1.Clinical Prediction Models Based on Traditional Methods and Machine Learning for Predicting First Stroke: Status and Prospects
Zijiao ZHANG ; Shunjing DING ; Di ZHAO ; Jun LIANG ; Jianbo LEI
Medical Journal of Peking Union Medical College Hospital 2025;16(2):292-299
Stroke ranks as the third leading cause of death and the fourth leading cause of disability worldwide. Its high disability rate and prolonged recovery period not only severely impact patients' quality of life but also impose a significant burden on families and society. Primary prevention is the cornerstone of stroke control, as early intervention on risk factors can effectively reduce its incidence. Therefore, the development of predictive models for first-ever stroke risk holds substantial clinical value. In recent years, advancements in big data and artificial intelligence technologies have opened new avenues for stroke risk prediction. This article reviews the current research status of traditional methods and machine learning models in predicting first-ever stroke risk and outlines future development trends from three perspectives: First, emphasis should be placed on technological innovation by incorporating advanced algorithms such as deep learning and large models to further enhance the accuracy of predictive models. Second, there is a need to diversify data types and optimize model architectures to construct more comprehensive and precise predictive models. Lastly, particular attention should be given to the clinical validation of models in real-world settings. This not only enhances the robustness and generalizability of the models but also promotes physicians' understanding of predictive models, which is crucial for their application and dissemination.
2.Efficacy and safety comparison of dupilumab versus thalidomide in the treatment of refractory prurigo nodularis in adults
Jianbo ZHANG ; Lei HU ; Hegui HUANG ; Yangcong LIU ; Xiaoxian WANG
China Pharmacy 2025;36(21):2687-2691
OBJECTIVE To compare the efficacy and safety of dupilumab versus thalidomide in the treatment of refractory prurigo nodularis (PN) in adults. METHODS A retrospective analysis was conducted on the clinical data of 123 adult patients with refractory PN admitted to Wuhan First Hospital from May 2021 to June 2024. Among them, 63 patients who received dupilumab comprised the observation group and 60 patients who received thalidomide comprised the control group. Clinical efficacy indicators [Investigator Global Assessment (IGA) score, Pruritus Numerical Rating Scale (P-NRS) score, Patient-Oriented Eczema Measure (POEM) score, and Dermatology Life Quality Index (DLQI) score], allergic biomarkers [eosinophil (EOS) count in peripheral blood and serum total immunoglobulin E (IgE) level], psychological scores [Hospital Anxiety and Depression Scale (HADS)] before and after treatment, as well as the occurrence of adverse drug reaction during treatment, were compared between the two groups. RESULTS Before treatment, there were no statistically significant differences between the two groups in above clinical efficacy indicators, allergic biomarkers, or psychological scores (P>0.05). At 4, 8, 12 and 16 weeks after treatment, both groups showed significant decreases in IGA score (except for the control group 4 weeks after treatment), IGA activity score (except for the control group 4 weeks after treatment), P-NRS score, POEM score, DLQI score (except for the control group 4 weeks after treatment), serum EOS count, and serum total IgE level compared with baseline (P<0.05); at 12 and 16 weeks after treatment, scores on both the HADS-anxiety subscale and HADS-depression subscale were also significantly lower than baseline in both groups (P<0.05); the observation group was significantly lower than the control group (P<0.05). The overall incidence of adverse events was 12.70% in the observation group, which was significantly lower than 28.33% in the control group (P<0.05). CONCLUSIONS Dupilumab treatment in adults with refractory PN demonstrates superior efficacy compared with thalidomide in improving skin lesions, relieving pruritus, reducing peripheral EOS counts and serum total IgE, and improving quality of life and psychological status, while showing a more favorable safety profile.
3.Investigation and analysis of the current status of transjugular intrahepatic portosystemic shunt treatment for portal hypertension in China
Haozhuo GUO ; Meng NIU ; Haibo SHAO ; Xinwei HAN ; Jianbo ZHAO ; Junhui SUN ; Zhuting FANG ; Bin XIONG ; Xiaoli ZHU ; Weixin REN ; Min YUAN ; Shiping YU ; Weifu LYU ; Xueqiang ZHANG ; Chunqing ZHANG ; Lei LI ; Xuefeng LUO ; Yusheng SONG ; Yilong MA ; Tong DANG ; Hua XIANG ; Yun JIN ; Hui XUE ; Guiyun JIN ; Xiao LI ; Jiarui LI ; Shi ZHOU ; Changlu YU ; Song HE ; Lei YU ; Hongmei ZU ; Jun MA ; Yanming LEI ; Ke XU ; Xiaolong QI
Chinese Journal of Radiology 2024;58(4):437-443
Objective:To investigate the current situation of the use of transjugular intrahepatic portosystemic shunt (TIPS) for portal hypertension, which should aid the development of TIPS in China.Methods:The China Portal Hypertension Alliance (CHESS) initiated this study that comprehensively investigated the basic situation of TIPS for portal hypertension in China through network research. The survey included the following: the number of surgical cases, main indications, the development of Early-TIPS, TIPS for portal vein cavernous transformation, collateral circulation embolization, intraoperative portal pressure gradient measurement, commonly used stent types, conventional anticoagulation and time, postoperative follow-up, obstacles, and the application of domestic instruments.Results:According to the survey, a total of 13 527 TIPS operations were carried out in 545 hospitals participating in the survey in 2021, and 94.1% of the hospital had the habit of routine follow-up after TIPS. Most hospitals believed that the main indications of TIPS were the control of acute bleeding (42.6%) and the prevention of rebleeding (40.7%). 48.1% of the teams carried out early or priority TIPS, 53.0% of the teams carried out TIPS for the cavernous transformation of the portal vein, and 81.0% chose routine embolization of collateral circulation during operation. Most of them used coils and biological glue as embolic materials, and 78.5% of the team routinely performed intraoperative portal pressure gradient measurements. In selecting TIPS stents, 57.1% of the hospitals woulel choose Viator-specific stents, 57.2% woulel choose conventional anticoagulation after TIPS, and the duration of anticoagulation was between 3-6 months (55.4%). The limitation of TIPS surgery was mainly due to cost (72.3%) and insufficient understanding of doctors in related departments (77.4%). Most teams accepted the domestic instruments used in TIPS (92.7%).Conclusions:This survey shows that TIPS treatment is an essential part of treating portal hypertension in China. The total number of TIPS cases is far from that of patients with portal hypertension. In the future, it is still necessary to popularize TIPS technology and further standardize surgical indications, routine operations, and instrument application.
4.Chinese expert consensus on blood support mode and blood transfusion strategies for emergency treatment of severe trauma patients (version 2024)
Yao LU ; Yang LI ; Leiying ZHANG ; Hao TANG ; Huidan JING ; Yaoli WANG ; Xiangzhi JIA ; Li BA ; Maohong BIAN ; Dan CAI ; Hui CAI ; Xiaohong CAI ; Zhanshan ZHA ; Bingyu CHEN ; Daqing CHEN ; Feng CHEN ; Guoan CHEN ; Haiming CHEN ; Jing CHEN ; Min CHEN ; Qing CHEN ; Shu CHEN ; Xi CHEN ; Jinfeng CHENG ; Xiaoling CHU ; Hongwang CUI ; Xin CUI ; Zhen DA ; Ying DAI ; Surong DENG ; Weiqun DONG ; Weimin FAN ; Ke FENG ; Danhui FU ; Yongshui FU ; Qi FU ; Xuemei FU ; Jia GAN ; Xinyu GAN ; Wei GAO ; Huaizheng GONG ; Rong GUI ; Geng GUO ; Ning HAN ; Yiwen HAO ; Wubing HE ; Qiang HONG ; Ruiqin HOU ; Wei HOU ; Jie HU ; Peiyang HU ; Xi HU ; Xiaoyu HU ; Guangbin HUANG ; Jie HUANG ; Xiangyan HUANG ; Yuanshuai HUANG ; Shouyong HUN ; Xuebing JIANG ; Ping JIN ; Dong LAI ; Aiping LE ; Hongmei LI ; Bijuan LI ; Cuiying LI ; Daihong LI ; Haihong LI ; He LI ; Hui LI ; Jianping LI ; Ning LI ; Xiying LI ; Xiangmin LI ; Xiaofei LI ; Xiaojuan LI ; Zhiqiang LI ; Zhongjun LI ; Zunyan LI ; Huaqin LIANG ; Xiaohua LIANG ; Dongfa LIAO ; Qun LIAO ; Yan LIAO ; Jiajin LIN ; Chunxia LIU ; Fenghua LIU ; Peixian LIU ; Tiemei LIU ; Xiaoxin LIU ; Zhiwei LIU ; Zhongdi LIU ; Hua LU ; Jianfeng LUAN ; Jianjun LUO ; Qun LUO ; Dingfeng LYU ; Qi LYU ; Xianping LYU ; Aijun MA ; Liqiang MA ; Shuxuan MA ; Xainjun MA ; Xiaogang MA ; Xiaoli MA ; Guoqing MAO ; Shijie MU ; Shaolin NIE ; Shujuan OUYANG ; Xilin OUYANG ; Chunqiu PAN ; Jian PAN ; Xiaohua PAN ; Lei PENG ; Tao PENG ; Baohua QIAN ; Shu QIAO ; Li QIN ; Ying REN ; Zhaoqi REN ; Ruiming RONG ; Changshan SU ; Mingwei SUN ; Wenwu SUN ; Zhenwei SUN ; Haiping TANG ; Xiaofeng TANG ; Changjiu TANG ; Cuihua TAO ; Zhibin TIAN ; Juan WANG ; Baoyan WANG ; Chunyan WANG ; Gefei WANG ; Haiyan WANG ; Hongjie WANG ; Peng WANG ; Pengli WANG ; Qiushi WANG ; Xiaoning WANG ; Xinhua WANG ; Xuefeng WANG ; Yong WANG ; Yongjun WANG ; Yuanjie WANG ; Zhihua WANG ; Shaojun WEI ; Yaming WEI ; Jianbo WEN ; Jun WEN ; Jiang WU ; Jufeng WU ; Aijun XIA ; Fei XIA ; Rong XIA ; Jue XIE ; Yanchao XING ; Yan XIONG ; Feng XU ; Yongzhu XU ; Yongan XU ; Yonghe YAN ; Beizhan YAN ; Jiang YANG ; Jiangcun YANG ; Jun YANG ; Xinwen YANG ; Yongyi YANG ; Chunyan YAO ; Mingliang YE ; Changlin YIN ; Ming YIN ; Wen YIN ; Lianling YU ; Shuhong YU ; Zebo YU ; Yigang YU ; Anyong YU ; Hong YUAN ; Yi YUAN ; Chan ZHANG ; Jinjun ZHANG ; Jun ZHANG ; Kai ZHANG ; Leibing ZHANG ; Quan ZHANG ; Rongjiang ZHANG ; Sanming ZHANG ; Shengji ZHANG ; Shuo ZHANG ; Wei ZHANG ; Weidong ZHANG ; Xi ZHANG ; Xingwen ZHANG ; Guixi ZHANG ; Xiaojun ZHANG ; Guoqing ZHAO ; Jianpeng ZHAO ; Shuming ZHAO ; Beibei ZHENG ; Shangen ZHENG ; Huayou ZHOU ; Jicheng ZHOU ; Lihong ZHOU ; Mou ZHOU ; Xiaoyu ZHOU ; Xuelian ZHOU ; Yuan ZHOU ; Zheng ZHOU ; Zuhuang ZHOU ; Haiyan ZHU ; Peiyuan ZHU ; Changju ZHU ; Lili ZHU ; Zhengguo WANG ; Jianxin JIANG ; Deqing WANG ; Jiongcai LAN ; Quanli WANG ; Yang YU ; Lianyang ZHANG ; Aiqing WEN
Chinese Journal of Trauma 2024;40(10):865-881
Patients with severe trauma require an extremely timely treatment and transfusion plays an irreplaceable role in the emergency treatment of such patients. An increasing number of evidence-based medicinal evidences and clinical practices suggest that patients with severe traumatic bleeding benefit from early transfusion of low-titer group O whole blood or hemostatic resuscitation with red blood cells, plasma and platelet of a balanced ratio. However, the current domestic mode of blood supply cannot fully meet the requirements of timely and effective blood transfusion for emergency treatment of patients with severe trauma in clinical practice. In order to solve the key problems in blood supply and blood transfusion strategies for emergency treatment of severe trauma, Branch of Clinical Transfusion Medicine of Chinese Medical Association, Group for Trauma Emergency Care and Multiple Injuries of Trauma Branch of Chinese Medical Association, Young Scholar Group of Disaster Medicine Branch of Chinese Medical Association organized domestic experts of blood transfusion medicine and trauma treatment to jointly formulate Chinese expert consensus on blood support mode and blood transfusion strategies for emergency treatment of severe trauma patients ( version 2024). Based on the evidence-based medical evidence and Delphi method of expert consultation and voting, 10 recommendations were put forward from two aspects of blood support mode and transfusion strategies, aiming to provide a reference for transfusion resuscitation in the emergency treatment of severe trauma and further improve the success rate of treatment of patients with severe trauma.
5.Application value of ultrasonic measurement of optic nerve sheath diameter in patients with craniocerebral trauma
Jianbo ZHANG ; Junhong DING ; Litian ZHOU ; Pinglai YANG ; Lei JIAO
Journal of Clinical Medicine in Practice 2024;28(13):47-51
Objective To investigate the application value of ultrasonic measurement of optic nerve sheath diameter (ONSD) in patients with craniocerebral trauma. Methods A total of 100 patients with craniocerebral trauma were selected as research subjects and randomly divided into control group and study group, with 50 patients in each group. Patients in the control group received invasive intracranial pressure (ICP) monitoring, while patients in the study group received invasive ICP monitoring combined with ultrasonic measurement of ONSD. Both groups were treated according to their actual conditions. The general information and treatment status of the two groups were observed, and the general information, ICP monitoring results, and ONSD ultrasonic measurement results of different ICP patients in the study group were compared. The correlation between ONSD and ICP in patients with craniocerebral trauma was analyzed, and the diagnostic efficacy of ONSD for ICP elevation in patients with craniocerebral trauma was also analyzed. Results At 28 days after treatment, the mean arterial pressure of the study group was higher than that of the control group, while the heart rate and respiratory rate were lower than those of the control group(
6.Research progress on the pharmacological effects and mechanisms of sanggenon C
Jianbo LIU ; Xiaoling BI ; Shihua WANG ; Lei ZHANG
China Pharmacy 2023;34(16):2034-2038
Sanggenon C is a kind of flavonoid compound mainly extracted from the traditional Chinese medicine Morus alba. The pharmacological effects and mechanisms of sanggenon C are systematically reviewed and summarized, and it is found that this component can improve pulmonary fibrosis by regulating transforming growth factor-β1 and nuclear factor-κB; it can exert anti- tumor effects by inhibiting the proliferation of tumor cells and inducing the apoptosis of tumor cells; it can exert cardioprotective, neuroprotective and hepatoprotective effects by regulating multiple signaling pathways, such as calcineurin/nuclear factor of activated T cells 2, peroxisome proliferators-activated receptor α, and Ras homolog gene family member A/Rho-associated coiled- coil containing protein kinase, enhancing autophagy, reducing inflammatory response and reducing the level of oxidative stress; it can treat osteoporosis by inhibiting osteoclast uptake and promoting osteoblast formation; it has certain inhibitory effect on many enzymes; it can exert anti-inflammatory effects by regulating nuclear factor-κB signaling pathway; it can exert antioxidant effects by scavenging free radicals. However, researches on the pharmacological effects of sanggenon C mostly focus on the cellular and animal field, and the specific mechanism of action is not yet clear. In the future, basic research and clinical trials are still needed to explore and verify.
7.Clinical analysis of gasless transoral endoscopic thyroidectomy via oral vestibular approach for papillary thyroid carcinoma
Gaofei HE ; Lei XIE ; Jinxi JIANG ; Junjie CHU ; Jianbo LI ; Xiaoxiao LU ; Deguang ZHANG
Chinese Journal of General Surgery 2023;38(3):173-177
Objective:To study the safety and feasibility of gasless transoral endoscopic thyroidectomy though vestibular approach using self-retaining retractor for papillary thyroid carcinoma.Methods:The clinical data of 39 papillary thyroid carcinoma patients undergoing gasless transoral endoscopic thyroidectomy were collected at Department of Head and Neck Surgery, Sir Run Run Shaw Hospital, Zhejiang University School of Medicine from Nov 2020 to Jun 2021.Results:All cases successfully underwent laparoscopic surgery without conversion to open surgery. The mean duration of operation was (142±35) min, and the postoperative mean hospital stay was (4.1±0.8) days. The mean maximum diameter of the tumor was (8.5±4.5) mm, and the mean number of lymph node harvest of by central compartment dissection was 7.7±5.9. Postoperative complications were transient hypoparathyroidism in 2 cases but recovered in 1 month. Scalp hydrop in 1 patient,fading subsequently. Transient sensory change around the lower lip in 3 cases, which recovered in 6 months. No patient suffered from recurrent laryngeal nerve palsy or hematoma, no permanent hypoparathyroidism occurred, nor of the postoperative bleeding .Conclusion:The gasless transoral endoscopic thyroidectomy viaoral vestibular approach is a feasible approach in selected papillary thyroid carcinoma patients.
8.Study on the value of diamine oxidase in the evalution of ulcerative colitis
Jianjun TONG ; Jianbo XUE ; Hongqiao LIU ; Lei ZHANG
China Modern Doctor 2023;61(34):34-36
Objective To investigate the value of peripheral blood diamine oxidase(DAO)in evaluating the severity of ulcerative colitis(UC).Methods A total of 76 UC patients admitted to Daxing Hospital,Capital Medical University from June 2020 to June 2022 were included in UC group,and were divided into severe ulcerative colitis(SUC)group and non-SUC group according to the severity of the disease.A total of 76 healthy subjects were included as control group.The general data and serum DAO of all subjects were collected for statistical analysis.Results The serum DAO level in UC group was significantly higher than that in control group(P<0.05).The serum DAO level in SUC group was significantly higher than that in non-SUC group(P<0.05).Receiver operating characteristic curve analysis showed that DAO predicted area under the curve(AUC)of UC was 0.751(95%CI:0.672-0.829,P<0.001),and DAO predicted AUC of SUC was 0.866(95%CI:0.807-0.925,P<0.001).Conclusion Serum DAO is an effective test index for evaluating the severity of UC,which is worthy of clinical promotion.
9.The influence of pulmonary artery diameter on the image quality of dual-layer spectral detector CT pulmonary angiography with low contrast agent dosage
Xiaoxue LIANG ; Jianbo GAO ; Rui LI ; Xiaopeng WANG ; Lei SU
Chinese Journal of Radiological Medicine and Protection 2023;43(10):812-819
Objective:Evaluate the image quality of dual-layer spectral detector CT pulmonary angiography with low-dose contrast agents, and explore the influence of pulmonary artery diameter on the image quality.Methods:A total of 91 spectral CT pulmonary angiography from March 2022 to August 2022 were retrospectively analyzed. The cases were divided into Group 1 ( n=34, main pulmonary artery diameter ≥ 30 mm) and Group 2 ( n=57, main pulmonary artery diameter<30 mm). The dosage of contrast agent was 30 ml. The CT attenuation values(CT values), standard deviation(SD), signal-to-noise ratio(SNR), and contrast-to-noise ratio(CNR) values of pulmonary artery from the main trunk to the subsegmental pulmonary artery between two groups were compared. The CT dose index volume(CTDI vol) and dose-length production (DLP) were recorded. Two readers evaluated the image quality using three-point method. The inter-reader agreement was performed by Kappa test. Results:The CT values of the pulmonary trunk and left pulmonary artery between two groups was not significantly different ( P>0.05). The CT values of the left upper lobe artery, segmental artery, and subsegmental artery in Group 1 were lower than those in Group 2 ( t=-2.13, -2.17, Z=-2.33, P<0.05). The SD values of pulmonary trunk and segmental artery in Group 1 were higher than those in Group 2 ( t=2.27, Z=-2.23, P<0.05). The SD values of left pulmonary artery, left upper lobe artery, and subsegmental artery between two groups were not significantly different ( P>0.05). The SNR and CNR values of main pulmonary trunk, left pulmonary artery, left superior lobar artery, and segmental artery in Group 2 were higher than those in Group 1 ( Z=-2.45, -2.57, -2.09, -3.58, P<0.05; Z =-2.33, -2.42, -2.07, -3.45, P<0.05), while these values of the subsegmental artery between two groups were not significantly different ( P>0.05). The two readers had good consistency in evaluating image quality (Kappa value>0.75, P<0.05). Conclusions:Spectral CT pulmonary angiography with 30 ml contrast agent would generate good quality images. However, the distal pulmonary artery would be poorly revealed when the diameter of main pulmonary artery more than 30 mm, especially in patients with suspected pulmonary hypertension.
10.An ultrapotent pan-β-coronavirus lineage B (β-CoV-B) neutralizing antibody locks the receptor-binding domain in closed conformation by targeting its conserved epitope.
Zezhong LIU ; Wei XU ; Zhenguo CHEN ; Wangjun FU ; Wuqiang ZHAN ; Yidan GAO ; Jie ZHOU ; Yunjiao ZHOU ; Jianbo WU ; Qian WANG ; Xiang ZHANG ; Aihua HAO ; Wei WU ; Qianqian ZHANG ; Yaming LI ; Kaiyue FAN ; Ruihong CHEN ; Qiaochu JIANG ; Christian T MAYER ; Till SCHOOFS ; Youhua XIE ; Shibo JIANG ; Yumei WEN ; Zhenghong YUAN ; Kang WANG ; Lu LU ; Lei SUN ; Qiao WANG
Protein & Cell 2022;13(9):655-675
New threats posed by the emerging circulating variants of SARS-CoV-2 highlight the need to find conserved neutralizing epitopes for therapeutic antibodies and efficient vaccine design. Here, we identified a receptor-binding domain (RBD)-binding antibody, XG014, which potently neutralizes β-coronavirus lineage B (β-CoV-B), including SARS-CoV-2, its circulating variants, SARS-CoV and bat SARSr-CoV WIV1. Interestingly, antibody family members competing with XG014 binding show reduced levels of cross-reactivity and induce antibody-dependent SARS-CoV-2 spike (S) protein-mediated cell-cell fusion, suggesting a unique mode of recognition by XG014. Structural analyses reveal that XG014 recognizes a conserved epitope outside the ACE2 binding site and completely locks RBD in the non-functional "down" conformation, while its family member XG005 directly competes with ACE2 binding and position the RBD "up". Single administration of XG014 is effective in protection against and therapy of SARS-CoV-2 infection in vivo. Our findings suggest the potential to develop XG014 as pan-β-CoV-B therapeutics and the importance of the XG014 conserved antigenic epitope for designing broadly protective vaccines against β-CoV-B and newly emerging SARS-CoV-2 variants of concern.
Angiotensin-Converting Enzyme 2
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Antibodies, Neutralizing
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Antibodies, Viral
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COVID-19
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Epitopes
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Humans
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SARS-CoV-2/genetics*
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Spike Glycoprotein, Coronavirus/genetics*


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