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.Enhanced radiotheranostic targeting of integrin α5β1 with PEGylation-enabled peptide multidisplay platform (PEGibody): A strategy for prolonged tumor retention with fast blood clearance.
Siqi ZHANG ; Xiaohui MA ; Jiang WU ; Jieting SHEN ; Yuntao SHI ; Xingkai WANG ; Lin XIE ; Xiaona SUN ; Yuxuan WU ; Hao TIAN ; Xin GAO ; Xueyao CHEN ; Hongyi HUANG ; Lu CHEN ; Xuekai SONG ; Qichen HU ; Hailong ZHANG ; Feng WANG ; Zhao-Hui JIN ; Ming-Rong ZHANG ; Rui WANG ; Kuan HU
Acta Pharmaceutica Sinica B 2025;15(2):692-706
Peptide-based radiopharmaceuticals targeting integrin α5β1 show promise for precise tumor diagnosis and treatment. However, current peptide-based radioligands that target α5β1 demonstrate inadequate in vivo performance owing to limited tumor retention. The use of PEGylation to enhance the tumor retention of radiopharmaceuticals by prolonging blood circulation time poses a risk of increased blood toxicity. Therefore, a PEGylation strategy that boosts tumor retention while minimizing blood circulation time is urgently needed. Here, we developed a PEGylation-enabled peptide multidisplay platform (PEGibody) for PR_b, an α5β1 targeting peptide. PEGibody generation involved PEGylation and self-assembly. [64Cu]QM-2303 PEGibodies displayed spherical nanoparticles ranging from 100 to 200 nm in diameter. Compared with non-PEGylated radioligands, [64Cu]QM-2303 demonstrated enhanced tumor retention time due to increased binding affinity and stability. Importantly, the biodistribution analysis confirmed rapid clearance of [64Cu]QM-2303 from the bloodstream. Administration of a single dose of [177Lu]QM-2303 led to robust antitumor efficacy. Furthermore, [64Cu]/[177Lu]QM-2303 exhibited low hematological and organ toxicity in both healthy and tumor-bearing mice. Therefore, this study presents a PEGibody-based radiotheranostic approach that enhances tumor retention time and provides long-lasting antitumor effects without prolonging blood circulation lifetime. The PEGibody-based radiopharmaceutical [64Cu]/[177Lu]QM-2303 shows great potential for positron emission tomography imaging-guided targeted radionuclide therapy for α5β1-overexpressing tumors.
3.Fibroblast activation protein targeting radiopharmaceuticals: From drug design to clinical translation.
Yuxuan WU ; Xingkai WANG ; Xiaona SUN ; Xin GAO ; Siqi ZHANG ; Jieting SHEN ; Hao TIAN ; Xueyao CHEN ; Hongyi HUANG ; Shuo JIANG ; Boyang ZHANG ; Yingzi ZHANG ; Minzi LU ; Hailong ZHANG ; Zhicheng SUN ; Ruping LIU ; Hong ZHANG ; Ming-Rong ZHANG ; Kuan HU ; Rui WANG
Acta Pharmaceutica Sinica B 2025;15(9):4511-4542
The activation proteins released by fibroblasts in the tumor microenvironment regulate tumor growth, migration, and treatment response, thereby influencing tumor progression and therapeutic outcomes. Owing to the proliferation and metastasis of tumors, fibroblast activation protein (FAP) is typically highly expressed in the tumor stroma, whereas it is nearly absent in adult normal tissues and benign lesions, making it an attractive target for precision medicine. Radiolabeled agents targeting FAP have the potential for targeted cancer diagnosis and therapy. This comprehensive review aims to describe the evolution of FAPI-based radiopharmaceuticals and their structural optimization. Within its scope, this review summarizes the advances in the use of radiolabeled small molecule inhibitors for tumor imaging and therapy as well as the modification strategies for FAPIs, combined with insights from structure-activity relationships and clinical studies, providing a valuable perspective for radiopharmaceutical clinical development and application.
4.Clinical efficacy of endovascular interventional therapy for spontaneous isolated superior mesen-teric artery dissection
Yu LI ; Rongjie ZHANG ; Wei SUN ; Yuxuan XIAO ; Xianru BI ; Yingxue HAO
Chinese Journal of Digestive Surgery 2024;23(6):845-852
Objective:To investigate the clinical efficacy of endovascular interventional therapy for spontaneous isolated superior mesenteric artery dissection(SISMAD).Methods:The retrospective cohort study was conducted. The clinical data of 87 patients with SISMAD who were admitted to The First Affiliated Hospital of Army Medical University from March 2012 to March 2023 were collected. There were 80 males and 7 femals, aged 54(49,61)years. Of 87 patients, 55 cases undergoing conservative therapy were allocated into conservative therapy group and 32 cases under-going endovascular interventional therapy were allocated into endovascular interventional therapy group. Observation indicators: (1) clinical characteristics; (2) treatment; (3) follow-up. Measurement data with normal distribution were represented as Mean± SD, and comparison between groups was conducted using the t test. Measurement data with skewed distribution were represented as M( Q1, Q3), and comparison between groups was conducted using the rank sum test. Count data were represented as absolute numbers and comparison between groups was conducted using the chi-square test or Fisher exact probability. Results:(1) clinical characteristics. There were significant differences in the cases with symptoms, percentage of neutrophils between the conservative therapy group and the endovascular interventional therapy group ( P<0.05). There was no significant difference in the proportion of Yun classification between the two groups ( P>0.05). (2)Treatment. There were significant differences in the complete vascular remodeling, duration of hospital stay, and total expenses between the conservative therapy group and the endovascular interventional therapy group ( χ2=23.752, t=-4.213, -16.421, P<0.05). There were 34 patients in the conservative therapy group and 24 patients in the endovascular interventional therapy group with relieved abdominal pain, respectively, showing no significant difference between the two groups ( P>0.05). For symptomatic patients in the conservative therapy group, symptoms including abdominal pain, nausea, vomiting, diarrhea, hematochezia were relieved or disappeared, and no intestinal ischemia or rupture occurred. For patients in the endovascular interventional therapy group, 30 cases were implanted stents, the operation time was 115(86,155)minutes, volume of intraoperative blood loss was 5(5,10)mL, dose of contrast media was (200±51)mL. There were 23, 8 and 1 cases with the contrast medium as Iodoxanol, Ioprosamide, Iodohexanol, respectively. About the surgical methods, 14 patients received single bare stent implantation, 3 cases received bare stent-assisted coil embolization, 10 cases received multiple bare stent implantation, 3 cases received covered stent implantation, 2 cases received angiography alone. A total of 39 self-expandable bare metal stents and 3 self-expandable covered stents were implanted. The diameter and length of the stents were (6.5±1.0)mm and (69±23)mm, respectively. Two asymptomatic patients had failure in endovascular interventional therapy and underwent superior mesenteric artery angiography. For the endovascular interventional therapy group, 92.3%(24/26) of patients were relieved abdominal pain and 2 patients with abdominal pain were improved after symptomatic treatment. (3) Follow-up. All the 87 patients were followed up for 12(4,24)months, without recurrent abdominal pain or secondary intervention. During the follow-up, 82 patients underwent computed tomography angiography or ultrasonography, and 5 patients had no available results. There was no SISMAD related death or superior mesenteric artery rupture. Eight patients in the conservative therapy group achieved complete vascular remodeling, versus 21 cases in the endovascular interventional therapy group, showing a significant difference between the two groups ( χ2=23.752, P<0.05). Conclusions:Compared with conservative therapy, patients undergoing endovascular interventional therapy for SISMAD has loner hospital stay, higher total costs, higher complete vascular remodeling rate. There is no recurrent abdominal pain in two methods.
5.Effect of porcine GHRH(1-44)expression plasmid on mouse growth and per-formance of pregnant sows
Yukai WEI ; Yun WANG ; Yuxuan WANG ; Qianyun XI ; Jiajie SUN ; Ting CHEN ; Junyi LUO ; Hequn SHI ; Yongliang ZHANG
Chinese Journal of Veterinary Science 2024;44(9):2063-2071
The study adopted muscle injection of pVAX1-SP-GHRH(1-44)expression plasmid and electrostimulation to determine its effects on mouse growth and sow production performance.One hundred and fifty four-week-old C57 BL/6 female mice were randomly divided into 6 groups of 5 replicates each.Muscle single-injection followed by electrostimulation was performed.The con-trol group received an empty plasmid injection(80 μg/kg),while the treatment groups received pVAX1-SP-GHRH(1-44)plasmid injections(20,40,80,120,160 μg/kg).Twenty healthy preg-nant sows were randomly divided into 2 groups,each with 10 sows.Electrostimulation treatment was applied to the semimembranosus muscle of the pregnant sows after a single injection.The con-trol group received physiological saline injection,while the plasmid group received a 2 mg pVAX1-SP-GHRH(1-44)expression plasmid injection.Mouse weight,feed intake,and serum GHRH and IGF-1 levels were measured at days 0,7,14,21,and 28 after injection.Pregnant sows were bled via the tail vein at days 0,14,28,and 42 after injection,and their serum was separated to measure serum GHRH and IGF-1 levels.The birth weight,placental weight,number of piglets born,number of healthy piglets,number of weak piglets,number of deformed piglets,number of stillborn piglets,and number of mummified piglets were recorded at day 14.The mouse study re-sults showed that muscle injection of pVAX1-SP-GHRH(1-44)plasmid followed by electrostim-ulation could promote mouse feeding and increase weight gain(P<0.05),significantly increase mouse serum GHRH and IGF-1 levels(P<0.05),and maintain its effects until day 21.The results of the pregnant sow study showed that the average birth weight of the piglets in the plasmid group was significantly increased(P<0.01),and the placenta weight was significantly increased(P<0.05).The serum GHRH and IGF-1 concentrations in the plasmid group sows were significantly increased(P<0.01).The study results showed that muscle injection of pVAX1-SP-GHRH(1-44)expression plasmid followed by electrostimulation could promote mouse feeding and increase weight gain,and also significantly improve the average birth weight and placental weight of the piglets in pregnant sows.
6.Aerobic exercise modulates changes in cardiac function due to simulated weightlessness through the AMPK/ULK1/Beclin1 pathway
Yequn LIU ; Jianjun YANG ; Min YANG ; Hongli LI ; Fudong GAO ; Yuxuan HUANG ; Shuling ZHANG ; Junzhi SUN
Space Medicine & Medical Engineering 2024;35(4):235-240
Objective To explore the possible mechanisms of myocardial injury induced by simulated weightlessness in space flight and the recovery of myocardium in rats by aerobic exercise intervention.Methods The body weight of rats was weighed using an electronic balance;the cardiac function indexes of rats in each group were detected using echocardiography and isolated cardiac perfusion;and the expression of proteins related to the AMPK/ULK1/Beclin1 pathway in the myocardial tissues of rats in each group was detected using Western Blot.Results(1)When compared with the C1 group,the T1 group not statistically significant in body weight(P?>?0.05),and the wet weight of the flounder muscle,the wet weight-to-weight ratio of the flounder muscle,and the heart weight were all significantly decreased(P?0.01).(2)After 4 weeks of tail suspension and 4 weeks of aerobic exercise,significant changes in cardiac function-related indexes occurred,with a significant increase in the expression levels of AMPK and p-ULK1 in the T1 group(P?0.01),a significant increase in the expression of p-AMPK(P?0.05),and a slight,but not statistically significant,increase in the expression of ULK1 and Beclin1(P?>?0.05).After 4 weeks of aerobic exercise,when compared to group C2,group R showed a significant rise in the expression of AMPK and ULK1(P?0.05),a decrease in the expression of p-AMPK and p-ULK1,but not statistically significant(P?>?0.05),and a rise in the expression of Beclin1,but not statistically significant(P?>?0.05);and group A showed a slight increase in the expression of AMPK,ULK1 and Beclin1 expression decreased slightly but not statistically significant(P?>?0.05),p-AMPK expression decreased significantly(P?0.05)and p-ULK1 expression decreased significantly(P?0.01)in Group A.When compared with group R,group C2 showed a significant decrease in the expression of cardiac protein AMPK(P?0.05),a slight increase in the expression of p-AMPK and p-ULK1,a statistically insignificant decrease in the expression of Beclin1(P?>?0.05),and a significant decrease in the expression of ULK1(P?0.01);and group A showed a significant decrease in the expression of AMPK,ULK1(P?0.01);the expression of p-AMPK and Beclin1 decreased slightly but not statistically significant(P?>?0.05);the expression of p-ULK1 decreased significantly(P?0.05).Conclusion(1)After 4 weeks of tail suspension,it was found that the wet weight,and wet weight to body weight ratio of the flounder muscle of rats were significantly reduced,the weight of the heart and cardiac function related indexes were also significantly reduced,and the expression of AMPK,p-AMPK,ULK1,p-ULK1 and Beclin1 increased;(2)After 4 weeks of aerobic exercise,it was found that the morphology of the myocardium of the rat with tail suspension,the myocardial ultrastructure and cardiac function related indexes increased,and cardiac function was improved.function-related indexes rose,cardiac function was somewhat improved,and the expression of AMPK,p-AMPK,ULK1,p-ULK1,and Beclin1 declined;(3)he damage and improvement of cardiac function were associated with the regulation of related proteins through the AMPK/ULK1/Beclin1 pathway,and the regulation of the expression of AMPK,p-AMPK,ULK1,p-ULK1,and Beclin1.
7.Damage effect of VSV on vascular endothelial barrier function in vitro and its mechanism
Yuxuan CAO ; Wei CHEN ; Chengbiao SUN ; Na ZHAO ; Yan WANG ; Mingxin DONG ; Na XU ; Wensen LIU ; Yongmei LI
Journal of Jilin University(Medicine Edition) 2024;50(5):1275-1285
Objective:To discuss the damage effect of vesicular stomatitis virus(VSV)on the vascular endothelial(VE)barrier,and to clarify its mechanism.Methods:The canine kidney cells were used to amplify VSV.The half tissue culture infective dose(TCID50)of VSV was determined using mouse brain endothelial tumor bEnd.3 cells,and subsequent experiment was conducted using 300 times the TCID50.The bEnd.3 cells were divided into infection 0 h group,infection 4 h group,infection 8 h group,and infection 12 h group for VE barrier damage experiments due to VSV infection.The bEnd.3 cells were also divided into control group,infection group,and correction group for experiments to inhibit the VSV replication and restore the VE barrier.The bEnd.3 cells were inoculated into Transwell chambers to construct an in vitro VE barrier model.Cell voltage resistance meter was used to detect the transepithelial resistance(TER)in various groups after the bEnd.3 cells were infected with VSV at different time points;fluorescein isothiocyanate-dextran leakage assay was used to detect the permeability coefficients of the cells in various groups;immunofluorescence staining was used to observe the localization changes of VE-cadherin,β-catenin,and phosphorylated β-catenin(p-β-catenin)in cytoskeleton and adherens junctions(AJs)of the bEnd.3 cells after VSV infection;real-time fluorescence quantitative PCR(RT-qPCR)method was used to detect the expression levels of Wnt and β-catenin mRNA in the cells in various groups;Western blotting method was used to detect the expression levels of Wnt,β-catenin,and p-β-catenin proteins in the cells in various groups.Results:The TCID50 of VSV was 10-4.5·100 μL-1.TheTranswell chamber experiment results showed that compared with infection 0 h group,the TERs in the cells in the other groups were significantly decreased(P<0.05),and the permeability coefficients were significantly increased(P<0.05).The immunofluorescence staining results showed that compared with control group,the cytoskeleton of the bEnd.3 cells in infection group was disordered,the cell gaps was increased,the linear index of AJs was significantly decreased(P<0.05),and β-catenin and p-β-catenin translocated from the cell membrane to the perinuclear area.The RT-qPCR results showed that compared with infection 0 h group,the expression levels of Wnt mRNA in the cells in the other groups were significantly decreased(P<0.05),while the expression levels of β-catenin mRNA showed no statistically significant difference(P>0.05).The Western blotting results showed that compared with infection 0 h group,the expression levels of Wnt protein in the cells in the other groups were significantly decreased(P<0.05),the expression levels of β-catenin showed no statistically significant differences(P>0.05),and the expression levels of p-β-catenin were significantly increased(P<0.05).After inhibiting the VSV replication and correcting the low density lipoprotein receptor(LDLR)abnormalities,the Transwell chamber experiment results showed that compared with infection group,the TER in the cells in correction group was significantly increased(P<0.05),and the permeability coefficient was significantly decreased(P<0.05).The immunofluorescence staining results showed that compared with infection group,the gaps in the cells in correction group were reduced,and the perinuclear aggregation of β-catenin and p-β-catenin in the cells was restrained.The RT-qPCR results showed that compared with infection group,the expression level of Wnt mRNA in the cells in correction group was significantly increased(P<0.05).The Western blotting results showed that compared with infection group,the expression level of Wnt protein in the cells in correction group was significantly increased(P<0.05),the expression level of β-catenin showed no statistically significant difference(P>0.05),and the expression level of p-P-catenin was significantly decreased(P<0.05).Conclusion:VSV infection can cause the LDLR inactivation,reduce the expression level of Wnt protein,increase the phosphorylation level of β-catenin and cause its internalization,disrupt the stability of AJs,and ultimately lead to VE barrier damage.
8.Study on Acute Toxicology and Intervention Effect of Panacis Majoris Rhizoma on Chronic Pharyngitis Rat Model
Xudong HE ; Lianli ZHOU ; Lankun YANG ; Yuxuan TAO ; Zhibo LIU ; Wenbo WANG ; Siqi SUN ; Jie YU ; Xingxin YANG
Traditional Chinese Drug Research & Clinical Pharmacology 2024;35(1):10-16
Objective To investigate the acute toxicology and intervention effect of Panacis Majoris Rhizoma on rats with chronic pharyngitis.Methods A single,maximum dose of Panacis Majoris Rhizoma(74.4 g·kg-1)was administered to Kunming mice to evaluate its toxicity,involving the assessment of the survival status of the mice,organ indices,morphological changes in major organs,blood routine,and biochemical indicators.SD rats were randomly divided into the control group,model group,prednisone group(6.25 mg·kg-1),and low-,medium-,and high-dose Panacis Majoris Rhizoma groups(0.58,1.16,and 2.32 g·kg-1).All rats received the corresponding drugs(or normal saline)via intragastric administration once daily for a duration of 30 days.Except the control group,chronic pharyngitis was induced in rats of the other groups by using β-hemolytic streptococcus.Following euthanasia,serum inflammatory levels of interleukin-6(IL-6),cyclooxygenase-2(COX-2),interleukin-1β(IL-1β),intercellular adhesion molecule-1(ICAM-1),C-reactive protein(CRP),tumor necrosis factor(TNF-α),monocyte chemoattractant protein-1(MCP-1),and prostaglandin E2(PGE2)were measured.Additionally,pharyngeal tissues were stained with HE and pathological characteristics were observed.Results Toxicological studies have demonstrated that the administration of Panacis Majoris Rhizoma resulted in significant increase in plasma alanine transaminase levels and spleen index of mice,along with corresponding tissue pathological alterations.Nevertheless,no noteworthy pathological changes were observed in other organs,and there were no notable changes in blood routine and plasma biochemical indicators.Pharmacodynamic investigations have revealed that Panacis Maioris Rhizoma effectively reduces the serum levels of inflammatory factors and improves pathological changes in pharyngeal tissues.Conclusion Panacis Maioris Rhizoma alleviated β-hemolytic streptococcus-induced CP by inhibiting inflammatory responses,and may show potential toxicity to the spleen.
9.Advances in Immunological Studies of Targeted Radionuclide Therapy
Liping YANG ; Yuxuan ZHENG ; Zhuoling RAN ; Rui HU ; Yuwei LIANG ; Yue SUN ; Chang LU ; Huijie LI ; Xuhan LI ; Jian GONG
Herald of Medicine 2024;43(10):1598-1602
The killing effect of radiation therapy on healthy cells has led to the creation of targeted radionuclide therapy,which effectively reduces the damage to surrounding normal cells.At present,alpha(α)and beta(β)radionuclides are the research hotspots of targeted therapy.Numerous preclinical and clinical studies have shown that radiation therapy not only has local anti-tumor effects,but also exerts systemic anti-tumor effects by triggering the body's immune response.This paper describes in detail the characteristics and clinical applications of commonly used radionuclides,and discusses the mechanism of radiation-triggered body immune response as well as the related research on the combined use of radiation therapy,targeted radionuclide therapy and immunotherapy.
10.Pharmacovigilance for Radiopharmaceuticals
Yue SUN ; Yuxuan ZHENG ; Zhenjiang ZHANG ; Yuxian ZHANG ; Ran ZHANG ; Chang LU ; Li ZHANG ; Ding LI ; Jiachen TU ; Jing XIE ; Huan ZHOU ; Jian GONG
Herald of Medicine 2024;43(10):1615-1619
Radiopharmaceuticals play an important role in the medical field,but they also carry certion risks and potential safety concerns.Medical institutions implement pharmacovigilance to ensure the safety of patients'drug use,including the safety of Radiopharmaceuticals.The operation and management of the pharmacovigilance system in the United States and the European Union are relatively mature.China can learn from their advanced concepts and establish our own radiopharmaciligence system.

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