1.Identification of natural product-based drug combination (NPDC) using artificial intelligence.
Tianle NIU ; Yimiao ZHU ; Minjie MOU ; Tingting FU ; Hao YANG ; Huaicheng SUN ; Yuxuan LIU ; Feng ZHU ; Yang ZHANG ; Yanxing LIU
Chinese Journal of Natural Medicines (English Ed.) 2025;23(11):1377-1390
Natural product-based drug combinations (NPDCs) present distinctive advantages in treating complex diseases. While high-throughput screening (HTS) and conventional computational methods have partially accelerated synergistic drug combination discovery, their applications remain constrained by experimental data fragmentation, high costs, and extensive combinatorial space. Recent developments in artificial intelligence (AI), encompassing traditional machine learning and deep learning algorithms, have been extensively applied in NPDC identification. Through the integration of multi-source heterogeneous data and autonomous feature extraction, prediction accuracy has markedly improved, offering a robust technical approach for novel NPDC discovery. This review comprehensively examines recent advances in AI-driven NPDC prediction, presents relevant data resources and algorithmic frameworks, and evaluates current limitations and future prospects. AI methodologies are anticipated to substantially expedite NPDC discovery and inform experimental validation.
Artificial Intelligence
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Biological Products/chemistry*
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Humans
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Drug Combinations
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Drug Discovery/methods*
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Machine Learning
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Algorithms
2.Effect of regional crosstalk between sympathetic nerves and sensory nerves on temporomandibular joint osteoarthritic pain.
Zhangyu MA ; Qianqian WAN ; Wenpin QIN ; Wen QIN ; Janfei YAN ; Yina ZHU ; Yuzhu WANG ; Yuxuan MA ; Meichen WAN ; Xiaoxiao HAN ; Haoyan ZHAO ; Yuxuan HOU ; Franklin R TAY ; Lina NIU ; Kai JIAO
International Journal of Oral Science 2025;17(1):3-3
Temporomandibular joint osteoarthritis (TMJ-OA) is a common disease often accompanied by pain, seriously affecting physical and mental health of patients. Abnormal innervation at the osteochondral junction has been considered as a predominant origin of arthralgia, while the specific mechanism mediating pain remains unclear. To investigate the underlying mechanism of TMJ-OA pain, an abnormal joint loading model was used to induce TMJ-OA pain. We found that during the development of TMJ-OA, the increased innervation of sympathetic nerve of subchondral bone precedes that of sensory nerves. Furthermore, these two types of nerves are spatially closely associated. Additionally, it was discovered that activation of sympathetic neural signals promotes osteoarthritic pain in mice, whereas blocking these signals effectively alleviates pain. In vitro experiments also confirmed that norepinephrine released by sympathetic neurons promotes the activation and axonal growth of sensory neurons. Moreover, we also discovered that through releasing norepinephrine, regional sympathetic nerves of subchondral bone were found to regulate growth and activation of local sensory nerves synergistically with other pain regulators. This study identified the role of regional sympathetic nerves in mediating pain in TMJ-OA. It sheds light on a new mechanism of abnormal innervation at the osteochondral junction and the regional crosstalk between peripheral nerves, providing a potential target for treating TMJ-OA pain.
Animals
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Osteoarthritis/physiopathology*
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Mice
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Sympathetic Nervous System/physiopathology*
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Temporomandibular Joint Disorders/physiopathology*
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Arthralgia
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Sensory Receptor Cells
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Disease Models, Animal
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Norepinephrine
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Male
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Temporomandibular Joint/physiopathology*
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Pain Measurement
3.Structural insights into the distinct ligand recognition and signaling of the chemerin receptors CMKLR1 and GPR1.
Xiaowen LIN ; Lechen ZHAO ; Heng CAI ; Xiaohua CHANG ; Yuxuan TANG ; Tianyu LUO ; Mengdan WU ; Cuiying YI ; Limin MA ; Xiaojing CHU ; Shuo HAN ; Qiang ZHAO ; Beili WU ; Maozhou HE ; Ya ZHU
Protein & Cell 2025;16(5):381-385
4.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.
5.The lysine methyltransferase SMYD2 facilitates neointimal hyperplasia by regulating the HDAC3-SRF axis.
Xiaoxuan ZHONG ; Xiang WEI ; Yan XU ; Xuehai ZHU ; Bo HUO ; Xian GUO ; Gaoke FENG ; Zihao ZHANG ; Xin FENG ; Zemin FANG ; Yuxuan LUO ; Xin YI ; Ding-Sheng JIANG
Acta Pharmaceutica Sinica B 2024;14(2):712-728
Coronary restenosis is an important cause of poor long-term prognosis in patients with coronary heart disease. Here, we show that lysine methyltransferase SMYD2 expression in the nucleus is significantly elevated in serum- and PDGF-BB-induced vascular smooth muscle cells (VSMCs), and in tissues of carotid artery injury-induced neointimal hyperplasia. Smyd2 overexpression in VSMCs (Smyd2-vTg) facilitates, but treatment with its specific inhibitor LLY-507 or SMYD2 knockdown significantly inhibits VSMC phenotypic switching and carotid artery injury-induced neointima formation in mice. Transcriptome sequencing revealed that SMYD2 knockdown represses the expression of serum response factor (SRF) target genes and that SRF overexpression largely reverses the inhibitory effect of SMYD2 knockdown on VSMC proliferation. HDAC3 directly interacts with and deacetylates SRF, which enhances SRF transcriptional activity in VSMCs. Moreover, SMYD2 promotes HDAC3 expression via tri-methylation of H3K36 at its promoter. RGFP966, a specific inhibitor of HDAC3, not only counteracts the pro-proliferation effect of SMYD2 overexpression on VSMCs, but also inhibits carotid artery injury-induced neointima formation in mice. HDAC3 partially abolishes the inhibitory effect of SMYD2 knockdown on VSMC proliferation in a deacetylase activity-dependent manner. Our results reveal that the SMYD2-HDAC3-SRF axis constitutes a novel and critical epigenetic mechanism that regulates VSMC phenotypic switching and neointimal hyperplasia.
6.Penile protection with a self-developed flexible sleeve penile protection device after circumcision: a prospective randomized controlled trial
Pengfei TUO ; Kewei CHEN ; Xinchen LIU ; Guodong ZHU ; Huixing HE ; Tao CAI ; Yuxuan LI ; Xun ZHAO ; Liyuan GE ; Shudong ZHANG ; Lulin MA ; Wei GUO ; Zhuo LIU
Journal of Modern Urology 2024;29(4):363-367
【Objective】 To investigate the protective effects of aflexible sleeve penile protection device on reducing postoperative pain and wound edema in patients after circumcision. 【Methods】 A total of 54 patients who underwent circumcision at Yan’an Branch of Peking University Third Hospital during Feb.1 and May 31, 2023 were enrolled.The patients were randomly divided into the experimental group and control group, with 27 patients in either groups.Patients in the experimental group were treated with a flexible sleeve penis protection device after surgery, and patients in the control group were treated with traditional gauze bandage after surgery.Postoperative pain, wound edema and complications were compared between the two groups. 【Results】 In terms of pain, the visual analogue scale of the experimental group was significantly lower at 6 hours [(1.7±0.9) vs.(3.3±1.9), P<0.001] and 2 days [(2.0±1.3) vs.(3.3±1.3), P<0.001] after surgery than that of the control group, but there were no statistically significant differences between the two groups on the 4th and 7th postoperative days (P>0.05).In terms of edema, the edema score of the experimental group was significantly lower than that of the control group on the 2nd postoperative day [(2.0±1.0) vs.(4.0±0.8), P<0.001] , the 4th postoperative day [(1.5±1.2) vs.(2.6±0.9), P<0.001] , and the 7th postoperative day [(0.9±1.3) vs.(2.3±1.5), P<0.001] .There was no statistically significant difference in the incidence of complications between the two groups (P>0.05). 【Conclusion】 The flexible sleeve penile protection device has significant effects of reducing early postoperative pain and reducing edema in patients undergoing circumcision.
7.Influencing factors for rebleeding after endoscopic therapy in patients with liver cirrhosis receiving secondary prevention of gastroesophageal varices
Shuang ZHAO ; Yuxuan ZHU ; Yue LIU ; Jing WANG ; Qun LI ; Minghui WANG ; Qianqian DONG ; Feifei FAN ; Xiaofeng LIU
Journal of Clinical Hepatology 2024;40(12):2430-2440
ObjectiveTo investigate the influencing factors for rebleeding after endoscopic therapy and the effect of the number of sequential treatment sessions on postoperative rebleeding in patients with liver cirrhosis receiving secondary prevention of gastroesophageal varices (GOV). MethodsA total of 1 717 patients with liver cirrhosis who received secondary prevention of GOV and attended The 960th Hospital of the PLA Joint Logistice Support Force from January 2017 to December 2021 were enrolled, and according to the presence or absence of bleeding after endoscopic therapy, they were divided into non-bleeding group and rebleeding group. The influencing factors for rebleeding were analyzed, as well as the association between the number of endoscopic treatment sessions and rebleeding. The chi-square test was used for comparison of categorical data between groups; the independent-samples t test or the Mann-Whitney U test was used for comparison of continuous data between the two groups; the Kruskal-Wallis H test was used for comparison bertween multiple groups, and the Wilcoxon test was used for further comparison between two groups. The Cox regression model was used to investigate the influencing factors for rebleeding, and the Kaplan-Meier method was used to plot survival curves, while the Log-rank test was used for comparison between groups. ResultsOf all patients, 286 (16.7%) experienced rebleeding after endoscopic therapy, and 1 431 (83.3%) did not experience bleeding. There were significant differences between the two groups in history of smoking and drinking, etiology of liver cirrhosis, hemoglobin (Hb), prothrombin time (PT), prothrombin activity (PTA), international normalized ratio (INR), albumin (Alb), fasting blood glucose, blood urea nitrogen, Child-Pugh class, aspartate aminotransferase-to-platelet ratio index (APRI) score, albumin-bilirubin (ALBI) score, use of non-selective beta-blocker (NSBB) before surgery, treatment modality, type of varices, and maximal varicose vein diameter (all P<0.05). The univariate Cox regression analysis showed that in the patients with liver cirrhosis who received secondary prevention of GOV, rebleeding was associated with history of smoking and drinking, etiology of liver cirrhosis, use of NSBB before surgery, treatment modality, maximal varicose vein diameter, Hb, platelet count, PT, PTA, INR, Alb, total bilirubin (TBil), alkaline phosphatase (ALP), gamma-glutamyl transpeptidase, blood glucose, Child-Pugh class, and ALBI score (all P<0.05). The multivariate Cox regression analysis showed that Hb (hazard ratio [HR]=0.989, 95% confidence interval [CI]: 0.983 — 0.994, P<0.001), TBil (HR=1.020, 95%CI: 1.006 — 1.034, P=0.005), Alb (HR=0.868, 95%CI: 0.758 — 0.994, P=0.041), treatment modality (sclerosing agent: HR=2.158, 95%CI: 1.342 — 3.470, P=0.002; tissue adhesive: HR=2.709, 95%CI: 1.343 — 5.462, P=0.005; ligation+sclerosing agent: HR=3.181, 95%CI: 1.522 — 6.645, P=0.002; sclerosing agent+tissue adhesive: HR=1.851, 95%CI: 1.100 — 3.113, P=0.020), ALP (HR=1.003, 95%CI: 1.001 — 1.004, P=0.002), and maximal varicose vein diameter (HR=1.346, 95%CI: 1.119 — 1.618, P=0.002) were independent influencing factors for rebleeding after endoscopic therapy. Comparison of rebleeding rate after different numbers of sequential treatment sessions showed that the patients treated for three sessions had a significantly lower rebleeding rate than those treated for one or two sessions (χ2=8.643 and 5.277, P=0.003 and 0.022). The survival analysis showed that with the increase in the number of treatment sessions, there was a significantly longer interval between rebleeding (P=0.006) and a significantly lower mortality rate (P<0.001). ConclusionThe levels of TBil, ALP, Hb, and Alb on admission, endoscopic treatment modality, and maximal varicose vein diameter were the main predictive factors for rebleeding after endoscopic therapy for GOV in liver cirrhosis, and such predictive factors should be closely monitored in clinical practice. Regular endoscopic therapy can reduce the rebleeding and mortality rates of patients with liver cirrhosis and GOV and prolonmg the interval between rebleeding.
8.Qualitative Research on Influencing Factors of Hospital Administrators' Job Meaning
Huilan ZHU ; Shuaihe ZHU ; Chunyang LU ; Bin ZHENG ; Yuxuan ZHU ; Yating CHENG ; Tingshan DUAN ; Tao SUN
Chinese Hospital Management 2024;44(6):51-55
Objective It conducted a grounded theory on the factors influencing the sense of job significance of hospital administrators to provide suggestions and references for the promotion of high-quality development of hospital management work.Methods From April to September 2023,it interviewed 23 administrators from various departments across Provinces/Cities,including Zhejiang,Heilongjiang,Guangdong,Shanghai,Henan,Jilin,Sichuan and others,using a theoretical sampling method.Employing Grounded Theory,it encoded over transcriptional information at three levels.Results Three-level coding process yielded 66 free nodes,19 initial concepts,7 main categories,and 3 dimensions,leading to the development of a theoretical model encompassing existence,relatedness,and growth.Conclusion The job meaning for hospital administrators is shaped by existence,relatedness,and growth.It recommend revising performance assessments,fostering an empowering culture,enhancing informal communication,providing professional growth pathways,and offering diverse career development options to deepen administrators'job meaning.
9.A Model of Factors Influencing the Career Plateau of Hospital Administrators based on A Grounded Theo-ry Study
Shuaihe ZHU ; Huilan ZHU ; Dan MAO ; Yating CHENG ; Yuxuan ZHU ; Tingshan DUAN ; Tao SUN
Chinese Hospital Management 2024;44(7):75-79
Objective To explore the influencing factors of the career plateau among hospital administrators,to provide scientific reference for enhancing the quality of hospital management and operation.Methods The interview data were analyzed by grounded theoretical research methods.It conducted semi-structured interviews with 22 tar-get objects and conducted qualitative research on the influencing factors of hospital administrators'career plateau with the help of NVivo 11.0 software.Results After a three-level coding,114 initial concepts,30 subcategories,10 main categories,and 3 core categories were summarized.A theoretical model was developed,encompassing three dimensions:aggravating factors,dissipating factors,and convertible factors.Conclusion The career plateau of hospi-tal administrators is affected by a complex interplay of aggravating,dissipating and convertible factors.Hospitals need to provide regular vocational training to cultivate organizational loyalty for their employees.Hospital administra-tors should engage in proactive career planning and skill diversification.and the government should coordinate the es-tablishment of links between hospitals and the external system to promote the openness and connection of the healthcare system to the outside world.
10.Unicompartmental knee arthroplasty in treatment of medial compartment osteoarthritis of knee joint:joint function and changes in inflammatory cytokines
Yuxuan LI ; Lingli YUAN ; Zhiyuan XU ; Tao YAN ; Zhongchuan ZHANG ; Wendi XU ; Xunbing ZHU
Chinese Journal of Tissue Engineering Research 2024;28(36):5828-5832
BACKGROUND:Unicompartmental knee arthroplasty has been paid more and more attention because of its advantages of fewer traumas,less blood loss,less complications,faster recovery,excellent knee function and high prosthetic survival rate.Most of the relevant reports focused on its clinical effect,but the changes in the levels of relevant inflammatory cytokines in patients after unicompartmental knee arthroplasty were rarely reported. OBJECTIVE:To investigate the effect of unicompartmental knee arthroplasty in patients with medial compartment osteoarthritis of the knee and the changes of interleukin-1,interleukin-6,and tumor necrosis factor-α levels. METHODS:A total of 30 patients with medial compartment osteoarthritis of the knee who received unicompartmental knee arthroplasty from September 2021 to March 2023 and met the inclusion criteria were selected as the study subjects.Medial angle of proximal tibia,femoral and tibial angle,pain visual analog scale score,hospital for special surgery score,knee joint range of motion,synovial fluid interleukin-1,interleukin-6,and tumor necrosis factor-α levels before and after surgery were compared and statistically analyzed. RESULTS AND CONCLUSION:(1)All 30 patients had grade I wound healing.All patients were followed up for more than 6 months after surgery.There were no complications such as prosthesis loosening and dislocation of prosthesis liner in all patients.(2)The medial proximal tibia angle and the femoral and tibial angles measured after operation were significantly improved(P<0.05).(3)The visual analog scale score,hospital for special surgery score and range of motion measured at 1,3,and 6 months after operation were better than those before operation(P<0.05),and showed a gradual improvement(P<0.05).(4)The levels of interleukin-1,interleukin-6,and tumor necrosis factor-α in synovial fluid at 3 and 6 months after operation were decreased gradually compared with those before operation(P<0.05)and showed a gradual downward trend at each time point after operation.(5)It is indicated that unicompartmental knee arthroplasty can effectively treat medial compartment osteoarthritis of the knee,significantly relieve pain,restore knee joint function,improve knee varus deformity and lower limb strength line,and reduce the levels of inflammatory cytokines interleukin-1,interleukin-6,and tumor necrosis factor-α in joints to a certain extent.

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