1.Efficacy of chemotherapy combined with targeted therapy and immunotherapy versus chemotherapy alone in advanced pancreatic cancer:a retrospective cohort study
Ziyan CUI ; Jiayue DUAN ; Ziyan SUN ; Zegao ZHOU ; Cheng QI ; Changqing YAN
Chinese Journal of Surgery 2026;64(1):55-63
Objective:To explore the efficacy and safety of combining targeted therapy and immunotherapy with standard chemotherapy in patients with advanced pancreatic cancer.Methods:This is a single-center retrospective cohort study. A total of 123 patients with advanced pancreatic cancer who received first-line systemic treatment at the Second Hospital of Hebei Medical University between January 2022 and December 2024 were retrospectively enrolled. There were 65 males and 58 females,with a mean age of (65.1±10.1) years (range:22 to 88 years). According to whether targeted therapy combined with immunotherapy was added to chemotherapy,patients were divided into a triplet group ( n=46) and a standard chemotherapy group ( n=77). The primary endpoints were overall survival (OS) and progression-free survival (PFS); secondary endpoints included radiological efficacy indicators (objective response rate (ORR), disease control rate (DCR),clinical benefit rate,etc.) and treatment-related adverse events. Propensity score matching (PSM,caliper=0.2) was used to balance baseline characteristics between groups. Kaplan-Meier curves were used to estimate survival,and Cox regression models were applied to analyze factors influencing OS and PFS. Results:In the original cohort,the median OS was 11 months in the triplet group and 8 months in the chemotherapy group,with no statistically significant difference ( P=0.056). The median PFS was 5 months in the triplet group and 3 months in the chemotherapy group,also without statistical significance ( P>0.05). Multivariate Cox regression analysis indicated that the triplet regimen was an independent prognostic factor for both OS and PFS ( P<0.05). After PSM,baseline balance between groups was good. The median OS was 10.0 months in the triplet group and 7.0 months in the chemotherapy group, with no significant difference ( P=0.094). In terms of efficacy, the ORR was 26.1% (12/46) in the triplet group versus 7.8% (6/77) in the chemotherapy group,with a statistically significant difference ( χ2=6.320, P=0.012). The DCR was 54.3% (25/46) in the triplet group and 33.8% (26/77) in the chemotherapy group,also statistically significant ( χ2=4.214, P=0.037). The incidence of adverse events was similar between groups,mostly grade 1 to 2. Conclusions:The triplet regimen of chemotherapy,targeted therapy,and immunotherapy shows potential in improving efficacy and prolonging survival with acceptable safety in patients with advanced pancreatic cancer. However, its definitive benefits require further investigation.
2.Efficacy of chemotherapy combined with targeted therapy and immunotherapy versus chemotherapy alone in advanced pancreatic cancer:a retrospective cohort study
Ziyan CUI ; Jiayue DUAN ; Ziyan SUN ; Zegao ZHOU ; Cheng QI ; Changqing YAN
Chinese Journal of Surgery 2026;64(1):55-63
Objective:To explore the efficacy and safety of combining targeted therapy and immunotherapy with standard chemotherapy in patients with advanced pancreatic cancer.Methods:This is a single-center retrospective cohort study. A total of 123 patients with advanced pancreatic cancer who received first-line systemic treatment at the Second Hospital of Hebei Medical University between January 2022 and December 2024 were retrospectively enrolled. There were 65 males and 58 females,with a mean age of (65.1±10.1) years (range:22 to 88 years). According to whether targeted therapy combined with immunotherapy was added to chemotherapy,patients were divided into a triplet group ( n=46) and a standard chemotherapy group ( n=77). The primary endpoints were overall survival (OS) and progression-free survival (PFS); secondary endpoints included radiological efficacy indicators (objective response rate (ORR), disease control rate (DCR),clinical benefit rate,etc.) and treatment-related adverse events. Propensity score matching (PSM,caliper=0.2) was used to balance baseline characteristics between groups. Kaplan-Meier curves were used to estimate survival,and Cox regression models were applied to analyze factors influencing OS and PFS. Results:In the original cohort,the median OS was 11 months in the triplet group and 8 months in the chemotherapy group,with no statistically significant difference ( P=0.056). The median PFS was 5 months in the triplet group and 3 months in the chemotherapy group,also without statistical significance ( P>0.05). Multivariate Cox regression analysis indicated that the triplet regimen was an independent prognostic factor for both OS and PFS ( P<0.05). After PSM,baseline balance between groups was good. The median OS was 10.0 months in the triplet group and 7.0 months in the chemotherapy group, with no significant difference ( P=0.094). In terms of efficacy, the ORR was 26.1% (12/46) in the triplet group versus 7.8% (6/77) in the chemotherapy group,with a statistically significant difference ( χ2=6.320, P=0.012). The DCR was 54.3% (25/46) in the triplet group and 33.8% (26/77) in the chemotherapy group,also statistically significant ( χ2=4.214, P=0.037). The incidence of adverse events was similar between groups,mostly grade 1 to 2. Conclusions:The triplet regimen of chemotherapy,targeted therapy,and immunotherapy shows potential in improving efficacy and prolonging survival with acceptable safety in patients with advanced pancreatic cancer. However, its definitive benefits require further investigation.
3.Regulation of natural killer cell subtypes and functions by programmed cell death protein 1 and its receptor at the maternal-fetal interface in mice infected with Toxoplasma gondii during the second trimester
Jiayue SUN ; Qiuhua BAI ; Xiaodan CHEN ; Jiayin LÜ ; Shanshan HE ; Lili TANG ; Dejun LIAO ; Dengyu LIU ; Xiaoyin FU
Chinese Journal of Schistosomiasis Control 2025;37(5):465-474
Objective To investigate the regulatory role of the programmed cell death protein 1 (PD-1) and its ligand programmed cell death protein ligand 1 (PD-L1) signaling on the subtypes and functions of natural killer (NK) cells at the maternal-fetal interface during the second trimester in mice following Toxoplasma gondii infection during the first trimester. Methods Twelve 6- to 8-week-old female mice of the C57BL/6J strain were divided into a control group and an infection group, of 6 mice in each group. On the 6.5th day of pregnancy (Gd6.5), each pregnant mouse in the infection group was intraperitoneally injected with 150 tachyzoites of the Toxoplasma gondii PRU strain, while mice in the control group were injected with an equal volume of physiological saline. On the 12.5th day of pregnancy (Gd12.5), uterus and placenta tissues were sampled from pregnant mice for pathological observations, and the mRNA expression levels of PD-1, PD-L1, and tumor necrosis factor-α (TNF-α) were quantified in uterus and placenta tissues. The PD-1 and DX5 expression was measured on NK cells at the maternal-fetal interface using flow cytometry. In addition, the in vitro JEG-3 trophoblast cells and NK-92MI cells co-culture system was established as the control group, and the addition of T. gondii tachyzoites in the co-culture system served as the infection group. The PD-1, PD-L1, and DX5 mRNA expression was quantified in cells using real-time fluorescence quantitative reverse transcription PCR (RT-qPCR) assay, and the TNF-α concentration was measured in the cell culture supernatant using enzyme-linked immunosorbent assay (ELISA). Results On Gd12.5, clear and intact cellular structures of placental decidual tissues were seen in pregnant mice in the control group, with no remarkable abnormal changes found in the uterine columnar epithelial cells, and inflammatory cell infiltration and blood stasis at varying degrees were found in uterine and placental tissues from pregnant mice in the infection group. The relative PD-1, PD-L1, and TNF-α mRNA expression was (1.004 ± 0.004), (1.001 ± 0.001), and (1.001 ± 0.001) in uterine tissues from pregnant mice in the control group and (2.480 ± 0.720), (3.355 ± 0.920), and (2.391 ± 0.073) in the infection group, respectively. The relative PD-1, PD-L1, and TNF-α mRNA expression was (1.007 ± 0.010), (1.006 ± 0.006), and (1.001 ± 0.001) in the uterine tissues in the control group and (6.948 ± 1.918), (3.225 ± 1.034), and (1.536 ± 0.150) in the infection group, respectively. The relative PD-1, PD-L1, and TNF-α mRNA expression was higher in both the uterine (t = 3.55, 4.43 and 33.02, all P values < 0.05) and placental tissues (t = 5.36, 3.72 and 6.18, all P values < 0.05) in the infection group than in the control group. Flow cytometry showed that the proportions of PD-1+ NK cells, PD-1+ DX5+ NK cells, and DX5+ NK cells were (12.200 ± 1.082)%, (9.373 ± 7.728)%, and (44.000 ± 4.095)% in uterine tissues from pregnant mice in the control group, and (21.733 ± 1.630)%, (18.767 ± 1.242)%, and (73.367 ± 0.611)% in the infection group, respectively. The proportions of PD-1+ NK cells, PD-1+ DX5+ NK cells, and DX5+ NK cells were (1.100 ± 0.510)%, (2.277 ± 1.337)%, and (96.167 ± 2.831)% in placental tissues from mice in the control group, and (26.867 ± 9.722)%, (23.433 ± 6.983)%, and (82.467 ± 2.248)% in the infection group, respectively. The proportions of PD-1+ NK cells (t = 8.45, P < 0.05) and DX5+ NK cells (t = 12.29, P < 0.05) were higher in uterine tissues from pregnant mice in the infection group than in the control group, and no significant difference was seen in the proportion of PD-1+ DX5+ NK cells (Z = -1.09, P > 0.05). The proportions of PD-1+ NK cells (t = 4.58, P < 0.05) and PD-1+ DX5+ NK cells (t = 5.15, P < 0.05) were higher in placental tissues from pregnant mice in the infection group than in the control group, while the proportion of DX5+ NK cells was lower in the infection group than in the control group (t = -6.56, P < 0.05). RT-qPCR assay revealed that the relative PD-1, PD-L1, and DX5 mRNA expression was (1.010 ± 0.005), (1.002 ± 0.003), and (1.001 ± 0.001) in the JEG-3 cells and NK92MI cells co-culture system and (3.638 ± 1.258), (0.397 ± 0.158), and (4.267 ± 1.750) in the control group, and ELISA measured that the TNF-α concentration was higher in the cell culture supernatant in the infection group [(22.056 ± 3.205) pg/mL] than in the control group [(12.441 ± 0.001) pg/mL] (t = 5.20, P < 0.05). The PD-1(t = 3.62, P < 0.05) and DX5 mRNA expression (t = 3.23, P < 0.05) was higher in the infection group than in the control group, and the PD-L1 mRNA expression was lower in the infection group than in the control group (t = -6.63, P < 0.05). Conclusions Following T. gondii infection, both PD-L1 expression and PD-1 expression on DX5+ NK cells at the maternal-fetal interface are upregulated in mice during the second trimester; however, the proportion of DX5+ NK cells decreases. These findings suggest that PD-1/PD-L1 signaling may suppress NK cell functions by modulating DX5+ NK cell subsets.
4.Exploration on the Effects of"Three Methods and Three Acupoints"on Motor Function in Sciatic Nerve Injury Rats Based on Skeletal Muscle α-Actin
Jiayue LIU ; Yingqi ZHANG ; Tianyuan YU ; Hanyu ZHANG ; Jiawei SUN ; Jinping CHEN ; Zhenjie YANG ; Chula SA ; Runlong ZHANG
Chinese Journal of Information on Traditional Chinese Medicine 2025;32(2):99-104
Objective To observe the effects of tuina of"three methods and three acupoints"on skeletal muscle α-actin,myostatin(MSTN)and atrophy gene 1(Atrogin1)expression of sciatic nerve injury(SNI)rats;To explore the mechanism of tuina therapy on motor dysfunction.Methods Male SD rats were randomly divided into blank group,sham-operation group,model group and tuina group,with 9 rats in each group.SNI model was established by clamp method in rats of the model group and tuina group.The sciatic nerve was exposed without clamping in rats of the sham-operation group,the blank group was not intervened.7 days after the operation,the intelligent tuina manipulation simulator was used to simulate the point method,dial method and knead method,which were applied to the"Yinmen"(BL37),"Chengshan"(BL57)and"Yanglingquan"(GB34)of rats in the tuina group,once a day,for 20 times.The rats in the sham-operation group and the model group were only grasped and restrained.Rats in the blank group did not receive any intervention.The hind limb muscle strength were evaluated by inclined plate test before modeling,after 10 interventions and 20 interventions.After the intervention,the rats were euthanized.The expressions of α-actin in gastrocnemius muscle tissue were detected by immunofluorescence staining,the expressions of MSTN,Atrogin1 mRNA and protein in gastrocnemius muscle tissue were detected by RT-PCR and Western blot.Results Compared with the blank group and sham-operation group,the model group showed a decrease in hind limb muscle strength(P<0.01),a significant decrease in α-actin expression in gastrocnemius muscle tissue(P<0.01),and a significant increase in MSTN,Atrogen1 mRNA and protein expression(P<0.05,P<0.01).Compared with the model group,the hind limb muscle strength in tuina group significantly increased(P<0.01),the expressions of α-actin significantly increased(P<0.01),and the expressions of MSTN,Atrogin1 mRNA and protein significantly decreased(P<0.05,P<0.01).Conclusion"Three methods and three acupoints"tuina can improve hind limb muscle strength and restore motor function of SNI rats,which is related to the down-regulation of MSTN and Atrogin1 as well as increasing the expression of α-actin in gastrocnemius muscles.
5.A simulation study for handling two-way treatment switching in rare event scenarios
Wenkai WU ; Qiao HE ; Minghong YAO ; Jiayue XU ; Wen WANG ; Xin SUN
Chinese Journal of Epidemiology 2025;46(2):334-344
Objective:Drug safety assessments based on real-world data are often challenged by both treatment switching and rare events. In this study, we used statistical simulations to investigate the effects of switching rates and treatment effects on the statistical performance of commonly used analytical strategies and methods under overlapping scenarios of treatment switching and rare events.Methods:The simulation scenario was set up as a bidirectional treatment switching (allowing the control group to switch to the treatment group and the treatment group to switch to the control group), and the event rates were set at approximately 2%, 5%, and 20%. Different simulation scenarios were generated with sufficient sample size to consider switching rate and relative treatment effect. The simulated datasets were analyzed using three types of analysis strategy, i.e. intention to treat (ITT), per protocol (PP), and as treated (AT). The performance of five indicators, namely percentage bias, mean square error, empirical standard error, coverage, and rejection rate, were compared among the different methods in different scenarios, and recommendations for method selection were given.Results:In terms of analytical strategies and methods, AT analysis were relatively optimal in terms of percentage bias and accuracy, followed by PP analysis and ITT analysis. When the relative treatment effects converged (e.g. HR=1.0), both the ITT analysis and the time-dependent AT approaches (marginal structural model, time-dependent Cox regression model or time-dependent propensity score matching) performed well; when the relative treatment effects were small (e.g. HR=0.8), the marginal structural model was the most optimal; when the relative treatment effects were large (e.g. HR=0.6 or 0.4), the approaches of using a censored treatment for switchers in the AT analysis were more accurate. In addition, the time-dependent AT approaches had the highest rejection rate when there was a difference in treatment effect between the two groups, and the ITT analysis had the lowest rejection rate. Conclusions:For the dual challenges of bidirectional switching and rare events in real-world drug safety evaluations, adequate sample size is a prerequisite for accurate estimation of treatment effects, while switching rates and effect sizes of switched drugs might also affect estimation accuracy. Appropriate strategies and methods should be selected for the analysis. It is necessary to consider whether the event is rare or not, the switching rate and the expected treatment effect size of the two types of treatment to select appropriate analysis strategies and methods.
6.Mechanistic insights into “Three Methods and Three Acupoints” Tuina therapy for improving spinal microcirculation and motor function in sciatic nerve injury model rats
Hanyu Zhang ; Yingqi Zhang ; Hourong Wang ; Jiayue Liu ; Jiawei Sun ; Jinping Chen ; Zhifeng Liu ; Tianyuan Yu ; Jian Shu
Journal of Traditional Chinese Medical Sciences 2025;2025(1):125-134
Objective:
To investigate the effects of “Three Methods and Three Acupoints” (TMTP) Tuina therapy on spinal microcirculation in sciatic nerve injury (SNI).
Methods:
Thirty-six Sprague–Dawley rats were randomly assigned to four groups: normal, sham operation, model, and TMTP Tuina. Successful model induction was confirmed by observable hind limb lameness. After 20 sessions, hind limb grip strength and motor nerve conduction velocity (MNCV) were measured at baseline and following the 10th and 20th intervention. CD31 and α-SMA in the ventral horn of SNI model rats were detected using immunofluorescence. Motor neurons in the ventral horn were detected by Nissl staining. PTEN levels in the ventral horn were measured by ELISA, and PI3K, Akt, BDNF, VEGF, and HIF-1α expression was determined by RT-PCR. Spinal cord microcirculation was evaluated by western blotting analysis of the levels of Akt, p-Akt, BDNF, and VEGF.
Results:
Hind limb grip strength and MNCV significantly improved in the TMTP Tuina group compared to the model group (both P < .001). Morphology of ventral horn motor neurons in the TMTP Tuina group improved compared to the model group, with increased expressions of α-SMA (P = .002) and CD31 (P = .006). Western blot analysis indicated increased expression of VEGF (P = .005), p-Akt (P < .001), and BDNF (P = .008) in the ventral horn following Tuina treatment. RT-PCR analysis revealed increased expression of PI3K, Akt, BDNF, VEGF and HIF-1α (all P < .05). In contrast, expression of PTEN decreased compared to the model group (P < .001).
Conclusion
TMTP Tuina therapy may restore motor function in rats, enhance ventral horn motor neuron morphology, and promote angiogenesis and vascular smooth muscle proliferation. The mechanism may involve the activation of the PI3K/Akt signaling pathway.
7.A simulation study for handling two-way treatment switching in rare event scenarios
Wenkai WU ; Qiao HE ; Minghong YAO ; Jiayue XU ; Wen WANG ; Xin SUN
Chinese Journal of Epidemiology 2025;46(2):334-344
Objective:Drug safety assessments based on real-world data are often challenged by both treatment switching and rare events. In this study, we used statistical simulations to investigate the effects of switching rates and treatment effects on the statistical performance of commonly used analytical strategies and methods under overlapping scenarios of treatment switching and rare events.Methods:The simulation scenario was set up as a bidirectional treatment switching (allowing the control group to switch to the treatment group and the treatment group to switch to the control group), and the event rates were set at approximately 2%, 5%, and 20%. Different simulation scenarios were generated with sufficient sample size to consider switching rate and relative treatment effect. The simulated datasets were analyzed using three types of analysis strategy, i.e. intention to treat (ITT), per protocol (PP), and as treated (AT). The performance of five indicators, namely percentage bias, mean square error, empirical standard error, coverage, and rejection rate, were compared among the different methods in different scenarios, and recommendations for method selection were given.Results:In terms of analytical strategies and methods, AT analysis were relatively optimal in terms of percentage bias and accuracy, followed by PP analysis and ITT analysis. When the relative treatment effects converged (e.g. HR=1.0), both the ITT analysis and the time-dependent AT approaches (marginal structural model, time-dependent Cox regression model or time-dependent propensity score matching) performed well; when the relative treatment effects were small (e.g. HR=0.8), the marginal structural model was the most optimal; when the relative treatment effects were large (e.g. HR=0.6 or 0.4), the approaches of using a censored treatment for switchers in the AT analysis were more accurate. In addition, the time-dependent AT approaches had the highest rejection rate when there was a difference in treatment effect between the two groups, and the ITT analysis had the lowest rejection rate. Conclusions:For the dual challenges of bidirectional switching and rare events in real-world drug safety evaluations, adequate sample size is a prerequisite for accurate estimation of treatment effects, while switching rates and effect sizes of switched drugs might also affect estimation accuracy. Appropriate strategies and methods should be selected for the analysis. It is necessary to consider whether the event is rare or not, the switching rate and the expected treatment effect size of the two types of treatment to select appropriate analysis strategies and methods.
8.Exploration on the Effects of"Three Methods and Three Acupoints"on Motor Function in Sciatic Nerve Injury Rats Based on Skeletal Muscle α-Actin
Jiayue LIU ; Yingqi ZHANG ; Tianyuan YU ; Hanyu ZHANG ; Jiawei SUN ; Jinping CHEN ; Zhenjie YANG ; Chula SA ; Runlong ZHANG
Chinese Journal of Information on Traditional Chinese Medicine 2025;32(2):99-104
Objective To observe the effects of tuina of"three methods and three acupoints"on skeletal muscle α-actin,myostatin(MSTN)and atrophy gene 1(Atrogin1)expression of sciatic nerve injury(SNI)rats;To explore the mechanism of tuina therapy on motor dysfunction.Methods Male SD rats were randomly divided into blank group,sham-operation group,model group and tuina group,with 9 rats in each group.SNI model was established by clamp method in rats of the model group and tuina group.The sciatic nerve was exposed without clamping in rats of the sham-operation group,the blank group was not intervened.7 days after the operation,the intelligent tuina manipulation simulator was used to simulate the point method,dial method and knead method,which were applied to the"Yinmen"(BL37),"Chengshan"(BL57)and"Yanglingquan"(GB34)of rats in the tuina group,once a day,for 20 times.The rats in the sham-operation group and the model group were only grasped and restrained.Rats in the blank group did not receive any intervention.The hind limb muscle strength were evaluated by inclined plate test before modeling,after 10 interventions and 20 interventions.After the intervention,the rats were euthanized.The expressions of α-actin in gastrocnemius muscle tissue were detected by immunofluorescence staining,the expressions of MSTN,Atrogin1 mRNA and protein in gastrocnemius muscle tissue were detected by RT-PCR and Western blot.Results Compared with the blank group and sham-operation group,the model group showed a decrease in hind limb muscle strength(P<0.01),a significant decrease in α-actin expression in gastrocnemius muscle tissue(P<0.01),and a significant increase in MSTN,Atrogen1 mRNA and protein expression(P<0.05,P<0.01).Compared with the model group,the hind limb muscle strength in tuina group significantly increased(P<0.01),the expressions of α-actin significantly increased(P<0.01),and the expressions of MSTN,Atrogin1 mRNA and protein significantly decreased(P<0.05,P<0.01).Conclusion"Three methods and three acupoints"tuina can improve hind limb muscle strength and restore motor function of SNI rats,which is related to the down-regulation of MSTN and Atrogin1 as well as increasing the expression of α-actin in gastrocnemius muscles.
9.Exploring the analgesic initiation mechanism of tuina on the dorsal root ganglion in minor chronic constriction injury model rats via the TRPV1/TRPA1-cGMP signaling pathway
Zhenjie YANG ; Chula SA ; Tianyuan YU ; Yingqi ZHANG ; Runlong ZHANG ; Jinping CHEN ; Jiayue LIU ; Hanyu ZHANG ; Jiawei SUN
Chinese Journal of Comparative Medicine 2024;34(7):1-9
Objective To explore the analgesic initiation mechanism of three-manipulation and three-acupoint tuina in model rats with minor chronic constriction injury(CCI).Methods Fifty-six SD rats were divided randomly into eight groups:normal group,sham group,model 1 group,model 2 group,tuina 1 group,tuina 2 group,tuina 1+transient receptor potential vanilloid-1(TRPV1)antagonist group,and tuina 2+transient receptor potential ankyrin 1(TRPA1)antagonist group.The model,tuina,and tuina+antagonist groups were established with minor CCI models.The tuina and tuina+antagonist groups received the three-method three-point intervention(point method,dial method,kneading method,Yinmen point,Chengshan point,Yanglingquan point)7 days after modeling.The model and sham groups were subjected to grasping restraint,and the normal group received no intervention.After the respective interventions,each group was tested for changes in mechanical withdrawal threshold(MWT)and thermal withdrawal latency(TWL)to detect different types of pain.The nitric oxide(NO)content of the dorsal root ganglion(DRG)was determined by the nitrate reductase method,and changes in protein and gene expression levels of components of the TRPV1/TRPA1-NO-cGMP-protein kinase G(PKG)signaling pathway in the DRG of each group were determined by enzyme-linked immunosorbent assay,Western blot,and qPCR.Results Compared with the model group,MWT and TWL were prolonged in the tuina 1 and tuina 2 groups.Expression levels of TRPV1,TRPA1,NO,soluble guanylate cyclase-β,cGMP,and PKG1 in the DRG were significantly decreased in the tuina 1,tuina 2,tuina 1+TRPV1 antagonist,and tuina 2+TRPA1 antagonist groups.Conclusions Tuina can effectively improve the symptoms of thermal and mechanical hyperalgesia caused by peripheral nerve injury after one-time intervention.Tuina can exert immediate and continuous analgesic effects via the TRPV1/TRPA1-NO-cGMP-PKG signaling pathway.
10.A Review of the Knowledge Discovery Methods Based on Knowledge Graph in the Biomedical Field
Jiayue MEI ; Jia SUN ; Yuefang HOU
Journal of Medical Informatics 2024;45(1):45-51
Purpose/Significance To review the knowledge discovery methods based on knowledge graph in the biomedical field,and to provide references for researchers.Methods/Process The paper summarizes the knowledge discovery methods based on knowledge graph by systematically searching and analyzing the relevant literatures,and compares the advantages and disadvantages of various knowl-edge discovery methods.It points out that the limitations and challenges of knowledge discovery methods based on knowledge graph in the biomedical field,and puts forward suggestions and prospects.Result/Conclusion In the future research,it is suggested to improve the in-terpretability of knowledge discovery results,build an effective result evaluation framework,and establish a standardized knowledge dis-covery process with multi-domain experts'collaboration,so as to improve the quality and efficiency of knowledge discovery research.


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