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.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.
3.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.
4.LipoxinA4 protects sepsis-induced acute kidney injury via the TLR4/MyD88/NF-κB pathway
Shuhao GONG ; Chunshui CAO ; Ying WANG ; Songbo MEI
Acta Universitatis Medicinalis Anhui 2024;59(2):275-281
Objective To study the protective effect of lipoxin A4(LXA4)against sepsis-induced acute kidney in-jury(SAKI)in rats and its effect on the expression of toll-like receptor 4(TLR4),myeloid differentiation factor88(MyD88),nuclear factor kappa B(NF-κB)in the kidney.Methods Forty male specific pathogen-free C57BL/6J mice were randomly divided into SAKI group,SAKI+LXA4 group,sham procedure group,sham procedure+LXA4 group.The mice in SAKI group and SAKI+LXA4 group were given cecum ligation and puncture(CLP)to establish SAKI animal models.The mice in SAKI+LXA4 group and sham procedure+LXA4 group were given LXA4(40 ng/kg)with intraperitoneal injection 30 mins after CLP.All mice were sacrificed at the 24th hour after CLP to collect serum,urine and kidney tissues.The enzyme linked immunosorbent assay(ELISA)was used to test the serum creat-inine(Scr),blood urea nitrogen(Bun),interleukin-1 β(IL-1β),IL-6,tumor necrosis factor-α(TNF-α)and urine neutrophil gelatinase-associated lipocalin(NGAL),kidney injury molecule 1(KIM-1)levels of mice.The pathologi-cal changes were examined through hematoxylin-eosin(HE)staining and Periodic Acid-Schiff(PAS)staining.And the mRNA levels of TLR4,MyD88,NF-κB p65 were detected through real-time PCR(RT-PCR);the expression lev-els of TLR4,MyD88,NF-κB p65,phospho-NF-KB p65(p-NF-KB p65)were detected through immunohistochemistry(IHC)and Western blot assay.Results ELISA showed that the values of Scr,Bun,IL-1 β,IL-6,TNF-α,NGAL,KIM-1 in SAKI group were higher than those in SAKI+LXA4 group(P<0.05),and there were no significant differences in Scr,Bun,IL-1 β,IL-6,TNF-α,NGAL,KIM-1 between sham procedure group and sham procedure+LXA4 group.HE and PAS staining showed that SAKI group had severer pathological changes than SAKI+LXA4 group in the kidney structure(P<0.05),while pathological structures of the kidney were normal in sham proce-dure group and sham procedure+LXA4 group.RT-PCR showed that the mRNA levels of TLR4,MyD88,N F-κB p65 in SAKI group,SAKI+LXA4 group were higher than sham procedure group and sham procedure+LXA4 group(P<0.05);the mRNA levels of TLR4,MyD88,NF-κB p65 in SAKI group were higher than SAKI+LXA4 group(P<0.05);The results of IHC,Western blot assay were as follows:The expression levels of TLR4,MyD88,NF-κB p65,p-NF-κB p65 in SAKI group,SAKI+LXA4 group were higher than sham procedure group and sham procedure+LXA4 group(P<0.05);the expression levels of TLR4,MyD88,NF-κB p65,p-NF-κB p65 in SAKI group were higher than SAKI+LXA4 group(P<0.05).Conclusion TLR4/MyD88/NF-KB pathway plays an important role in the occurrence and development of SAKI,and LXA4 may reduce SAKI by inhibiting TLR4/MyD88/NF-κB sig-naling pathway.
5.Preliminary study on the distributions of dose differences and their correlations with tumor types in independent verification
Chinese Journal of Medical Physics 2024;41(3):289-293
Objective To explore the distributions of dose differences and their correlations with tumor types in independent three-dimensional dose verification for intensity-modulated radiotherapy(IMRT)plan,and to establish prediction models.Methods The fixed field IMRT plans of 180 patients with head and neck,chest,and abdominal tumors were collected.Independent sample t-test was used to analyze the consistency between the initial dose calculated in treatment planning system and the verified dose for evaluating the feasibility of independent validation.The distributions of planning target volume(PTV)dose differences among different tumor types were analyzed.The correlations of PTV dose differences with conformity index(CI)and homogeneity index were analyzed using correlation analysis and multiple linear regression method.Results The PTV dose differences for head and neck,chest,and abdominal tumors were within±1.2%,and the average 3%/3 mm gamma passing rate between the initial dose and the verified dose was higher than 99.5%,indicating good consistency in dose distribution between independent validation and treatment planning system.The distributions of PTV dose differences were different in head and neck,chest,and abdominal plans,and were significantly correlated with CI which could be used to preliminarily determine the PTV dose differences in independent validation.The multiple regression equation based on CI and homogeneity index could be used to estimate the dose verification differences of IMRT plan.Conclusion Independent verification can quickly achieve pre-treatment validation for radiotherapy plans,improving the efficiency of quality control of radiotherapy plans.The estimation based on dose differences provides guidance for optimizing radiotherapy plans.
6.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.
7.Quality Evaluation of Shenhuang Yangyin Capsules Based on Multi-component Quantitative Combined Chemical Pattern Identification and Gray Relational Analysis
Xiaocai WANG ; Xiaobo WANG ; Shuhao CHU
Chinese Journal of Information on Traditional Chinese Medicine 2024;31(7):129-134
Objective To establish a multi-component quantitative control method for Shenhuang Yangyin Capsules;To explore the application of chemical pattern recognition and grey relational analysis(GRA)model in the quality evaluation of Shenhuang Yangyin Capsules.Methods The contents of ginsenoside Rg1,ginsenoside Rb1,ginsenoside Rb3,ginsenoside Rd,calycosin 7-O-β-D-glucopyranoside,ononin,calycosin,medicarpin,sodium danshensu,salvianolic acid B,tanshinone ⅡA,methylophiopogonanone A and methylophiopogonanone B in Shenhuang Yangyin Capsules were determined by HPLC.Agilent Eclipse Plus C18 column was adopted with acetonitrile as mobile phase A and 0.5%phosphate acid solution as mobile phase B,gradient elution.The detection wavelengths were 203,280 and 296 nm.Through chemical pattern recognition analysis and GRA,the results of multi-component content were analyzed,and the comprehensive quality evaluation system of Shenhuang Yangyin Capsules was constructed.Results The results of methodological verification of external standard method met the requirements.Chemometric analysis showed that salvianolic acid B,ononin,tanshinone ⅡA,calycosin,ginsenoside Rb3 and ginsenoside Rb1 were the main factors affecting the quality of Shenhuang Yangyin Capsules.The relative correlation degree of GRA were 0.319 8-0.642 1,and it was helpful for enterprises to analyze the differences between products.Conclusion Multi-component quantitative combined chemical mode recognition and GRA can be used for quality evaluation of Shenhuang Yangyin Capsules.
8.Multi-perspective study of medical community:review and prospect
Cailing WEI ; Yi LIANG ; Xianju WANG ; Jianping SI ; Shuhao WEI
Modern Hospital 2023;23(12):1817-1822
Objective To explore the current situation,research hotspots and future development direction of medical community in our country.This paper puts forward some suggestions for the future development of medical community in our country,and provides the research reference.Methods A total of 1 329 articles on medical community published by CNKI from February 2016 to July 2016 were 2023 by NoteExpress and CiteSpace,from the point of view of medical service homogeneity,this paper analyzes the general situation,research hotspots and research trends of the medical community domain literature,this paper reviews the research from the perspectives of medical expense payment,medical personnel training and health file management.Results The research topics of the medical community are gradually diversified and characterized,the research methods of the medical community are diversified,and the research perspectives of the medical community are differentiated.Conclusion Fu-ture research should focus on the following aspects:the scope of medical community research topics,health records management,government support system,medical integration in the post-epidemic era.
9.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.
10.Research progress in the treatment of sleep disorder in chronic fatigue syndrome with external therapy of Traditional Chinese Medicine
Chuwen FENG ; Qingyong WANG ; Yuanyuan QU ; Zhongren SUN ; Yulin WANG ; Jing LU ; Yuying SHAO ; Binbin LI ; Tao CHEN ; Shuhao GUO ; Tiansong YANG
International Journal of Traditional Chinese Medicine 2023;45(2):248-252
Traditional Chinese Medicine (TCM) external therapy for sleep disorder of chronic fatigue syndrome (CFS) has good anti-fatigue effect and can improve sleep quality of patients. The treatment for sleep disorders of CFS with TCM external treatment mainly adopts acupuncture, moxibustion, massage, TCM bath, transcutaneous acupoint electrical stimulation and auricular point sticking, etc., or alone, or comprehensive application, or combined with oral Chinese materia medica. The appropriate treatment method can be selected according to the patients' condition and compliance, which reflects the unique advantages of TCM syndrome differentiation and treatment and the treatment according to people and time. The existing research still needs to further form a standardized and recognized diagnosis and treatment system, so as to better guide clinical popularization and application.

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