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Comparative efficacy and safety of cognitive enhancers for treating vascular cognitive impairment: systematic review and Bayesian network meta-analysis 被引量:10
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作者 Bo-Ru Jin Hua-Yan Liu 《Neural Regeneration Research》 SCIE CAS CSCD 2019年第5期805-816,共12页
Objective: To assess and compare the clinical efficacy and safety of cognitive enhancers(donepezil, galantamine, rivastigmine, and memantine) on cognition, behavior, function, and global status in patients with vascul... Objective: To assess and compare the clinical efficacy and safety of cognitive enhancers(donepezil, galantamine, rivastigmine, and memantine) on cognition, behavior, function, and global status in patients with vascular cognitive impairment.Data sources: The initial literature search was performed with PubMed, EMBASE, the Cochrane Methodology Register, the Cochrane Central Register of Controlled Trials, and Cumulative Index to Nursing & Allied Health(CINAHL) from inception to January 2018 for studies regarding donepezil, galantamine, rivastigmine, and memantine for treatment of vascular cognitive impairment.Data selection: Randomized controlled trials on donepezil, galantamine, rivastigmine, and memantine as monotherapy in the treatment of vascular cognitive impairment were included. A Bayesian network meta-analysis was conducted. Outcome measures: Efficacy was assessed by changes in scores of the Alzheimer's Disease Assessment Scale, cognitive subscale, Mini-Mental State Examination, Neuropsychiatric Inventory scores and Clinician's Interview-Based Impression of Change Scale Plus Caregiver's Input, Activities of Daily Living, the Clinical Dementia Rating scale. Safety was evaluated by mortality, total adverse events(TAEs), serious adverse events(SAEs), nausea, vomiting. diarrhea, or cerebrovascular accidents(CVAs). Results: After screening 1717 citations, 12 randomized controlled trials were included. Donepezil and rivastigmine(mean difference(e) = –0.77, 95% confidence interval(CI): 0.25–1.32; MD = 1.05, 95% CI: 0.18–1.79) were significantly more effective than placebo in reducing Mini-Mental State Examination scores. Donepezil, galantamine, and memantine(MD = –1.30, 95% CI: –2.27 to –0.42; MD = –1.67, 95% CI: –3.36 to –0.06; MD = –2.27, 95% CI: –3.91 to –0.53) showed superior benefits on the Alzheimer's Disease Assessment Scale–cognitive scores compared with placebo. Memantine(MD = 2.71, 95% CI: 1.05–7.29) improved global status(Clinician's Interview-Based Impression of Change Scale Plus Caregiver's Input) more than the placebo. Safety results revealed that donepezil 10 mg(odds ratio(OR) = 3.04, 95% CI: 1.86–5.41) contributed to higer risk of adverse events than placebo. Galantamine(OR = 5.64, 95% CI: 1.31–26.71) increased the risk of nausea. Rivastigmine(OR = 16.80, 95% CI: 1.78–319.26) increased the risk of vomiting. No agents displayed a significant risk of serious adverse events, mortality, cerebrovascular accidents, or diarrhea.Conclusion: We found significant efficacy of donepezil, galantamine, and memantine on cognition. Memantine can provide significant efficacy in global status. They are all safe and well tolerated. 展开更多
关键词 nerve REGENERATION VASCULAR cognitive impairment VASCULAR dementia pharmacotherapy CHOLINESTERASE inhibitors donepezil GALANTAMINE RIVASTIGMINE memantine systematic review bayesian network meta-analysis neural REGENERATION
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Comparative efficacy and safety of Chinese herbal injections combined with transcatheter hepatic arterial chemoembolization in treatment of liver cancer: a bayesian network Meta-analysis 被引量:10
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作者 Zhang Dan Wang Kaihuan +6 位作者 Zheng Jiewen Wu Jiarui Duan Xiaojiao Ni Mengwei Liu Shuyu Zhang Bing Zhao Yi 《Journal of Traditional Chinese Medicine》 SCIE CAS CSCD 2020年第2期167-187,共21页
OBJECTIVE: To address the optimal Chinese herbal injections(CHIs) against liver cancer, the present network Meta-analysis is designed to investigate the comparative efficacy and safety of different CHIs.METHODS: Sever... OBJECTIVE: To address the optimal Chinese herbal injections(CHIs) against liver cancer, the present network Meta-analysis is designed to investigate the comparative efficacy and safety of different CHIs.METHODS: Several electronic databases were searched up to June 1 st, 2017. The quality assessment was conducted and network Meta-analysis was performed to compare the efficacy and safety of different CHIs plus transcatheter hepatic arterial chemoembolization(TACE). Primary outcomes were 1-year and 2-year survival rate, the secondary outcomes includes the clinical effective rate, performance status and the adverse reactions(ADRs). Data analysis was applied Stata 13.0 and Win BUGS 1.4 software.RESULTS: A total of 105 randomized controlled trials(RCTs) were identified for inclusion in this analysis, with data for 7683 patients and 13 CHIs. The results suggested that Javanica oil emulsion,Huachansu injection plus TACE were more favorable for 1-year and 2-year survival rate than other CHIs. Kanglaite, Astragalus polysaccharide injection plus TACE showed superiority in the clinical effective rate and performance status over other CHIs.And Shenmai injection plus TACE was superior to reducing ADRs than other CHIs for patients with liver cancer.CONCLUSION: Our findings indicated that receiving CHIs combined with TACE may have therapeutic benefits for patients with liver cancer in improving survival rate, clinical effective rate, the performance status and alleviating the ADRs. 展开更多
关键词 Liver neoplasms Chemoembolization therapeutic Drugs Chinese herbal INJECTIONS network meta-analysis
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Effectiveness of acupuncture-related therapies on schizophrenia:a Bayesian network Meta-analysis 被引量:1
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作者 HUANG Zhaohan FANG Yuan +3 位作者 WANG Xiaolu HAN Yue YU Qi WANG Tong 《Journal of Traditional Chinese Medicine》 SCIE CSCD 2023年第2期239-251,共13页
OBJECTIVE:To create the hierarchical model for the comparison of efficacy of different ATs for schizophrenia.METHODS:PubM ed,Web of Science,Embase,The Cochrane Library,ClinicalTrials,China National Knowledge Infrastru... OBJECTIVE:To create the hierarchical model for the comparison of efficacy of different ATs for schizophrenia.METHODS:PubM ed,Web of Science,Embase,The Cochrane Library,ClinicalTrials,China National Knowledge Infrastructure Database,China Science and Technology Journal Database,Wanfang Database,and SinoM ed were searched using a specified search strategy to identify relevant studies up to December 2021.The data were extracted independently by two reviewers.The quality of included trials was evaluated based on the guidelines of“Cochrane Handbook for Systematic Reviews of Interventions”.Bayesian network metaanalysis was conducted by statistical analysis software Addis 1.16.6 and Stata 15.1.RESULTS:In total,60 randomized controlled trials covering 4810 patients were enrolled.The network metaanalysis result showed that Body Acupuncture(BA),BA+Electro-acupuncture(EA),Scalp Acupuncture(SA)+EA,Auricular Acupuncture(AA),Low-dose medication and Acupuncture(LA),Acupoint Injection(AI),and Acupoint Catgut Embedding(ACE),when combined with Western Medications(WM),demonstrated a better clinical effect at improving the symptoms of schizophrenia,compared to WM alone.Results of rank probability showed that BA,when combined with WM,was the most optimal AT for schizophrenia at decreasing three aspects of PANSS scale score.CONCLUSIONS:Acupuncture-related therapies help improve the symptoms of schizophrenia,and BA combined with WM may be a better therapy for schizophrenia. 展开更多
关键词 SCHIZOPHRENIA ACUPUNCTURE Acupuncture-related therapy network meta-analysis
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Interventions for preventing influenza: An overview of Cochrane systematic reviews and a Bayesian network meta-analysis 被引量:1
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作者 Yi Yuan Rui-ting Wang +1 位作者 Jun Xia Hui-juan Cao 《Journal of Integrative Medicine》 SCIE CAS CSCD 2021年第6期503-514,共12页
Background:Influenza places a heavy public health burden in numerous countries every year.In addition to vaccines,there are some interventions that are effective in preventing influenza.Objective:This overview of syst... Background:Influenza places a heavy public health burden in numerous countries every year.In addition to vaccines,there are some interventions that are effective in preventing influenza.Objective:This overview of systematic reviews(SRs)aimed to evaluate the efficacy and safety of interventions for influenza prevention.Search strategy:We searched the Cochrane Database of Systematic Reviews,2020,Issue 1 for relevant Cochrane SRs using the keywords‘‘common cold,"‘‘influenza,"and‘‘flu."Inclusion criteria:Cochrane SRs that investigated the prevention of influenza were included.Participants included the general population without influenza or influenza-like symptoms,who were treated with preventative interventions and compared to individuals receiving no treatment or placebo.Data extraction and analysis:Two reviewers independently screened citations against pre-defined inclusion criteria and extracted data.The methodological quality of these SRs was evaluated using the Assessing the Methodological Quality of Systematic Reviews-II(AMSTAR-II)guidelines.The primary outcome of our analysis was the incidence of influenza,and the secondary outcomes were the incidence of influenza-like illness and hospitalization.In addition to the narrative summary of SR findings,we also pooled data from homogeneous trials among these SRs and produced evidence mapping.We conducted a network meta-analysis to compare the effect across interventions and used the Cochrane approach to grading of recommendations,assessment,development,and evaluation(GRADE)to assess the quality of evidence.Results:Eleven Cochrane SRs were included,covering five medications,eleven vaccinations and four complementary therapies.Among these SRs,73%scored"high"quality on AMSTAR-II rating.We found that eight interventions,including amantadine,garlic,and six different vaccines,were beneficial for reducing the incidence of influenza compared to placebo,while oseltamivir,zanamivir,Ganmao capsule,Echinacea,and another three types of vaccine were probably beneficial.Ganmao capsule ranked highest for influenza prevention in the network meta-analysis,followed by amantadine,garlic,and vaccines of all types.Monovalent inactivated parenteral vaccine was found to be beneficial in reducing the incidence of influenza-like illness.None of the interventions reduced the hospitalization rate.Conclusion:High-quality evidence showed that garlic or vaccine had advantages in preventing influenza,and that vitamin C is not effective.The effect of other interventions needs to be further verified with highquality evidence. 展开更多
关键词 INFLUENZA Preventive measure OVERVIEW network meta-analysis Evidence mapping Systematic review
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Acupuncture in preventing postoperative nausea and vomiting:a systematic review and Bayesian network meta-analysis 被引量:1
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作者 Cheng-Wei Fu Qing Shu +4 位作者 Yang Jiao Tong Wu Ai-Qun Song Qiao-Chu Zhu Wei-Ping Zhang 《TMR Non-Drug Therapy》 2021年第2期15-31,共17页
However,the best choice of acupuncture therapy for postoperative nausea and vomiting remains controversy.Methods:Several databases were searched from inception to April 2020.Randomized controlled trials met the criter... However,the best choice of acupuncture therapy for postoperative nausea and vomiting remains controversy.Methods:Several databases were searched from inception to April 2020.Randomized controlled trials met the criterion were included.Risk of bias was implemented with Cochrane risk-of-bias tool.Addis,R,OpenBUGS and STATA were used to conduct meta-analysis.The evidence was assessed by GRADE profiler 3.6.Results:Fifty studies involving 5980 patients were included.The risk of bias of most included studies were acceptable.The results of network meta-analyses indicated,compared with placebo,electroacupuncture was the best choice for postoperative nausea(odds ratio=0.09,95%confidence interval:0.02-0.51)and acupoint plaster for postoperative vomiting(odds ratio=0.07,95%confidence interval:0.01-0.42),acupoint catgut embedding+5HTRA for postoperative nausea and vomiting(odds ratio=0.05,95%confidence interval:0.01-0.15),and transcutaneous electrical nerve stimulation+5-hydroxytryptamine receptor antagonists for postoperative rescue antiemetics(odds ratio=0.14,95%confidence interval:0.08-0.46).Conclusion:It was suggested transcutaneous electrical nerve stimulation+5-hydroxytryptamine receptor antagonists was the best choice.The results provided guidance for the prevention of postoperative nausea and vomiting. 展开更多
关键词 ACUPUNCTURE therapy POSTOPERATIVE NAUSEA and VOMITING network meta-analysis TRANSCUTANEOUS electric nerve stimulation
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A Bayesian network meta-analysis of EGFR-tyrosine kinase inhibitor treatments in patients with EGFR mutation-positive non-small cell lung cancer
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作者 Jianqiong Yin Jing Huang +3 位作者 Min Ren Rui Tang Linshen Xie Jianxin Xue 《Cancer Pathogenesis and Therapy》 2025年第2期135-146,共12页
Background:To date,no direct comparisons have been performed to compare the effectiveness of all epidermal growth factor receptor-tyrosine kinase inhibitors(EGFR-TKIs)against EGFR mutation-positive non-small cell lung... Background:To date,no direct comparisons have been performed to compare the effectiveness of all epidermal growth factor receptor-tyrosine kinase inhibitors(EGFR-TKIs)against EGFR mutation-positive non-small cell lung cancer(NSCLC).This study aimed to investigate the efficacy and safety of EGFR-TKIs in patients with EGFR mutation-positive NSCLC.Methods:We conducted a network meta-analysis of randomized controlled trials comparing osimertinib,lazertinib,aumolertinib,befotertinib,furmonertinib,dacomitinib,afatinib,erlotinib,gefitinib,icotinib,and chemotherapy.Pooled estimations of progression-free survival(PFS),overall survival(OS),objective response rate(ORR),and toxicity(grade≥3 adverse events)were performed within the Bayesian framework.Results:Twenty-three trials involving 11 treatments were included.All EGFR-TKIs improved PFS relative to chemotherapy,except for icotinib(hazard ratio[HR]=0.61,95%confidence interval[CI]:0.26-1.44).All EGFR-TKIs demonstrated significant ORR benefits over chemotherapy.Osimertinib seemed to prolong PFS compared with icotinib(HR=0.29,95%CI:0.1-0.86),gefitinib(HR=0.39,95%CI:0.21-0.74),and erlotinib(HR=0.53,95%CI:0.29-1.0).In addition,osimertinib showed favorable superiority in improving OS compared with chemotherapy(HR=0.6,95%CI:0.43-0.82),gefitinib(HR=0.61,95%CI:0.45-0.83),erlotinib(HR=0.65,95%CI:0.48-0.89),and afatinib(HR=0.65,95%CI:0.44-0.94).Among these regimens,afatinib showed the highest ORR(cumulative probability:96.96%).Icotinib was associated with minimal toxicity among the EGFR-TKIs,followed by furmonertinib and osimertinib.Moreover,the toxicity spectra differed among the EGFR-TKIs.Subgroup analyses of patients with two common types of EGFR mutations indicated that furmonertinib possessed the greatest PFS benefit in patients with exon 19 deletion,and lazertinib showed the greatest PFS benefit in patients with Leu858Arg mutation.We also identified differences between EGFR-TKIs in prolonging PFS in patients with brain metastasis.Conclusions:Osimertinib is the first choice of treatment with considerable efficacy and safety for EGFR mutation-positive NSCLC.The treatments associated with the best PFS in patients with exon 19 deletions and Leu858Arg mutations were furmonertinib and lazertinib,respectively. 展开更多
关键词 Non-small cell lung cancer EGFR-TKI network meta-analysis SURVIVAL TOXICITY
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Advancing treatment strategies:Insights from network meta-analysis of hepatic arterial infusion chemotherapy for advanced hepatocellular carcinoma
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作者 Chun-Han Cheng Wen-Rui Hao Tzu-Hurng Cheng 《World Journal of Gastrointestinal Oncology》 SCIE 2025年第1期252-255,共4页
This study examines the pivotal findings of the network meta-analysis of Zhou et al,which evaluated the efficacy of hepatic arterial infusion chemotherapy and combination therapies for advanced hepatocellular carcinom... This study examines the pivotal findings of the network meta-analysis of Zhou et al,which evaluated the efficacy of hepatic arterial infusion chemotherapy and combination therapies for advanced hepatocellular carcinoma(HCC).This meta-analysis suggests that therapeutic combinations have greater efficacy than do standard treatments.The article highlights the key insights that have the potential to shift current clinical practice and enhance outcomes for patients with advanced HCC.Additionally,this article discusses further research that can be conducted to optimize these treatments and achieve personalized care for patients with HCC. 展开更多
关键词 Hepatic arterial infusion chemotherapy Advanced hepatocellular carcinoma Combination therapy network meta-analysis Treatment efficacy
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What are the optimal mind-body therapies for cancer-related pain?A network meta-analysis
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作者 Xiuyun He Guangyuan Liang +6 位作者 Zhi Zou Siying Yu Youtian Lin Yafei Wang Yinhua Li Yuling Wang Xiaohui Hou 《Translational Exercise Biomedicine》 2025年第2期105-127,共23页
Introduction:Current international guidelines encourage cancer patients to engage in physical activity and recommend mind-body therapies(MBTs)as a method for treating cancer-related pain(CRP).However,the most effectiv... Introduction:Current international guidelines encourage cancer patients to engage in physical activity and recommend mind-body therapies(MBTs)as a method for treating cancer-related pain(CRP).However,the most effective MBTs for improving CRP in this population remain unknown.Therefore,this network meta-analysis(NMA)aimed to assess and rank the relative efficacy of different MBTs for CRP,and to conduct subgroup analyses according to different cancer types and stages of treatment.Content:Eight electronic databases were searched for randomized controlled trials(RCTs)that compared differentMBTs to improve pain in adults living with cancer.RCTs were evaluated using the Cochrane risk of bias tool.A random effects network meta-analysis was performed within a frequentist framework.Of the 4,916 articles retrieved and screened against the selection criteria.36 studies with a total 2,387 participants were eligible to be included in the analysis.Qigong demonstrated significantly greater effects than Usual care(standardized mean difference[SMD]-0.85,95% confidence interval[CI]-1.46 to -0.24),Waitlist(SMD−0.93,-1.77 to -0.08),and Massage(SMD-1.71,-3.20 to -0.23),with the highest surface under the cumulative ranking value of 86.5%,was ranked first.It was preceded by Conventional exercise(75.2%),Taichi(74.9%),with Massage having the lowest rank(7.2%).In a subgroup analysis of breast cancer,Taichi(89.6%),Conventional exercise(68.4%),and Pilates(68.3%)ranked as the top three.Summary and outlook:This network meta-analysis indicates that Qigong and Tai Chi are among the most effective mind–body therapies(MBTs)for managing cancer-related pain and may serve as complementary adjuvant treatments for patients with cancer. 展开更多
关键词 CANCER PAIN cancer-related pain mind-body therapies network meta-analysis
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Acupuncture-moxibustion for chemotherapy-induced peripheral neuropathy:A systematic review and network meta-analysis
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作者 Yan LI Shuang LIU Hai-fa QIAO 《World Journal of Acupuncture-Moxibustion》 2025年第3期197-207,共11页
Background Chemotherapy-induced peripheral neuropathy(CIPN)is a common neurotoxic reaction for patients undergoing anticancer regimens.More and more studies show that acupuncture-moxibustion plays a positive role in t... Background Chemotherapy-induced peripheral neuropathy(CIPN)is a common neurotoxic reaction for patients undergoing anticancer regimens.More and more studies show that acupuncture-moxibustion plays a positive role in the management and prevention of CIPN.Objective To evaluate the clinical effect of acupuncture-moxibustion in patients with CIPN,with a focus on assessing its effectiveness on improving treatment response rates,alleviating pain,enhancing quality of life(QoL),and improving nerve conduction.Additionally,the study compares the differences in clinical effectiveness among various acupuncture therapies for CIPN management.Methods Six databases(PubMed,Embase,Cochrane Library,Web of Science,OVID,and China National knowledge infrastructure[CNKI])were searched from earliest available dates to December 1,2024,and only randomized controlled trials(RCTs)containing relevant search terms were included.Network meta-analysis of the RCT data were conducted to assess the effective rate of the treatment as the primary outcome.Nerve conduction,pain scores,and QoL were assessed as secondary outcomes.The version 2 of the Cochrane risk-of-bias tool for randomized trials(RoB 2)was used to examine methodological quality,and Stata 15.1 was used to take network meta-analysis.Results A total of 34 RCTs involving 2039 participants and 9 acupuncture-moxibustion therapies were included.The network meta-analysis evaluated the effect of different acupuncture therapies across four outcomes:effective rate,pain scores,QoL,and nerve conduction.For effective rate,electroacupuncture combined with moxibustion ranked first with a surface under the cumulative ranking curve(SUCRA)value of 62.9%,followed by acupoint application(56.9%)and moxibustion(52.3%).Electroacupuncture combined with moxibustion had the highest effective rate compared to standard of care treatments(odds ratio[OR]=1.62,95%confidence interval[CI]−5.18 to 8.43).For alleviating pain,auricular acupressure had the highest SUCRA value(85.9%),while electroacupuncture and electroacupuncture combined with three-edged needle ranked second(63.4%)and third(51.0%),respectively.Auricular acupressure significantly reduced pain(SMD=−1.73,95%CI−3.54 to 0.08).For QoL,warming needle ranked first(SUCRA=92.0%),followed by electroacupuncture(48.7%)and filiform needle(43.0%).Warming needle significantly improved QoL scores(SMD=−0.75,95%CI−1.66 to 0.15).For nerve conduction,electroacupuncture combined with three-edged needle had the highest SUCRA value(100%),while moxibustion and filiform needle ranked second(65.3%)and third(39.2%),respectively.Electroacupuncture combined with three-edged had the best neuroprotective effect(SMD=1.85,95%CI 1.23 to 2.47).Conclusion Network meta-analysis based on the primary outcome(effective rate)suggests that electroacupuncture combined with moxibustion seems to be the optimal acupuncture therapy for chemotherapy-induced peripheral neuropathy(CIPN).Secondary outcomes exhibited considerable heterogeneity:auricular acupressure demonstrated superior efficacy in pain relief,electroacupuncture combined with three-edged needle showed greater advantages in improving nerve conduction function,while warm needling was associated with more significant improvements in QoL.Given the variability in interventions across different outcome measures and the methodological limitations of included studies,the current evidence requires cautious interpretation.Systematic review registration:Registration number in PROSPERO:CRD42024560017. 展开更多
关键词 ACUPUNCTURE MOXIBUSTION Chemotherapy-induced peripheral neuropathy network meta-analysis
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Pharmacological effects of Baitouweng decoction on ulcerative colitis:An integration of network pharmacology and meta-analysis of animals’studies
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作者 Ji-Feng You Shi-Ying Chen +9 位作者 Yun-Zhen Zhao Shao-Jie Lin Xiao-Yuan Xie Jian-Long Liang Jia-Rou Chen Zheng Liu Jia-Liang Guo Xu-Xin Zeng Rong Ma Qian Xie 《Integrative Medicine Discovery》 2025年第4期1-14,共14页
Background:Baitouweng decoction is a classic prescription for treating chronic dysentery and mainly used to treat heat-toxic dysentery and is widely used in damp-heat ulcerative colitis(UC)in China.Methods:Meta-analys... Background:Baitouweng decoction is a classic prescription for treating chronic dysentery and mainly used to treat heat-toxic dysentery and is widely used in damp-heat ulcerative colitis(UC)in China.Methods:Meta-analysis and network pharmacology were used to examine the pharmacological properties of Baitouweng decoction in the treatment of UC.Additionally,the potential mechanisms of action were investigated.In the meta-analysis,studies were searched from databases up to March 2024.Data from the included studies were extracted.The results were quantified by calculating the standardized mean difference(SMD).Additionally,95%confidence intervals(CI)were used to assess the precision of the estimates.Results:It was found that 201 components of Baitouweng decoction,including Pulsatillae Radix(Baitouweng),Coptidis Rhizoma(Huanglian),Phellodendri Chinensis Cortex(Huangbo),Fraxini Cortex(Qinpi),and 106 intersecting targets of UC,were obtained from INPUT.PPI and enrichment analyses showed Baitouweng decoction might regulate inflammatory response to improve UC injury.Seventeen included studies were published between 2004 and 2024.The meta-analysis results suggested that Baitouweng decoction may help increase body weight,decrease DAI and CMDI,reduce colon length shortening associated with UC,lower the spleen index,and alleviate tissue damage in colitis.In addition,Baitouweng decoction could inhibit inflammatory response and repair intestinal barrier in UC model.The protective mechanism of Baitouweng decoction was consistent with the predicted targets of network pharmacology,which suggested the results were accurate.Conclusion:Baitouweng decoction could improve UC injury by regulating the inflammatory response,cell apoptosis,and body metabolism through the integration of network pharmacology and meta-analysis.Its protective mechanisms are related to anti-inflammation,regulation of intestinal flora,brain-gut peptides,and protection of the intestinal mucosal barrier,along with modulation of body metabolism,including SCFA,bile acids,and tryptophan metabolism. 展开更多
关键词 Baitouweng decoction ulcerative colitis animal model meta-analysis network pharmacology
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Efficacy and safety of tyrosine kinase inhibitors in treating refractory thyroid cancer:A network meta-analysis
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作者 Yixiao Zhu Lirong Zhang +2 位作者 Wenhua Wu Huiting Lin Xiaoxia Wei 《Journal of Chinese Pharmaceutical Sciences》 2025年第5期470-484,共15页
Refractory thyroid cancer is frequently associated with a poor prognosis,necessitating alternative therapeutic approaches.Tyrosine kinase inhibitors(TKIs)have emerged as a promising treatment option,showing generally ... Refractory thyroid cancer is frequently associated with a poor prognosis,necessitating alternative therapeutic approaches.Tyrosine kinase inhibitors(TKIs)have emerged as a promising treatment option,showing generally favorable clinical outcomes in these challenging cancer subtypes.However,the existing body of research is constrained by small sample sizes and variable findings,limiting the ability to directly compare the efficacy of different TKI agents.This study aimed to bridge that gap through a network meta-analysis,evaluating the relative efficacy and safety of various TKIs in managing refractory thyroid cancer.Utilizing systematic keyword searches in databases such as PubMed,Cochrane Library,Embase,Scopus,Web of Science,and ClinicalTrials.gov,we identified studies that met predefined inclusion criteria.Extracted data were analyzed using Bayesian network meta-analysis methods via R software to ensure a comprehensive assessment.Our findings highlighted specific advantages of certain TKIs for various clinical outcomes.In terms of progression-free survival(PFS),Anlotinib and Apatinib showed notable efficacy.For the objective response rate(ORR),Cabozantinib and Lenvatinib demonstrated superior effectiveness,while for disease control rate(DCR),Apatinib and Lenvatinib were advantageous.Regarding safety profiles,Cabozantinib emerged as the safest option for all-grade adverse events(AEs),with Anlotinib showing a higher risk.For severe AEs(grade 3 or higher),Sorafenib proved to be the safest,while Apatinib carried the highest risk.In summary,Anlotinib,Apatinib,Lenvatinib,and Cabozantinib offered significant benefits for PFS,ORR,and DCR in patients with refractory thyroid cancer.However,Anlotinib and Apatinib were associated with higher AE rates,underlining the importance of balancing efficacy with safety.Cabozantinib and Vandetanib,while exhibiting comparatively safer profiles,showed moderate efficacy.These insights underscored the necessity for tailored treatment decisions that carefully weigh the benefits and risks of each TKI agent. 展开更多
关键词 Tyrosine kinase inhibitors Thyroid cancer network meta-analysis Drug therapy
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Effectiveness of nulliparous women’s different childbirth positions during the second stage of labor:A systematic review and network meta-analysis
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作者 Hongyan Liu Lingling Li +5 位作者 Xiaojiao Wang Xinli Zhu Liping Sun Chunxiang Zhu Hui Min Chunyi Gu 《International Journal of Nursing Sciences》 2025年第3期268-275,共8页
Objectives A systematic review and network meta-analysis was conducted to evaluate the effectiveness of different childbirth positions in reducing the duration of the second stage of labor,providing evidence-based ins... Objectives A systematic review and network meta-analysis was conducted to evaluate the effectiveness of different childbirth positions in reducing the duration of the second stage of labor,providing evidence-based insights for obstetric institutions to guide interventions related to childbirth positions.Methods A comprehensive literature search was conducted in databases,including PubMed,Web of Science,the Cochrane Library,Embase,Wanfang Databases,China National Knowledge Infrastructure Databases(CNKI),China Science and Technology Journal Database(CSTJ),and China Biology Medicine disc(CBMdisc)to identify studies on the effectiveness of different childbirth positions in reducing the duration of the second stage of labor.The search included randomized controlled trials published from database inception to September 30,2024.The Cochrane risk-of-bias tool was used to assess the quality of the studies.Two independent reviewers screened the literature,extracted data,and evaluated study quality.Subsequently,a network meta-analysis was performed using STATA software.The study protocol has been registered in PROSPERO(CRD42023428217).Results This study analyzed data from 25 randomized controlled trials involving 9,844 women.The findings indicated that in comparison to lithotomy position,free position(MD=20.53,95%CI[11.38,29.68])and upright position(MD=−24.13,95%CI[−42.94,-5.32])were found to be superior in reducing the duration of the second stage of labor.Free position outperformed kneeling position(MD=21.48,95%CI[4.67,38.28])and squatting position(MD=23.43,95%CI[1.88,44.97]);upright position was superior to kneeling position(MD=−25.08,95%CI[−46.93,−3.22]);semirecumbent position surpassed squatting position(MD=19.71,95%CI[2.05,37.38]);and upright position was also superior to squatting position(MD=−27.03,95%CI[−51.48,−2.57]).According to the surface under the cumulative ranking curve(SUCRA),the upright position emerged as the most effective for reducing the duration of the second stage of labor(87.4%),followed by free position(81.1%),semirecumbent position(70.0%),and lateral position(62.3%).Conclusion These findings offer valuable insights for midwifery practice and help inform future research directions.Considering the limitations of this review,more larger-scale,multicenter randomized controlled trials are warranted to further evaluate the relative effectiveness of different childbirth positions in reducing the duration of the second stage of labor. 展开更多
关键词 CHILDBIRTH POSITION Nulliparous women network meta-analysis Second stage of labor
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Effects of dietary supplements on patients with osteoarthritis:A systematic review and network meta-analysis
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作者 Chang-shun Chen Lei Wen +6 位作者 Fei Yang Yong-cheng Deng Jian-hua Ji Rong-jin Chen Zhong Chen Ge Chen Jin-yi Gu 《Journal of Integrative Medicine》 2025年第4期357-369,共13页
Background:A growing body of research is exploring the role of antioxidant and anti-inflammatory dietary supplements in the treatment of osteoarthritis,highlighting an increasing emphasis on nonpharmacological interve... Background:A growing body of research is exploring the role of antioxidant and anti-inflammatory dietary supplements in the treatment of osteoarthritis,highlighting an increasing emphasis on nonpharmacological interventions.Although more patients are turning to supplements to manage osteoarthritis,their actual effectiveness remains uncertain.Objective:This study aims to provide a comprehensive evaluation of the available evidence concerning the efficacy of various dietary supplements in osteoarthritis treatment.Search strategy:We searched PubMed,Embase,Cochrane Library and Web of Science for studies on the use of various dietary supplements in the treatment of osteoarthritis from the creation of each database until Jan 20,2025.Inclusion criteria:(1)Research object:osteoarthritis.(2)Intervention measures:patients in the treatment group received dietary supplements,while the control group received placebos.(3)Research type:randomized controlled trials(RCTs).Data extraction and analysis:Two researchers independently examined the literature and retrieved data based on predefined criteria.The information gathered included the first author,year of publication,sample size,participant demographics,length of the follow-up period,intervention and control measures,and inclusion indications.RCTs comparing dietary supplements to placebo with the pain and function subscales of the Western Ontario and McMaster Universities Osteoarthritis Index(WOMAC)among patients with osteoarthritis were included.The optimal dietary supplement was identified based on the total ranking by summing the surface under the cumulative ranking curve(SUCRA)of these two scores.Furthermore,the Grading of Recommendations Assessment,Development,and Evaluation(GRADE)was used to confirm the quality of the evidence.Results:Overall,23 studies covering 21 dietary supplements and involving 2455 participants met the inclusion criteria.In the WOMAC pain score,the SUCRA of passion fruit peel extract was 91%(mean difference[MD]:–9.2;95%confidence interval[CI]:[–16.0,–2.3]),followed by methylsulfonylmethane(89%),undenatured type II collagen(87%),collagen(84%),and Lanconone(82%).The SUCRA(99%)of passion fruit peel extract(MD:–41.0;95%CI:[–66.0,–16.0])ranked first in terms of the WOMAC function score,followed by Lanconone(95%),collagen(86%),ParActin(84%),and Lactobacillus casei strain Shirota(83%).The top three total rankings are passion fruit peel extract(95.0%),Lanconone(88.5%),and collagen(85.0%).However,the GRADE revealed low evidence quality.Conclusion:Passion fruit peel extract was the best supplement for improving WOMAC pain and function scores in patients with osteoarthritis,followed by Lanconone and collagen.However,further large-scale,well designed RCTs are required to substantiate these promising findings. 展开更多
关键词 Dietary supplement OSTEOARTHRITIS Passion fruit peel extract network meta-analysis
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Comparative efficacy of non-steroidal anti-inflammatory drugs in preventing postoperative macular edema following cataract surgery:a systematic review and Network Meta-analysis
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作者 Min Lang Jie Xuan +3 位作者 Xue Li Ming-Ming Liu Jie Xu Ting Liu 《International Journal of Ophthalmology(English edition)》 2025年第9期1730-1736,共7页
AIM:To assess and rank the efficacy of various nonsteroidal anti-inflammatory drugs(NSAIDs)in preventing postoperative macular edema(PME)after cataract surgery.METHODS:A comprehensive search was conducted across PubMe... AIM:To assess and rank the efficacy of various nonsteroidal anti-inflammatory drugs(NSAIDs)in preventing postoperative macular edema(PME)after cataract surgery.METHODS:A comprehensive search was conducted across PubMed,Embase,Cochrane Library,and Web of Science databases.Randomized controlled trials(RCTs)comparing different NSAIDs and control treatments for the prevention of PME were included.Data from the studies were synthesized using the“gemtc”package in R.Risk of bias was assessed with the Cochrane RoB 2 tool,and heterogeneity was evaluated using the global I2 statistic.Surface under the cumulative ranking curve(SUCRA)values were calculated for each treatment.RESULTS:Of 132 identified records,9 RCTs met the inclusion criteria.The Network Meta-analysis indicated that nepafenac had the highest efficacy in preventing PME,followed by artificial tear substitute,ketorolac,diclofenac,and bromfenac.The league table comparisons and rankograms corroborated these findings,with nepafenac consistently ranking highest.Heterogeneity analysis yielded high I2 values,indicating substantial variability across studies.CONCLUSION:This Network Meta-analysis suggests that nepafenac is the most effective NSAID for preventing PME following cataract surgery.Given the substantial heterogeneity observed,further high-quality RCTs are required to confirm these findings and explore the sources of variability.Clinicians should consider these results when selecting NSAIDs for PME prophylaxis in cataract surgery patients. 展开更多
关键词 postoperative macular edema cataract surgery non-steroidal anti-inflammatory drugs network meta-analysis nepafenac
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Entering the era of living biopharmaceuticals for treating knee osteoarthritis:A systematic review and network meta-analysis
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作者 Moaz Safwan Mariam Safwan Bourgleh +6 位作者 Lubabah Baroudi Aseel Almsned Rawan AlBalawi Batoul Aibour Shahad AlFawaz Safwan M Bourgleh Khawaja Husnain Haider 《World Journal of Stem Cells》 2025年第8期186-199,共14页
BACKGROUND Knee osteoarthritis(KOA)is a leading cause of arthritis-related morbidity.Mesenchymal stem cells(MSCs),as living biopharmaceuticals,have emerged as a potential treatment option due to their anti-inflammator... BACKGROUND Knee osteoarthritis(KOA)is a leading cause of arthritis-related morbidity.Mesenchymal stem cells(MSCs),as living biopharmaceuticals,have emerged as a potential treatment option due to their anti-inflammatory and immunomodulatory properties.AIM To compare the safety and efficacy of allogenic MSCs(^(Allo)MSCs)vs autologous MSCs(^(Auto)MSCs)in treating KOA in clinical settings.METHODS We conducted a systematic review and network meta-analysis to compare the safety and efficacy of^(Allo)MSCs vs^(Auto)MSCs in treating KOA.Our systematic search of four databases,including PubMed,Cochrane,Embase,and ClinicalTrials.gov,identified relevant randomized controlled trials(RCTs)reporting MSC-based treatment for KOA and reporting visual analog scale,Western Ontario and McMaster Universities Osteoarthritis scores,and adverse events.We assessed the methodological quality of the studies using the Cochrane Collaboration tool and calculated risk ratios(RRs)and weighted mean differences[with 95%confidence intervals(CIs)].Our statistical analyses used the R-Studio network meta-packages(version 2023.12.0).The study protocol was pre-registered on the International Prospective Register of Systematic Reviews(ID:CRD42024590866).RESULTS Nineteen RCTs involving 1216 patients with KOA met the inclusion criteria of the study.The network metaanalysis showed that^(Allo)MSCs gave a significant re-duction in visual analog scale scores by 14.91 points(95%CI:-24.52 to-5.30)vs 12.95 points with^(Auto)MSCs(95%CI:-24.42 to-1.48).For Western Ontario and McMaster Universities Osteoarthritis score,^(Allo)MSCs led to a significant reduction of 23.12 points(95%CI:-31.15 to-15.10)compared with 12.45 points using^(Auto)MSCs(95%CI:-19.31 to-5.59),thus revealing a significant improvement with^(Allo)MSCs(weighted mean difference:-10.62,95%CI:-21.23 to-0.11).Additionally,^(Auto)MSCs treatment showed a higher risk of joint-related adverse events(RR=1.39,95%CI:1.07-1.79)compared with^(Allo)MSCs(RR=1.13,95%CI:1.01-1.25).CONCLUSION^(Allo)MSCs may offer superior clinical outcomes with a lower risk of adverse events compared with^(Auto)MSCs in the treatment of KOA.However,the need for further RCTs directly comparing the two MSC types is crucial to validate this data,underscoring the importance of our findings in this field. 展开更多
关键词 BIOPHARMACEUTICALS Knee osteoarthritis Living biodrugs Mesenchymal stem cells meta-analysis network Stem cells
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Cost-effectiveness of sustained-release isosorbide mononitrate capsules for coronary heart disease:A network meta-analysis
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作者 Hui Zhang Danxia Luo +3 位作者 Xuelan Zhou Xiaofang Zeng Ran Xiong Yeyou Xu 《Journal of Chinese Pharmaceutical Sciences》 2025年第4期370-384,共15页
Different dosage forms can significantly impact pharmacokinetics in vivo,leading to varied effects and potential adverse reactions.This study aimed to evaluate the efficacy,safety,and cost-effectiveness of isosorbide ... Different dosage forms can significantly impact pharmacokinetics in vivo,leading to varied effects and potential adverse reactions.This study aimed to evaluate the efficacy,safety,and cost-effectiveness of isosorbide mononitrate sustained-release capsules(IMSRC)combined with conventional treatments,compared to isosorbide mononitrate tablets(IMT)combined with conventional treatments,for managing angina pectoris in patients with coronary heart diseases.A network meta-analysis(NMA)was conducted to assess the efficacy and safety of IMSRC and IMT.Relevant literature was sourced from databases,including PubMed,Embase,Cochrane Library,ScienceDirect,Web of Science,CNKI,Wanfang,and VIP,covering publications up to July 2023.The cost-effectiveness analysis(CEA)was performed from the perspective of China’s healthcare system,utilizing inputs derived from the NMA.The analysis included 15 studies.The NMA results revealed no significant difference in efficacy and safety between IMSRC plus conventional treatments and IMT plus conventional treatments.However,both combinations were more effective than conventional treatments without isosorbide mononitrate.No differences in safety were observed among the three groups.The surface under the cumulative ranking(SUCRA)of the NMA indicated that IMT had a slight edge over IMSRC in the total effective rate of angina pectoris,whereas IMSRC showed higher probabilities for markedly effective rate and ECG effective rate compared to IMT.The incidence of adverse events was ranked as IMT>conventional preparation>IMSRC.The CEA results highlighted that the incremental cost-effectiveness ratios(ICERs)for the markedly effective and total effective rates of angina pectoris were-133.41 and-260.20,respectively.The ICERs for ECG effective rates were-83.34 and-234.24,respectively.In conclusion,while IMSRC combined with conventional treatments and IMT combined with conventional treatments were similar in efficacy and safety,IMSRC proved to be more economical. 展开更多
关键词 Isosorbide mononitrate sustained-release capsules network meta-analysis COST-EFFECTIVENESS Coronary heart disease
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Effects of Oral Vitamin D Supplementation on Vitamin D Levels and Glycemic Parameters in Patients with Type 2 Diabetes Mellitus:A Systematic Review and Network Meta-Analysis
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作者 Xiujuan Zhang Hongfei Wang +1 位作者 Xia Gao Yang Zhao 《Biomedical and Environmental Sciences》 2025年第6期716-726,共11页
Objective Epidemiological studies have shown that vitamin D status affects glycemic control in individuals with type 2 diabetes mellitus(T2DM).However,findings from intervention studies remain inconsistent.Therefore,a... Objective Epidemiological studies have shown that vitamin D status affects glycemic control in individuals with type 2 diabetes mellitus(T2DM).However,findings from intervention studies remain inconsistent.Therefore,a network meta-analysis was conducted to evaluate the comparative efficacy of various vitamin D supplementation strategies on glucose indicators in adults with T2DM.Methods Eligible studies published before September 12,2024,were retrieved from PubMed,EMBASE,Cochrane Library,and Web of Science.A network meta-analysis of multiple dosage strategies—low(<1,000 IU/day,LDS),medium(1,000–2,000 IU/day,MDS),high(2,000–4,000 IU/day,HDS),and extremely high(≥4,000 IU/day,EHDS)—was performed.Results The network meta-analysis of 40 RCTs indicated that,compared with placebo,vitamin D_(3)supplementation increased 25-hydroxyvitamin D[25-(OH)-D]levels,with pooled mean difference(MD)showing a stepwise increase from LDS to EHDS.Ranking probabilities showed a corresponding rise in 25-(OH)-D levels from LDS(46.7%)to EHDS(91.2%).EHDS reduced fasting blood glucose(FBG)relative to no treatment.LDS significantly decreased hemoglobin A1c(HbA1c),and vitamin D_(2) significantly affected FBG levels.MDS led to a significant change in fasting insulin(FIN)compared to both placebo(MD:-4.76;95%CI-8.91 to-0.61)and no treatment(MD:-7.30;95%CI-14.44 to-0.17).Conclusion The findings suggest that vitamin D supplementation may be a viable approach for improving glycemic control in adults with T2DM,with lower doses potentially offering benefit.The analysis also showed a dose-dependent increase in 25-(OH)-D levels. 展开更多
关键词 network meta-analysis Vitamin D supplementation Type 2 diabetes mellitus Glycemic biomarkers
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Seven Traditional Chinese Medicine external treatments combined with rehabilitation training on the functional recovery of limbs in patients with cerebral hemorrhage: a network Meta-analysis
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作者 CHEN Ziying ZHAO Xiaoping +5 位作者 FAN Xiaoxuan TANG Didi SUN Wen LYU Jing HUANG Lan QI Fan 《Journal of Traditional Chinese Medicine》 2025年第4期711-719,共9页
OBJECTIVE:To evaluate the effectiveness of the combined use of 7 commonly used Traditional Chinese Medicine external treatment methods and rehabilitation training in improving limb function in patients with cerebral h... OBJECTIVE:To evaluate the effectiveness of the combined use of 7 commonly used Traditional Chinese Medicine external treatment methods and rehabilitation training in improving limb function in patients with cerebral hemorrhage through a network Meta-analysis.METHODS:A computer-based search was conducted in 8 databases,including China National Knowledge Infrastructure Database,Wanfang Database,China Science and Technology Journal Database,Pub Med,Cochrane Library,Web of Science,Scopus,and Embase,from their inception until February 19,2023.Randomized controlled trials(RCTs)investigating the effectiveness of the combined use of 7 commonly used Traditional Chinese Medicine external treatment methods and rehabilitation training in improving limb function in patients with cerebral hemorrhage were included.Two researchers independently screened the literature,extracted data from the included studies,and performed quality assessment using the Cochrane Collaboration's standards.The software Stata 17.0 was used to create a network evidence graph for each combination of Traditional Chinese Medicine external treatment methods and rehabilitation training,and to generate a publication bias funnel plot.Network Meta-analysis was conducted using Rev Man 5.3 to assess the risk of bias in the included studies,with mean difference(MD)used for continuous variables and odds ratio(OR)used for dichotomous variables.If there was good consistency among the included studies(P>0.05),a consistency model was applied for data analysis.If there was poor consistency among the included studies(P<0.05),an inconsistency model was used.RESULTS:A total of 27 studies involving 2113 patients with limb dysfunction caused by cerebral hemorrhage were included.The results of the network Meta-analysis indicated that the combined use of 7 Traditional Chinese Medicine external treatment methods and rehabilitation training was more effective in improving limb function in patients with cerebral hemorrhage compared to rehabilitation training alone.In terms of improving simplified Fugl-Meyer Assessment(FMA)scores,the effectiveness ranking was as follows:acupuncture+rehabilitation training>Acupoint sticking therapy+rehabilitation training>massage+rehabilitation training>electroacupuncture+rehabilitation training>moxibustion+rehabilitation training>Traditional Chinese Medicine therapy+rehabilitation training>Chinese herbal fumigation+rehabilitation training.In terms of improving Barthel Index(BI)scores,the effectiveness ranking was as follows:electroacupuncture+rehabilitation training>Acupoint sticking therapy+rehabilitation training>acupuncture+rehabilitation training>massage+rehabilitation training>moxibustion+rehabilitation training>Traditional Chinese Medicine fumigation+rehabilitation training>Traditional Chinese Medicine therapy+rehabilitation training.CONCLUSION:Based on existing literature evidence,our findings suggest the following:(a)The combination of the seven commonly used external treatment methods with rehabilitation training is superior to using rehabilitation training alone for the treatment of hemiplegia resulting from cerebral hemorrhage.(b)In terms of improving FMA scores,the combination of acupuncture and rehabilitation training shows the most significant effectiveness.(c)In terms of improving BI scores,the combination of electro-acupuncture and rehabilitation training demonstrates the most significant effectiveness.Therefore,we still need more multicenter,large-sample,high-quality randomized controlled trials to further validate the findings of this study. 展开更多
关键词 cerebral hemorrhage randomized controlled trial network meta-analysis limb function Traditional Chinese Medicine external treatment
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Efficacy of Immune Checkpoint Inhibitors in the Treatment for Head and Neck Cancer Patients: A Systematic Review and Network Meta-Analysis
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作者 Jiao Li Nurhayu Ab Rahman +2 位作者 Suharni Mohamad Guang Yang Caixia Zhao 《Oncology Research》 2025年第9期2263-2278,共16页
Objectives:Checkpoint inhibitors have significantly improved outcomes in a number of malignancies.To determine the most effective course of treatment for head and neck squamous cell carcinoma(HNSCC),this systematic re... Objectives:Checkpoint inhibitors have significantly improved outcomes in a number of malignancies.To determine the most effective course of treatment for head and neck squamous cell carcinoma(HNSCC),this systematic review evaluated the efficacy of several therapeutic approaches based on immune checkpoint inhibitors(ICIs).Methods:A comprehensive evaluation of the literature was conducted,looking at randomized controlled trials(RCTs)that were published in Embase,PubMed,and the Cochrane Central Register of Controlled Trials since database establishment.The risk of bias of the enrolled studies was analyzed using The Review Manager(RevMan)5.4.Using network meta-analyses(NMA),the relative treatment effects on overall survival(OS)and progression-free survival(PFS)from qualifying randomized controlled trials were synthesized and evaluated.Results:Regarding OS,compared with nivolumab plus chemotherapy,chemotherapy(Hazard ratio(HR)2.1,95%Confidence interval=(CI):1.2,3.4)showed a treatment disadvantage.Meanwhile,nivolumab plus chemotherapy may represent the most efficient(57.89%)and has a lower cost among all the treatments enrolled in this study for advanced HNSCC.Regarding PFS,compared with nivolumab plus ipilimumab,nivolumab plus chemotherapy(HR 0.4,95%CI:0.2,0.8)showed=treatment superiority.Additionally,nivolumab plus chemotherapy(77.18%)has the longest PFS among all interventions.Conclusion:Taking into account OS and PFS,the combination of nivolumab plus chemotherapy may appear to be the most effective option and is associated with a comparatively lower cost among all treatments included in this network meta-analysis,thereby recommending its use as a first-line therapy for HNSCC.Registration:INPLASY(2024070073). 展开更多
关键词 Head and neck squamous cell carcinoma immune checkpoint inhibitor Programmed Death-1 Pro-grammed Death-Ligand 1 network meta-analysis
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Enhancing reliability in photonuclear cross-section fitting with Bayesian neural networks 被引量:1
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作者 Qian-Kun Sun Yue Zhang +8 位作者 Zi-Rui Hao Hong-Wei Wang Gong-Tao Fan Hang-Hua Xu Long-Xiang Liu Sheng Jin Yu-Xuan Yang Kai-Jie Chen Zhen-Wei Wang 《Nuclear Science and Techniques》 2025年第3期146-156,共11页
This study investigates photonuclear reaction(γ,n)cross-sections using Bayesian neural network(BNN)analysis.After determining the optimal network architecture,which features two hidden layers,each with 50 hidden node... This study investigates photonuclear reaction(γ,n)cross-sections using Bayesian neural network(BNN)analysis.After determining the optimal network architecture,which features two hidden layers,each with 50 hidden nodes,training was conducted for 30,000 iterations to ensure comprehensive data capture.By analyzing the distribution of absolute errors positively correlated with the cross-section for the isotope 159Tb,as well as the relative errors unrelated to the cross-section,we confirmed that the network effectively captured the data features without overfitting.Comparison with the TENDL-2021 Database demonstrated the BNN's reliability in fitting photonuclear cross-sections with lower average errors.The predictions for nuclei with single and double giant dipole resonance peak cross-sections,the accurate determination of the photoneutron reaction threshold in the low-energy region,and the precise description of trends in the high-energy cross-sections further demonstrate the network's generalization ability on the validation set.This can be attributed to the consistency of the training data.By using consistent training sets from different laboratories,Bayesian neural networks can predict nearby unknown cross-sections based on existing laboratory data,thereby estimating the potential differences between other laboratories'existing data and their own measurement results.Experimental measurements of photonuclear reactions on the newly constructed SLEGS beamline will contribute to clarifying the differences in cross-sections within the existing data. 展开更多
关键词 Photoneutron reaction bayesian neural network Machine learning Gamma source SLEGS
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