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.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.
5.Expression of GNL3 protein in gastric cancer and its effect on cell proliferation,invasion and migration
Xiaolu CHANG ; Siqi ZHANG ; Lianhua ZHU ; Xuelun JIN ; Runzi WANG ; Shuhao WANG ; Junjie PIAO
Chinese Journal of Clinical and Experimental Pathology 2024;40(6):592-597
Purpose To investigate the expression status of GNL3 in gastric cancer,and to explore the role of GNL3 in tumor proliferation,invasion and migration.Methods The ex-pression of GNL3 mRNA in gastric cancer tissues was analyzed by searching database.The expression of GNL3 protein in 51 gastric cancer tissues and 51 adjacent non-tumor tissues was de-tected by immunohistochemistry(IHC)SP method.The correla-tion between GNL3 protein expression and gastric cancer clinical pathological features was analyzed by x2 test.The expression of GNL3 in gastric cancer cells was silenced by transfection of sh-RNA,and the silencing efficiency was verified by Western blot.The effect of silencing GNL3 on the proliferation of gastric cancer cells was examined by CCK-8,colony formation and EdU stai-ning.In addition,wound-healing assay and Transwell assay were performed to detect the effect of GNL3 silencing on cell invasion and migration.Results SangerBox and UALCAN database re-trieval showed that the expression of GNL3 mRNA was signifi-cantly increased in gastric cancer tissues(P<0.01).IHC stai-ning showed that the positive expression rate of GNL3 protein in gastric cancer tissues was 96.1%,and the high expression rate was 78.4%,which was significantly higher than that in adjacent non-tumor tissues(74.5%,51.0%,P<0.01).Moreover,the high expression of GNL3 was significantly correlated with lymph node metastasis in gastric cancer patients(x2=4.933,P=0.026).CCK-8,colony formation and EdU staining showed that GNL3 silencing inhibited the proliferation of gastric cancer cell SGC-7901.The wound-healing and Transwell assay showed that GNL3 silencing inhibited the migration and invasion of gastric cancer cell.Conclusion The GNL3 protein is highly expressed in gastric cancer tissues,and closely related to the proliferation,migration and invasion of gastric cancer cells.
6.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.
7.Social exclusion and mobile phone addiction in college students: chain mediating role of rumination and executive function
Wei LIU ; Mengmeng ZHAO ; Ruixin WANG ; Shuhao ZHANG ; Ying ZHANG ; Lina LI
Chinese Journal of Behavioral Medicine and Brain Science 2024;33(10):926-931
Objective:To explore the relationship between social exclusion, rumination, executive function and mobile phone addiction among college students.Methods:From November to December 2023, a total of 516 college students were investigated by social exclusion questionnaire for undergraduate, ruminative responses scale, the Geurten-questionnaire of executive functioning in Chinese college students and mobile phone addiction tendency scale. SPSS 26.0 statistical software was used for common method bias test, descriptive statistics, correlation analysis, and PROCESS 3.5 macro program was used to test the mediation effect.Results:Social exclusion (31.21±12.69), rumination (42.85±12.38), executive function (71.46±9.41), and college students' mobile phone addiction tendency (43.53±11.74) were all significantly and positively correlated with each other ( r=0.299-0.500, all P<0.01). The direct effect of social exclusion on mobile phone addiction was significant (effect size=0.138, 95% CI=0.048-0.228), accounting for 37.91%(0.138/0.364) of the total effect. Rumination had a mediating effect between social exclusion and mobile phone addiction (effect size=0.053, 95% CI=0.001-0.112), accounting for 14.56%(0.053/0.364) of the total effect. Executive function mediates the relationship between social exclusion and mobile phone addiction (effect size=0.137, 95% CI=0.091-0.188), accounting for 37.64%(0.137/0.364) of the total effect.Rumination and executive function has a chain mediating effect between social exclusion and mobile phone addiction (effect size=0.036, 95% CI=0.016-0.061), accounting for 9.89%(0.036/0.364) of the total effect. Conclusion:Social exclusion can directly affect mobile phone addiction in college students and can also influence mobile phone addiction in college students through the independent mediating effects of rumination and executive function, as well as the chain mediating effect of rumination and executive function.
8.Clinical characteristics of choledochal cysts with intrahepatic bile duct dilatations: an observational study
Ken CHEN ; Shuhao ZHANG ; Duote CAI ; Yuebin ZHANG ; Yi JIN ; Wenjuan LUO ; Zongwei HUANG ; Di HU ; Zhigang GAO
Annals of Surgical Treatment and Research 2024;106(4):225-230
Purpose:
Whether a dilated intrahepatic bile duct (IHBD) has any effect on the prognosis of choledochal cyst (CC) remains controversial. We aimed to summarize the clinical characteristics and prognosis of CC with IHBD dilatation.
Methods:
One hundred ninety-two children diagnosed with CC were identified, including 127 without IHBD dilatation (group A) and 65 with IHBD dilatation (group B). A retrospective analysis was performed to explore the clinical characteristics and prognosis of CC with IHBD dilatation based on clinical indices, symptoms, and complications.
Results:
Compared with group A, incidences of jaundice and fever were higher in group B (P = 0.010 and P = 0.033). Preoperative total bilirubin, direct bilirubin, and indirect bilirubin were increased in group B compared to group A (P = 0.005, P < 0.001, and P = 0.014), as were preoperative ALT, AST, γ-GT, and total bile acid (P = 0.006, P = 0.025, P < 0.001, and P = 0.024). The risk of liver fibrosis or cirrhosis was significantly increased for group B compared with group A (P = 0.012) and also occurred earlier in group B (P = 0.006). In the dilated IHBDs, 95.4% (62 of 65) recovered to normal, and more than half of dilated IHBDs (37 of 65) recovered to normal in 1 week.
Conclusion
Most IHBDs can recover to normal postoperatively in a short time, and proactive treatment is recommended for CC patients with IHBD dilatation for significant abnormal liver functions.
9.Chain mediating effect of experience avoidance and emotional eating between intolerable uncertainty and life satisfaction in college students
Shuhao ZHANG ; Kun LIU ; Yuxuan YANG ; Enbo ZHAO ; Zijie LI ; Lina LI
Chinese Journal of Behavioral Medicine and Brain Science 2023;32(3):257-261
Objective:To explore the mediating effect of experiential avoidance and emotional eating between intolerable uncertainty and life satisfaction of college students.Methods:From October to December 2021, a total of 890 college students in the Beijing-Tianjin-Hebei region were tested by the intolerable uncertainty scale (simplified version), the acceptance action scale second edition, the Dutch eating behavior questionnaire and the life satisfaction scale. All data processing and analysis were preformed by SPSS 22.0 software, and the mediating effect was tested by Pearson correlation analysis and Bootstrap analysis.Results:The intolerable uncertainty score was (26.43±7.64), the experiential avoidance score was (22.63±9.67), the emotional eating score was (26.43 ±11.83), and the life satisfaction score was (16.74±6.03). Intolerable uncertainty was significantly and negatively correlated with life satisfaction( r=-0.76, P<0.01), and was significantly and positively correlated with experience avoidance and emotional eating( r=0.66, 0.78, both P<0.01). Experience avoidance was significantly and positively correlated with emotional eating( r=0.70, P<0.01), and was significantly and negatively correlated with life satisfaction( r=-0.62, P<0.01). Emotional eating was significantly and negatively correlated with life satisfaction( r=-0.68, P<0.01). Intolerable uncertainty affects life satisfaction through four paths.The direct effect value of intolerable uncertainty on life satisfaction was -0.53, accounting for 70.23% of the total effect. The separate mediating effect value of experience avoidance was -0.11, accounting for 50.00% of the total indirect effect.The separate mediating effect value of emotional eating was -0.08, accounting for 36.36% of the total indirect effect, and the chain mediating effect value of experience avoidance and emotional eating was -0.03, accounting for 13.64% of the total indirect effect. Conclusion:Intolerable uncertainty can directly affect life satisfaction of college students and indirectly through experiencing avoidance and emotional eating.
10.Chain mediating effect of rumination and avoidance coping between information anxiety and suicidal ideation in college students
Shuhao ZHANG ; Dong XUE ; Qiangqing WANG ; Yuxuan YANG ; Zijie LI ; Haoxin LIU
Chinese Journal of Behavioral Medicine and Brain Science 2023;32(12):1123-1128
Objective:To explore the mediating roles of rumination and avoidance coping between information anxiety and suicidal ideation.Methods:In March 2022, a total of 896 college students were surveyed by the information anxiety scale(IAS), ruminative responses scale(RRS), coping style questionnaire(CSQ)and self-rating idea of suicidal ideation scale(SIOSS). The ANOVA analysis, Pearson correlation analysis and mediating effect analysis were performed by the SPSS 22.0 software.Results:The detection rate of suicidal ideation among college students was 9.15%(82/896). The information anxiety score was(73.84±17.29), the rumination score was(47.73±12.16), the avoidance coping score was(3.76±2.52), and the suicidal ideation score was(5.41±4.09). Information anxiety was significantly positively correlated with rumination, avoidance coping and suicidal ideation( r=0.49, 0.36, 0.37, all P<0.05). Rumination was significantly positively correlated with avoidance coping and suicidal ideation( r=0.42, 0.59, both P<0.05). There was a significantly positive correlation between avoidance coping and suicidal ideation( r=0.45, P<0.05). Information anxiety affected suicidal ideation of college students through four paths.The direct effect value of information anxiety on suicidal ideation was 0.06, accounting for 16.67% of the total effect. The effect values of the separate mediating effect of rumination and avoid coping were 0.22 and 0.04, and accounting for 61.11% and 11.11% of the total effect respectively. The chain mediating effect value of rumination and avoid coping was 0.04, accounting for 11.11% of the total effect. Conclusion:Information anxiety can directly affect suicidal ideation of college students and indirectly affect suicidal ideation through rumination and avoidance coping.

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