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
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Rectal Neoplasms/diagnostic imaging*
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Magnetic Resonance Imaging/methods*
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Male
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Female
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Middle Aged
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Neoadjuvant Therapy/methods*
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Aged
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Adult
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Chemoradiotherapy/methods*
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Endoscopy/methods*
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Treatment Outcome
2.Application and progress of intelligent responsive hydrogels in articular cartilage injury repair.
Qingyu XU ; Baojian ZHANG ; Hongri LI ; Chengri LIU ; Shuhao BI ; Zhixiang YANG ; Yanqun LIU
Chinese Journal of Reparative and Reconstructive Surgery 2025;39(2):250-256
OBJECTIVE:
To review clinical application and research progress of different types of intelligent responsive hydrogels in repairing articular cartilage injury.
METHODS:
The animal experiments and clinical studies of different types of intelligent responsive hydrogels for repairing articular cartilage injury were summarized by reviewing relevant literature at home and abroad.
RESULTS:
The intrinsic regenerative capacity of articular cartilage following injury is limited. Intelligent responsive hydrogels, including those that are temperature-sensitive, light-sensitive, enzyme-responsive, pH-sensitive, and other stimuli-responsive hydrogels, can undergo phase transitions in response to specific stimuli, thereby achieving optimal functionality. These hydrogels can fill the injured cartilage area, promote the proliferation and differentiation of chondrocytes, and expedite the repair of the damaged site. With advancements in cartilage tissue engineering materials research, intelligent responsive hydrogels offer a novel approach and promising potential for the treatment of cartilage injuries.
CONCLUSION
Intelligent responsive hydrogel is a kind of flexible, controllable, efficient, and stable polymer, which has similar structure and functional properties to articular cartilage, and has become one of the important biomaterials for cartilage repair. However, there is still a lack of unified treatment standards and simple and efficient preparation technology.
Hydrogels/therapeutic use*
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Cartilage, Articular/injuries*
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Tissue Engineering/methods*
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Humans
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Animals
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Chondrocytes/cytology*
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Biocompatible Materials/chemistry*
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Tissue Scaffolds/chemistry*
3.Screen of FDA-approved drug library identifies vitamin K as anti-ferroptotic drug for osteoarthritis therapy through Gas6.
Yifeng SHI ; Sunlong LI ; Shuhao ZHANG ; Caiyu YU ; Jiansen MIAO ; Shu YANG ; Yan CHEN ; Yuxuan ZHU ; Xiaoxiao HUANG ; Chencheng ZHOU ; Hongwei OUYANG ; Xiaolei ZHANG ; Xiangyang WANG
Journal of Pharmaceutical Analysis 2025;15(5):101092-101092
Ferroptosis of chondrocytes is a significant contributor to osteoarthritis (OA), for which there is still a lack of safe and effective therapeutic drugs targeting ferroptosis. Here, we screen for anti-ferroptotic drugs in Food and Drug Administration (FDA)-approved drug library via a high-throughput manner in chondrocytes. We identified a group of FDA-approved anti-ferroptotic drugs, among which vitamin K showed the most powerful protective effect. Further study demonstrated that vitamin K effectively inhibited ferroptosis and alleviated the extracellular matrix (ECM) degradation in chondrocytes. Intra-articular injection of vitamin K inhibited ferroptosis and alleviated OA phenotype in destabilization of the medial meniscus (DMM) mouse model. Mechanistically, transcriptome sequencing and knockdown experiments revealed that the anti-ferroptotic effects of vitamin K depended on growth arrest-specific 6 (Gas6). Furthermore, exogenous expression of Gas6 was found to inhibit ferroptosis through the AXL receptor tyrosine kinase (AXL)/phosphatidylinositol 3-kinase (PI3K)/AKT serine/threonine kinase (AKT) axis. Together, we demonstrate that vitamin K inhibits ferroptosis and alleviates OA progression via enhancing Gas6 expression and its downstream pathway of AXL/PI3K/AKT axis, indicating vitamin K as well as Gas6 to serve as a potential therapeutic target for OA and other ferroptosis-related diseases.
4.Research on the impact and mechanism of grassroots Party building in public hospitals on departmental business
Jingjing WANG ; Min CUI ; Hong YU ; Shuhao ZHANG ; Hongbo WANG ; Yu ZHANG ; Hongbo LONG
Chinese Journal of Hospital Administration 2025;41(2):146-151
Objective:To analyze the impact and mechanism of grassroots Party building in public hospitals on departmental business, and to provide reference for promoting the integration and mutual promotion of Party building and business.Methods:In November 2023, a self-designed questionnaire was used to survey clinical medical staff in a tertiary hospital in Wuhan. A cluster random sampling method was employed to investigate the evaluation of grassroots Party building work by clinical medical staff and the role of grassroots Party building in departmental business. Descriptive quantitative analysis was conducted on the questionnaire data. From November to December 2023, typical sampling was used to select Party branch committee members from clinical and medical technology departments of the hospital for semi-structured interviews. The interview content included the status of grassroots Party building work, its role in departmental business development, and the underlying mechanisms. Grounded theory was used for three-level coding of the interview data, and role theory was applied to analyze the mechanism by which grassroots Party building promotes business development.Results:A total of 1 124 valid questionnaires were collected, covering personnel from various sequences, including medical, nursing, technical, and pharmacy staff. Over 95% of the respondents rated the Party branch work highly, and more than 94% believed that grassroots Party building had a positive impact on the department′s medical care, teaching, research, talent team building, management, and cultural construction. The analysis using grounded theory and role theory revealed that the promotion of departmental business by grassroots Party building mainly originated from three aspects of standardization and normalization construction of Party branches, participation of Party branches in departmental management, and the development of characteristic activities based on Party building carriers. These three aspects enhanced personal responsibility, discipline, and service awareness through five personal-level targets (correcting work attitudes, leading by example among Party members, strengthening integrity in professional practice, improving professional skills, and improving working methods). This, in turn, facilitated medical staff to better identify their role positioning, standardize role behavior, and enhance role learning. At the departmental level, seven targets (expanding channels for departmental transparency, emphasizing practical performance, Party branch involvement in important departmental matters, enhancing external communication, increasing emotional identification, improving internal communication, and strengthening integrity building) were identified to promote fairness and justice, democratic decision-making, external cooperation, unity, and a clean atmosphere within the department. This further improved role evaluation, created an atmosphere conducive to role learning, helped strengthen role identification, and guided role standardization.Conclusions:Grassroots Party building of public hospital has a positive impact on department business work and is widely recognized by clinical medical staff. Different Party building activities have different pathways of influence. It is recommended to conduct targeted Party building activities based on actual needs.
5.Screen of FDA-approved drug library identifies vitamin K as anti-ferroptotic drug for osteoarthritis therapy through Gas6
Yifeng SHI ; Sunlong LI ; Shuhao ZHANG ; Caiyu YU ; Jiansen MIAO ; Shu YANG ; Yan CHEN ; Yuxuan ZHU ; Xiaoxiao HUANG ; Chencheng ZHOU ; Hongwei OUYANG ; Xiaolei ZHANG ; Xiangyang WANG
Journal of Pharmaceutical Analysis 2025;15(5):1033-1047
Ferroptosis of chondrocytes is a significant contributor to osteoarthritis(OA),for which there is still a lack of safe and effective therapeutic drugs targeting ferroptosis.Here,we screen for anti-ferroptotic drugs in Food and Drug Administration(FDA)-approved drug library via a high-throughput manner in chondrocytes.We identified a group of FDA-approved anti-ferroptotic drugs,among which vitamin K showed the most powerful protective effect.Further study demonstrated that vitamin K effectively inhibited ferroptosis and alleviated the extracellular matrix(ECM)degradation in chondrocytes.Intra-articular injection of vitamin K inhibited ferroptosis and alleviated OA phenotype in destabilization of the medial meniscus(DMM)mouse model.Mechanistically,transcriptome sequencing and knockdown experiments revealed that the anti-ferroptotic effects of vitamin K depended on growth arrest-specific 6(Gas6).Furthermore,exogenous expression of Gas6 was found to inhibit ferroptosis through the AXL receptor tyrosine kinase(AXL)/phosphatidylinositol 3-kinase(PI3K)/AKT serine/threonine kinase(AKT)axis.Together,we demonstrate that vitamin K inhibits ferroptosis and alleviates OA progression via enhancing Gas6 expression and its downstream pathway of AXL/PI3K/AKT axis,indicating vitamin K as well as Gas6 to serve as a potential therapeutic target for OA and other ferroptosis-related diseases.
6.Comparation of robot-assisted and laparoscopy-assisted biliary dilatation resection in children less than 3 months of age: a single-center cohort study
Shuhao ZHANG ; Duote CAI ; Yi JIN ; Wenjuan LUO ; Yuebin ZHANG ; Qingjiang CHEN ; Zhigang GAO
Chinese Journal of Surgery 2025;63(6):529-534
Objective:To investigate the feasibility and effectiveness of robot-assisted surgery in children with cholangiectasis under 3 months of age.Methods:This is a retrospective cohort study. The clinical data of 53 children with cholangiectasis under 3 months admitted to Department of General Surgery of Children′s Hospital Affiliated to Zhejiang University School of Medicine from April 2019 to December 2024 were included retrospectively. According to the surgical method, the patients were divided into robot-assisted surgery(RAS) group(5 males, 24 females, age ( M(IQR)) 49.0(36.0)days (range: 19.0 to 90.0 days), weight 5.00(1.65)kg (range: 3.40 to 7.50 kg)) and laparoscopic-assisted surgery(LAS) group (5 males, 19 females, age 55.5(27.3)days (range: 18.0 to 87.0 days), weight 4.90 (1.62)kg (range: 3.50 to 6.20 kg)). Nineteen cases in each group were prenatally diagnosed. Data were statistically analyzed using the Mann-Whitney U test and the Pearson χ 2 test, respectively. Results:No statistically significant differences were observed between the two groups in age, sex, weight, or preoperative biochemical indices(all P>0.05). All procedures were successfully completed without conversion to open surgery. Postoperative biochemical indices, fasting duration, cyst diameter, operative time, drainage tube retention time, and follow-up duration showed no significant differences between the groups(all P>0.05). Compared to the LAS group, the RAS group demonstrated significantly shorter postoperative hospital stays (9.0(5.0)days (range:7.0 to 18.0 days) vs. 11.5(5.5)days (range:7.0 to 38.0 days), U=236.5, P=0.044) and hepaticojejunostomy time (15.0(3.5)minutes (range:11.0 to 22.0 minutes) vs. 18.0(3.0)minutes (range:13.0 to 25.0 minutes), U=144.5, P=0.001). However, the RAS group incurred higher surgical costs (78 099.9(10 100.1)yuan (range: 72 148.7 to 112 898.6 yuan) vs. 30 158.6(15 283.1)yuan (range: 25 041.7 to 107 673.1 yuan), U=41.0, P<0.01). In the LAS group, 3 patients developed anastomotic leakage requiring reoperation, while the RAS group had 1 case of anastomotic stenosis 2 years postoperatively (received second hepaticojejunostomy) and 1 case of incision infection(received incision debridement and dressing of the abscess). Conclusion:Robot-assisted surgery can be used to treat children with cholangiectasis under 3 months of age and may achieve good results.
7.Research on the impact and mechanism of grassroots Party building in public hospitals on departmental business
Jingjing WANG ; Min CUI ; Hong YU ; Shuhao ZHANG ; Hongbo WANG ; Yu ZHANG ; Hongbo LONG
Chinese Journal of Hospital Administration 2025;41(2):146-151
Objective:To analyze the impact and mechanism of grassroots Party building in public hospitals on departmental business, and to provide reference for promoting the integration and mutual promotion of Party building and business.Methods:In November 2023, a self-designed questionnaire was used to survey clinical medical staff in a tertiary hospital in Wuhan. A cluster random sampling method was employed to investigate the evaluation of grassroots Party building work by clinical medical staff and the role of grassroots Party building in departmental business. Descriptive quantitative analysis was conducted on the questionnaire data. From November to December 2023, typical sampling was used to select Party branch committee members from clinical and medical technology departments of the hospital for semi-structured interviews. The interview content included the status of grassroots Party building work, its role in departmental business development, and the underlying mechanisms. Grounded theory was used for three-level coding of the interview data, and role theory was applied to analyze the mechanism by which grassroots Party building promotes business development.Results:A total of 1 124 valid questionnaires were collected, covering personnel from various sequences, including medical, nursing, technical, and pharmacy staff. Over 95% of the respondents rated the Party branch work highly, and more than 94% believed that grassroots Party building had a positive impact on the department′s medical care, teaching, research, talent team building, management, and cultural construction. The analysis using grounded theory and role theory revealed that the promotion of departmental business by grassroots Party building mainly originated from three aspects of standardization and normalization construction of Party branches, participation of Party branches in departmental management, and the development of characteristic activities based on Party building carriers. These three aspects enhanced personal responsibility, discipline, and service awareness through five personal-level targets (correcting work attitudes, leading by example among Party members, strengthening integrity in professional practice, improving professional skills, and improving working methods). This, in turn, facilitated medical staff to better identify their role positioning, standardize role behavior, and enhance role learning. At the departmental level, seven targets (expanding channels for departmental transparency, emphasizing practical performance, Party branch involvement in important departmental matters, enhancing external communication, increasing emotional identification, improving internal communication, and strengthening integrity building) were identified to promote fairness and justice, democratic decision-making, external cooperation, unity, and a clean atmosphere within the department. This further improved role evaluation, created an atmosphere conducive to role learning, helped strengthen role identification, and guided role standardization.Conclusions:Grassroots Party building of public hospital has a positive impact on department business work and is widely recognized by clinical medical staff. Different Party building activities have different pathways of influence. It is recommended to conduct targeted Party building activities based on actual needs.
8.Comparation of robot-assisted and laparoscopy-assisted biliary dilatation resection in children less than 3 months of age: a single-center cohort study
Shuhao ZHANG ; Duote CAI ; Yi JIN ; Wenjuan LUO ; Yuebin ZHANG ; Qingjiang CHEN ; Zhigang GAO
Chinese Journal of Surgery 2025;63(6):529-534
Objective:To investigate the feasibility and effectiveness of robot-assisted surgery in children with cholangiectasis under 3 months of age.Methods:This is a retrospective cohort study. The clinical data of 53 children with cholangiectasis under 3 months admitted to Department of General Surgery of Children′s Hospital Affiliated to Zhejiang University School of Medicine from April 2019 to December 2024 were included retrospectively. According to the surgical method, the patients were divided into robot-assisted surgery(RAS) group(5 males, 24 females, age ( M(IQR)) 49.0(36.0)days (range: 19.0 to 90.0 days), weight 5.00(1.65)kg (range: 3.40 to 7.50 kg)) and laparoscopic-assisted surgery(LAS) group (5 males, 19 females, age 55.5(27.3)days (range: 18.0 to 87.0 days), weight 4.90 (1.62)kg (range: 3.50 to 6.20 kg)). Nineteen cases in each group were prenatally diagnosed. Data were statistically analyzed using the Mann-Whitney U test and the Pearson χ 2 test, respectively. Results:No statistically significant differences were observed between the two groups in age, sex, weight, or preoperative biochemical indices(all P>0.05). All procedures were successfully completed without conversion to open surgery. Postoperative biochemical indices, fasting duration, cyst diameter, operative time, drainage tube retention time, and follow-up duration showed no significant differences between the groups(all P>0.05). Compared to the LAS group, the RAS group demonstrated significantly shorter postoperative hospital stays (9.0(5.0)days (range:7.0 to 18.0 days) vs. 11.5(5.5)days (range:7.0 to 38.0 days), U=236.5, P=0.044) and hepaticojejunostomy time (15.0(3.5)minutes (range:11.0 to 22.0 minutes) vs. 18.0(3.0)minutes (range:13.0 to 25.0 minutes), U=144.5, P=0.001). However, the RAS group incurred higher surgical costs (78 099.9(10 100.1)yuan (range: 72 148.7 to 112 898.6 yuan) vs. 30 158.6(15 283.1)yuan (range: 25 041.7 to 107 673.1 yuan), U=41.0, P<0.01). In the LAS group, 3 patients developed anastomotic leakage requiring reoperation, while the RAS group had 1 case of anastomotic stenosis 2 years postoperatively (received second hepaticojejunostomy) and 1 case of incision infection(received incision debridement and dressing of the abscess). Conclusion:Robot-assisted surgery can be used to treat children with cholangiectasis under 3 months of age and may achieve good results.
9.Construction of evaluation indicators for effectiveness of curriculum ideology and politics education of medical schools based on the Center for the Study of Evaluation model
Luchuan LI ; Shuhao ZHANG ; Chunji HUANG
Chinese Journal of Medical Education Research 2024;23(4):433-437
Objective:To construct evaluation indicators for the effectiveness of curriculum ideology and politics education in medical colleges and universities based on the Center for the Study of Evaluation (CSE) model.Methods:Based on the CSE-based theoretical framework of "needs evaluation, program evaluation, formative evaluation, and summative evaluation", semi-structured interviews were conducted to select indicators. The Delphi method was used to conduct two rounds of questionnaire-based consultation with 29 experts to establish a set of indicators for evaluating the effects of curriculum ideology and politics teaching of medical colleges and universities. The priority diagram was used to calculate and determine the weight of each index.Results:The authority coefficient of the 29 experts included in this study was 0.85. The Kendall's coefficients of concordance for the two rounds of expert consultation were 0.361 and 0.577 ( P<0.05), respectively. Finally, an evaluation system for the effectiveness of curriculum ideology and politics teaching was formed, including 4 first-level indicators, 9 second-level indicators, and 18 evaluation observation points. The 4 first-level indicators were "implementation objectives", "implementation plans", "implementation process", and "implementation effects". Conclusions:The CSE model is suitable as a theoretical framework for constructing the evaluation system of curriculum ideology and politics teaching in medical schools, which employs scientific indicator construction methods, follows the basic principles of course evaluation, and conforms to the current concept of ideological and political construction of medical curricula, showing certain feasibility and guiding significance.
10.Chain mediating effect of loneliness and fear of missing out between social anxiety and problematic social network usage in college students
Chinese Journal of Behavioral Medicine and Brain Science 2024;33(9):844-848
Objective:To explore the chain mediating effect of loneliness and fear of missing out between social anxiety and problematic social network usage in college students.Methods:From March to May 2023, the questionnaire survey was conducted on 957 college students using the interaction anxiousness scale, loneliness scale, fear of missing out scale and problematic social network usage scale, and the descriptive statistical, correlation analysis and mediating effect analysis were performed by the SPSS 22.0 software.Results:The scores of social anxiety, loneliness, fear of missing out and problematic social network usage were (47.09±10.00), (44.62±9.20), (12.95±4.75), and (22.63±6.94), respectively. The results of correlation analysis showed that social anxiety was significantly positively correlated with loneliness, fear of missing out and problematic social network usage ( r=0.50, 0.50, 0.51, all P<0.05). Loneliness was significantly positively correlated with fear of missing out and problematic social network usage( r=0.46, 0.45, both P<0.05).There was a significant positive correlation between fear of missing out and problematic social network usage( r=0.54, P<0.05). The mediating effect analysis showed that social anxiety had a significant direct effect on problematic social network usage (effect value=0.23, 95% CI=0.18~0.29), accounting for 48.94%(0.23/0.47) of the total effect. The separate mediating effect of loneliness (effect value=0.09, 95% CI=0.05~0.12) and fear of missing out(effect value=0.11, 95% CI=0.08~0.14) were significant, and accounted for 37.50%(0.09/0.24) and 45.83%(0.11/0.24) of the total indirect effect respectively. The chain mediating effect value of loneliness and fear of missing out was significant (effect value=0.04, 95% CI=0.03~0.06), accounting for 16.67%(0.04/0.24) of the total indirect effect. Conclusion:Social anxiety can directly affect problematic social network usage of college students and indirectly affect problematic social network usage through loneliness and fear of missing out.

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