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.GSFM: A genome-scale functional module transformation to represent drug efficacy for in silico drug discovery.
Saisai TIAN ; Xuyang LIAO ; Wen CAO ; Xinyi WU ; Zexi CHEN ; Jinyuan LU ; Qun WANG ; Jinbo ZHANG ; Luonan CHEN ; Weidong ZHANG
Acta Pharmaceutica Sinica B 2025;15(1):133-150
Pharmacotranscriptomic profiles, which capture drug-induced changes in gene expression, offer vast potential for computational drug discovery and are widely used in modern medicine. However, current computational approaches neglected the associations within gene‒gene functional networks and unrevealed the systematic relationship between drug efficacy and the reversal effect. Here, we developed a new genome-scale functional module (GSFM) transformation framework to quantitatively evaluate drug efficacy for in silico drug discovery. GSFM employs four biologically interpretable quantifiers: GSFM_Up, GSFM_Down, GSFM_ssGSEA, and GSFM_TF to comprehensively evaluate the multi-dimension activities of each functional module (FM) at gene-level, pathway-level, and transcriptional regulatory network-level. Through a data transformation strategy, GSFM effectively converts noisy and potentially unreliable gene expression data into a more dependable FM active matrix, significantly outperforming other methods in terms of both robustness and accuracy. Besides, we found a positive correlation between RSGSFM and drug efficacy, suggesting that RSGSFM could serve as representative measure of drug efficacy. Furthermore, we identified WYE-354, perhexiline, and NTNCB as candidate therapeutic agents for the treatment of breast-invasive carcinoma, lung adenocarcinoma, and castration-resistant prostate cancer, respectively. The results from in vitro and in vivo experiments have validated that all identified compounds exhibit potent anti-tumor effects, providing proof-of-concept for our computational approach.
3.Expert consensus on apical microsurgery.
Hanguo WANG ; Xin XU ; Zhuan BIAN ; Jingping LIANG ; Zhi CHEN ; Benxiang HOU ; Lihong QIU ; Wenxia CHEN ; Xi WEI ; Kaijin HU ; Qintao WANG ; Zuhua WANG ; Jiyao LI ; Dingming HUANG ; Xiaoyan WANG ; Zhengwei HUANG ; Liuyan MENG ; Chen ZHANG ; Fangfang XIE ; Di YANG ; Jinhua YU ; Jin ZHAO ; Yihuai PAN ; Shuang PAN ; Deqin YANG ; Weidong NIU ; Qi ZHANG ; Shuli DENG ; Jingzhi MA ; Xiuping MENG ; Jian YANG ; Jiayuan WU ; Yi DU ; Junqi LING ; Lin YUE ; Xuedong ZHOU ; Qing YU
International Journal of Oral Science 2025;17(1):2-2
Apical microsurgery is accurate and minimally invasive, produces few complications, and has a success rate of more than 90%. However, due to the lack of awareness and understanding of apical microsurgery by dental general practitioners and even endodontists, many clinical problems remain to be overcome. The consensus has gathered well-known domestic experts to hold a series of special discussions and reached the consensus. This document specifies the indications, contraindications, preoperative preparations, operational procedures, complication prevention measures, and efficacy evaluation of apical microsurgery and is applicable to dentists who perform apical microsurgery after systematic training.
Microsurgery/standards*
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Humans
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Apicoectomy
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Contraindications, Procedure
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Tooth Apex/diagnostic imaging*
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Postoperative Complications/prevention & control*
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Consensus
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Treatment Outcome
4.The short-term efficacy of left-sided three-port total laparoscopic distal gastrectomy: a pros-pective study
Qinchuan YANG ; Haikun ZHOU ; Chao YUE ; Di TANG ; Weidong WANG ; Ruiqi GAO ; Zhenchang MO ; Panpan JI ; Zhiyu GUO ; Changming ZHANG ; Yannian WANG ; Juan YU ; Xiangxiang GAO ; Pengfei YU ; Jiangpeng WEI ; Xiaohua LI ; Gang JI
Chinese Journal of Digestive Surgery 2023;22(9):1120-1128
Objective:To investigate the short-term efficacy of left-sided three-port total laparoscopic distal gastrectomy (TPTLDG).Methods:The prospective randomized controlled study was conducted. The 68 patients undergoing laparoscopic distal gastrectomy in the First Affiliated Hospital of Air Force Medical University from March 2022 to March 2023 were collected. All patients were randomly assigned to the TPTLDG group with a double number, and to the five-port laparoscopic distal gastrectomy (FPLDG) group with a single number, respectively. Observation indicators: (1) grouping situations of the enrolled patients; (2) comparison of perioperative condition; (3) comparison of complications during postoperative 30 days; (4) comparison of pathological examination. Measure-ment data with normal distribution were represented as Mean± SD, and comparison between groups was conducted using the independent sample t test. Measurement data with skewed distribution were represented as M( Q1, Q3), and comparison between groups was conducted using the Mann-Whitney U test. Count data were described as absolute numbers, and comparison between groups was conducted using the chi-square test or continuous correction chi-square test. Comparison of ordinal data was analyzed using the non‐parameter rank sum test. Results:(1) Grouping situations of the enrolled patients. A total of 59 patients of gastric cancer were selected for eligibility. There were 40 males and 19 females, aged 59.00(52.00, 67.00)years. The gender (male, female), age, body mass index (BMI), Caprini score (≤2, ≥3), nutritional risk screening 2002 (<3, ≥3), Eastern Coopera-tive Oncology Group performance status (0, 1), preoperative hypersensitive C-reactive protein, preoperative IL-6, preoperative white blood cell count, preoperative albumin were 19, 11, 59.00(51.25,65.25)years, 21.92(20.93,22.73)kg/m 2, 7, 23, 24, 6, 18, 12, 0.78(0.78,1.46)mg/L, 3.07(1.50,10.56)μg/L, 6.07(4.94,7.19)×10 9/L, 44.30(40.83, 46.15) g/L in the 30 patients of TPTLDG group, versus 21, 8, 57.00(51.00, 67.00)years, 21.90(20.95, 23.35)kg/m 2, 11, 18, 24, 5, 17, 12, 1.13(0.78,11.40)mg/L, 5.56(1.88,15.12)μg/L, 5.54(4.71,6.70)×10 9/L, 43.55(40.25,44.88)g/L in the 29 patients of FPLDG group, showing no significant difference in the above indicators between the two groups ( χ2=0.557, Z=-0.444, -0.805, χ2=1.482, 0.074, 0.012, Z=-1.259, -1.262, -0.819, -1.199, P>0.05), confounding bias ensured comparability between the two groups. (2) Comparison of perioperative condition. The length of incision, time to removing drainage tube, IL-6 at postoperative day 3, cost of hospital stay were 6.65(6.48,6.93)cm, 3.00(0,3.00)days, 29.18 (13.67, 43.53)μg/L, 84 164.15(73 084.72, 96 782.14)yuan in the TPTLDG group, versus 8.00(7.50,8.35)cm, 3.00(3.00,4.00)days, 47.56(21.31,85.79)μg/L, 92 120.43(87 069.33, 113 089.74)yuan in the FPLDG group, showing significant differences in the above indicators between the two groups ( Z=-11.065, -2.141, -2.940, -2.220, P<0.05). (3) Comparison of complications during postoperative 30 days. The incidence rate of complications during postoperative 30 days was 30.00%(9/30) and 24.14%(7/29) in the TPTLDG group and FPLDG group, respectively, showing no significant difference between the two groups ( χ2=0.256, P>0.05). (4) Comparison of pathological examination. Cases with pathological N staging as 0 stage, 1 stage, 2 stage, 3 stage were 22, 2, 4, 2 in the TPTLDG group, versus 13, 7, 4, 5 in the FPLDG group, showing a significant difference between the two groups ( Z=-2.021, P<0.05). Conclusion:TPTLDG is safe and feasible for gastric cancer, with a good short-term efficacy.
5.Investigation of Mental Health of Fresh TCM Graduate Students and Analysis on Influence Factors
Chuyuan WANG ; Xinliang DU ; Bo DI ; Tingxiu LIN ; Jie ZHAO ; Changrong TANG ; Weidong WANG
Chinese Journal of Information on Traditional Chinese Medicine 2016;23(6):5-8
Objectives To discuss mental health of fresh graduate students in China Academy of Chinese Medical Sciences (hereinafter referred to as our academy); To provide psychological basis for education and management of graduate students.Methods All 2014 fresh graduate students in our academy took psychological test via SCL-90 and comparison was made between this result and normal results of Chinese graduate students.Results The primary psychological problems of graduate students from our academy were shown as obsessive compulsive disorder (14.02%), interpersonal barriers (7.32%), depression (8.54%), and anxiety (5.49%). Among the freshmen, psychological health level of doctor candidates is higher than that of master candidates . Mental health of fresh TCM graduate students is better than that of national college students, with statistical significance (P<0.01). Conclusion Mental health of TCM graduate students is better. There is specificity for TCM students’ mental health maintenance. Therefore, health maintenance for TCM students should make full use of advantages in TCM major.
6.Accuracy of blood-glucose monitoring system by using glucose oxidase or glucose dehydrogenase
Yuwei DI ; Weidong ZHENG ; Xuebing LIANG ; Yaozhong DAI
Chinese Journal of Endocrinology and Metabolism 2011;27(8):634-635
Blood samples were detected by 24 blood-glucose meters using glucose oxidase and another 18 glucose meters using glucose dehydrogenase. The plasma glucose was detected by the auto-chemistry analyzer as control. According to ISO1 5197 and EF9-A2, the bias of results from both glucose meters 100% fall in the range of ±0. 56 mmol/L( <4. 2 mmol/L) and ≥99. 7% in the range of ±20% ( ≥4. 2 mmol/L), predicted bias were all less than the true bias(Bc). As κ>0. 6, the results from both glucose meters were in accordance with the results from autochemistry analyzer in judging hyperglycemia ( >6. 11 mmol/L) and hypoglycemia ( < 3.89 mmol/L). Between the results from the two blood-glucose meters, κ<0. 6. The accuracy of both glucose-meters are accepted for the purpose of clinical diagnosis and treatment.
7.Expression of DcR3 in human gastric carcinoma and its clinical significance
Xiaogang BI ; Bo DONG ; Yuhong ZHANG ; Weidong DI ; Jun XU ; Xiaobo LIANG
Cancer Research and Clinic 2008;20(11):749-751
Objective To investigate the relationship between the expression of decay receptor 3 (DcR3) and the eliniealpathological parameters in human gastric carcinoma. Methods The expression of DcR3 was examined by RT-PCR in a series of 41 human primary gastric carcinomas and 41cases of normal tissue adjacent to tumor. Multiple clinical pathological factors were analyzed according to their relation with the expression of DcR3. Results The positive rate of expression of DcR3 was 56 %(23/41) in human gastric carcinoma. The expression of DcR3 in gastric carcinoma was significantly higher than that in normal tissues adjacent tumor. The expression of DcR3 was significantly correlated with different degrees of differentiation, lymph node metastasis and TNM staging (P <0.10), but there was no significant difference in DcR3 and other clinical pathological features such as tumor position and invasion depth (P>0.10). The multiple linear regression equation was Y=0.432-0.208X1+0.098X2+0,086X3. Conclusion DcR3 expression can be highly found in gastric carcinoma. The abnormal expression of DcR3 may promote tumorigenesis and progression. DcR3 may be important in evaluating the tumor differentiation, infiltration depth, lymph node metastasis and TNM staging of human gastric carcinoma.
8.Determination of Chlorogenic Acid,Liquiritigenin,Cinnamic Acid,and Monoammonium Glycyrrhetate in Tong Saimai Pellets by RP-HPLC
Weidong LI ; Baochang CAI ; Liuqing DI
Journal of Guangzhou University of Traditional Chinese Medicine 2004;0(06):-
Objective To establish a HPLC method for the simultaneous determination of chlorogenic acid,liquiritigenin,cinnamic acid,and monoammonium glycyrrhetate in Tong Saimai Pellets.Methods A Zorbax 80A Extend-C18 column was used.The mobile phase consisted of acetonitrile and 0.1% phosphoric acid,and was used for gradient elution.Chlorogenic acid,liquiritigenin,cinnamic acid and monoammonium glycyrrhetate were determined by dual wavelength,?s=276nm,?R=590nm.Results The linear range of chlorogenic acid was 0.0505~1.6160 ?g,and r=0.9999;the average recovery was 98.17%,and sR=4.28%(N=6).The linear range of liquiritigenin was 0.0252~0.8064 ?g,and r=0.9999;the average recovery was 93.76%,and sR=1.94%(N=6).The linear range of cinnamic acid was 0.0111~0.3552?g,and r=0.9999;the average recovery was 98.25%,and sR =2.72%(N=6).The linear range of monoammonium glycyrrhetate was 0.3300~10.5600?g,and r=0.9999;the average recovery was 102.6%,and sR=1.93%(N=6).Conclusion This method is convenient,rapid and accurate,and it can be used for quality control of the production of Tong Saimai Pellets.
9.Comparison of Three Methods for Extracting Essential Oil from Radix Angelicae Sinensis by Combination of Gas Chromatography and Mass Spectrometry
Weidong LI ; Guangming YANG ; Baochang CAI ; Liuqin DI
Journal of Guangzhou University of Traditional Chinese Medicine 2001;0(03):-
To compare the chemical components and their contents of essential oil extracted from Radix Angelicae Sinensis by the methods of supercritical CO 2 fluid extraction (SFE-CO 2), normal pressure steam distillation (NPSD) and vacuum steam distillation (VSD). The combination of gas chromatography and mass spectrometry was applied to analyze the chemical components and their contents of essential oil extracted from Radix Angelicae Sinensis.The chemical components and their contents of essential oil extracted by the above three methods were different.[Conclusion]SFE-CO 2 is superior to VSD and NPSD in raising yield and shortening extractive time. It is a good method for the extraction of essential oils from Radix Angelicae Sinensis.
10.Determination of Total Alkaloids in Semen Strychni and Optimization of Its Extraction Conditions by Orthogonal Design
Yanchao LI ; Baochang CAI ; Weidong LI ; Liuqing DI
Traditional Chinese Drug Research & Clinical Pharmacology 1993;0(01):-
Objective To establish the RP- HPLC method for the determination of total alkaloids in Semen Strychni and to optimize its extraction conditions by orthogonal design. Methods With strychnine and brucine content as the indexes, ethonal volume, ethonal concentration , pH and extracting time were screened and L9(34) orthogonal test were applied. Results The optimal extraction conditions were as follows: refluxing and extracting with 6- fold 50 % alcohol (pH=5) for 3 times, one hour for each time. Conclusion The optimized condition is the best for the extraction of alkaloids and this increase the availability of Semen Strychni.

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