Republic of China
| | - Peng Li
- Department of Colorectal Surgery, Tianjin Union Medical Center, Tianjin, People's Republic of China; The Institute of Translational Medicine, Tianjin Union Medical Center of Nankai University, Tianjin, People's Republic of China; Tianjin Institute of Coloproctology, Tianjin, People's Republic of China
| | - Qingsheng Zeng
- Department of Colorectal Surgery, Tianjin Union Medical Center, Tianjin, People's Republic of China; The Institute of Translational Medicine, Tianjin Union Medical Center of Nankai University, Tianjin, People's Republic of China; Tianjin Institute of Coloproctology, Tianjin, People's Republic of China
| | - Xipeng Zhang
- Department of Colorectal Surgery, Tianjin Union Medical Center, Tianjin, People's Republic of China; The Institute of Translational Medicine, Tianjin Union Medical Center of Nankai University, Tianjin, People's Republic of China; Tianjin Institute of Coloproctology, Tianjin, People's Republic of China; Nankai University, Tianjin, People's Republic of China
| | - Yi Sun
- Department of Colorectal Surgery, Tianjin Union Medical Center, Tianjin, People's Republic of China; The Institute of Translational Medicine, Tianjin Union Medical Center of Nankai University, Tianjin, People's Republic of China; Tianjin Institute of Coloproctology, Tianjin, People's Republic of China; Nankai University, Tianjin, People's Republic of China.
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Shen Z, Zhu X, Ruan H, Shen J, Zhu M, Huang S. Comparison of short-term outcomes of laparoscopic surgery, robot-assisted laparoscopic surgery, and open surgery for lateral lymph-node dissection for rectal cancer: a network meta-analysis. Updates Surg 2024; 76:1151-1160. [PMID: 38748386 DOI: 10.1007/s13304-024-01871-x] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/11/2024] [Accepted: 05/05/2024] [Indexed: 08/24/2024]
Abstract
This study attempted to compare short-term outcomes of laparoscopic surgery (LS), robot-assisted laparoscopic surgery (RS), and open surgery (OS) for lateral lymph-node dissection (LLND) in treatment of rectal cancer through network meta-analysis. Embase, Web of Science, PubMed, and The Cochrane Library databases were searched to collect cohort studies on outcomes of LS, RS, and OS for LLND for rectal cancer. Newcastle-Ottawa Scale (NOS) was utilized to evaluate the quality of cohort studies. Primary outcomes should at least include one of the following clinical outcome measures: operative time, blood loss, total lymph-node harvest, positive resection margin rate, postoperative complications, and postoperative hospital stay. A network meta-analysis was conducted using STATA software. Fourteen cohort studies including 8612 patients were eligible for inclusion. The network meta-analysis results showed that, in terms of intraoperative outcomes, the RS group had the longest operative time, while the OS group had the shortest; the LS and RS groups had significantly less blood loss than the OS group. In terms of histological outcomes, there were no significant differences in the total number of lymph nodes harvested and the positive margin rate among the LS, RS, and OS groups (P > 0.05). Regarding postoperative outcomes, the OS group had the highest probability of postoperative complications and the longest hospital stay, followed by the LS group, with the RS group being the lowest. RS was the best method in blood loss, postoperative complication rate, and postoperative hospital stay, followed by LS. OS had the shortest operative time and the highest blood loss.
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Affiliation(s)
- Zhan Shen
- Colorectal and Anal Surgery Department, Shulan (Hangzhou) Hospital Affiliated to Zhejiang, Shuren University Shulan International Medical College, No. 848 Dongxin Road, Gongshu District, Hangzhou, 310000, China
| | - Xiaoyi Zhu
- Colorectal and Anal Surgery Department, Shulan (Hangzhou) Hospital Affiliated to Zhejiang, Shuren University Shulan International Medical College, No. 848 Dongxin Road, Gongshu District, Hangzhou, 310000, China
| | - Hang Ruan
- Colorectal and Anal Surgery Department, Shulan (Hangzhou) Hospital Affiliated to Zhejiang, Shuren University Shulan International Medical College, No. 848 Dongxin Road, Gongshu District, Hangzhou, 310000, China
| | - Jinmin Shen
- Colorectal and Anal Surgery Department, Shulan (Hangzhou) Hospital Affiliated to Zhejiang, Shuren University Shulan International Medical College, No. 848 Dongxin Road, Gongshu District, Hangzhou, 310000, China
| | - Mengting Zhu
- Colorectal and Anal Surgery Department, Shulan (Hangzhou) Hospital Affiliated to Zhejiang, Shuren University Shulan International Medical College, No. 848 Dongxin Road, Gongshu District, Hangzhou, 310000, China
| | - Sha Huang
- Plastic Surgery Department, Shulan (Hangzhou) Hospital Affiliated to Zhejiang, Shuren University Shulan International Medical College, Hangzhou, 310000, China.
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Wang Q, Zhu FX, Shi M. Clinical and pathological features of advanced rectal cancer with submesenteric root lymph node metastasis: Meta-analysis. World J Gastrointest Oncol 2024; 16:3299-3307. [PMID: 39072165 PMCID: PMC11271772 DOI: 10.4251/wjgo.v16.i7.3299] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 03/25/2024] [Revised: 04/23/2024] [Accepted: 05/08/2024] [Indexed: 07/12/2024] Open
Abstract
BACKGROUND Advanced rectal cancer with submesenteric lymph node metastasis is a common complication of advanced rectal cancer, which has an important impact on the treatment and prognosis of patients. AIM To investigate the clinical and pathological characteristics of inferior mesenteric artery (IMA) root lymph node metastases in patients with rectal cancer. The findings of this study provided us with fresh medical information that assisted us in determining the appropriate treatment for these patients. METHODS Our study searched PubMed, Google Scholar, and other databases and searched the relevant studies and reports on the risk factors of IMA root lymph node metastasis of rectal cancer published in the self-built database until December 31, 2023. After data extraction, the Newcastle-Ottawa scale was used to evaluate the quality of the included literature, and RevMan5.3 software was used for meta-analysis and heterogeneity testing. The fixed effect modules without heterogeneity were selected to combine the effect size, and the random effect modules with heterogeneity were selected to combine the effect size. The cause of heterogeneity was found through sensitivity analysis, and the data of various risk factors were combined to obtain the final effect size, odds ratio (OR) value, and 95% confidence interval (CI). Publication bias was tested by drawing funnel plots. RESULTS A total of seven literature were included in this study. By combining the OR value of logistic multivariate regression and the 95%CI of various risk factors, we concluded that the risk factors for lymph node metastasis in the IMA region of rectal cancer were as follows: Preoperative carcinoembryonic antigen (CEA) > 5 ng/mL (OR = 0.32, 95%CI: 0.18-0.55, P < 0.05), tumor located above peritoneal reflexive (OR = 3.10, 95%CI: 1.78-5.42, P < 0.05), tumor size ≥ 5 cm (OR = 0.36, 95%CI: 0.22-0.57, P < 0.05), pathological type (mucinous adenocarcinoma/sig-ring cell carcinoma) (OR = 0.23, 95%CI: 0.13-0.41, P < 0.05), degree of tumor differentiation (low differentiation) (OR = 0.17, 95%CI: 0.10-0.31, P < 0.05), tumor stage (T3-4 stage) (OR = 0.11, 95%CI: 0.04-0.26, P < 0.05), gender and age were not risk factors for IMA root lymph node metastasis in rectal cancer (P > 0.05). CONCLUSION Preoperative CEA level, tumor location, tumor size, tumor pathologic type, tumor differentiation, and T stage were correlated with IMA root lymph node metastasis.
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Affiliation(s)
- Qi Wang
- Department of Colorectal Surgery, Shaoxing People’s Hospital, Shaoxing 312000, Zhejiang Province, China
| | - Fu-Xiang Zhu
- Department of Anorectal Surgery, People’s Hospital of Wuhan University, Wuhan 430060, Hubei Province, China
| | - Min Shi
- Department of Immunization Program, Shaoxing Center for Disease Control and Prevention, Shaoxing 312000, Zhejiang Province, China
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Hanaoka M, Takaoka A, Iwata N, Yamauchi S, Kinugasa Y. Tips for Robotic-Assisted Lateral Lymph Node Dissection With Internal Iliac Artery Resection After Neoadjuvant Chemoradiotherapy. Dis Colon Rectum 2024; 67:e199. [PMID: 38063422 DOI: 10.1097/dcr.0000000000003051] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 02/09/2024]
Affiliation(s)
- Marie Hanaoka
- Department of Gastrointestinal Surgery, Tokyo Medical and Dental University, Bunkyo-ku, Tokyo, Japan
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Sluckin TC, Hekhuis M, Kol SQ, Nederend J, Horsthuis K, Beets-Tan RGH, Beets GL, Burger JWA, Tuynman JB, Rutten HJT, Kusters M, Benson S. A Deep Learning Framework with Explainability for the Prediction of Lateral Locoregional Recurrences in Rectal Cancer Patients with Suspicious Lateral Lymph Nodes. Diagnostics (Basel) 2023; 13:3099. [PMID: 37835842 PMCID: PMC10572128 DOI: 10.3390/diagnostics13193099] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/31/2023] [Revised: 09/01/2023] [Accepted: 09/16/2023] [Indexed: 10/15/2023] Open
Abstract
Malignant lateral lymph nodes (LLNs) in low, locally advanced rectal cancer can cause (ipsi-lateral) local recurrences ((L)LR). Accurate identification is, therefore, essential. This study explored LLN features to create an artificial intelligence prediction model, estimating the risk of (L)LR. This retrospective multicentre cohort study examined 196 patients diagnosed with rectal cancer between 2008 and 2020 from three tertiary centres in the Netherlands. Primary and restaging T2W magnetic resonance imaging and clinical features were used. Visible LLNs were segmented and used for a multi-channel convolutional neural network. A deep learning model was developed and trained for the prediction of (L)LR according to malignant LLNs. Combined imaging and clinical features resulted in AUCs of 0.78 and 0.80 for LR and LLR, respectively. The sensitivity and specificity were 85.7% and 67.6%, respectively. Class activation map explainability methods were applied and consistently identified the same high-risk regions with structural similarity indices ranging from 0.772-0.930. This model resulted in good predictive value for (L)LR rates and can form the basis of future auto-segmentation programs to assist in the identification of high-risk patients and the development of risk stratification models.
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Affiliation(s)
- Tania C. Sluckin
- Department of Surgery, Amsterdam UMC Location Vrije Universiteit Amsterdam, 1081 HV Amsterdam, The Netherlands; (T.C.S.)
- Cancer Center Amsterdam, Treatment and Quality of Life, 1081 HV Amsterdam, The Netherlands
- Cancer Center Amsterdam, Imaging and Biomarkers, 1081 HV Amsterdam, The Netherlands;
| | - Marije Hekhuis
- Department of Surgery, Amsterdam UMC Location Vrije Universiteit Amsterdam, 1081 HV Amsterdam, The Netherlands; (T.C.S.)
| | - Sabrine Q. Kol
- Department of Radiology, Amsterdam UMC Location Vrije Universiteit Amsterdam, 1081 HV Amsterdam, The Netherlands;
| | - Joost Nederend
- Department of Radiology, Catharina Hospital, 5623 EJ Eindhoven, The Netherlands
| | - Karin Horsthuis
- Cancer Center Amsterdam, Imaging and Biomarkers, 1081 HV Amsterdam, The Netherlands;
- Department of Radiology, Amsterdam UMC Location Vrije Universiteit Amsterdam, 1081 HV Amsterdam, The Netherlands;
| | - Regina G. H. Beets-Tan
- GROW School for Oncology & Developmental Biology, Maastricht University, 6211 LK Maastricht, The Netherlands
- Department of Radiology, Netherlands Cancer Institute, 1066 CX Amsterdam, The Netherlands
- Department of Clinical Radiology, University of Southern Denmark, Odense University Hospital, 5000 Odense, Denmark
| | - Geerard L. Beets
- GROW School for Oncology & Developmental Biology, Maastricht University, 6211 LK Maastricht, The Netherlands
- Department of Surgery, Netherlands Cancer Institute, 1066 CX Amsterdam, The Netherlands
| | | | - Jurriaan B. Tuynman
- Department of Surgery, Amsterdam UMC Location Vrije Universiteit Amsterdam, 1081 HV Amsterdam, The Netherlands; (T.C.S.)
- Cancer Center Amsterdam, Treatment and Quality of Life, 1081 HV Amsterdam, The Netherlands
- Cancer Center Amsterdam, Imaging and Biomarkers, 1081 HV Amsterdam, The Netherlands;
| | - Harm J. T. Rutten
- Department of Surgery, Catharina Hospital, 5623 EJ Eindhoven, The Netherlands
| | - Miranda Kusters
- Department of Surgery, Amsterdam UMC Location Vrije Universiteit Amsterdam, 1081 HV Amsterdam, The Netherlands; (T.C.S.)
- Cancer Center Amsterdam, Treatment and Quality of Life, 1081 HV Amsterdam, The Netherlands
- Cancer Center Amsterdam, Imaging and Biomarkers, 1081 HV Amsterdam, The Netherlands;
| | - Sean Benson
- Department of Radiology, Netherlands Cancer Institute, 1066 CX Amsterdam, The Netherlands
- Department of Cardiology, Amsterdam University Medical Centers, University of Amsterdam, 1075 AX Amsterdam, The Netherlands
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Özdemir Ü, Gündoğdu E, Yakar M, Canaz F, Ulaş M, Özer İ. Lateral lymph node involvement presents another challenge in rectum cancer in the age of neoadjuvant chemoradiotherapy + total mesorectal excision: an evaluation of survival outcomes. Langenbecks Arch Surg 2023; 408:356. [PMID: 37702958 DOI: 10.1007/s00423-023-03101-1] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/28/2023] [Accepted: 09/07/2023] [Indexed: 09/14/2023]
Abstract
PURPOSE In the last decades, total mesorectal excision (TME) and neoadjuvant chemoradiotherapy (nCRT) have produced an undeniable improvement in the treatment of rectal cancer. However, local recurrence is still an important problem, and the effect of lateral lymph node (LLN) involvement on local recurrence is a controversial issue. The aim of this study was to investigate the effects of LLN status on local recurrence and survival in rectal cancers treated with nCRT + TME. METHODS Clinical features, pre- and post-nCRT lateral pelvic region imaging, long-term local recurrence, and the survival outcomes of 114 patients who underwent nCRT + TME for rectal cancer were evaluated. RESULTS On MRI before nCRT, 20 (17.5%) patients had lateral lymph nodes (LLN+), and 94 (82.5%) patients had no lymph nodes in the lateral pelvic compartments (LLN-). Local recurrences at 1 year in LLN+ and LLN- patients were 3 (15.8%) and 2 (2.3%), respectively (p=0.039). Five-year local recurrence-free survival rates and the mean duration of recurrence-free survival in LLN+ and LLN- patients were 56.2%, 42.6 months, and 87.3% 66.9 months, respectively (p=0.001). Disease-free survival and overall survival were shorter in LLN+ patients, but the difference was not statistically significant (p=0.096 and p=0.46, respectively). In the multivariate analysis, LLN involvement was determined to be an independent risk factor for local recurrence-free survival (Hazard Ratio 4.54, p=0.003). CONCLUSION Lateral lymph node involvement causes local recurrence to remain high after nCRT + TME. LLN status should be considered in treatment planning. Further studies are needed to define precise criteria for LLN involvement and the effect of LLND on local recurrence and survival.
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Affiliation(s)
- Ümit Özdemir
- Department of General Surgery, Section of Gastroenterological Surgery, Ankara Etlik City Hospital, Ankara, Turkey.
| | - Elif Gündoğdu
- Department of Radiology, Faculty of Medicine, Eskişehir Osmangazi University, Eskişehir, Turkey
| | - Melek Yakar
- Department of Radiation Oncology, Faculty of Medicine, Eskişehir Osmangazi University, Eskişehir, Turkey
| | - Funda Canaz
- Department of Pathology, Faculty of Medicine, Eskişehir Osmangazi University, Eskişehir, Turkey
| | - Murat Ulaş
- Department of General Surgery, Section of Gastroenterological Surgery, Faculty of Medicine, Eskişehir Osmangazi University, Eskişehir, Turkey
| | - İlter Özer
- Department of General Surgery, Section of Gastroenterological Surgery, Faculty of Medicine, Eskişehir Osmangazi University, Eskişehir, Turkey
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Conradi LC, Rödel C, Ghadimi M. Rectal Cancer: Open Questions in 2022 Current Standards of Clinical Practice and Ongoing Trials. Digestion 2022; 103:175-182. [PMID: 35350020 DOI: 10.1159/000522006] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 06/23/2020] [Accepted: 01/16/2022] [Indexed: 02/04/2023]
Abstract
BACKGROUND Rectal cancer remains a complex disease and a relevant global health issue, increasingly affecting also younger patients. This update review summarizes the current standard of care and discusses the individualized treatment approaches taking into consideration individual tumor characteristics and patients preferences. SUMMARY Remaining "gray zones" of rectal cancer therapy warranting further prospective studies are identified including surgical approaches for rectal cancer, e.g., minimally invasive surgical techniques and lateral lymph node dissection for low rectal cancers. The emerging concept of a watch-and-wait strategy upon clinical complete response after chemoradiotherapy is discussed, also considering the still limited evidence and the clinical challenges arising from individualized patient management. KEY MESSAGES Finally, currently conducted clinical trials of the German Rectal Cancer Study Group are described, aiming to further individualize multimodal treatment according to risk profiles and strict MRI criteria.
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Affiliation(s)
- Lena-Christin Conradi
- Clinic for General, Visceral and Pediatric surgery, University Medical Center Göttingen, Göttingen, Germany
| | - Claus Rödel
- Department of Radiation Oncology, University of Frankfurt, Frankfurt, Germany
| | - Michael Ghadimi
- Clinic for General, Visceral and Pediatric surgery, University Medical Center Göttingen, Göttingen, Germany
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