首页 > 最新文献

Alzheimer''s and Dementia: Translational Research and Clinical Interventions最新文献

英文 中文
Assessing safety and efficacy in subpopulations in Alzheimer's disease clinical trials: contextualizing representativeness 评估阿尔茨海默病临床试验亚群的安全性和有效性:背景代表性
IF 6.8 Q1 CLINICAL NEUROLOGY Pub Date : 2025-11-29 DOI: 10.1002/trc2.70186
Guogen Shan, Jeffrey Cummings

Efficacy outcomes in clinical trials are based on well-powered analyes of the entire participating population. Trial populations will comprise many types of demographic and biological subgroups, including individuals of different sexes, groups of older and younger individuals, participants with or without the apolipoprotein E ε4 (APOE) genotype, ethnoracial groups, participants from urban versus rural communities, participants with lower and higher educational levels, or individuals who have or have not undergone previous therapies such as anti-amyloid monoclonal antibodies (MABs). Each subgroups is underpowered to draw definitive outcomes, and analyses can lead to inaccurate conclusions. Disciplined subgroup analysis can be hypothesis generating and can help guide drug development decision-making. The risks associated with subgroup analysis can be mitigated by using standard terminology, prespecifying outcomes of interest, stratifying randomization, conducting interaction analyses to identify confounds, and limiting the number of subgroup comparisons. Alternative efficacy and safety analyses such as the interaction test and non-inferiority analyses may yield important insights. Together, these design and analytic straegies may allow trialists to avoid spurious interpretations and derive more informative conclusions regarding the impact of therapy on subgroups in Alzheimer's disease (AD) clinical trials. Greater understanding of safety and efficacy in the subgroups participating in trials is crtically important for indicating what conclusions can be generalized if the candidate therapy is approved.

Highlights

  • Clinical trials are sized to allow well-powered conclusions based on analysis of the entire participating population.
  • Trial populations geared to be representative of the subgroups of the older population with AD are underpowered to allow drawing confident conclusions about efficacy or safety in subgroups.
  • Strategies such as non-inferiority analysis combined with transparent reporting of the analytic framework may facilitate understanding treatment efficacy and safety in subgroups.
临床试验的疗效结果是基于对整个参与人群的有力分析。试验人群将包括许多类型的人口统计学和生物学亚组,包括不同性别的个体,老年人和年轻人的群体,携带或不携带载脂蛋白ε4 (APOE)基因型的参与者,种族群体,来自城市和农村社区的参与者,教育水平较低和较高的参与者,或接受过或未接受过抗淀粉样蛋白单克隆抗体(MABs)等先前治疗的个体。每个小组都没有能力得出明确的结果,分析可能会得出不准确的结论。有纪律的亚群分析可以产生假设,并有助于指导药物开发决策。与亚组分析相关的风险可以通过使用标准术语、预先指定感兴趣的结果、分层随机化、进行相互作用分析以识别混淆,以及限制亚组比较的数量来减轻。其他疗效和安全性分析,如相互作用试验和非劣效性分析可能会产生重要的见解。总之,这些设计和分析策略可以使试验人员避免错误的解释,并得出关于治疗对阿尔茨海默病(AD)临床试验中亚组影响的更多信息结论。进一步了解参与试验的亚组的安全性和有效性,对于表明如果候选疗法获得批准,哪些结论可以普遍化至关重要。重点:临床试验的规模是基于对整个参与人群的分析得出有力的结论。旨在代表老年AD患者亚组的试验人群的能力不足,无法得出关于亚组疗效或安全性的可靠结论。诸如非劣效性分析与分析框架的透明报告相结合的策略可能有助于了解亚组中的治疗疗效和安全性。
{"title":"Assessing safety and efficacy in subpopulations in Alzheimer's disease clinical trials: contextualizing representativeness","authors":"Guogen Shan,&nbsp;Jeffrey Cummings","doi":"10.1002/trc2.70186","DOIUrl":"10.1002/trc2.70186","url":null,"abstract":"<div>\u0000 \u0000 \u0000 <section>\u0000 \u0000 <p>Efficacy outcomes in clinical trials are based on well-powered analyes of the entire participating population. Trial populations will comprise many types of demographic and biological subgroups, including individuals of different sexes, groups of older and younger individuals, participants with or without the apolipoprotein E ε4 (<i>APOE</i>) genotype, ethnoracial groups, participants from urban versus rural communities, participants with lower and higher educational levels, or individuals who have or have not undergone previous therapies such as anti-amyloid monoclonal antibodies (MABs). Each subgroups is underpowered to draw definitive outcomes, and analyses can lead to inaccurate conclusions. Disciplined subgroup analysis can be hypothesis generating and can help guide drug development decision-making. The risks associated with subgroup analysis can be mitigated by using standard terminology, prespecifying outcomes of interest, stratifying randomization, conducting interaction analyses to identify confounds, and limiting the number of subgroup comparisons. Alternative efficacy and safety analyses such as the interaction test and non-inferiority analyses may yield important insights. Together, these design and analytic straegies may allow trialists to avoid spurious interpretations and derive more informative conclusions regarding the impact of therapy on subgroups in Alzheimer's disease (AD) clinical trials. Greater understanding of safety and efficacy in the subgroups participating in trials is crtically important for indicating what conclusions can be generalized if the candidate therapy is approved.</p>\u0000 </section>\u0000 \u0000 <section>\u0000 \u0000 <h3> Highlights</h3>\u0000 \u0000 <div>\u0000 <ul>\u0000 \u0000 <li>Clinical trials are sized to allow well-powered conclusions based on analysis of the entire participating population.</li>\u0000 \u0000 <li>Trial populations geared to be representative of the subgroups of the older population with AD are underpowered to allow drawing confident conclusions about efficacy or safety in subgroups.</li>\u0000 \u0000 <li>Strategies such as non-inferiority analysis combined with transparent reporting of the analytic framework may facilitate understanding treatment efficacy and safety in subgroups.</li>\u0000 </ul>\u0000 </div>\u0000 </section>\u0000 </div>","PeriodicalId":53225,"journal":{"name":"Alzheimer''s and Dementia: Translational Research and Clinical Interventions","volume":"11 4","pages":""},"PeriodicalIF":6.8,"publicationDate":"2025-11-29","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC12664824/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145656362","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Relationship between efficacy and preferential targeting of soluble Aβ aggregates 可溶性Aβ聚集物的疗效与优先靶向的关系
IF 6.8 Q1 CLINICAL NEUROLOGY Pub Date : 2025-11-28 DOI: 10.1002/trc2.70184
Johanne M. Kaplan, Ebrima Gibbs, Juliane A. Coutts, Beibei Zhao, Ian R. Mackenzie, Steven S. Plotkin, Neil R. Cashman

INTRODUCTION

Amyloid beta (Aβ)-directed antibodies have shown varying degrees of efficacy against Alzheimer's disease (AD). This study explored the relationship between targeting of Aβ molecular species and therapeutic efficacy/adverse effects.

METHODS

Surface plasmon resonance was used to measure binding of various Aβ-directed antibodies to monomers and soluble oligomers from AD brains. Plaque reactivity was assessed by immunohistochemistry and immunofluorescence. Antibody PMN310 was tested in AD mouse models.

RESULTS

Pan-Aβ reactive antibodies that failed in the clinic lost the ability to bind AD brain oligomers when competing with monomers. Lecanemab, aducanumab, and donanemab, which slowed cognitive decline, and early stage PMN310 and ACU193 showed a greater ability to withstand monomer competition. All antibodies bound plaque except for PMN310. In mouse models, PMN310 protected cognition and was not associated with microhemorrhages.

DISCUSSION

These results suggest that selectivity for soluble toxic oligomers correlates with clinical efficacy, potentially attenuating monomer competition and amyloid-related imaging abnormalities (ARIA).

Highlights

  • Selectivity for toxic Aβ oligomers has potential to maximize efficacy and safety.
  • Avoidance of Aβ monomers increases binding to toxic AD brain oligomers.
  • Avoidance of Aβ plaque/vascular deposits reduces the risk of ARIA.
淀粉样蛋白(Aβ)定向抗体对阿尔茨海默病(AD)显示出不同程度的疗效。本研究探讨了Aβ分子种类的靶向性与治疗效果/不良反应的关系。方法采用表面等离子体共振法测定各种a β定向抗体与AD脑组织单体和可溶性低聚物的结合。通过免疫组织化学和免疫荧光检测斑块反应性。在AD小鼠模型中检测抗体PMN310。结果临床失败的泛a β反应性抗体在与单体竞争时失去了结合AD脑低聚物的能力。减慢认知衰退的Lecanemab、aducanumab和donanemab,以及早期PMN310和ACU193显示出更强的抵抗单体竞争的能力。除PMN310外,所有抗体均结合空斑。在小鼠模型中,PMN310保护认知,与微出血无关。这些结果表明,对可溶性毒性低聚物的选择性与临床疗效相关,可能会减轻单体竞争和淀粉样蛋白相关的影像学异常(ARIA)。强调对有毒Aβ低聚物的选择性有可能最大限度地提高疗效和安全性。避免Aβ单体增加与有毒AD脑低聚物的结合。避免Aβ斑块/血管沉积可降低ARIA的风险。
{"title":"Relationship between efficacy and preferential targeting of soluble Aβ aggregates","authors":"Johanne M. Kaplan,&nbsp;Ebrima Gibbs,&nbsp;Juliane A. Coutts,&nbsp;Beibei Zhao,&nbsp;Ian R. Mackenzie,&nbsp;Steven S. Plotkin,&nbsp;Neil R. Cashman","doi":"10.1002/trc2.70184","DOIUrl":"https://doi.org/10.1002/trc2.70184","url":null,"abstract":"<div>\u0000 \u0000 \u0000 <section>\u0000 \u0000 <h3> INTRODUCTION</h3>\u0000 \u0000 <p>Amyloid beta (Aβ)-directed antibodies have shown varying degrees of efficacy against Alzheimer's disease (AD). This study explored the relationship between targeting of Aβ molecular species and therapeutic efficacy/adverse effects.</p>\u0000 </section>\u0000 \u0000 <section>\u0000 \u0000 <h3> METHODS</h3>\u0000 \u0000 <p>Surface plasmon resonance was used to measure binding of various Aβ-directed antibodies to monomers and soluble oligomers from AD brains. Plaque reactivity was assessed by immunohistochemistry and immunofluorescence. Antibody PMN310 was tested in AD mouse models.</p>\u0000 </section>\u0000 \u0000 <section>\u0000 \u0000 <h3> RESULTS</h3>\u0000 \u0000 <p>Pan-Aβ reactive antibodies that failed in the clinic lost the ability to bind AD brain oligomers when competing with monomers. Lecanemab, aducanumab, and donanemab, which slowed cognitive decline, and early stage PMN310 and ACU193 showed a greater ability to withstand monomer competition. All antibodies bound plaque except for PMN310. In mouse models, PMN310 protected cognition and was not associated with microhemorrhages.</p>\u0000 </section>\u0000 \u0000 <section>\u0000 \u0000 <h3> DISCUSSION</h3>\u0000 \u0000 <p>These results suggest that selectivity for soluble toxic oligomers correlates with clinical efficacy, potentially attenuating monomer competition and amyloid-related imaging abnormalities (ARIA).</p>\u0000 </section>\u0000 \u0000 <section>\u0000 \u0000 <h3> Highlights</h3>\u0000 \u0000 <div>\u0000 <ul>\u0000 \u0000 <li>Selectivity for toxic Aβ oligomers has potential to maximize efficacy and safety.</li>\u0000 \u0000 <li>Avoidance of Aβ monomers increases binding to toxic AD brain oligomers.</li>\u0000 \u0000 <li>Avoidance of Aβ plaque/vascular deposits reduces the risk of ARIA.</li>\u0000 </ul>\u0000 </div>\u0000 </section>\u0000 </div>","PeriodicalId":53225,"journal":{"name":"Alzheimer''s and Dementia: Translational Research and Clinical Interventions","volume":"11 4","pages":""},"PeriodicalIF":6.8,"publicationDate":"2025-11-28","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://alz-journals.onlinelibrary.wiley.com/doi/epdf/10.1002/trc2.70184","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145626694","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Leveraging recent advances in plasma biomarkers to optimize early proof of concept trials in Alzheimer's disease 利用血浆生物标志物的最新进展,优化阿尔茨海默病的早期概念验证试验
IF 6.8 Q1 CLINICAL NEUROLOGY Pub Date : 2025-11-25 DOI: 10.1002/trc2.70183
Garrett B. Duncan, Samuel P. Dickson, Johanne M. Kaplan, Samuel B. Johnson, Tyler M. Duke, Caleb W. Dayley, Suzanne B. Hendrix, Larry D. Altstiel, Craig H Mallinckrodt
<div> <section> <h3> INTRODUCTION</h3> <p>The importance of biomarkers as a primary outcome or as supportive evidence of clinical effect is rising as the field shifts toward disease-modifying treatments and earlier intervention, because they have lower variability and can indicate disease progression earlier than clinical outcomes. This study assessed the performance of plasma pTau 181 and 217 as a predictive biomarker and potential primary endpoint in early-phase Alzheimer's disease (AD) trials.</p> </section> <section> <h3> METHODS</h3> <p>Summary data from recent monoclonal antibody (mAb) trials including plasma pTau 181 and 217 were analyzed to evaluate associations between plasma pTau 181/217 and clinical outcomes. The suitability of plasma pTau 181/217 as a surrogate endpoint for internal decision making was assessed using Prentice criteria. Simulations were conducted to explore the statistical power of using plasma pTau 181/217 as a primary outcome in dose-escalation, proof-of-concept (POC) trial designs. Additional criteria for biomarker validation were applied to simulated data.</p> </section> <section> <h3> RESULTS</h3> <p>A strong group-level correlation (<i>r</i> = 0.781) was observed between treatment effects on plasma pTau 181/217 and Clinical Dementia Rating scale – Sum of Boxes (CDR-SB). Mean change in plasma pTau 181/217 significantly predicted mean change in CDR-SB (<i>p</i> = 0.013). The treatment effect on pTau 181/217 was ∼2.6 times greater than on CDR-SB. Prentice Criteria 1, 2, and 4 were met or reasonably met; Criterion 3 is not applicable in the POC setting.</p> </section> <section> <h3> CONCLUSION</h3> <p>Plasma pTau 181/217 at 6 months shows future promise to reasonably likely predict clinical benefit for drugs that reduce pTau 181/217 levels, supporting its use as a primary endpoint in early-phase trials. With effect sizes similar to those seen with donanemab, adequately powered trials may require as few as 100 participants. Such trials should include prespecified analyses to evaluate individual-level Prentice criteria, and pTau 181/217 results can be used to predict potential Phase 3 clinical outcomes.</p> </section> <section> <h3> Highlights</h3> <div> <ul> <li>The group-level correlation between a biomarker treatment effect and clinical endpoint treatment effect is a measurement of the biomarker's ability to predict clinical outcome.</li>
随着该领域转向疾病改善治疗和早期干预,生物标志物作为主要结果或临床效果支持性证据的重要性正在上升,因为它们具有较低的可变性,可以比临床结果更早地指示疾病进展。该研究评估了血浆pTau 181和217作为早期阿尔茨海默病(AD)试验的预测性生物标志物和潜在主要终点的性能。方法分析近期包括血浆pTau 181和217在内的单克隆抗体(mAb)试验的汇总数据,以评估血浆pTau 181/217与临床结果的相关性。血浆pTau 181/217作为内部决策的替代终点的适用性使用Prentice标准进行评估。通过模拟来探讨在剂量递增、概念验证(POC)试验设计中使用血浆pTau 181/217作为主要终点的统计效力。生物标志物验证的附加标准应用于模拟数据。结果血浆pTau 181/217治疗效果与临床痴呆评定量表-盒和量表(CDR-SB)组水平相关性强(r = 0.781)。血浆pTau 181/217的平均变化可显著预测CDR-SB的平均变化(p = 0.013)。pTau 181/217的治疗效果是CDR-SB的约2.6倍。满足或合理满足师徒标准1、2和4;标准3不适用于POC设置。结论:6个月血浆pTau 181/217显示出合理可能预测降低pTau 181/217水平药物的临床获益,支持其作为早期试验的主要终点。由于效应大小与donanemab相似,足够有力的试验可能只需要100名参与者。此类试验应包括预先指定的分析,以评估个体水平的Prentice标准,pTau 181/217结果可用于预测潜在的3期临床结果。生物标志物治疗效果与临床终点治疗效果之间的组水平相关性是对生物标志物预测临床结果能力的衡量。6个月时组水平血浆pT217或pT181效应量与临床结局临床痴呆评定量表-盒和(CDR-SB) 12个月效应量的相关性约为0.781,p值为0.013。血浆pTau作为结果的Cohen's d效应量是CDR-SB的2.6倍,导致更高的功率或更小的样本量。作为主要终点,血浆pTau满足或合理满足Prentice标准1、2和4,而标准3被认为不适用于概念验证研究。
{"title":"Leveraging recent advances in plasma biomarkers to optimize early proof of concept trials in Alzheimer's disease","authors":"Garrett B. Duncan,&nbsp;Samuel P. Dickson,&nbsp;Johanne M. Kaplan,&nbsp;Samuel B. Johnson,&nbsp;Tyler M. Duke,&nbsp;Caleb W. Dayley,&nbsp;Suzanne B. Hendrix,&nbsp;Larry D. Altstiel,&nbsp;Craig H Mallinckrodt","doi":"10.1002/trc2.70183","DOIUrl":"https://doi.org/10.1002/trc2.70183","url":null,"abstract":"&lt;div&gt;\u0000 \u0000 \u0000 &lt;section&gt;\u0000 \u0000 &lt;h3&gt; INTRODUCTION&lt;/h3&gt;\u0000 \u0000 &lt;p&gt;The importance of biomarkers as a primary outcome or as supportive evidence of clinical effect is rising as the field shifts toward disease-modifying treatments and earlier intervention, because they have lower variability and can indicate disease progression earlier than clinical outcomes. This study assessed the performance of plasma pTau 181 and 217 as a predictive biomarker and potential primary endpoint in early-phase Alzheimer's disease (AD) trials.&lt;/p&gt;\u0000 &lt;/section&gt;\u0000 \u0000 &lt;section&gt;\u0000 \u0000 &lt;h3&gt; METHODS&lt;/h3&gt;\u0000 \u0000 &lt;p&gt;Summary data from recent monoclonal antibody (mAb) trials including plasma pTau 181 and 217 were analyzed to evaluate associations between plasma pTau 181/217 and clinical outcomes. The suitability of plasma pTau 181/217 as a surrogate endpoint for internal decision making was assessed using Prentice criteria. Simulations were conducted to explore the statistical power of using plasma pTau 181/217 as a primary outcome in dose-escalation, proof-of-concept (POC) trial designs. Additional criteria for biomarker validation were applied to simulated data.&lt;/p&gt;\u0000 &lt;/section&gt;\u0000 \u0000 &lt;section&gt;\u0000 \u0000 &lt;h3&gt; RESULTS&lt;/h3&gt;\u0000 \u0000 &lt;p&gt;A strong group-level correlation (&lt;i&gt;r&lt;/i&gt; = 0.781) was observed between treatment effects on plasma pTau 181/217 and Clinical Dementia Rating scale – Sum of Boxes (CDR-SB). Mean change in plasma pTau 181/217 significantly predicted mean change in CDR-SB (&lt;i&gt;p&lt;/i&gt; = 0.013). The treatment effect on pTau 181/217 was ∼2.6 times greater than on CDR-SB. Prentice Criteria 1, 2, and 4 were met or reasonably met; Criterion 3 is not applicable in the POC setting.&lt;/p&gt;\u0000 &lt;/section&gt;\u0000 \u0000 &lt;section&gt;\u0000 \u0000 &lt;h3&gt; CONCLUSION&lt;/h3&gt;\u0000 \u0000 &lt;p&gt;Plasma pTau 181/217 at 6 months shows future promise to reasonably likely predict clinical benefit for drugs that reduce pTau 181/217 levels, supporting its use as a primary endpoint in early-phase trials. With effect sizes similar to those seen with donanemab, adequately powered trials may require as few as 100 participants. Such trials should include prespecified analyses to evaluate individual-level Prentice criteria, and pTau 181/217 results can be used to predict potential Phase 3 clinical outcomes.&lt;/p&gt;\u0000 &lt;/section&gt;\u0000 \u0000 &lt;section&gt;\u0000 \u0000 &lt;h3&gt; Highlights&lt;/h3&gt;\u0000 \u0000 &lt;div&gt;\u0000 &lt;ul&gt;\u0000 \u0000 &lt;li&gt;The group-level correlation between a biomarker treatment effect and clinical endpoint treatment effect is a measurement of the biomarker's ability to predict clinical outcome.&lt;/li&gt;\u0000 ","PeriodicalId":53225,"journal":{"name":"Alzheimer''s and Dementia: Translational Research and Clinical Interventions","volume":"11 4","pages":""},"PeriodicalIF":6.8,"publicationDate":"2025-11-25","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://alz-journals.onlinelibrary.wiley.com/doi/epdf/10.1002/trc2.70183","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145619030","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Modeling amyloid plaque turnover dynamics improves characterization of drug effects 淀粉样斑块周转动力学建模可以改善药物作用的表征
IF 6.8 Q1 CLINICAL NEUROLOGY Pub Date : 2025-11-22 DOI: 10.1002/trc2.70169
Eline van Maanen, Seth Robey, Idriss Bennacef, Stephen Duffull, Michael F. Egan, Matthew E. Kennedy, Julie A. Stone

INTRODUCTION

Effect on amyloid plaque as measured by positron emission tomography imaging with Centiloid standardization of two therapeutic approaches targeting amyloid beta (Aβ) was investigated using exposure-response modeling.

METHODS

Individual-level verubecestat data from the APECS trial were pooled with summary-level data from the literature for amyloid monoclonal antibodies (mAbs) and fitted in a joint non-linear mixed-effects model.

RESULTS

An indirect-response (turnover) model with verubecestat inhibiting plaque formation and mAbs stimulating plaque removal well represented the data. The estimated plaque elimination half-life was 6.4 years. Daily verubecestat 40 mg was estimated to reduce formation by 91.8%. Aducanumab 10 mg/kg every 4 weeks (Q4W), donanemab 1400 mg Q4W, gantenerumab 1200 mg Q4W, and lecanemab 10 mg/kg Q2W were estimated to increase the removal rate by 9.3-, 18.6-, 5.3-, and 13.8-fold, respectively.

DISCUSSION

The model provides a fundamental measure of drug effects on plaque, independent of disease stage and study-design factors, improving cross-study comparisons and enabling predictions.

Highlights

  • The plaque turnover model describes natural progression and BACE and mAb intervention.
  • The model estimation of the underlying plaque elimination half-life is 6.4 years.
  • Approach improves cross-study comparison independently of population and study design.
  • Predictions of alternative regimens/therapeutic approaches will aid future study design.
采用暴露-反应模型研究了针对β淀粉样蛋白(Aβ)的两种治疗方法的正电子发射断层扫描成像和Centiloid标准化对淀粉样斑块的影响。方法将APECS试验的个体水平verubecestat数据与淀粉样蛋白单克隆抗体(mAbs)的文献汇总数据,并拟合到一个联合非线性混合效应模型中。结果:一种间接反应(转换)模型很好地代表了这些数据,其中verubecestat抑制斑块形成,mab刺激斑块清除。估计斑块消除半衰期为6.4年。据估计,每天服用40毫克的维伐他汀可减少91.8%的形成。Aducanumab每4周10mg /kg (Q4W), donanemab 1400mg Q4W, gentenerumab 1200mg Q4W和lecanemab 10mg /kg Q2W的去除率分别提高9.3倍,18.6倍,5.3倍和13.8倍。该模型提供了药物对斑块作用的基本测量,独立于疾病分期和研究设计因素,改善了交叉研究比较并使预测成为可能。斑块周转模型描述了自然进展以及BACE和mAb的干预。模型估计潜在斑块消除半衰期为6.4年。该方法改善了独立于人群和研究设计的交叉研究比较。预测替代方案/治疗方法将有助于未来的研究设计。
{"title":"Modeling amyloid plaque turnover dynamics improves characterization of drug effects","authors":"Eline van Maanen,&nbsp;Seth Robey,&nbsp;Idriss Bennacef,&nbsp;Stephen Duffull,&nbsp;Michael F. Egan,&nbsp;Matthew E. Kennedy,&nbsp;Julie A. Stone","doi":"10.1002/trc2.70169","DOIUrl":"https://doi.org/10.1002/trc2.70169","url":null,"abstract":"<div>\u0000 \u0000 \u0000 <section>\u0000 \u0000 <h3> INTRODUCTION</h3>\u0000 \u0000 <p>Effect on amyloid plaque as measured by positron emission tomography imaging with Centiloid standardization of two therapeutic approaches targeting amyloid beta (Aβ) was investigated using exposure-response modeling.</p>\u0000 </section>\u0000 \u0000 <section>\u0000 \u0000 <h3> METHODS</h3>\u0000 \u0000 <p>Individual-level verubecestat data from the APECS trial were pooled with summary-level data from the literature for amyloid monoclonal antibodies (mAbs) and fitted in a joint non-linear mixed-effects model.</p>\u0000 </section>\u0000 \u0000 <section>\u0000 \u0000 <h3> RESULTS</h3>\u0000 \u0000 <p>An indirect-response (turnover) model with verubecestat inhibiting plaque formation and mAbs stimulating plaque removal well represented the data. The estimated plaque elimination half-life was 6.4 years. Daily verubecestat 40 mg was estimated to reduce formation by 91.8%. Aducanumab 10 mg/kg every 4 weeks (Q4W), donanemab 1400 mg Q4W, gantenerumab 1200 mg Q4W, and lecanemab 10 mg/kg Q2W were estimated to increase the removal rate by 9.3-, 18.6-, 5.3-, and 13.8-fold, respectively.</p>\u0000 </section>\u0000 \u0000 <section>\u0000 \u0000 <h3> DISCUSSION</h3>\u0000 \u0000 <p>The model provides a fundamental measure of drug effects on plaque, independent of disease stage and study-design factors, improving cross-study comparisons and enabling predictions.</p>\u0000 </section>\u0000 \u0000 <section>\u0000 \u0000 <h3> Highlights</h3>\u0000 \u0000 <div>\u0000 <ul>\u0000 \u0000 <li>The plaque turnover model describes natural progression and BACE and mAb intervention.</li>\u0000 \u0000 <li>The model estimation of the underlying plaque elimination half-life is 6.4 years.</li>\u0000 \u0000 <li>Approach improves cross-study comparison independently of population and study design.</li>\u0000 \u0000 <li>Predictions of alternative regimens/therapeutic approaches will aid future study design.</li>\u0000 </ul>\u0000 </div>\u0000 </section>\u0000 </div>","PeriodicalId":53225,"journal":{"name":"Alzheimer''s and Dementia: Translational Research and Clinical Interventions","volume":"11 4","pages":""},"PeriodicalIF":6.8,"publicationDate":"2025-11-22","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://alz-journals.onlinelibrary.wiley.com/doi/epdf/10.1002/trc2.70169","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145581412","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Using AI-generated digital twins to boost clinical trial efficiency in Alzheimer's disease 利用人工智能生成的数字双胞胎提高阿尔茨海默病的临床试验效率
IF 6.8 Q1 CLINICAL NEUROLOGY Pub Date : 2025-11-22 DOI: 10.1002/trc2.70181
Deli Wang, Hana Florian, Shau-Yu Lynch, Weining Robieson, Run Zhuang, Coco Kusiak, Jessica L. Ross, Jonathan R. Walsh, Ole Graff
<div> <section> <h3> INTRODUCTION</h3> <p>Machine learning models leverage baseline data to create artificial intelligence (AI)–generated digital twins (DTs)—individualized predictions of each participant's clinical outcomes if they had received placebo. Incorporating DTs may increase statistical power or reduce required sample sizes in Phase 2 or 3 trials, and therefore improve efficiency in Alzheimer's disease (AD) trials. Here we demonstrate these properties using data from an AD Phase 2 clinical trial (AWARE, NCT02880956).</p> </section> <section> <h3> METHODS</h3> <p>A conditional restricted Boltzmann machine (CRBM) model was trained on historical clinical trials and observational data from 6736 unique subjects after data harmonization to generate DTs of participants from the AWARE trial. The AWARE trial enrolled 453 subjects with mild cognitive impairment (MCI) or mild AD. DTs were assessed as prognostic covariates to evaluate gains in variance and sample size reduction.</p> </section> <section> <h3> RESULTS</h3> <p>Positive partial correlation coefficients were found between DTs and change score from baseline in key cognitive assessments ranging from 0.30 to 0.39 at Week 96 in the AWARE trial. These correlations were consistent with validation results from three independent trials, which ranged from 0.30 to 0.46. Total residual variance was reduced by ~9% to 15% with DTs. While maintaining statistical power, DTs could reduce total sample size by ~9% to 15%, and control arm sample size by 17% to 26% in future AD trials.</p> </section> <section> <h3> DISCUSSION</h3> <p>Efficiency was improved in AD clinical trials using machine learning models to generate prognostic DTs by including them in statistical analysis modeling. This methodology aligns with regulatory guidance and represents an application of machine learning models suitable for the analysis of pivotal trial data. Validated DTs have the potential to improve clinical development efficiency in AD and in other neurological indications.</p> </section> <section> <h3> Highlights</h3> <div> <ul> <li>Digital twins (DTs) were generated by artificial intelligence (AI) models trained on historical datasets.</li> <li>Use of digital twin (DT) as a covariate in the analysis model can reduce treatment effect variability.</li> <li>By coupling DT with the a
机器学习模型利用基线数据来创建人工智能(AI)生成的数字双胞胎(DTs) -如果他们接受安慰剂,则对每个参与者的临床结果进行个性化预测。在2期或3期试验中,采用直接临床试验可以提高统计能力或减少所需的样本量,从而提高阿尔茨海默病(AD)试验的效率。在这里,我们使用来自AD 2期临床试验(AWARE, NCT02880956)的数据来证明这些特性。方法对6736名受试者的历史临床试验和观察数据进行数据协调后,使用条件受限玻尔兹曼机(CRBM)模型进行训练,生成AWARE试验参与者的dt。AWARE试验招募了453名患有轻度认知障碍(MCI)或轻度AD的受试者。评估dt作为预后协变量,以评估方差和样本量减少的收益。结果:在AWARE试验的第96周时,关键认知评估的DTs与基线变化评分之间存在正偏相关系数,范围为0.30至0.39。这些相关性与三个独立试验的验证结果一致,其范围为0.30至0.46。使用DTs后,总剩余方差减少了9%至15%。在保持统计效力的同时,在未来的AD试验中,DTs可以将总样本量减少9%至15%,对照组样本量减少17%至26%。通过将机器学习模型纳入统计分析建模,提高了AD临床试验中使用机器学习模型生成预后dt的效率。该方法与监管指导一致,代表了适用于关键试验数据分析的机器学习模型的应用。经过验证的DTs有可能提高阿尔茨海默病和其他神经系统适应症的临床开发效率。数字双胞胎(dt)是由人工智能(AI)模型在历史数据集上训练产生的。在分析模型中使用数字孪生(DT)作为协变量可以减少治疗效果的可变性。通过将DT与分析模型耦合,可以减小试验样本量。DT技术已被美国食品和药物管理局和欧洲药品管理局接受用于临床试验。
{"title":"Using AI-generated digital twins to boost clinical trial efficiency in Alzheimer's disease","authors":"Deli Wang,&nbsp;Hana Florian,&nbsp;Shau-Yu Lynch,&nbsp;Weining Robieson,&nbsp;Run Zhuang,&nbsp;Coco Kusiak,&nbsp;Jessica L. Ross,&nbsp;Jonathan R. Walsh,&nbsp;Ole Graff","doi":"10.1002/trc2.70181","DOIUrl":"https://doi.org/10.1002/trc2.70181","url":null,"abstract":"&lt;div&gt;\u0000 \u0000 \u0000 &lt;section&gt;\u0000 \u0000 &lt;h3&gt; INTRODUCTION&lt;/h3&gt;\u0000 \u0000 &lt;p&gt;Machine learning models leverage baseline data to create artificial intelligence (AI)–generated digital twins (DTs)—individualized predictions of each participant's clinical outcomes if they had received placebo. Incorporating DTs may increase statistical power or reduce required sample sizes in Phase 2 or 3 trials, and therefore improve efficiency in Alzheimer's disease (AD) trials. Here we demonstrate these properties using data from an AD Phase 2 clinical trial (AWARE, NCT02880956).&lt;/p&gt;\u0000 &lt;/section&gt;\u0000 \u0000 &lt;section&gt;\u0000 \u0000 &lt;h3&gt; METHODS&lt;/h3&gt;\u0000 \u0000 &lt;p&gt;A conditional restricted Boltzmann machine (CRBM) model was trained on historical clinical trials and observational data from 6736 unique subjects after data harmonization to generate DTs of participants from the AWARE trial. The AWARE trial enrolled 453 subjects with mild cognitive impairment (MCI) or mild AD. DTs were assessed as prognostic covariates to evaluate gains in variance and sample size reduction.&lt;/p&gt;\u0000 &lt;/section&gt;\u0000 \u0000 &lt;section&gt;\u0000 \u0000 &lt;h3&gt; RESULTS&lt;/h3&gt;\u0000 \u0000 &lt;p&gt;Positive partial correlation coefficients were found between DTs and change score from baseline in key cognitive assessments ranging from 0.30 to 0.39 at Week 96 in the AWARE trial. These correlations were consistent with validation results from three independent trials, which ranged from 0.30 to 0.46. Total residual variance was reduced by ~9% to 15% with DTs. While maintaining statistical power, DTs could reduce total sample size by ~9% to 15%, and control arm sample size by 17% to 26% in future AD trials.&lt;/p&gt;\u0000 &lt;/section&gt;\u0000 \u0000 &lt;section&gt;\u0000 \u0000 &lt;h3&gt; DISCUSSION&lt;/h3&gt;\u0000 \u0000 &lt;p&gt;Efficiency was improved in AD clinical trials using machine learning models to generate prognostic DTs by including them in statistical analysis modeling. This methodology aligns with regulatory guidance and represents an application of machine learning models suitable for the analysis of pivotal trial data. Validated DTs have the potential to improve clinical development efficiency in AD and in other neurological indications.&lt;/p&gt;\u0000 &lt;/section&gt;\u0000 \u0000 &lt;section&gt;\u0000 \u0000 &lt;h3&gt; Highlights&lt;/h3&gt;\u0000 \u0000 &lt;div&gt;\u0000 &lt;ul&gt;\u0000 \u0000 &lt;li&gt;Digital twins (DTs) were generated by artificial intelligence (AI) models trained on historical datasets.&lt;/li&gt;\u0000 \u0000 &lt;li&gt;Use of digital twin (DT) as a covariate in the analysis model can reduce treatment effect variability.&lt;/li&gt;\u0000 \u0000 &lt;li&gt;By coupling DT with the a","PeriodicalId":53225,"journal":{"name":"Alzheimer''s and Dementia: Translational Research and Clinical Interventions","volume":"11 4","pages":""},"PeriodicalIF":6.8,"publicationDate":"2025-11-22","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://alz-journals.onlinelibrary.wiley.com/doi/epdf/10.1002/trc2.70181","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145581377","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Perspectives on meaningful dementia treatment and care from those with lived experience 有生活经验的人对有意义的痴呆症治疗和护理的看法。
IF 6.8 Q1 CLINICAL NEUROLOGY Pub Date : 2025-11-19 DOI: 10.1002/trc2.70175
Walter Moczygemba, Darlene Bradley, Ralph Carmona, Vinny Celano, Leah Farley, Samuel Valverde, Anna Sampley, Lauren Stratton

The ongoing conversations surrounding the importance of minimal clinically important differences and descriptions of meaningful impacts must include the voices of those living with Alzheimer's disease and related dementias. To provide this perspective, members of the Alzheimer's Association Early Stage Advisory Group were asked to describe what matters most to them, their experiences with treatment, how they define meaningful care, and what would provide them with feelings of progress and hope. Responses offer differing yet complementary definitions of a quality life, ways in which clinicians and providers can recognize and support the person behind the diagnosis, and how participating in clinical trials can bring hope – both now and for the future. By centering on the lived experiences and perspectives of those people living with dementia, this article provides insight for those seeking to develop novel treatments and provide care and support, both now and in the future.

Highlights

  1. Maintaining independence, purposeful living, and social connection are among what matter most to those living with dementia.

  2. Meaningful treatment and care are person-centered and responsive to the needs and wants of the person living with dementia.

  3. Participating in clinical trials can have meaningful physical, cognitive, and psychosocial impacts for those living with dementia.

正在进行的围绕最小临床重要差异的重要性的对话和对有意义影响的描述必须包括阿尔茨海默病和相关痴呆症患者的声音。为了提供这一观点,阿尔茨海默氏症协会早期咨询小组的成员被要求描述对他们来说最重要的事情,他们的治疗经历,他们如何定义有意义的护理,以及什么会给他们带来进步和希望的感觉。回答提供了对高质量生活的不同但互补的定义,临床医生和提供者可以识别和支持诊断背后的人的方式,以及参与临床试验如何带来希望-无论是现在还是未来。通过关注痴呆症患者的生活经历和观点,这篇文章为那些寻求开发新的治疗方法并提供护理和支持的人提供了见解,无论是现在还是将来。重点:保持独立、有目的的生活和社会联系是痴呆症患者最重要的事情。有意义的治疗和护理以人为本,并对痴呆症患者的需要和愿望作出反应。参与临床试验可以对痴呆症患者的身体、认知和社会心理产生有意义的影响。
{"title":"Perspectives on meaningful dementia treatment and care from those with lived experience","authors":"Walter Moczygemba,&nbsp;Darlene Bradley,&nbsp;Ralph Carmona,&nbsp;Vinny Celano,&nbsp;Leah Farley,&nbsp;Samuel Valverde,&nbsp;Anna Sampley,&nbsp;Lauren Stratton","doi":"10.1002/trc2.70175","DOIUrl":"10.1002/trc2.70175","url":null,"abstract":"<div>\u0000 \u0000 \u0000 <section>\u0000 \u0000 <p>The ongoing conversations surrounding the importance of minimal clinically important differences and descriptions of meaningful impacts must include the voices of those living with Alzheimer's disease and related dementias. To provide this perspective, members of the Alzheimer's Association Early Stage Advisory Group were asked to describe what matters most to them, their experiences with treatment, how they define meaningful care, and what would provide them with feelings of progress and hope. Responses offer differing yet complementary definitions of a quality life, ways in which clinicians and providers can recognize and support the person behind the diagnosis, and how participating in clinical trials can bring hope – both now and for the future. By centering on the lived experiences and perspectives of those people living with dementia, this article provides insight for those seeking to develop novel treatments and provide care and support, both now and in the future.</p>\u0000 </section>\u0000 \u0000 <section>\u0000 \u0000 <h3> Highlights</h3>\u0000 \u0000 <div>\u0000 <ol>\u0000 \u0000 <li>\u0000 <p>Maintaining independence, purposeful living, and social connection are among what matter most to those living with dementia.</p>\u0000 </li>\u0000 \u0000 <li>\u0000 <p>Meaningful treatment and care are person-centered and responsive to the needs and wants of the person living with dementia.</p>\u0000 </li>\u0000 \u0000 <li>\u0000 <p>Participating in clinical trials can have meaningful physical, cognitive, and psychosocial impacts for those living with dementia.</p>\u0000 </li>\u0000 </ol>\u0000 </div>\u0000 </section>\u0000 </div>","PeriodicalId":53225,"journal":{"name":"Alzheimer''s and Dementia: Translational Research and Clinical Interventions","volume":"11 4","pages":""},"PeriodicalIF":6.8,"publicationDate":"2025-11-19","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC12627961/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145566339","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Lifestyle medicine and brain health: Insights from the U.S. Study to Protect Brain Health Through Lifestyle Intervention to Reduce Risk (U.S. POINTER) and the promise of personalization 生活方式医学和大脑健康:来自美国研究的见解,通过生活方式干预来降低风险(美国指针)和个性化的承诺。
IF 6.8 Q1 CLINICAL NEUROLOGY Pub Date : 2025-11-18 DOI: 10.1002/trc2.70180
Alfonso Alfini, Ryan J. Dougherty

The U.S. Study to Protect Brain Health Through Lifestyle Intervention to Reduce Risk (U.S. POINTER) is a landmark 2-year randomized clinical trial evaluating multidomain lifestyle interventions for dementia prevention in older adults at elevated risk. Its effectiveness and national reach represent an important step towards scaling prevention science in diverse, real-world settings. However, the trial also underscores a persistent challenge in lifestyle medicine: the prioritization of feasibility over optimization. In this commentary, we review U.S. POINTER through a precision medicine lens and outline strategies to integrate standardized core elements with flexible, individualized components that can amplify both potency and applicability. We emphasize three priorities: (1) tailoring interventions to drive physiological adaptations; (2) leveraging the synergistic potential of related behavioral domains; and (3) targeting sleep and circadian health as central intervention components. While U.S. POINTER advances feasibility and community participation, a more tailored, mechanistically informed approach could increase effect sizes and extend benefits to populations historically excluded in prevention research. Personalized strategies should not be confined to pharmacology—they must also guide behavioral interventions. Designing lifestyle programs that stimulate measurable adaptations, leverage behavioral synergy, and align with circadian biology offers the potential to produce greater and more durable cognitive benefits.

Highlights

  • The U.S. Study to Protect Brain Health Through Lifestyle Intervention to Reduce Risk (U.S. POINTER) trial demonstrates that complex, multidomain interventions are feasible, acceptable, and capable of producing measurable cognitive benefits across large, heterogenous populations.
  • While effective, U.S. POINTER produced modest effect sizes, suggesting that some components may not have been sufficiently potent or specific to elicit maximal benefits.
  • To advance beyond feasibility, future multidomain lifestyle interventions should (1) tailor interventions to drive physiological adaptations; (2) leverage the synergistic potential of related behavioral domains; and (3) target sleep and circadian health as central intervention components.
美国通过生活方式干预保护大脑健康以降低风险的研究(U.S. POINTER)是一项具有里程碑意义的2年随机临床试验,评估多领域生活方式干预对高风险老年人痴呆预防的作用。它的有效性和全国覆盖范围是朝着将预防科学推广到不同的现实世界环境迈出的重要一步。然而,该试验也强调了生活方式医学中一个持续存在的挑战:可行性优先于优化。在这篇评论中,我们通过精准医学的视角回顾了美国POINTER,并概述了将标准化的核心元素与灵活、个性化的组件相结合的策略,这些组件可以增强效力和适用性。我们强调三个重点:(1)定制干预措施以驱动生理适应;(2)利用相关行为领域的协同潜力;(3)以睡眠和昼夜健康为中心干预成分。虽然美国的指针提高了可行性和社区参与,但更有针对性、更有机制的方法可以增加效果,并使以往被排除在预防研究之外的人群受益。个性化策略不应局限于药理学——它们还必须指导行为干预。设计生活方式方案,刺激可测量的适应性,利用行为协同作用,并与昼夜节律生物学保持一致,提供了产生更大、更持久的认知益处的潜力。重点:美国通过生活方式干预以降低风险保护大脑健康的研究(U.S. POINTER)试验表明,复杂的多领域干预是可行的,可接受的,并且能够在大型异质人群中产生可测量的认知益处。虽然有效,但美国POINTER产生了适度的效应量,这表明一些成分可能不够有效或特异性,无法产生最大的益处。为了超越可行性,未来的多领域生活方式干预应该:(1)量身定制干预措施,以驱动生理适应;(2)利用相关行为域的协同潜力;(3)目标睡眠和昼夜健康作为中心干预成分。
{"title":"Lifestyle medicine and brain health: Insights from the U.S. Study to Protect Brain Health Through Lifestyle Intervention to Reduce Risk (U.S. POINTER) and the promise of personalization","authors":"Alfonso Alfini,&nbsp;Ryan J. Dougherty","doi":"10.1002/trc2.70180","DOIUrl":"10.1002/trc2.70180","url":null,"abstract":"<div>\u0000 \u0000 \u0000 <section>\u0000 \u0000 <p>The U.S. Study to Protect Brain Health Through Lifestyle Intervention to Reduce Risk (U.S. POINTER) is a landmark 2-year randomized clinical trial evaluating multidomain lifestyle interventions for dementia prevention in older adults at elevated risk. Its effectiveness and national reach represent an important step towards scaling prevention science in diverse, real-world settings. However, the trial also underscores a persistent challenge in lifestyle medicine: the prioritization of feasibility over optimization. In this commentary, we review U.S. POINTER through a precision medicine lens and outline strategies to integrate standardized core elements with flexible, individualized components that can amplify both potency and applicability. We emphasize three priorities: (1) tailoring interventions to drive physiological adaptations; (2) leveraging the synergistic potential of related behavioral domains; and (3) targeting sleep and circadian health as central intervention components. While U.S. POINTER advances feasibility and community participation, a more tailored, mechanistically informed approach could increase effect sizes and extend benefits to populations historically excluded in prevention research. Personalized strategies should not be confined to pharmacology—they must also guide behavioral interventions. Designing lifestyle programs that stimulate measurable adaptations, leverage behavioral synergy, and align with circadian biology offers the potential to produce greater and more durable cognitive benefits.</p>\u0000 </section>\u0000 \u0000 <section>\u0000 \u0000 <h3> Highlights</h3>\u0000 \u0000 <div>\u0000 <ul>\u0000 \u0000 <li>The U.S. Study to Protect Brain Health Through Lifestyle Intervention to Reduce Risk (U.S. POINTER) trial demonstrates that complex, multidomain interventions are feasible, acceptable, and capable of producing measurable cognitive benefits across large, heterogenous populations.</li>\u0000 \u0000 <li>While effective, U.S. POINTER produced modest effect sizes, suggesting that some components may not have been sufficiently potent or specific to elicit maximal benefits.</li>\u0000 \u0000 <li>To advance beyond feasibility, future multidomain lifestyle interventions should (1) tailor interventions to drive physiological adaptations; (2) leverage the synergistic potential of related behavioral domains; and (3) target sleep and circadian health as central intervention components.</li>\u0000 </ul>\u0000 </div>\u0000 </section>\u0000 </div>","PeriodicalId":53225,"journal":{"name":"Alzheimer''s and Dementia: Translational Research and Clinical Interventions","volume":"11 4","pages":""},"PeriodicalIF":6.8,"publicationDate":"2025-11-18","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC12624361/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145558182","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Polypharmacy and risk of dementia progression in older adults with mild cognitive impairment: A longitudinal cohort study 多重用药与轻度认知障碍老年人痴呆进展风险:一项纵向队列研究。
IF 6.8 Q1 CLINICAL NEUROLOGY Pub Date : 2025-11-18 DOI: 10.1002/trc2.70179
Ying-Hsin Hsu, Chih-Kuang Liang, Ming-Yueh Chou, Hsiu-Chu Shen, Yu-Chun Wang, Hirotaka Iwaki, Yu-Te Lin, Yang C. Fann

INTRODUCTION

Polypharmacy is common in older adults with mild cognitive impairment (MCI), but its impact on cognitive decline is unclear. Studies on the association between polypharmacy and cognitive outcomes have yielded inconsistent evidence. The objective of this study was to assess the association between polypharmacy and the risk of progression from MCI to dementia.

METHODS

We conducted a longitudinal cohort study of 237 older adults with MCI in Taiwan. Polypharmacy was defined as the concurrent use of ≥5 prescription medications. Cognitive function was assessed annually using the Clinical Dementia Rating scale. Cox proportional hazards regression models were used to evaluate the association between polypharmacy and dementia risk, adjusting for demographic and clinical covariates. Subgroup analyses examined the effects of different medication counts and specific medications on dementia progression.

RESULTS

Among 237 participants, 108 (45.6%) had polypharmacy, and 89 were diagnosed with dementia during a median follow-up of 34 months (interquartile range: 16.7 to 52.6 months). Kaplan–Meier analysis showed a higher dementia-free survival probability in the polypharmacy group (p = 0.005). Cox regression analysis revealed that polypharmacy was significantly associated with a reduced risk of MCI progression to dementia (hazard ratio [HR] = 0.49, 95% confidence interval [CI]: 0.31 to 0.78) after adjusting for covariates. Medication counts ranging from ≥5 to ≥8 were significantly associated with a reduced dementia risk, without a clear cut-off. Further analysis suggested that antihypertensive and lipid-modifying drugs were associated with a reduced risk of dementia progression.

CONCLUSION

Our findings suggest that polypharmacy is associated with a lower risk of progression to dementia in people with MCI, highlighting the importance of medication appropriateness over medication count. Future research should optimize pharmacological strategies to balance the risks and benefits of polypharmacy in older adults with MCI.

Highlights

  • Polypharmacy was linked to reduced dementia risk in older adults with MCI.
  • No clear medication threshold (≥5 to ≥8) fo
多重用药在轻度认知障碍(MCI)的老年人中很常见,但其对认知能力下降的影响尚不清楚。关于多药与认知结果之间关系的研究得出了不一致的证据。本研究的目的是评估多重用药与轻度认知损伤发展为痴呆的风险之间的关系。方法:我们对台湾237名老年轻度认知损伤患者进行了纵向队列研究。多重用药定义为同时使用≥5种处方药。认知功能每年使用临床痴呆评定量表进行评估。Cox比例风险回归模型用于评估多种用药与痴呆风险之间的关系,并对人口统计学和临床协变量进行了调整。亚组分析检查了不同药物数量和特定药物对痴呆进展的影响。结果:在237名参与者中,108名(45.6%)患有多种药物,89名在中位随访34个月(四分位数范围:16.7至52.6个月)期间被诊断为痴呆症。Kaplan-Meier分析显示,综合用药组无痴呆生存率较高(p = 0.005)。Cox回归分析显示,在调整协变量后,多药治疗与MCI进展为痴呆的风险降低显著相关(风险比[HR] = 0.49, 95%可信区间[CI]: 0.31至0.78)。用药计数≥5至≥8与痴呆风险降低显著相关,没有明确的截止值。进一步的分析表明,降压药和降脂药与降低痴呆进展风险相关。结论:我们的研究结果表明,多种药物治疗与MCI患者进展为痴呆的风险较低有关,强调了药物适当性比药物数量的重要性。未来的研究应优化药理学策略,以平衡多重药物治疗老年轻度认知损伤的风险和益处。重点:多药治疗与老年轻度认知障碍患者痴呆风险降低有关。痴呆风险降低没有明确的用药阈值(≥5 ~≥8)。特定药物与痴呆进展的风险降低有关。强调了用药目的和用药类型比用药数量的重要性。未来的研究应该优化老年轻度认知损伤患者的药物治疗策略。
{"title":"Polypharmacy and risk of dementia progression in older adults with mild cognitive impairment: A longitudinal cohort study","authors":"Ying-Hsin Hsu,&nbsp;Chih-Kuang Liang,&nbsp;Ming-Yueh Chou,&nbsp;Hsiu-Chu Shen,&nbsp;Yu-Chun Wang,&nbsp;Hirotaka Iwaki,&nbsp;Yu-Te Lin,&nbsp;Yang C. Fann","doi":"10.1002/trc2.70179","DOIUrl":"10.1002/trc2.70179","url":null,"abstract":"<div>\u0000 \u0000 \u0000 <section>\u0000 \u0000 <h3> INTRODUCTION</h3>\u0000 \u0000 <p>Polypharmacy is common in older adults with mild cognitive impairment (MCI), but its impact on cognitive decline is unclear. Studies on the association between polypharmacy and cognitive outcomes have yielded inconsistent evidence. The objective of this study was to assess the association between polypharmacy and the risk of progression from MCI to dementia.</p>\u0000 </section>\u0000 \u0000 <section>\u0000 \u0000 <h3> METHODS</h3>\u0000 \u0000 <p>We conducted a longitudinal cohort study of 237 older adults with MCI in Taiwan. Polypharmacy was defined as the concurrent use of ≥5 prescription medications. Cognitive function was assessed annually using the Clinical Dementia Rating scale. Cox proportional hazards regression models were used to evaluate the association between polypharmacy and dementia risk, adjusting for demographic and clinical covariates. Subgroup analyses examined the effects of different medication counts and specific medications on dementia progression.</p>\u0000 </section>\u0000 \u0000 <section>\u0000 \u0000 <h3> RESULTS</h3>\u0000 \u0000 <p>Among 237 participants, 108 (45.6%) had polypharmacy, and 89 were diagnosed with dementia during a median follow-up of 34 months (interquartile range: 16.7 to 52.6 months). Kaplan–Meier analysis showed a higher dementia-free survival probability in the polypharmacy group (<i>p</i> = 0.005). Cox regression analysis revealed that polypharmacy was significantly associated with a reduced risk of MCI progression to dementia (hazard ratio [HR] = 0.49, 95% confidence interval [CI]: 0.31 to 0.78) after adjusting for covariates. Medication counts ranging from ≥5 to ≥8 were significantly associated with a reduced dementia risk, without a clear cut-off. Further analysis suggested that antihypertensive and lipid-modifying drugs were associated with a reduced risk of dementia progression.</p>\u0000 </section>\u0000 \u0000 <section>\u0000 \u0000 <h3> CONCLUSION</h3>\u0000 \u0000 <p>Our findings suggest that polypharmacy is associated with a lower risk of progression to dementia in people with MCI, highlighting the importance of medication appropriateness over medication count. Future research should optimize pharmacological strategies to balance the risks and benefits of polypharmacy in older adults with MCI.</p>\u0000 </section>\u0000 \u0000 <section>\u0000 \u0000 <h3> Highlights</h3>\u0000 \u0000 <div>\u0000 <ul>\u0000 \u0000 <li>Polypharmacy was linked to reduced dementia risk in older adults with MCI.</li>\u0000 \u0000 <li>No clear medication threshold (≥5 to ≥8) fo","PeriodicalId":53225,"journal":{"name":"Alzheimer''s and Dementia: Translational Research and Clinical Interventions","volume":"11 4","pages":""},"PeriodicalIF":6.8,"publicationDate":"2025-11-18","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC12627230/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145566474","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Risk factor profiles and cognitive function in older adults: the Brain Health Support Program Study 老年人的风险因素概况和认知功能:脑健康支持计划研究。
IF 6.8 Q1 CLINICAL NEUROLOGY Pub Date : 2025-11-17 DOI: 10.1002/trc2.70173
Caroline S. Duchaine, Manuel Montero-Odasso, Haakon B. Nygaard, Paul W. H. Brewster, Diane M. Jacobs, Nicole D. Anderson, Penelope J. Slack, January M. Durant, Jody-Lynn Lupo, Howard Chertkow, Howard H. Feldman, Sylvie Belleville, the Canadian Consortium on Neurodegeneration in Aging (CCNA), CAN-THUMBS UP Study Group

BACKGROUND

Dementia risk factors coexist and interact in meaningful ways. Identifying risk profiles can inform prevention strategies.

METHODS

This study examined profiles using seven modifiable risk factors and their associations with cognition and sex among older adults at risk of dementia. Risk profiles were identified using principal component analysis, and linear regressions assessed their associations with cognition.

RESULTS

Three profiles emerged: (1) better sleep and social/psychological health; (2) better diet, physical activity, and vascular health; and (3) better cognitive engagement. Similar profiles were observed in women, except that better cognitive engagement grouped with poorer vascular health. In men, better cognitive engagement grouped with better vascular health and vision/hearing, while lower cognitive engagement was grouped with better sleep and social/psychological health. The lower cognitive engagement profile in men was associated with poorer cognition.

DISCUSSION

Prevention strategies should target meaningful combinations of risk factors to improve dementia prevention. Further research is needed to validate and refine these profiles.

Highlights

  • This study evaluated risk profiles using a broad range of modifiable risk factors.
  • This is the first study to analyze such profiles in a Canadian population, stratified by sex.
  • Risk profiles differed by sex, especially for the cognitive engagement risk factor.
  • In men, lower cognitive engagement profile was associated with poorer cognition.
背景:痴呆危险因素以有意义的方式共存并相互作用。确定风险概况可以为预防战略提供信息。方法:本研究使用七个可改变的风险因素及其与认知和性别在老年痴呆症风险中的关系进行了调查。使用主成分分析确定风险概况,并使用线性回归评估其与认知的关联。结果:出现了三个方面:(1)更好的睡眠和社会/心理健康;(2)更好的饮食、身体活动和血管健康;(3)更好的认知投入。在女性身上也观察到了类似的情况,除了认知能力较强的女性血管健康状况较差。在男性中,更好的认知参与与更好的血管健康和视觉/听力有关,而更低的认知参与与更好的睡眠和社会/心理健康有关。男性较低的认知投入与较差的认知有关。讨论:预防策略应针对有意义的风险因素组合,以改善痴呆预防。需要进一步的研究来验证和完善这些概况。重点:本研究使用广泛的可改变的风险因素来评估风险概况。这是第一个在加拿大人口中按性别分层分析此类概况的研究。风险概况因性别而异,尤其是认知参与风险因素。在男性中,较低的认知投入与较差的认知有关。
{"title":"Risk factor profiles and cognitive function in older adults: the Brain Health Support Program Study","authors":"Caroline S. Duchaine,&nbsp;Manuel Montero-Odasso,&nbsp;Haakon B. Nygaard,&nbsp;Paul W. H. Brewster,&nbsp;Diane M. Jacobs,&nbsp;Nicole D. Anderson,&nbsp;Penelope J. Slack,&nbsp;January M. Durant,&nbsp;Jody-Lynn Lupo,&nbsp;Howard Chertkow,&nbsp;Howard H. Feldman,&nbsp;Sylvie Belleville,&nbsp;the Canadian Consortium on Neurodegeneration in Aging (CCNA), CAN-THUMBS UP Study Group","doi":"10.1002/trc2.70173","DOIUrl":"10.1002/trc2.70173","url":null,"abstract":"<div>\u0000 \u0000 \u0000 <section>\u0000 \u0000 <h3> BACKGROUND</h3>\u0000 \u0000 <p>Dementia risk factors coexist and interact in meaningful ways. Identifying risk profiles can inform prevention strategies.</p>\u0000 </section>\u0000 \u0000 <section>\u0000 \u0000 <h3> METHODS</h3>\u0000 \u0000 <p>This study examined profiles using seven modifiable risk factors and their associations with cognition and sex among older adults at risk of dementia. Risk profiles were identified using principal component analysis, and linear regressions assessed their associations with cognition.</p>\u0000 </section>\u0000 \u0000 <section>\u0000 \u0000 <h3> RESULTS</h3>\u0000 \u0000 <p>Three profiles emerged: (1) better sleep and social/psychological health; (2) better diet, physical activity, and vascular health; and (3) better cognitive engagement. Similar profiles were observed in women, except that better cognitive engagement grouped with poorer vascular health. In men, better cognitive engagement grouped with better vascular health and vision/hearing, while lower cognitive engagement was grouped with better sleep and social/psychological health. The lower cognitive engagement profile in men was associated with poorer cognition.</p>\u0000 </section>\u0000 \u0000 <section>\u0000 \u0000 <h3> DISCUSSION</h3>\u0000 \u0000 <p>Prevention strategies should target meaningful combinations of risk factors to improve dementia prevention. Further research is needed to validate and refine these profiles.</p>\u0000 </section>\u0000 \u0000 <section>\u0000 \u0000 <h3> Highlights</h3>\u0000 \u0000 <div>\u0000 <ul>\u0000 \u0000 <li>This study evaluated risk profiles using a broad range of modifiable risk factors.</li>\u0000 \u0000 <li>This is the first study to analyze such profiles in a Canadian population, stratified by sex.</li>\u0000 \u0000 <li>Risk profiles differed by sex, especially for the cognitive engagement risk factor.</li>\u0000 \u0000 <li>In men, lower cognitive engagement profile was associated with poorer cognition.</li>\u0000 </ul>\u0000 </div>\u0000 </section>\u0000 </div>","PeriodicalId":53225,"journal":{"name":"Alzheimer''s and Dementia: Translational Research and Clinical Interventions","volume":"11 4","pages":""},"PeriodicalIF":6.8,"publicationDate":"2025-11-17","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC12623131/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145551901","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Developing educational materials to aid in Alzheimer's blood biomarker disclosure 开发教育材料,以帮助阿尔茨海默氏症血液生物标志物的披露。
IF 6.8 Q1 CLINICAL NEUROLOGY Pub Date : 2025-11-17 DOI: 10.1002/trc2.70182
Raymond R. Romano III, Dominic Roby, Sydney Wilhoite, Marina Velez, Angela L. Jefferson, Corey J. Bolton

INTRODUCTION

A crucial step before clinical use of Alzheimer's disease (AD) blood biomarkers is the development of effective methods for disclosing results. This mixed-method study developed educational materials to disclose the dementia risk based on plasma phosphorylated tau (p-tau) results.

METHODS

Participants diagnosed with mild cognitive impairment (MCI; n = 8) and their care partners (n = 7) participated in focus groups discussing the utility of an educational tool and communication preferences. Focus groups were recorded, transcribed, and analyzed using NVivo, with two independent coders conducting thematic analysis.

RESULTS

Participants rated the materials highly regarding value and comprehension. Thematic analysis revealed confusion about dementia progression and terminology. Participants preferred varied communication modes. Participants found utility in these materials but sought additional information on risk reduction.

DISCUSSION

These findings highlight the utility of educational materials to aid in the disclosure of AD dementia risk based on plasma p-tau to individuals with MCI and their loved ones.

Highlights

  • Individuals with mild cognitive impairment (MCI) find value in receiving blood biomarker results.
  • Additional risk reduction information is helpful when communicating dementia risk.
  • Individuals prefer medical information communicated visually.
在临床使用阿尔茨海默病(AD)血液生物标志物之前的关键一步是开发有效的方法来披露结果。这项混合方法研究开发了教育材料,以揭示基于血浆磷酸化tau (p-tau)结果的痴呆风险。方法:诊断为轻度认知障碍(MCI; n = 8)的参与者及其护理伙伴(n = 7)参加焦点小组讨论教育工具的效用和沟通偏好。使用NVivo对焦点群体进行记录、转录和分析,由两名独立编码器进行专题分析。结果:参与者对材料的价值和理解程度评价很高。专题分析揭示了对痴呆症进展和术语的混淆。参与者喜欢不同的沟通方式。与会者发现这些材料很有用,但希望获得关于降低风险的更多信息。讨论:这些发现强调了教育材料的实用性,以帮助MCI患者及其亲人揭示基于血浆p-tau的AD痴呆风险。亮点:轻度认知障碍(MCI)患者发现接受血液生物标志物结果的价值。在沟通痴呆症风险时,额外的风险降低信息是有帮助的。个人更喜欢以视觉方式传达医疗信息。
{"title":"Developing educational materials to aid in Alzheimer's blood biomarker disclosure","authors":"Raymond R. Romano III,&nbsp;Dominic Roby,&nbsp;Sydney Wilhoite,&nbsp;Marina Velez,&nbsp;Angela L. Jefferson,&nbsp;Corey J. Bolton","doi":"10.1002/trc2.70182","DOIUrl":"10.1002/trc2.70182","url":null,"abstract":"<div>\u0000 \u0000 \u0000 <section>\u0000 \u0000 <h3> INTRODUCTION</h3>\u0000 \u0000 <p>A crucial step before clinical use of Alzheimer's disease (AD) blood biomarkers is the development of effective methods for disclosing results. This mixed-method study developed educational materials to disclose the dementia risk based on plasma phosphorylated tau (p-tau) results.</p>\u0000 </section>\u0000 \u0000 <section>\u0000 \u0000 <h3> METHODS</h3>\u0000 \u0000 <p>Participants diagnosed with mild cognitive impairment (MCI; <i>n</i> = 8) and their care partners (<i>n</i> = 7) participated in focus groups discussing the utility of an educational tool and communication preferences. Focus groups were recorded, transcribed, and analyzed using NVivo, with two independent coders conducting thematic analysis.</p>\u0000 </section>\u0000 \u0000 <section>\u0000 \u0000 <h3> RESULTS</h3>\u0000 \u0000 <p>Participants rated the materials highly regarding value and comprehension. Thematic analysis revealed confusion about dementia progression and terminology. Participants preferred varied communication modes. Participants found utility in these materials but sought additional information on risk reduction.</p>\u0000 </section>\u0000 \u0000 <section>\u0000 \u0000 <h3> DISCUSSION</h3>\u0000 \u0000 <p>These findings highlight the utility of educational materials to aid in the disclosure of AD dementia risk based on plasma p-tau to individuals with MCI and their loved ones.</p>\u0000 </section>\u0000 \u0000 <section>\u0000 \u0000 <h3> Highlights</h3>\u0000 \u0000 <div>\u0000 <ul>\u0000 \u0000 <li>Individuals with mild cognitive impairment (MCI) find value in receiving blood biomarker results.</li>\u0000 \u0000 <li>Additional risk reduction information is helpful when communicating dementia risk.</li>\u0000 \u0000 <li>Individuals prefer medical information communicated visually.</li>\u0000 </ul>\u0000 </div>\u0000 </section>\u0000 </div>","PeriodicalId":53225,"journal":{"name":"Alzheimer''s and Dementia: Translational Research and Clinical Interventions","volume":"11 4","pages":""},"PeriodicalIF":6.8,"publicationDate":"2025-11-17","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC12623145/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145558435","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
期刊
Alzheimer''s and Dementia: Translational Research and Clinical Interventions
全部 Acc. Chem. Res. ACS Applied Bio Materials ACS Appl. Electron. Mater. ACS Appl. Energy Mater. ACS Appl. Mater. Interfaces ACS Appl. Nano Mater. ACS Appl. Polym. Mater. ACS BIOMATER-SCI ENG ACS Catal. ACS Cent. Sci. ACS Chem. Biol. ACS Chemical Health & Safety ACS Chem. Neurosci. ACS Comb. Sci. ACS Earth Space Chem. ACS Energy Lett. ACS Infect. Dis. ACS Macro Lett. ACS Mater. Lett. ACS Med. Chem. Lett. ACS Nano ACS Omega ACS Photonics ACS Sens. ACS Sustainable Chem. Eng. ACS Synth. Biol. Anal. Chem. BIOCHEMISTRY-US Bioconjugate Chem. BIOMACROMOLECULES Chem. Res. Toxicol. Chem. Rev. Chem. Mater. CRYST GROWTH DES ENERG FUEL Environ. Sci. Technol. Environ. Sci. Technol. Lett. Eur. J. Inorg. Chem. IND ENG CHEM RES Inorg. Chem. J. Agric. Food. Chem. J. Chem. Eng. Data J. Chem. Educ. J. Chem. Inf. Model. J. Chem. Theory Comput. J. Med. Chem. J. Nat. Prod. J PROTEOME RES J. Am. Chem. Soc. LANGMUIR MACROMOLECULES Mol. Pharmaceutics Nano Lett. Org. Lett. ORG PROCESS RES DEV ORGANOMETALLICS J. Org. Chem. J. Phys. Chem. J. Phys. Chem. A J. Phys. Chem. B J. Phys. Chem. C J. Phys. Chem. Lett. Analyst Anal. Methods Biomater. Sci. Catal. Sci. Technol. Chem. Commun. Chem. Soc. Rev. CHEM EDUC RES PRACT CRYSTENGCOMM Dalton Trans. Energy Environ. Sci. ENVIRON SCI-NANO ENVIRON SCI-PROC IMP ENVIRON SCI-WAT RES Faraday Discuss. Food Funct. Green Chem. Inorg. Chem. Front. Integr. Biol. J. Anal. At. Spectrom. J. Mater. Chem. A J. Mater. Chem. B J. Mater. Chem. C Lab Chip Mater. Chem. Front. Mater. Horiz. MEDCHEMCOMM Metallomics Mol. Biosyst. Mol. Syst. Des. Eng. Nanoscale Nanoscale Horiz. Nat. Prod. Rep. New J. Chem. Org. Biomol. Chem. Org. Chem. Front. PHOTOCH PHOTOBIO SCI PCCP Polym. Chem.
×
引用
GB/T 7714-2015
复制
MLA
复制
APA
复制
导出至
BibTeX EndNote RefMan NoteFirst NoteExpress
×
0
微信
客服QQ
Book学术公众号 扫码关注我们
反馈
×
意见反馈
请填写您的意见或建议
请填写您的手机或邮箱
×
提示
您的信息不完整,为了账户安全,请先补充。
现在去补充
×
提示
您因"违规操作"
具体请查看互助需知
我知道了
×
提示
确定
Book学术官方微信
Book学术文献互助
Book学术文献互助群
群 号:604180095
Book学术
文献互助 智能选刊 最新文献 互助须知 联系我们:info@booksci.cn
Book学术提供免费学术资源搜索服务,方便国内外学者检索中英文文献。致力于提供最便捷和优质的服务体验。
Copyright © 2023 Book学术 All rights reserved.
ghs 京公网安备 11010802042870号 京ICP备2023020795号-1