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.Yeast-two-hybrid based high-throughput screening to discover SARS-CoV-2 fusion inhibitors by targeting the HR1/HR2 interaction.
Jing ZHANG ; Dongsheng LI ; Wenwen ZHOU ; Chao LIU ; Peirong WANG ; Baoqing YOU ; Bingjie SU ; Keyu GUO ; Wenjing SHI ; Tin Mong TIMOTHY YUNG ; Richard Yi TSUN KAO ; Peng GAO ; Yan LI ; Shuyi SI
Acta Pharmaceutica Sinica B 2025;15(9):4829-4843
The continuous emergence of SARS-CoV-2 variants as well as other potential future coronavirus has challenged the effectiveness of current COVID-19 vaccines. Therefore, there remains a need for alternative antivirals that target processes less susceptible to mutations, such as the formation of six-helix bundle (6-HB) during the viral fusion step of host cell entry. In this study, a novel high-throughput screening (HTS) assay employing a yeast-two-hybrid (Y2H) system was established to identify inhibitors of HR1/HR2 interaction. The compound IMB-9C, which achieved single-digit micromolar inhibition of SARS-CoV-2 and its Omicron variants with low cytotoxicity, was selected. IMB-9C effectively blocks the HR1/HR2 interaction in vitro and inhibits SARS-CoV-2-S-mediated cell-cell fusion. It binds to both HR1 and HR2 through non-covalent interaction and influences the secondary structure of HR1/HR2 complex. In addition, virtual docking and site-mutagenesis results suggest that amino acid residues A930, I931, K933, T941, and L945 are critical for IMB-9C binding to HR1. Collectively, in this study, we have developed a novel screening method for HR1/HR2 interaction inhibitors and identified IMB-9C as a potential antiviral small molecule against COVID-19 and its variants.
3.A novel carbonyl reductase for the synthesis of (R)-tolvaptan.
Yahui LIU ; Xuming WANG ; Shuo MA ; Keyu LIU ; Wei LI ; Lulu ZHANG ; Jie DU ; Honglei ZHANG
Chinese Journal of Biotechnology 2025;41(1):321-332
Screening carbonyl reductases with the ability to catalyze the reduction of complex carbonyl compounds is of great significance for the biosynthesis of R-tolvaptan(R-TVP). In this study, the target carbonyl reductase in the crude enzyme extract of rabbit liver was separated, purified, and identified by ammonium sulfate precipitation, gel-filtration chromatography, ion exchange chromatography, affinity chromatography, and protein mass spectrometry. With the rabbit liver genome as the template, the gene encoding the carbonyl reductase rlsr5 was amplified by PCR and the recombinant strain was successfully constructed. After RLSR5 was purified by affinity chromatography, its enzymatic properties were characterized. The results indicated that the gene sequence of rlsr5 was 972 bp, encoding a protein with a molecular weight of 40 kDa. RLSR5 was a dimeric protein, and each monomer was composed of a (α/β)8-barrel structure. RLSR5 could asymmetrically reduce 7-chloro-1-[2-methyl-4-[(2- methylbenzoyl)amino]benzoyl]-5-oxo-2,3,4,5-tetrahydro-1H-1-benzazepine (prochiral ketone, PK) to synthesize R-TVP. The specific activity of the enzyme was 36.64 U/mg, and the optical purity of the product was 99%. This enzyme showcased the optimal performance at pH 6.0 and 30 °C. It was independent of metal ions, with the activity enhanced by Mn2+. This study lays a foundation for the biosynthesis of tolvaptan of optical grade.
Animals
;
Rabbits
;
Alcohol Oxidoreductases/biosynthesis*
;
Recombinant Proteins/metabolism*
;
Escherichia coli/metabolism*
;
Liver/enzymology*
4.Comparative study on the registration management systems of innovative medical devices in China and the United States
Qianqian ZHAO ; Keyu CHEN ; Ziyan MENG ; Runping MA ; Qiufan SUN ; Lewen FU ; Zekun LIU ; Longping YANG ; Qing LI
Chinese Journal of Medical Science Research Management 2024;37(5):434-440
Objective:This article analyzed the current situation, similarities and differences and main problems of the registration and management systems of innovative medical devices in China and the United States.Methods:This article summarized the requirements and policies for the registration management of innovative medical devices in China and the United States, as well as the development and differences of the registration of innovative medical devices in China and the United States, and the main problems in the registration management of innovative medical devices in China.Results:At present, the development level of medical device industry in China and the United States was different, facing different development problems, and there were differences in the access standards and management methods of innovative medical devices. The registration management system established for innovative medical devices in China was gradually improving, and to a certain extent, it had promoted the enthusiasm of innovative product research and development and registration applications, but there were also problems such as unclear innovation evaluation scales, insufficient early intervention of review resources, and insufficient utilization of post-marketing data.Conclusions:Drawing on the beneficial experience of breakthrough device registration management in the United States, we will improve the registration management system for innovative products and shorten the review and approval cycle by clarifying the identification criteria for innovative medical devices, promoting the placement of review resources in the R&D stage, and further strengthening the use of post-marketing data and regulatory scientific research.
5.Quantitative analysis of the supporting policies for pharmaceutical science and technology innovative enterprises in China
Qianqian ZHAO ; Keyu CHEN ; Longping YANG ; Zekun LIU ; Juntao YANG ; Qing LI
China Modern Doctor 2024;62(13):51-55
Objective Based on the framework of"quantitative analysis of supporting policies",this study focuses on the formulation and implementation of supporting policies for pharmaceutical science and technology innovative enterprises in China,so as to provide a certain reference for the implementation and improvement of policies for pharmaceutical science and technology innovative enterprises in China.Methods This study used Roy Rothwell and Walter Zegveld's innovative policy tools as the basis for analysis,and combined with the dimension of policy type,the policy was quantitatively analyzed.Results A total of 47 effective policy documents were selected,including 22 issued by the state and 25 issued by Beijing municipal government.A total of 104 policy instruments were included through the dismantling of policy provisions.Specifically,environment-based policy tools accounted for the highest proportion(60.58%),while demand-based and supply-based policy tools were relatively few.From the perspective of policy types,there were more planning policy documents(25 articles),while there were relatively few specific implementation policies(22 articles).Conclusion It is necessary to focus on optimizing the formulation stage of support policies and improving the use of supply-oriented and demand-oriented policy tools to better meet the needs of pharmaceutical science and technology innovative enterprises.
6.Evaluation of the implementation effects of DRG-based payment for a single disease in a tertiary tradi-tional Chinese medicine hospital
Keyu CHEN ; Miaojie QI ; Zhongxun LIU
Modern Hospital 2024;24(10):1490-1494
Objective To assess the impact of DRG-based payment on inpatient costs for a single disease in a tertiary traditional Chinese medicine hospital.Methods This study focused on the inpatient information of patients with the DRG group FM19(percutaneous coronary artery stenting)in the cardiology department of a tertiary traditional Chinese medicine hospital from January 2020 to December 2021.We utilized Stata 15 statistical software and applied interrupted time series models and differ-ence-in-differences methods to evaluate the cost changes before and after DRG-based payment.Results After the implementa-tion of DRG-based payment,the annual average total cost for the FM19 group decreased by 26 503.62 yuan(P<0.001),and the annual average cost of consumables decreased by 23 937.32 yuan(P<0.001).The overall costs of traditional Chinese medi-cine and herbal treatments in the FM19 group significantly decreased(P<0.05).For patients with angina,total costs,consum-able costs,and medication costs showed an overall decreasing trend;however,for patients with myocardial infarction,the reduc-tion in medication costs was not significant,while total costs and consumable costs decreased significantly.Conclusion The im-plementation of DRG-based payment for this disease type has shown significant cost control effects,with a notable decrease in the costs of traditional Chinese medicine treatments.Tertiary traditional Chinese medicine hospitals should proactively prepare to re-spond to and adapt to payment reforms.
7.Online medical services by Beijing hospital of traditional Chinese medicine
Miaojie QI ; Keyu CHEN ; Zhongxun LIU
Modern Hospital 2024;24(11):1764-1768
Objective To analyze the medical services by Beijing Hospital of Traditional Chinese Medicine(TCM)and provide references for TCM hospitals to promote Internet-based medical services.Methods The data of Internet-based diagnosis and treatment,including registration,service volume,patient-doctor information,and payment items were collected from the Bei-jing Hospital of TCM from January 1,2022,to February 2023 for descriptive analysis.Results The cases of online video diag-nosis and treatment totaled 44 186,while graphic and textual consultations reached 3 231 times/person,with the registration can-cellation rates of 28.3%and 13.0%,respectively.In video diagnosis and treatment,doctors holding the professional title of As-sociate Senior Doctor or higher accounted for 66%of the total number of doctors providing online services,and they completed 75.4%of the total service volume.The service volume in the fields of psychology,dermatology,oncology,gastroenterology,re-spiratory,pediatrics,gynecology,and nephrology was higher.The number of patients taking Chinese herbal medicine was signifi-cantly higher than those taking western medicine and traditional Chinese patent medicines.Conclusion Online diagnosis and treatment partially meets patients'online medical needs but lacks TCM characteristics and integration with offline services.Therefore,more online TCM hospitals should be developed by strengthening popularization and education,optimizing functions and services,applying data in-depth,and developing high-quality online specialized clinics.
8.Construction and validation of a clinical prediction model for central lymph node metastasis in patients with high age-risk papillary thyroid cancer
Hanlin SUN ; Keyu YIN ; Hongqiang LI ; Yifeng TANG ; Weihao LIU ; Yifei ZHANG ; Detao YIN
Chinese Journal of Endocrine Surgery 2024;18(1):45-50
Objective:To analyze the risk factors for central lymph node metastasis (CLNM) in patients with papillary thyroid cancer (PTC) aged 55 years and above, and to construct a predictive model with columnar graph.Methods:This retrospective study included 406 PTC patients aged 55 and above, treated at the First Affiliated Hospital of Zhengzhou University from Nov. 2019 to Feb. 2022. Data on demographic characteristics, disease features, and laboratory test results were collected. Univariate and multivariate logistic regression analyses were used to identify risk factors for CLNM and develop a clinical prediction model and nomogram.Results:The study involved 406 patients, divided into a modeling group (285 patients) and a validation group (121 patients). The predictive model identified independent risk factors for CLNM. In the modeling group, the model demonstrated a ROC AUC of 0.769, with 82.6% sensitivity, 63.0% specificity, and 67.7% accuracy. The validation group showed 66.7% sensitivity, 74.5% specificity, and 72.7% accuracy, with an AUC of 0.760. Hosmer-Lemeshow tests indicated good fit in both groups. Decision curve analysis confirmed the model's clinical decision-making value, showing better performance than traditional strategies and good generalizability and reliability.Conclusions:Sex, maximum tumor diameter, bilateral involvement of thyroid lobes, clinically evident cervical lymph nodes, and local invasion are independent predictive factors for CLNM in patients over 55 with papillary thyroid carcinoma (PTC). A clinical risk stratification nomogram model based on these risk factors demonstrates good predictive performance.
9.Comparison of Diagnostic Performance Between PI-RADS v2.1 and PI-RADS v2 for Prostate Cancer: A Meta-analysis
Guojie BAI ; Kexin LI ; Wenyuan LIU ; Guang LAN ; Hong GUO ; Yaping SUN ; Yu WANG ; Weiling TONG ; Keyu ZHANG
Cancer Research on Prevention and Treatment 2023;50(10):981-987
Objective To compare the diagnostic performance of PI-RADS v2.1 and PI-RADS v2 in the detection of clinically significant prostate cancer(csPCa) by Meta-analysis. Methods The major biomedical databases were searched (CNKI, CBM, Medline, and Embase) with the keywords "PIRADS v2.1" or "PI-RADS v2.1". The Quality Assessment of Diagnostic Accuracy Studies Tool v2 (QUADAS-2) was used to evaluate literature quality. Meta-analysis was performed using STATA17.0 and ReMan5.4 software. Forest plots were used to represent the sensitivity and specificity of PI-RADS v2.1 and PI-RADS v2 for each study. Sensitivity, specificity, positive likelihood ratio, negative likelihood ratio, and diagnostic odds ratio were combined, and diagnostic performance was evaluated using asummary receiver operating characteristic curve (SROC). Subgroup analysis was performed on three covariables: tumor location, threshold, and the nationality of authors. Results A total of 12 studies were included, involving 3 158 patients and 3 243 lesions. Forall zones and the whole gland, PI-RADS v2.1 had a larger area under the SROC curve (AUC) for csPCa performance, compared with PI-RADS v2. Subgroup analysis: PI-RADS v2.1 also had a larger area under the SROC (AUC) to detect transitional zone csPCa. Different diagnostic thresholds: when a score of 4 was used for the threshold, PI-RADS v2.1 had the maximum area under SROC (AUC) for csPCa performance detection. Author nationality: Researches of PI-RADS v2.1 in Chinese authors had the largest area under the SROC (AUC) in detecting csPCa performance. Conclusion Compared with PI-RADS v2, the diagnostic performance of PI-RADS v2.1 in detecting csPCa is not obviously improved and overall specificity is still low.
10.A multicenter clinical study of robot-assisted total knee arthroplasty
Hua QIAO ; Rui HE ; Jingwei ZHANG ; Zanjing ZHAI ; Yongyun CHANG ; Keyu KONG ; Minghao JIN ; Zian ZHANG ; Ning HU ; Qiang XU ; Wei HUANG ; Haining ZHANG ; Liu YANG ; Huiwu LI
Chinese Journal of Orthopaedics 2023;43(1):23-30
Objective:To evaluate the accuracy of the domestic "Skywalker" surgical robot in implementing personalized lower limb alignment reconstruction scheme in total knee arthroplasty (TKA) and the short-term clinical outcome of robotic assisted TKA.Methods:From September 2020 to January 2021, the data of patients who received surgical robot assisted TKA in 5 clinical centers in China (Shanghai Ninth People's Hospital affiliated to Shanghai Jiao Tong University School of Medicine, Southwest Hospital affiliated to Third Military Medical University, The Affiliated Hospital of Qingdao University, The First Affiliated Hospital of Chongqing Medical University and Yantai Yuhuangding Hospital, and Shanghai Ninth People's Hospital affiliated to Shanghai Jiao Tong University School of Medicine was the group leader) were prospectively collected and retrospectively analyzed. There were 24 males and 82 females with an average age of 67.6±7.3 years, (range 45-80 years); Average body mass index 26.42±4.31 kg/m 2, all the operation were performed by "Skywalker" surgical robot system according to preoperative design based on CT. The operation time, intraoperative blood loss, hospitalization days and postoperative complications were recorded, and the imaging indexes including hip-knee-ankle (HKA), lateral distal angle of femur (LDFA) and medial proximal angle of tibia (MPTA) measured before and after the operation, implant model indexes (preoperative planning implant model and postoperative implant model) and short-term clinical efficacy indexes [Western Ontario and McMaster Universities (WOMAC) osteoarthritis index] pain score, stiffness score, joint function score, total score and SF-12 score before and 3 months after the operation) were compared. Results:The average follow-up period was 109.60±9.80 d, (range 95-143 d). The average operation time of 106 patients was 105.30±23.22 min; The average intraoperative blood loss was 141.70±58.33 ml; The average length of hospitalization was 5.82±2.80 d. One patient had ischemic stroke after operation, and one patient had abnormal liver function after operation. According to the judgment of the investigator, all of them were not related to the operation. The actual angle error is the difference between the preoperative planning angle and the postoperative measurement angle. The absolute error of 99.1% (105/106) of the HKA angle was within 3°, 90.8% (69/76) of LDFA, 98.7% (75/76) of the MPTA. In 45 patients in one center where data were available, the actual implant models used in all patients were consistent with the preoperative planning size, and there were only differences in version selection such as Asian condyle. WOMAC pain score, joint function score, total score was improved from 7.34±2.85, 25.10±9.85, 34.75±13.02 to 3.34±2.66, 14.68±9.64, 18.66±13.49 before and after operation, respectively, which were statistically significant ( P<0.001) and SF-12 physiological score and psychological score were improved form 27.24±6.42, 30.68±8.26 to 38.83±5.74, 39.36±7.85 before and after operation, respectively, which were statistically significant ( t=7.33, P<0.001; t=4.53, P=0.043). Conclusion:Domestic surgical robot system "Skywalker" can assist the surgeon to achieve accurate and personalized reconstruction of lower limb alignment and achieve satisfactory short-term clinical outcomes. The long-term clinical outcomes of personalized reconstruction and survival rate of implant still need to be further studied.

Result Analysis
Print
Save
E-mail