1.ResNet-Vision Transformer based MRI-endoscopy fusion model for predicting treatment response to neoadjuvant chemoradiotherapy in locally advanced rectal cancer: A multicenter study.
Junhao ZHANG ; Ruiqing LIU ; Di HAO ; Guangye TIAN ; Shiwei ZHANG ; Sen ZHANG ; Yitong ZANG ; Kai PANG ; Xuhua HU ; Keyu REN ; Mingjuan CUI ; Shuhao LIU ; Jinhui WU ; Quan WANG ; Bo FENG ; Weidong TONG ; Yingchi YANG ; Guiying WANG ; Yun LU
Chinese Medical Journal 2025;138(21):2793-2803
BACKGROUND:
Neoadjuvant chemoradiotherapy followed by radical surgery has been a common practice for patients with locally advanced rectal cancer, but the response rate varies among patients. This study aimed to develop a ResNet-Vision Transformer based magnetic resonance imaging (MRI)-endoscopy fusion model to precisely predict treatment response and provide personalized treatment.
METHODS:
In this multicenter study, 366 eligible patients who had undergone neoadjuvant chemoradiotherapy followed by radical surgery at eight Chinese tertiary hospitals between January 2017 and June 2024 were recruited, with 2928 pretreatment colonic endoscopic images and 366 pelvic MRI images. An MRI-endoscopy fusion model was constructed based on the ResNet backbone and Transformer network using pretreatment MRI and endoscopic images. Treatment response was defined as good response or non-good response based on the tumor regression grade. The Delong test and the Hanley-McNeil test were utilized to compare prediction performance among different models and different subgroups, respectively. The predictive performance of the MRI-endoscopy fusion model was comprehensively validated in the test sets and was further compared to that of the single-modal MRI model and single-modal endoscopy model.
RESULTS:
The MRI-endoscopy fusion model demonstrated favorable prediction performance. In the internal validation set, the area under the curve (AUC) and accuracy were 0.852 (95% confidence interval [CI]: 0.744-0.940) and 0.737 (95% CI: 0.712-0.844), respectively. Moreover, the AUC and accuracy reached 0.769 (95% CI: 0.678-0.861) and 0.729 (95% CI: 0.628-0.821), respectively, in the external test set. In addition, the MRI-endoscopy fusion model outperformed the single-modal MRI model (AUC: 0.692 [95% CI: 0.609-0.783], accuracy: 0.659 [95% CI: 0.565-0.775]) and the single-modal endoscopy model (AUC: 0.720 [95% CI: 0.617-0.823], accuracy: 0.713 [95% CI: 0.612-0.809]) in the external test set.
CONCLUSION
The MRI-endoscopy fusion model based on ResNet-Vision Transformer achieved favorable performance in predicting treatment response to neoadjuvant chemoradiotherapy and holds tremendous potential for enabling personalized treatment regimens for locally advanced rectal cancer patients.
Humans
;
Rectal Neoplasms/diagnostic imaging*
;
Magnetic Resonance Imaging/methods*
;
Male
;
Female
;
Middle Aged
;
Neoadjuvant Therapy/methods*
;
Aged
;
Adult
;
Chemoradiotherapy/methods*
;
Endoscopy/methods*
;
Treatment Outcome
2.Evaluation strategy of complete response after neoadjuvant therapy for rectal cancer.
Chinese Journal of Surgery 2023;61(9):738-743
Currently, the standard of clinical complete response (cCR) after neoadjuvant chemoradiotherapy (nCRT) for local advanced rectal cancer generally lacks pathological examination, the cCR judged by the current standard is still far from the real pathological complete response. After nCRT, due to the presence of tissue edema and fibrosis, MRI is highly uncertain in determining the staging of local lesions. The precision of colonoscopy biopsy is generally low because residual cancer foci exist primarily in the muscular layer, which limits the determination of cCR by colonoscopy biopsy. Local excision through the anus can resect the whole intestinal wall tissue, which is relatively accurate and close to the real state of remission of the lesion, but there are many problems, such as affecting anal function, high rate of complications, and increased difficulty of following radical surgery. Based on the present diagnosis of cCR, the authors put forward the concept of modified cCR (m-cCR) which combined with the pathological standard of transanal multipoint full-layer puncture biopsy. It is possible to improve the accuracy of cCR, and improve the safety of cCR patients who receive wait-and-watch therapy without increasing complications or affecting anal function. The exact conclusion needs to be confirmed by further studies.
Humans
;
Neoadjuvant Therapy
;
Treatment Outcome
;
Neoplasm Recurrence, Local/diagnosis*
;
Watchful Waiting
;
Rectal Neoplasms/surgery*
;
Chemoradiotherapy
3.Hotspots and prospects of esophageal cancer research in China.
Yousheng MAO ; Shu Geng GAO ; Yin LI ; Qi XUE ; Feng LI ; Dong Hui JIN ; Hang YI ; Jie HE
Chinese Journal of Gastrointestinal Surgery 2023;26(4):307-311
Esophageal cancer is a malignant tumor with a high incidence in China. At pesent, advanced esophageal cancer patients are still frequently encountered. The primary treatment for resectable advanced esophageal cancer is surgery-based multimodality therapy, including preoperative neoadjuvant therapy, such as chemotherapy, chemoradiotherapy or chemotherapy plus immunotherapy, followed by radical esophagectomy with thoraco-abdominal two-field or cervico-thoraco-abdominal three-field lymphadenectomy via minimally invasive approach or thoracotomy. In addition, adjuvant chemotherapy, radiotherapy, or chemoradiotherapy, or immunotherapy may also be administered if suggested by postoperative pathological results. Although the treatment outcome of esophageal cancer has improved significantly in China, many clinical issues remain controversial. In this article, we summarize the current hotspots and important issues of esophageal cancer in China, including prevention and early diagnosis, treatment selection for early esophageal cancer, surgical approach selection, lymphadenectomy method, preoperative neoadjuvant therapy, postoperative adjuvant therapy, and nutritional support treatment.
Humans
;
Esophageal Neoplasms/surgery*
;
Combined Modality Therapy
;
Neoadjuvant Therapy/methods*
;
Chemoradiotherapy
;
Chemotherapy, Adjuvant
;
Esophagectomy/methods*
4.Neoadjuvant therapy in locally advanced esophageal squamous cell carcinoma.
Chinese Journal of Gastrointestinal Surgery 2023;26(4):312-318
The efficacy of surgery alone for locally advanced esophageal squamous cell carcinoma (ESCC) is limited. In-depth studies concerning combined therapy for ESCC have been carried out worldwide, especially the neoadjuvant treatment model, including neoadjuvant chemotherapy (nCT), neoadjuvant chemoradiotherapy (nCRT), neoadjuvant chemotherapy combined with immunotherapy (nICT), neoadjuvant chemoradiotherapy combined with immunotherapy (nICRT), etc. With the advent of the immunity era, nICT and nICRT have attracted much attention from researchers. An attempt was thus made to take an overview of the evidence-based research advance regarding the neoadjuvant therapy of ESCC.
Humans
;
Esophageal Squamous Cell Carcinoma/surgery*
;
Neoadjuvant Therapy
;
Esophageal Neoplasms/surgery*
;
Chemoradiotherapy
;
Esophagectomy
5.Short-course radiotherapy combined with CAPOX and PD-1 inhibitor for the total neoadjuvant therapy of locally advanced rectal cancer: the preliminary single-center findings of a prospective, multicentre, randomized phase II trial (TORCH).
Ya Qi WANG ; Li Jun SHEN ; Jue Feng WAN ; Hui ZHANG ; Yan WANG ; Xian WU ; Jing Wen WANG ; Ren Jie WANG ; Yi Qun SUN ; Tong TONG ; Dan HUANG ; Lei WANG ; Wei Qi SHENG ; Xun ZHANG ; Guo Xiang CAI ; Ye XU ; San Jun CAI ; Zhen ZHANG ; Fan XIA
Chinese Journal of Gastrointestinal Surgery 2023;26(5):448-458
Objective: Total neoadjuvant therapy has been used to improve tumor responses and prevent distant metastases in patients with locally advanced rectal cancer (LARC). Patients with complete clinical responses (cCR) then have the option of choosing a watch and wait (W&W) strategy and organ preservation. It has recently been shown that hypofractionated radiotherapy has better synergistic effects with PD-1/PD-L1 inhibitors than does conventionally fractionated radiotherapy, increasing the sensitivity of microsatellite stable (MSS) colorectal cancer to immunotherapy. Thus, in this trial we aimed to determine whether total neoadjuvant therapy comprising short-course radiotherapy (SCRT) combined with a PD-1 inhibitor improves the degree of tumor regression in patients with LARC. Methods: TORCH is a prospective, multicenter, randomized, phase II trial (TORCH Registration No. NCT04518280). Patients with LARC (T3-4/N+M0, distance from anus ≤10 cm) are eligible and are randomly assigned to consolidation or induction arms. Those in the consolidation arm receive SCRT (25Gy/5 Fx), followed by six cycles of toripalimab plus capecitabine and oxaliplatin (ToriCAPOX). Those in the induction arm receive two cycles of ToriCAPOX, then undergo SCRT, followed by four cycles of ToriCAPOX. Patients in both groups undergo total mesorectal excision (TME) or can choose a W&W strategy if cCR has been achieved. The primary endpoint is the complete response rate (CR, pathological complete response [pCR] plus continuous cCR for more than 1 year). The secondary endpoints include rates of Grade 3-4 acute adverse effects (AEs) etc. Results: Up to 30 September 2022, 62 patients attending our center were enrolled (Consolidation arm: 34, Induction arm:28). Their median age was 53 (27-69) years. Fifty-nine of them had MSS/pMMR type cancer (95.2%), and only three MSI-H/dMMR. Additionally, 55 patients (88.7%) had Stage III disease. The following important characteristics were distributed as follows: lower location (≤5 cm from anus, 48/62, 77.4%), deeper invasion by primary lesion (cT4 7/62, 11.3%; mesorectal fascia involved 17/62, 27.4%), and high risk of distant metastasis (cN2 26/62, 41.9%; EMVI+ 11/62, 17.7%). All 62 patients completed the SCRT and at least five cycles of ToriCAPOX, 52/62 (83.9%) completing six cycles of ToriCAPOX. Finally, 29 patients achieved cCR (46.8%, 29/62), 18 of whom decided to adopt a W&W strategy. TME was performed on 32 patients. Pathological examination showed 18 had achieved pCR, four TRG 1, and 10 TRG 2-3. The three patients with MSI-H disease all achieved cCR. One of these patients was found to have pCR after surgery whereas the other two adopted a W&W strategy. Thus, the pCR and CR rates were 56.2% (18/32) and 58.1% (36/62), respectively. The TRG 0-1 rate was 68.8% (22/32). The most common non-hematologic AEs were poor appetite (49/60, 81.7%), numbness (49/60, 81.7%), nausea (47/60, 78.3%) and asthenia (43/60, 71.7%); two patients did not complete this survey. The most common hematologic AEs were thrombocytopenia (48/62, 77.4%), anemia (47/62, 75.8%), leukopenia/neutropenia (44/62, 71.0%) and high transaminase (39/62, 62.9%). The main Grade III-IV AE was thrombocytopenia (22/62, 35.5%), with three patients (3/62, 4.8%) having Grade IV thrombocytopenia. No Grade V AEs were noted. Conclusions: SCRT-based total neoadjuvant therapy combined with toripalimab can achieve a surprisingly good CR rate in patients with LARC and thus has the potential to offer new treatment options for organ preservation in patients with MSS and lower-location rectal cancer. Meanwhile, the preliminary findings of a single center show good tolerability, the main Grade III-IV AE being thrombocytopenia. The significant efficacy and long-term prognostic benefit need to be determined by further follow-up.
Humans
;
Middle Aged
;
Antineoplastic Combined Chemotherapy Protocols/therapeutic use*
;
Chemoradiotherapy
;
Immune Checkpoint Inhibitors/therapeutic use*
;
Neoadjuvant Therapy
;
Prospective Studies
;
Rectal Neoplasms/pathology*
;
Thrombocytopenia/drug therapy*
;
Treatment Outcome
;
Adult
;
Aged
6.Efficacy and safety of total neoadjuvant therapy versus neoadjuvant chemoradiotherapy in the treatment of locally advanced rectal cancer: a meta-analysis.
Yi Qing ZHANG ; Kai Guo SUN ; Jia Ying LU ; Ji MA ; Nan YAO ; Zhao Hui QIN ; Yuan Hu YAO
Chinese Journal of Gastrointestinal Surgery 2022;25(6):531-538
Objective: To systematically evaluate the efficacy and safety of total neoadjuvant therapy (TNT) in the comprehensive treatment of locally advanced rectal cancer. Methods: Literatures were screened from PubMed, Embase, Web of Science, Cochrane Library, CBM, Wanfang Data, VIP and CNKI from the inception date to May 2021 to collect the randomized controlled clinical trials (RCTs) of TNT followed by total mesorectal excision (TME) versus neoadjuvant chemotherapy (nCRT) followed by TME in the treatment of locally advanced rectal cancer. The data of overall survival, disease-free survival, R0 radical resection rate, pathological complete response (pCR) rate, T downstaging rate, the incidence of adverse events ≥ grade III, including neutropenia, nausea and vomiting, diarrhea, radiation dermatitis and nervous system toxicity, and the morbidity of complications within postoperative 30 days of the two groups were extracted from the included literatures. Review Manager 5.3 software was utilized for statistical meta-analysis. Results: Nine RCTs were finally enrolled including 2430 patients. Meta-analysis results showed that compared with nCRT group, patients in TNT group had longer overall survival (HR=0.80, 95%CI: 0.65-0.97, P=0.03) and higher pCR rate (RR=1.73, 95%CI: 1.44-2.08, P<0.01) with significant differences. Besides, there were no significant differences between two groups in disease-free survival (HR=0.86, 95%CI:0.71-1.05, P=0.14), R0 radical resection rate (RR=1.02, 95%CI: 0.99-1.06, P=0.17) and T downstaging rate (RR=1.04, 95%CI: 0.89-1.22, P=0.58) between two groups. In terms of treatment safety, the incidence of adverse events ≥ grade III (RR=1.09, 95%CI: 0.70-1.70, P=0.70) and morbidity of complications within postoperative 30 days (RR=1.07, 95%CI: 0.97-1.18, P=0.19) did not significantly differ between two groups. Conclusions: In the treatment of locally advanced rectal cancer, TNT may bring more survival benefits than nCRT and does not increase the incidence of adverse events and postoperative complications. Therefore, TNT could be used as a recommended treatment for patients with locally advanced rectal cancer.
Antineoplastic Combined Chemotherapy Protocols
;
Chemoradiotherapy/methods*
;
Disease-Free Survival
;
Humans
;
Neoadjuvant Therapy/methods*
;
Neoplasm Staging
;
Neoplasms, Second Primary/pathology*
;
Rectal Neoplasms/therapy*
;
Rectum/pathology*
;
Treatment Outcome
7.Impact of neoadjuvant chemoradiotherapy on the local recurrence and distant metastasis pattern of locally advanced rectal cancer: a propensity score-matched analysis.
Liang YU ; Tian-Lei XU ; Lin ZHANG ; Shuo-Hao SHEN ; Yue-Lu ZHU ; Hui FANG ; Hai-Zeng ZHANG
Chinese Medical Journal 2021;134(18):2196-2204
BACKGROUND:
Previous studies have demonstrated different predominant sites of distant metastasis between patients with and without neoadjuvant chemoradiotherapy (NCRT). This study aimed to explore whether NCRT could influence the metastasis pattern of rectal cancer through a propensity score-matched analysis.
METHODS:
In total, 1296 patients with NCRT or post-operative chemoradiotherapy (PCRT) were enrolled in this study between January 2008 and December 2015. Propensity score matching was used to correct for differences in baseline characteristics between the two groups. After propensity score matching, the metastasis pattern, including metastasis sites and timing, was compared and analyzed.
RESULTS:
After propensity score matching, there were 408 patients in the PCRT group and 245 patients in the NCRT group. NCRT significantly reduced local recurrence (4.1% vs. 10.3%, P = 0.004), but not distant metastases (28.2% vs. 27.9%, P = 0.924) compared with PCRT. In both the NCRT and PCRT groups, the most common metastasis site was the lung, followed by the liver. The NCRT group developed local recurrence and distant metastases later than the PCRT group (median time: 29.2 [18.8, 52.0] months vs. 18.7 [13.3, 30.0] months, Z = -2.342, P = 0.019; and 21.2 [12.2, 33.8] vs. 16.4 [9.3, 27.9] months, Z = -1.765, P = 0.035, respectively). The distant metastases occurred mainly in the 2nd year after surgery in both the PCRT group (39/114, 34.2%) and NCRT group (21/69, 30.4%). However, 20.3% (14/69) of the distant metastases appeared in the 3rd year in the NCRT group, while this number was only 13.2% (15/114) in the PCRT group.
CONCLUSIONS
The predominant site of distant metastases was the lung, followed by the liver, for both the NCRT group and PCRT group. NCRT did not influence the predominant site of distant metastases, but the NCRT group developed local recurrence and distant metastases later than the PCRT group. The follow-up strategy for patients with NCRT should be adjusted and a longer intensive follow-up is needed.
Chemoradiotherapy
;
Humans
;
Neoadjuvant Therapy
;
Neoplasm Recurrence, Local
;
Neoplasm Staging
;
Propensity Score
;
Rectal Neoplasms/pathology*
;
Retrospective Studies
;
Treatment Outcome
8.Outcomes of oesophageal cancer treated with neoadjuvant compared with definitive chemoradiotherapy.
Caryn WUJANTO ; Jeremy TEY ; Balamurugan VELLAYAPPAN ; Jimmy SO ; Wei Peng YONG ; Asim SHABBIR ; Michelle TSENG ; Yu Yang SOON ; Francis HO
Annals of the Academy of Medicine, Singapore 2021;50(7):536-547
INTRODUCTION:
We report outcomes of patients with oesophageal cancer treated with neoadjuvant chemoradiotherapy (NACRT) plus surgery or definitive chemoradiotherapy (chemoRT) at our institution.
METHODS:
We retrospectively reviewed patients who underwent chemoRT from 2005 to 2017. The primary outcome was overall survival (OS). Secondary outcomes were disease-free survival (DFS) and toxicities.
RESULTS:
We identified 96 patients with median age of 64 years and squamous cell carcinoma in 82.3%. Twenty-nine patients (30.2%) received NACRT plus surgery, 67 patients (69.8%) received definitive chemoRT. Median follow-up was 13.5 months. The 3/5-year OS were 26.4%/13.4%, and 59.6%/51.6% in the definitive chemoRT and NACRT plus surgery groups, respectively. The 3/5-year DFS were 19.3%/12.3%, and 55.7%/37.2% in the definitive chemoRT and NACRT plus surgery groups, respectively. NACRT plus surgery significantly improved OS (hazard ratio [HR] 0.40, 95% confidence interval [CI] 0.22-0.72,
CONCLUSION
NACRT plus surgery improved OS and DFS. However, in view of treatment-related complications, careful selection of patients is warranted. With the predominant histology of our cohort being squamous cell carcinoma (SCC), our results may be more relevant for those with SCC.
Chemoradiotherapy
;
Esophageal Neoplasms/pathology*
;
Humans
;
Middle Aged
;
Neoadjuvant Therapy
;
Neoplasm Recurrence, Local
;
Neoplasm Staging
;
Retrospective Studies
9.Current status and prospect of perioperative therapy for locally advanced gastric cancer.
Chinese Journal of Gastrointestinal Surgery 2021;24(2):101-106
Local advanced gastric cancer (LAGC) accounts for a large proportion of annual newly diagnosed gastric cancer patients in China. There is a general consensus for D2 radical gastrectomy followed by postoperative adjuvant chemotherapy for LAGC patients, and this therapeutic strategy has been confirmed by a series of clinical trials to obviously improve the patients' prognosis; however, the recurrence rate is still high (about 50%-80% in advanced stage), which makes it difficult to further improve the long-term survival. Perioperative therapy, especially whether preoperative neoadjuvant therapy (NAT) can improve the efficacy of patients with LAGC, has been paid more and more attention. NAT is mainly defined as a preoperative chemotherapy or chemoradiotherapy, aiming at increasing curative resection rate by downstaging tumor, eliminating micrometastases, and autologously testing of anti-cancer drug sensitivity etc. However, there are still some controversy whether LAGC patients could gain survival benefit from NAT and also lack of general consensus for this issue. In this paper, the author reviews and analyzes the current situation of perioperative therapies for LAGC patients, especially emphasize the results of neoadjuvant chemotherapy or chemoradiotherapy reported by various high-level clinical studies. The preliminary effect of perioperative chemotherapy combined with molecular targeted or immunotherapy has also aroused great interest and attention. While we continue to carry out NAT and look forward to more new high-level evidence trials on NAT, we must emphasize again that R0 gastrectomy remains the most important therapeutic modality for the patients with LAGC.
Antineoplastic Combined Chemotherapy Protocols/therapeutic use*
;
Chemoradiotherapy
;
Chemotherapy, Adjuvant
;
Combined Modality Therapy
;
Gastrectomy/methods*
;
Humans
;
Lymph Node Excision
;
Neoadjuvant Therapy
;
Neoplasm Staging
;
Perioperative Care/trends*
;
Stomach Neoplasms/therapy*
10.Exploration and thoughts on perioperative treatment of advanced gastric cancer.
Chinese Journal of Gastrointestinal Surgery 2021;24(2):112-117
Perioperative treatment is critical to improve the outcomes of patients with advanced gastric cancer. There are three therapeutic modes of perioperative treatment for resectable gastric cancer: neoadjuvant chemotherapy+ D1/D2 surgery+ adjuvant chemotherapy, D0/D1 surgery+ adjuvant radiochemotherapy, and D2 surgery+ adjuvant chemotherapy. Over the decades, a large number of clinical studies had been conducted to optimize the perioperative treatment mode of gastric cancer, including the postoperative radiotherapy and chemotherapy, and perioperative chemotherapy, and to explore the feasibility of preoperative radiochemotherapy, targeted therapy, and immunotherapy in advanced gastric cancer. After nearly 20 years of development and exploration, although the perioperative treatment mode for advanced gastric cancer has become standardized, there are still some core issues that need to be solved urgently, including the selection of population for perioperative treatment, the limitation of efficaly evaluation criteria, insufficient emphasis on laparoscopic exploration before neoadjuvant treatment, and lack of exploration in esophagogastric junction cancer. We should fully integrate the current clinical research data into clinical practice, adopt a multidisciplinary diagnosis and treatment mode, and follow the principles of standardized diagnosis and treatment based on a multi-dimensional analysis of patient characteristics, and formulate the most reasonable treatment strategy to ultimately benefit patients.
Antineoplastic Combined Chemotherapy Protocols/administration & dosage*
;
Chemoradiotherapy, Adjuvant
;
Chemotherapy, Adjuvant
;
Combined Modality Therapy
;
Esophagogastric Junction
;
Gastrectomy
;
Humans
;
Lymph Node Excision
;
Neoadjuvant Therapy
;
Perioperative Care
;
Stomach Neoplasms/therapy*

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