Pub Date : 2025-10-14DOI: 10.1186/s13195-025-01854-z
Itziar de Rojas, Marc Hulsman, Niccoló Tesi, Rosalina M L van Spaendonk, Jetske van der Schaar, Janna I R Dijkstra, Wiesje M van der Flier, Fred van Ruissen, Philip R Jansen, Marcel T Reinders, Mieke M van Haelst, Yolande A L Pijnenburg, Maria Victoria Fernandez, Agustín Ruiz, Henne H Holstege, Sven J van der Lee
{"title":"Genetic testing of common and rare variants in dementia patients from a memory clinic : Dementia-related genetic testing in memory clinic.","authors":"Itziar de Rojas, Marc Hulsman, Niccoló Tesi, Rosalina M L van Spaendonk, Jetske van der Schaar, Janna I R Dijkstra, Wiesje M van der Flier, Fred van Ruissen, Philip R Jansen, Marcel T Reinders, Mieke M van Haelst, Yolande A L Pijnenburg, Maria Victoria Fernandez, Agustín Ruiz, Henne H Holstege, Sven J van der Lee","doi":"10.1186/s13195-025-01854-z","DOIUrl":"10.1186/s13195-025-01854-z","url":null,"abstract":"","PeriodicalId":7516,"journal":{"name":"Alzheimer's Research & Therapy","volume":"17 1","pages":"225"},"PeriodicalIF":7.6,"publicationDate":"2025-10-14","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC12522692/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145290660","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Pub Date : 2025-10-14DOI: 10.1186/s13195-025-01867-8
Marina Ritchie, Kedir Hussen, Oliver Langford, Christian Navarro, Zara Kotadiya, Michael C Donohue, Paul Aisen, Reisa A Sperling, Joshua D Grill, Rema Raman
Background: Alzheimer's disease (AD) clinical trials enroll participants at various site types including research-focused academic institutions and independent non-academic sites. Limited research has examined the impact of site type on recruitment and retention outcomes.
Methods: To evaluate potential differences between site types, we used data from the Anti-Amyloid Treatment for Asymptomatic AD (A4) trial, the largest completed preclinical AD trial to date. We first compared the frequency of varying recruitment sources between site types. We then examined potential differences in participant- and site-level characteristics. To assess potential site type differences in retention, we fit a multivariable logistic regression model adjusting for variables associated with site type. For participants who prematurely discontinued, we examined potential differences by site type in reasons for dropout.
Results: One thousand and fifty-eight participants were randomized at 50 academic (N = 835) and 15 non-academic (N = 223) sites in North America. Academic sites had higher proportions of participants recruited through earned media and organizational referrals and lower proportions recruited through internal referrals and advertisements, compared to non-academic sites. Participant-level characteristics differed between site types. Compared to non-academic sites, academic sites had higher proportions of participants with a family history of dementia and a professional degree (highest education category), but lower proportions of individuals with a history of diabetes, a CDR-SB score above 0, and belonging to a racial and ethnic underrepresented group. Though the results were not statistically significant, non-academic sites had a higher screening rate (number of participants screened/site/month), but a lower randomization rate (randomized/screened) compared to academic sites. No site type differences in completion rates were observed. When examining reasons for discontinuation, we found that among the 72 participants who discontinued the trial at non-academic sites, 56 (77.8%) withdrew consent or were lost to follow up. In contrast, 140 out of 243 (57.6%) participants who discontinued the trial in academic sites withdrew consent or were lost to follow up.
Conclusion: Our findings shed light on important site type differences that investigators should consider when making choices around site, design, and conduct in multisite preclinical AD trials.
{"title":"Recruitment and retention in a preclinical AD trial: comparisons between academic and non-academic sites.","authors":"Marina Ritchie, Kedir Hussen, Oliver Langford, Christian Navarro, Zara Kotadiya, Michael C Donohue, Paul Aisen, Reisa A Sperling, Joshua D Grill, Rema Raman","doi":"10.1186/s13195-025-01867-8","DOIUrl":"10.1186/s13195-025-01867-8","url":null,"abstract":"<p><strong>Background: </strong>Alzheimer's disease (AD) clinical trials enroll participants at various site types including research-focused academic institutions and independent non-academic sites. Limited research has examined the impact of site type on recruitment and retention outcomes.</p><p><strong>Methods: </strong>To evaluate potential differences between site types, we used data from the Anti-Amyloid Treatment for Asymptomatic AD (A4) trial, the largest completed preclinical AD trial to date. We first compared the frequency of varying recruitment sources between site types. We then examined potential differences in participant- and site-level characteristics. To assess potential site type differences in retention, we fit a multivariable logistic regression model adjusting for variables associated with site type. For participants who prematurely discontinued, we examined potential differences by site type in reasons for dropout.</p><p><strong>Results: </strong>One thousand and fifty-eight participants were randomized at 50 academic (N = 835) and 15 non-academic (N = 223) sites in North America. Academic sites had higher proportions of participants recruited through earned media and organizational referrals and lower proportions recruited through internal referrals and advertisements, compared to non-academic sites. Participant-level characteristics differed between site types. Compared to non-academic sites, academic sites had higher proportions of participants with a family history of dementia and a professional degree (highest education category), but lower proportions of individuals with a history of diabetes, a CDR-SB score above 0, and belonging to a racial and ethnic underrepresented group. Though the results were not statistically significant, non-academic sites had a higher screening rate (number of participants screened/site/month), but a lower randomization rate (randomized/screened) compared to academic sites. No site type differences in completion rates were observed. When examining reasons for discontinuation, we found that among the 72 participants who discontinued the trial at non-academic sites, 56 (77.8%) withdrew consent or were lost to follow up. In contrast, 140 out of 243 (57.6%) participants who discontinued the trial in academic sites withdrew consent or were lost to follow up.</p><p><strong>Conclusion: </strong>Our findings shed light on important site type differences that investigators should consider when making choices around site, design, and conduct in multisite preclinical AD trials.</p>","PeriodicalId":7516,"journal":{"name":"Alzheimer's Research & Therapy","volume":"17 1","pages":"222"},"PeriodicalIF":7.6,"publicationDate":"2025-10-14","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC12522582/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145290696","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Pub Date : 2025-10-14DOI: 10.1186/s13195-025-01852-1
Mingzhao Hu, Christina M Moloney, Scott A Przybelski, Alicia Algeciras-Schimnich, Terry M Therneau, Angela J Fought, Darren M Rothberg, Aivi T Nguyen, R Ross Reichard, Dennis W Dickson, David S Knopman, Clifford R Jack, Ronald C Petersen, Ekaterina Hofrenning, Michelle M Mielke, Jonathan Graff-Radford, Melissa E Murray, Prashanthi Vemuri
Background: Antemortem plasma and structural MRI biomarkers of Alzheimer's disease (AD) are increasingly utilized for diagnosis and prognosis but their ability to predict regional tau burden remains relatively unexplored. We aimed to evaluate predictive models based on antemortem AD plasma and structural MRI for prediction of regional tau pathology in postmortem brain tissue.
Methods: Autopsy data from 62 participants in the Mayo Clinic Study of Aging (MCSA) were analyzed (mean age of 84.6 years; 32% female; 1.4 years of mean time of last plasma draw to death). Tau pathology in the hippocampus and parietal cortex was quantified using two immunohistochemical markers: AT8, an early tangle maturity marker, and 2E9, an advanced tangle maturity marker. Three antemortem plasma markers including phosphorylated tau protein at threonine 181 (p-tau181), total amyloid-β (Aβ) 42 relative to Aβ40 ratio (Aβ42/40), and glial fibrillary acidic protein (GFAP) and three regional structural MRI markers including the hippocampus volume adjusted for total intracranial volume (HVA), parietal thickness (PTH) and parietal volume divided by total intracranial volume (PVTIV) were utilized as predictors. Weighted linear regression models using weights based on time from last plasma draw to death were adjusted for age, sex and cardiovascular and metabolic conditions (CMC) score for patients. We report estimated adjusted R2 and partial R2 for predicting postmortem tau pathology in the hippocampus and parietal cortex stained by AT8 and 2E9.
Results: MRI models (adjusted R2 of 0.28-0.66) showed better performance at predicting tau pathology than plasma models (adjusted R2 of 0.19-0.36). The highest adjusted R2 was 0.66 for predicting hippocampal 2E9 using HVA, followed by an adjusted R2 of 0.6 for hippocampal AT8. Predictions for parietal AT8 and 2E9 were lower with an adjusted R2 of 0.28-0.29 based on MRI biomarkers and 0.24-0.36 based on plasma biomarkers. The adjusted R2 values for both regions were higher for AT8 compared to 2E9 prediction for plasma biomarker models.
Conclusions: Our study demonstrates the greater sensitivity of regional MRI to tau pathology in comparison to plasma biomarkers. Future studies should explore newer MRI methods and additional plasma biomarkers more specific to tau pathology such as microtubule binding region for prediction of antemortem tau pathology.
{"title":"Association between antemortem plasma and structural MRI biomarkers and postmortem tau pathology in the Mayo Clinic Study of Aging.","authors":"Mingzhao Hu, Christina M Moloney, Scott A Przybelski, Alicia Algeciras-Schimnich, Terry M Therneau, Angela J Fought, Darren M Rothberg, Aivi T Nguyen, R Ross Reichard, Dennis W Dickson, David S Knopman, Clifford R Jack, Ronald C Petersen, Ekaterina Hofrenning, Michelle M Mielke, Jonathan Graff-Radford, Melissa E Murray, Prashanthi Vemuri","doi":"10.1186/s13195-025-01852-1","DOIUrl":"10.1186/s13195-025-01852-1","url":null,"abstract":"<p><strong>Background: </strong>Antemortem plasma and structural MRI biomarkers of Alzheimer's disease (AD) are increasingly utilized for diagnosis and prognosis but their ability to predict regional tau burden remains relatively unexplored. We aimed to evaluate predictive models based on antemortem AD plasma and structural MRI for prediction of regional tau pathology in postmortem brain tissue.</p><p><strong>Methods: </strong>Autopsy data from 62 participants in the Mayo Clinic Study of Aging (MCSA) were analyzed (mean age of 84.6 years; 32% female; 1.4 years of mean time of last plasma draw to death). Tau pathology in the hippocampus and parietal cortex was quantified using two immunohistochemical markers: AT8, an early tangle maturity marker, and 2E9, an advanced tangle maturity marker. Three antemortem plasma markers including phosphorylated tau protein at threonine 181 (p-tau181), total amyloid-β (Aβ) 42 relative to Aβ40 ratio (Aβ42/40), and glial fibrillary acidic protein (GFAP) and three regional structural MRI markers including the hippocampus volume adjusted for total intracranial volume (HVA), parietal thickness (PTH) and parietal volume divided by total intracranial volume (PVTIV) were utilized as predictors. Weighted linear regression models using weights based on time from last plasma draw to death were adjusted for age, sex and cardiovascular and metabolic conditions (CMC) score for patients. We report estimated adjusted R<sup>2</sup> and partial R<sup>2</sup> for predicting postmortem tau pathology in the hippocampus and parietal cortex stained by AT8 and 2E9.</p><p><strong>Results: </strong>MRI models (adjusted R<sup>2</sup> of 0.28-0.66) showed better performance at predicting tau pathology than plasma models (adjusted R<sup>2</sup> of 0.19-0.36). The highest adjusted R<sup>2</sup> was 0.66 for predicting hippocampal 2E9 using HVA, followed by an adjusted R<sup>2</sup> of 0.6 for hippocampal AT8. Predictions for parietal AT8 and 2E9 were lower with an adjusted R<sup>2</sup> of 0.28-0.29 based on MRI biomarkers and 0.24-0.36 based on plasma biomarkers. The adjusted R<sup>2</sup> values for both regions were higher for AT8 compared to 2E9 prediction for plasma biomarker models.</p><p><strong>Conclusions: </strong>Our study demonstrates the greater sensitivity of regional MRI to tau pathology in comparison to plasma biomarkers. Future studies should explore newer MRI methods and additional plasma biomarkers more specific to tau pathology such as microtubule binding region for prediction of antemortem tau pathology.</p>","PeriodicalId":7516,"journal":{"name":"Alzheimer's Research & Therapy","volume":"17 1","pages":"224"},"PeriodicalIF":7.6,"publicationDate":"2025-10-14","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC12522543/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145290704","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Background: Tauopathies share common features, including tau aggregation, which plays a central role in neurodegeneration. However, these disorders are highly heterogeneous, particularly in the spread of pathological tau species between cells. In Alzheimer's disease, intracellular tau aggregation is followed by a propagation between cells leading to a hierarchical pathway of neurodegeneration, whereas in other tauopathies, such as progressive supranuclear palsy (PSP), pathological tau remains largely confined within neurons and exhibits more limited spread. This variability raises the question of whether tailored treatments for each tauopathy might offer more therapeutic benefit. Hence, we designed two different immunological approaches using single domain antibody fragments, also called VHHs, to target intracellular and extracellular tau. This study aims to first evaluate the safety of these immunological tools on physiological tau and then their potential to slow disease progression.
Methods: We selected the pro-aggregative tau hexapeptide PHF6 as a common target for the VHHs. These VHHs were cloned in viral vectors allowing to compare two different expression systems: 1) intracytosolic expression to prevent tau accumulation (intraVHH) and 2) secretion into the interstitial fluid, to prevent tau spreading (extraVHH). By stereotactic injection of viral vectors, these VHHs were expressed in the brain of transgenic or wild-type mice and three readouts were studied: behavior, brain imaging and tau lesions.
Results: We validated the correct addressing of intra- and extraVHHs. These two constructs were not associated with adverse effects, even in the absence of tau overexpression, in wild-type mice. Their efficacy was demonstrated in transgenic mouse tau models, either chronic long-term or in acute seeding with injections of human brain homogenates from Alzheimer's disease patients. They both can slow down several pathological effects (i.e. cognitive deficits, cerebral atrophy and neuronal hyperphosphorylation of tau).
Conclusions: This study is a proof of concept demonstrating that VHHs can be engineered to reduce both intra- and extracellular tau pathologies without major adverse effects, making them of interest for therapeutic applications.
{"title":"Anti-tau VHH therapy against PHF6: a safe approach to slowing the phenotype of tau pathology.","authors":"Raphaelle Caillierez, Clémence Leboullenger, Sarah Leclercq, Mélanie Besegher, Séverine Bégard, Florent Auger, Claude-Alain Maurage, Bertrand Accart, Justine Mortelecque, Elian Dupré, Clément Danis, Isabelle Landrieu, Luc Buée, Morvane Colin","doi":"10.1186/s13195-025-01823-6","DOIUrl":"10.1186/s13195-025-01823-6","url":null,"abstract":"<p><strong>Background: </strong>Tauopathies share common features, including tau aggregation, which plays a central role in neurodegeneration. However, these disorders are highly heterogeneous, particularly in the spread of pathological tau species between cells. In Alzheimer's disease, intracellular tau aggregation is followed by a propagation between cells leading to a hierarchical pathway of neurodegeneration, whereas in other tauopathies, such as progressive supranuclear palsy (PSP), pathological tau remains largely confined within neurons and exhibits more limited spread. This variability raises the question of whether tailored treatments for each tauopathy might offer more therapeutic benefit. Hence, we designed two different immunological approaches using single domain antibody fragments, also called VHHs, to target intracellular and extracellular tau. This study aims to first evaluate the safety of these immunological tools on physiological tau and then their potential to slow disease progression.</p><p><strong>Methods: </strong>We selected the pro-aggregative tau hexapeptide PHF6 as a common target for the VHHs. These VHHs were cloned in viral vectors allowing to compare two different expression systems: 1) intracytosolic expression to prevent tau accumulation (intraVHH) and 2) secretion into the interstitial fluid, to prevent tau spreading (extraVHH). By stereotactic injection of viral vectors, these VHHs were expressed in the brain of transgenic or wild-type mice and three readouts were studied: behavior, brain imaging and tau lesions.</p><p><strong>Results: </strong>We validated the correct addressing of intra- and extraVHHs. These two constructs were not associated with adverse effects, even in the absence of tau overexpression, in wild-type mice. Their efficacy was demonstrated in transgenic mouse tau models, either chronic long-term or in acute seeding with injections of human brain homogenates from Alzheimer's disease patients. They both can slow down several pathological effects (i.e. cognitive deficits, cerebral atrophy and neuronal hyperphosphorylation of tau).</p><p><strong>Conclusions: </strong>This study is a proof of concept demonstrating that VHHs can be engineered to reduce both intra- and extracellular tau pathologies without major adverse effects, making them of interest for therapeutic applications.</p>","PeriodicalId":7516,"journal":{"name":"Alzheimer's Research & Therapy","volume":"17 1","pages":"221"},"PeriodicalIF":7.6,"publicationDate":"2025-10-07","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC12505654/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145243625","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Pub Date : 2025-10-07DOI: 10.1186/s13195-025-01843-2
Anat Rotstein, Arad Kodesh, Michal Schnaider Beeri, Stephen Z Levine
Background: Underlying medical conditions may explain inconsistent reports of the association between sex and dementia risk. The current study aimed to explore the association between sex and the risk of incident dementia, considering a broad range of medical conditions.
Methods: This prospective national birth cohort study consisted of 53,224 members of a nonprofit health maintenance organization. Participants were born between 1922 and 1946 and entered the cohort on January 1, 2002, aged 55 to 80, without a dementia diagnosis. The cohort was followed up for 18 years to January 1, 2020. Dementia was ascertained based on medical diagnoses. Cox regression models were fitted to quantify the association between sex and the risk of incident dementia with hazard ratios (HR) and their 95% confidence intervals (CI), unadjusted and, in the primary model, adjusted for background demographic factors and 33 medical conditions, classified as ten medical domains. Complementary analyses examined adjustment for each medical domain, and sensitivity analyses provided sex-specific estimates for each demographic or medical domain.
Results: The analytic cohort of 53,224 participants had a mean (SD) age at cohort entry of 64.3 (7.08) years (Males: N = 24,489; 46.01%; M=63.47 (6.39); Females: N = 28,735; 53.99%; M=64.35 (6.78)). During follow-up, 8,373 participants (15.73%) were diagnosed with dementia (Females: 17.36%; N = 4,987; Males: 13.83%; N = 3,386). Sex differences in the risk of dementia were null after adjustment for demographic factors and medical conditions (unadjusted HR = 1.08 [95% CI = 1.03-1.13, P = 0.001]; adjusted HR = 1.02 [95% CI, 0.97-1.08; p = 0.38]). Complementary analyses showed that when accounting for some conditions (i.e., circulatory, respiratory, metabolic, digestive, or nervous system diseases; cancer; and injuries), females were at an elevated dementia risk compared to males. However, after accounting for rheumatic and genitourinary diseases, the association between sex and dementia was attenuated to null, and when accounting for psychiatric disorders, males were at greater risk.
Conclusions: In this prospective birth cohort, the association between sex and the risk of incident dementia changed when background medical conditions were considered, possibly explaining previous inconsistent reports. Future dementia risk and prevention studies may wish to adequately explore sex differences in medical history.
{"title":"Sex differences in dementia risk: considering underlying medical conditions.","authors":"Anat Rotstein, Arad Kodesh, Michal Schnaider Beeri, Stephen Z Levine","doi":"10.1186/s13195-025-01843-2","DOIUrl":"10.1186/s13195-025-01843-2","url":null,"abstract":"<p><strong>Background: </strong>Underlying medical conditions may explain inconsistent reports of the association between sex and dementia risk. The current study aimed to explore the association between sex and the risk of incident dementia, considering a broad range of medical conditions.</p><p><strong>Methods: </strong>This prospective national birth cohort study consisted of 53,224 members of a nonprofit health maintenance organization. Participants were born between 1922 and 1946 and entered the cohort on January 1, 2002, aged 55 to 80, without a dementia diagnosis. The cohort was followed up for 18 years to January 1, 2020. Dementia was ascertained based on medical diagnoses. Cox regression models were fitted to quantify the association between sex and the risk of incident dementia with hazard ratios (HR) and their 95% confidence intervals (CI), unadjusted and, in the primary model, adjusted for background demographic factors and 33 medical conditions, classified as ten medical domains. Complementary analyses examined adjustment for each medical domain, and sensitivity analyses provided sex-specific estimates for each demographic or medical domain.</p><p><strong>Results: </strong>The analytic cohort of 53,224 participants had a mean (SD) age at cohort entry of 64.3 (7.08) years (Males: N = 24,489; 46.01%; M=63.47 (6.39); Females: N = 28,735; 53.99%; M=64.35 (6.78)). During follow-up, 8,373 participants (15.73%) were diagnosed with dementia (Females: 17.36%; N = 4,987; Males: 13.83%; N = 3,386). Sex differences in the risk of dementia were null after adjustment for demographic factors and medical conditions (unadjusted HR = 1.08 [95% CI = 1.03-1.13, P = 0.001]; adjusted HR = 1.02 [95% CI, 0.97-1.08; p = 0.38]). Complementary analyses showed that when accounting for some conditions (i.e., circulatory, respiratory, metabolic, digestive, or nervous system diseases; cancer; and injuries), females were at an elevated dementia risk compared to males. However, after accounting for rheumatic and genitourinary diseases, the association between sex and dementia was attenuated to null, and when accounting for psychiatric disorders, males were at greater risk.</p><p><strong>Conclusions: </strong>In this prospective birth cohort, the association between sex and the risk of incident dementia changed when background medical conditions were considered, possibly explaining previous inconsistent reports. Future dementia risk and prevention studies may wish to adequately explore sex differences in medical history.</p>","PeriodicalId":7516,"journal":{"name":"Alzheimer's Research & Therapy","volume":"17 1","pages":"219"},"PeriodicalIF":7.6,"publicationDate":"2025-10-07","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC12502507/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145237655","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Pub Date : 2025-10-06DOI: 10.1186/s13195-025-01868-7
Maura Malpetti, Saima Rathore, Leonardo Iaccarino, Renaud La Joie, Giulia Tronchin, Alette M Wessels, John R Sims, Michael J Pontecorvo, Sergey Shcherbinin, Gil D Rabinovici
Background: Tau-PET binding patterns are heterogenous, with regional binding showing strong cross-sectional correlations with domain-specific cognitive performance and longitudinal correlations with prospective neurodegeneration. Here we evaluated whether regional patterns of baseline tau-PET predict prospective longitudinal decline in specific cognitive domains in early symptomatic Alzheimer's disease (AD), including participants from clinical trial cohorts.
Methods: 731 amyloid-positive participants with a clinical diagnosis of mild cognitive impairment (MCI) or mild AD dementia underwent a flortaucipir F 18 PET (FTP-PET), structural MRI, and neuropsychological testing with the AD Assessment Scale-Cognitive Subscale (ADAS-Cog). Cognitive assessment was repeated after 9-18 or 12-24 months. Sub-scale annualized w-scores at each time point were combined as composite scores according to domains, including episodic memory, semantic memory, executive function, language and praxis. Latent growth curve models were applied to longitudinal composite scores to estimate the rate of annual decline (slope) in each participant. Standardized uptake value ratio (SUVR) images were created using cerebellar crus as the reference region. Regional and voxel-wise correlation analyses were implemented to identify baseline FTP-PET patterns and MRI grey matter volumes associated with longitudinal changes in each cognitive domain, and to evaluate whether MRI mediates the association between FTP-PET and cognitive decline.
Results: Differential FTP-PET signal patterns showed significant negative associations with domain-specific annual rates of decline. Higher temporo-parietal FTP-PET SUVR was associated with faster decline in episodic memory, while higher left anterior temporal SUVR was associated with faster decline in semantic memory. FTP-PET signal in a left-dominant fronto-temporal pattern was associated with faster decline in language, while FTP-PET signal in a right-dominant fronto-parietal pattern was associated with faster decline in praxis. Executive decline showed limited spatial associations with FTP-PET. Overall, regional and voxel-wise analyses identified similar pairwise associations between FTP-PET signal and domain-specific longitudinal decline. Baseline MRI showed weaker associations with domain-specific cognitive decline than FTP-PET, and did not mediate the predictive effect of the latter.
Conclusion: Differential regional tau-PET signal patterns were associated with domain-specific cognitive decline in MCI and early AD dementia. Tau-PET may be a useful precision medicine tool to support individualized predictions of cognitive decline trajectories in early symptomatic AD.
背景:Tau-PET结合模式是异质性的,区域结合显示出与领域特异性认知表现的强横断面相关性,与前瞻性神经变性的纵向相关性。在这里,我们评估了基线tau-PET的区域模式是否可以预测早期症状性阿尔茨海默病(AD)特定认知领域的前瞻性纵向下降,包括来自临床试验队列的参与者。方法:731名临床诊断为轻度认知障碍(MCI)或轻度AD痴呆的淀粉样蛋白阳性参与者接受了flortaucipir f18 PET (FTP-PET)、结构MRI和AD评估量表-认知亚量表(ADAS-Cog)的神经心理学测试。9-18个月或12-24个月后再次进行认知能力评估。每个时间点的子量表年化w分数根据情景记忆、语义记忆、执行功能、语言和实践等领域合并为复合分数。将潜在增长曲线模型应用于纵向综合得分,以估计每个参与者的年下降率(斜率)。以小脑小腿为参照区,建立标准化摄取值比(SUVR)图像。采用区域和体素相关分析来确定基线FTP-PET模式和MRI灰质体积与每个认知领域的纵向变化相关,并评估MRI是否介导FTP-PET与认知衰退之间的关联。结果:不同的FTP-PET信号模式显示出与特定领域的年下降率显著负相关。较高的颞顶叶ftpet SUVR与更快的情景记忆下降有关,而较高的左前叶SUVR与更快的语义记忆下降有关。左侧主导型额颞叶模式的FTP-PET信号与语言能力的快速下降有关,而右侧主导型额顶叶模式的FTP-PET信号与实践能力的快速下降有关。执行能力下降与FTP-PET表现出有限的空间关联。总体而言,区域和体素分析发现FTP-PET信号与特定域纵向下降之间存在类似的两两关联。与FTP-PET相比,基线MRI显示与领域特异性认知衰退的关联较弱,并且不能介导后者的预测作用。结论:不同区域的tau-PET信号模式与MCI和早期AD痴呆的领域特异性认知能力下降有关。Tau-PET可能是一种有用的精准医学工具,支持对早期症状性AD的认知衰退轨迹进行个性化预测。
{"title":"Regional tau PET patterns predict prospective domain-specific cognitive decline in early symptomatic Alzheimer's disease.","authors":"Maura Malpetti, Saima Rathore, Leonardo Iaccarino, Renaud La Joie, Giulia Tronchin, Alette M Wessels, John R Sims, Michael J Pontecorvo, Sergey Shcherbinin, Gil D Rabinovici","doi":"10.1186/s13195-025-01868-7","DOIUrl":"10.1186/s13195-025-01868-7","url":null,"abstract":"<p><strong>Background: </strong>Tau-PET binding patterns are heterogenous, with regional binding showing strong cross-sectional correlations with domain-specific cognitive performance and longitudinal correlations with prospective neurodegeneration. Here we evaluated whether regional patterns of baseline tau-PET predict prospective longitudinal decline in specific cognitive domains in early symptomatic Alzheimer's disease (AD), including participants from clinical trial cohorts.</p><p><strong>Methods: </strong>731 amyloid-positive participants with a clinical diagnosis of mild cognitive impairment (MCI) or mild AD dementia underwent a flortaucipir F 18 PET (FTP-PET), structural MRI, and neuropsychological testing with the AD Assessment Scale-Cognitive Subscale (ADAS-Cog). Cognitive assessment was repeated after 9-18 or 12-24 months. Sub-scale annualized w-scores at each time point were combined as composite scores according to domains, including episodic memory, semantic memory, executive function, language and praxis. Latent growth curve models were applied to longitudinal composite scores to estimate the rate of annual decline (slope) in each participant. Standardized uptake value ratio (SUVR) images were created using cerebellar crus as the reference region. Regional and voxel-wise correlation analyses were implemented to identify baseline FTP-PET patterns and MRI grey matter volumes associated with longitudinal changes in each cognitive domain, and to evaluate whether MRI mediates the association between FTP-PET and cognitive decline.</p><p><strong>Results: </strong>Differential FTP-PET signal patterns showed significant negative associations with domain-specific annual rates of decline. Higher temporo-parietal FTP-PET SUVR was associated with faster decline in episodic memory, while higher left anterior temporal SUVR was associated with faster decline in semantic memory. FTP-PET signal in a left-dominant fronto-temporal pattern was associated with faster decline in language, while FTP-PET signal in a right-dominant fronto-parietal pattern was associated with faster decline in praxis. Executive decline showed limited spatial associations with FTP-PET. Overall, regional and voxel-wise analyses identified similar pairwise associations between FTP-PET signal and domain-specific longitudinal decline. Baseline MRI showed weaker associations with domain-specific cognitive decline than FTP-PET, and did not mediate the predictive effect of the latter.</p><p><strong>Conclusion: </strong>Differential regional tau-PET signal patterns were associated with domain-specific cognitive decline in MCI and early AD dementia. Tau-PET may be a useful precision medicine tool to support individualized predictions of cognitive decline trajectories in early symptomatic AD.</p>","PeriodicalId":7516,"journal":{"name":"Alzheimer's Research & Therapy","volume":"17 1","pages":"220"},"PeriodicalIF":7.6,"publicationDate":"2025-10-06","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC12502172/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145237538","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Pub Date : 2025-10-02DOI: 10.1186/s13195-025-01847-y
Heleen M A Hendriksen, Tanja J de Rijke, Aniek M van Gils, Marlijn H de Beer, Femke H Bouwman, Ana Diaz, Tjeerd Fluitman, Liesbeth Hempenius, Ingrid S van Maurik, Ruth E Pel-Littel, Hanneke F M Rhodius-Meester, Gerwin Roks, Ellen M A Smets, Wiesje M van der Flier, Leonie N C Visser
Background: ADappt is a digital toolkit for both memory clinic professionals and patients to support communication on diagnosis and prognosis in memory clinics. We aimed to evaluate ADappt's usability and feasibility in clinical practice.
Methods: In this mixed-methods study, we first assessed usability via think-aloud sessions with ten memory clinic professionals from eight memory clinics, six patients, and one care partner. Think-aloud comments were deductively categorized into: content, navigation, and design. Second, we conducted a feasibility study in four memory clinics. Eight memory clinic professionals recruited 21 patients and 21 care partners. Professionals were instructed to integrate the ADappt-toolkit in their routine. Before their visit, patients received information about the ADappt-patient tools: two video-animations and a question prompt list (QPL). Participants completed questionnaires on usability, satisfaction, and feasibility either after the first consultation (n = 14 patients; n = 15 care partners), after the disclosure consultation (n = 4 patients; n = 5 care partners), or after both consultations (n = 3 patients; n = 1 care partner). Interviews with professionals were conducted and analyzed using thematic content analysis. Third, together with Alzheimer Europe, we co-organized a patient and public involvement (PPI) session with citizens, patients, and care partners to further improve the patient tools.
Results: Professionals found ADappt relevant, easy-to-navigate, and visually appealing. Most think-aloud comments focused on content and navigation, especially regarding the risk calculation tool. Patients indicated the patient tools to be helpful in preparing for consultations. After use in practice, professionals reported acceptable usability (68 ± 14, scale 0-100) and satisfaction (71 ± 10, scale 0-100) with ADappt. Professionals most often used the tool that provides an overview of diagnostic tests with pros and cons (in 15/24(63%) consultations), which they also deemed most helpful (median(IQR): 4(3.75-4), scale 1-5). About half to two-thirds of patients and care partners reported to have received the patient tools (video-animations: n = 23/46(50%)); QPL: n = 30/46(65%)), of whom a majority used (video-animations: n = 16/23(70%)); QPL: n = 21/30(70%)) and would recommend them (video-animations: n = 15/16(94%); QPL: n = 20/21(95%)). The tools helped to express themselves more effectively. The PPI session highlighted the importance of widespread dissemination of the patient tools and through multiple channels.
Conclusions: Our study demonstrates the potential of digital tools to improve medical communication in memory clinics. Taking feedback into account, ADappt is further improved and steps towards implementation are being taken.
{"title":"Usability and feasibility of ADappt: a digital toolkit to support communication on diagnosis and prognosis in memory clinics.","authors":"Heleen M A Hendriksen, Tanja J de Rijke, Aniek M van Gils, Marlijn H de Beer, Femke H Bouwman, Ana Diaz, Tjeerd Fluitman, Liesbeth Hempenius, Ingrid S van Maurik, Ruth E Pel-Littel, Hanneke F M Rhodius-Meester, Gerwin Roks, Ellen M A Smets, Wiesje M van der Flier, Leonie N C Visser","doi":"10.1186/s13195-025-01847-y","DOIUrl":"10.1186/s13195-025-01847-y","url":null,"abstract":"<p><strong>Background: </strong>ADappt is a digital toolkit for both memory clinic professionals and patients to support communication on diagnosis and prognosis in memory clinics. We aimed to evaluate ADappt's usability and feasibility in clinical practice.</p><p><strong>Methods: </strong>In this mixed-methods study, we first assessed usability via think-aloud sessions with ten memory clinic professionals from eight memory clinics, six patients, and one care partner. Think-aloud comments were deductively categorized into: content, navigation, and design. Second, we conducted a feasibility study in four memory clinics. Eight memory clinic professionals recruited 21 patients and 21 care partners. Professionals were instructed to integrate the ADappt-toolkit in their routine. Before their visit, patients received information about the ADappt-patient tools: two video-animations and a question prompt list (QPL). Participants completed questionnaires on usability, satisfaction, and feasibility either after the first consultation (n = 14 patients; n = 15 care partners), after the disclosure consultation (n = 4 patients; n = 5 care partners), or after both consultations (n = 3 patients; n = 1 care partner). Interviews with professionals were conducted and analyzed using thematic content analysis. Third, together with Alzheimer Europe, we co-organized a patient and public involvement (PPI) session with citizens, patients, and care partners to further improve the patient tools.</p><p><strong>Results: </strong>Professionals found ADappt relevant, easy-to-navigate, and visually appealing. Most think-aloud comments focused on content and navigation, especially regarding the risk calculation tool. Patients indicated the patient tools to be helpful in preparing for consultations. After use in practice, professionals reported acceptable usability (68 ± 14, scale 0-100) and satisfaction (71 ± 10, scale 0-100) with ADappt. Professionals most often used the tool that provides an overview of diagnostic tests with pros and cons (in 15/24(63%) consultations), which they also deemed most helpful (median(IQR): 4(3.75-4), scale 1-5). About half to two-thirds of patients and care partners reported to have received the patient tools (video-animations: n = 23/46(50%)); QPL: n = 30/46(65%)), of whom a majority used (video-animations: n = 16/23(70%)); QPL: n = 21/30(70%)) and would recommend them (video-animations: n = 15/16(94%); QPL: n = 20/21(95%)). The tools helped to express themselves more effectively. The PPI session highlighted the importance of widespread dissemination of the patient tools and through multiple channels.</p><p><strong>Conclusions: </strong>Our study demonstrates the potential of digital tools to improve medical communication in memory clinics. Taking feedback into account, ADappt is further improved and steps towards implementation are being taken.</p>","PeriodicalId":7516,"journal":{"name":"Alzheimer's Research & Therapy","volume":"17 1","pages":"218"},"PeriodicalIF":7.6,"publicationDate":"2025-10-02","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC12492680/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145211413","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Pub Date : 2025-10-01DOI: 10.1186/s13195-025-01863-y
Nicko Martinez, Krishna L Bharani, Saadia Hasan, Cellas A Hayes
Background: A subset of older adults develops high neurofibrillary tangle burden with minimal amyloid, a biomarker profile consistent with suspected non-Alzheimer's pathophysiology or primary age-related tauopathy. Yet its cognitive correlates are unclear, particularly when vascular neuropathologies coexist. We examined whether vascular neuropathologies are linked to cognitive impairment proximate to death and pre-mortem cognitive decline among decedents with intermediate-to-high Braak stage (III-VI) and absent/low neuritic plaques.
Methods: In 579 autopsied participants from the National Alzheimer's Coordinating Center cohort (Braak III-VI; CERAD C0-C1), we evaluated arteriolosclerosis, atherosclerosis of the circle of Willis, cerebral amyloid angiopathy, gross infarcts/lacunes, and microinfarcts effect on harmonized memory, executive function, and language z-scores proximate to death using multivariable linear regression (adjusted for age, sex, education, APOE ε4 status). Linear mixed-effects models assessed interactions between each vascular neuropathology and years-to-death on pre-mortem longitudinal decline.
Results: At the last assessment, microinfarcts were associated with lower memory (β=-0.28, 95% CI - 0.51 - - 0.05; p = 0.02), executive function (β=-0.24, 95% CI - 0.44 - - 0.04; p = 0.02), and language (β=-0.21, 95% CI - 0.38 - - 0.04; p = 0.02). These associations remained after controlling for cardiovascular risk, neuritic plaques and Braak stage, last assessment and death interval, and co-existing vascular neuropathologies. Microinfarcts were not associated with the rates of pre-mortem cognitive decline.
Conclusions: Microinfarcts are contributors to domain-specific cognitive deficits in tangle-predominant, low-amyloid older adults. These findings underscore a vascular-neurodegenerative pathway distinct from classic Alzheimer's disease. Thus, targeting microvascular injury may mitigate impairment in this underrecognized phenotype.
背景:一部分老年人出现高神经原纤维缠结负担,淀粉样蛋白极少,这一生物标志物特征与疑似非阿尔茨海默病病理生理或原发性年龄相关的牛头病一致。然而,其认知相关性尚不清楚,特别是当血管神经病变共存时。我们研究了血管神经病变是否与中高Braak期(III-VI期)和缺失/低神经斑块的死者死前认知障碍和死前认知能力下降有关。方法:在来自国家阿尔茨海默病协调中心队列(Braak III-VI; CERAD C0-C1)的579名尸检参与者中,我们使用多变量线性回归(调整年龄、性别、教育程度、APOE ε4状态)评估小动脉硬化、威氏圈动脉粥样硬化、脑淀粉样血管病、严重梗死/腔隙和微梗死对协调记忆、执行功能和接近死亡的语言z分数的影响。线性混合效应模型评估了每种血管神经病理与死亡前纵向衰退之间的相互作用。结果:在最后一次评估时,微梗死与较低的记忆力(β=-0.28, 95% CI - 0.51 - 0.05; p = 0.02)、执行功能(β=-0.24, 95% CI - 0.44 - 0.04; p = 0.02)和语言(β=-0.21, 95% CI - 0.38 - 0.04; p = 0.02)相关。在控制心血管风险、神经斑块和Braak分期、最后评估和死亡间隔以及共存的血管神经病变后,这些关联仍然存在。微梗死与死前认知能力下降率无关。结论:微梗死是结缠为主的低淀粉样蛋白老年人脑区特异性认知缺陷的原因。这些发现强调了不同于经典阿尔茨海默病的血管-神经退行性途径。因此,靶向微血管损伤可能减轻这种未被认识的表型的损害。
{"title":"Micro infarcts are associated with cognitive impairment in neurofibrillary tangle predominant decedents: evidence from the NACC autopsy cohort.","authors":"Nicko Martinez, Krishna L Bharani, Saadia Hasan, Cellas A Hayes","doi":"10.1186/s13195-025-01863-y","DOIUrl":"10.1186/s13195-025-01863-y","url":null,"abstract":"<p><strong>Background: </strong>A subset of older adults develops high neurofibrillary tangle burden with minimal amyloid, a biomarker profile consistent with suspected non-Alzheimer's pathophysiology or primary age-related tauopathy. Yet its cognitive correlates are unclear, particularly when vascular neuropathologies coexist. We examined whether vascular neuropathologies are linked to cognitive impairment proximate to death and pre-mortem cognitive decline among decedents with intermediate-to-high Braak stage (III-VI) and absent/low neuritic plaques.</p><p><strong>Methods: </strong>In 579 autopsied participants from the National Alzheimer's Coordinating Center cohort (Braak III-VI; CERAD C0-C1), we evaluated arteriolosclerosis, atherosclerosis of the circle of Willis, cerebral amyloid angiopathy, gross infarcts/lacunes, and microinfarcts effect on harmonized memory, executive function, and language z-scores proximate to death using multivariable linear regression (adjusted for age, sex, education, APOE ε4 status). Linear mixed-effects models assessed interactions between each vascular neuropathology and years-to-death on pre-mortem longitudinal decline.</p><p><strong>Results: </strong>At the last assessment, microinfarcts were associated with lower memory (β=-0.28, 95% CI - 0.51 - - 0.05; p = 0.02), executive function (β=-0.24, 95% CI - 0.44 - - 0.04; p = 0.02), and language (β=-0.21, 95% CI - 0.38 - - 0.04; p = 0.02). These associations remained after controlling for cardiovascular risk, neuritic plaques and Braak stage, last assessment and death interval, and co-existing vascular neuropathologies. Microinfarcts were not associated with the rates of pre-mortem cognitive decline.</p><p><strong>Conclusions: </strong>Microinfarcts are contributors to domain-specific cognitive deficits in tangle-predominant, low-amyloid older adults. These findings underscore a vascular-neurodegenerative pathway distinct from classic Alzheimer's disease. Thus, targeting microvascular injury may mitigate impairment in this underrecognized phenotype.</p>","PeriodicalId":7516,"journal":{"name":"Alzheimer's Research & Therapy","volume":"17 1","pages":"216"},"PeriodicalIF":7.6,"publicationDate":"2025-10-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC12486553/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145205503","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Pub Date : 2025-10-01DOI: 10.1186/s13195-025-01850-3
Gordon Zhaoqi An, Yunchang Xie, Tammie L S Benzinger, Brian A Gordon, Aristeidis Sotiras
Background: There is significant evidence for neuroanatomical heterogeneity in neurodegenerative disorders, which has been demonstrated predominantly through analyses of well-characterized research cohorts. Despite the known diversity in clinical presentations among patients attending memory clinics, studies exploring neuroanatomical heterogeneity in such clinically diverse groups remain sparse.
Methods: To address this gap, we applied the semi-supervised Heterogeneity through Discriminative Analysis (HYDRA) (Neuroimage 145:346-364 2017) machine learning method to magnetic resonance imaging (MRI) data from the Open Access Series of Imaging Studies (OASIS) (NeuroImage 26:102248 2020) to uncover patterns of neurostructural heterogeneity in memory clinic attendees. Cross-validation was used to assess clustering stability via the Adjusted Rand Index (ARI), Silhouette Score, and Calinski-Harabasz Index (CHI). We performed survival analyses using Kaplan-Meier curves and mixed-effects models for longitudinal cognitive data (e.g., memory, executive function, and language assessments) to examine differences in disease progression.
Results: Cross-validation analyses indicated two highly stable subtypes of cognitively impaired individuals (ARI = 0.552), exhibiting significant neuroanatomical differences. Subtype 1, termed the Temporal-Sparing Atrophy (TSA) Subtype, was defined by relatively mild atrophy, especially in temporal areas, with slower cognitive decline and preserved Function across most domains. Subtype 2, termed the Temporal-Parietal Predominated Atrophy (TPPA) Subtype, was marked by notable alterations in areas critically affected in neurodegenerative disorders. These included key areas critical for executive function and memory, such as the frontal, temporal, and parietal cortices including the precuneus. Longitudinal analysis of neuroimaging and cognitive data revealed contrasting trajectories. The TSA Subtype demonstrated a gradual decline in cognitive functions over time, particularly in the assessments that are memory-focused tests. Conversely, the TPPA Subtype exhibited a more severe decline in these functions.
Conclusions: This research illustrates that neurodegenerative diseases present a spectrum of structural brain changes rather than uniform pathology, suggesting that future research may benefit from stratified therapeutic approaches and targeted recruitment strategies for clinical trials. By leveraging detailed clinical assessments and longitudinal data, including uncertain diagnoses and Clinical Dementia Rating (CDR) scores, this study contributes to better understanding/characterizing memory clinic populations, which could help with optimizing interventions.
{"title":"Dissecting real-world memory clinical cohort heterogeneity: analysis of neuroanatomical subtypes using HYDRA.","authors":"Gordon Zhaoqi An, Yunchang Xie, Tammie L S Benzinger, Brian A Gordon, Aristeidis Sotiras","doi":"10.1186/s13195-025-01850-3","DOIUrl":"10.1186/s13195-025-01850-3","url":null,"abstract":"<p><strong>Background: </strong>There is significant evidence for neuroanatomical heterogeneity in neurodegenerative disorders, which has been demonstrated predominantly through analyses of well-characterized research cohorts. Despite the known diversity in clinical presentations among patients attending memory clinics, studies exploring neuroanatomical heterogeneity in such clinically diverse groups remain sparse.</p><p><strong>Methods: </strong>To address this gap, we applied the semi-supervised Heterogeneity through Discriminative Analysis (HYDRA) (Neuroimage 145:346-364 2017) machine learning method to magnetic resonance imaging (MRI) data from the Open Access Series of Imaging Studies (OASIS) (NeuroImage 26:102248 2020) to uncover patterns of neurostructural heterogeneity in memory clinic attendees. Cross-validation was used to assess clustering stability via the Adjusted Rand Index (ARI), Silhouette Score, and Calinski-Harabasz Index (CHI). We performed survival analyses using Kaplan-Meier curves and mixed-effects models for longitudinal cognitive data (e.g., memory, executive function, and language assessments) to examine differences in disease progression.</p><p><strong>Results: </strong>Cross-validation analyses indicated two highly stable subtypes of cognitively impaired individuals (ARI = 0.552), exhibiting significant neuroanatomical differences. Subtype 1, termed the Temporal-Sparing Atrophy (TSA) Subtype, was defined by relatively mild atrophy, especially in temporal areas, with slower cognitive decline and preserved Function across most domains. Subtype 2, termed the Temporal-Parietal Predominated Atrophy (TPPA) Subtype, was marked by notable alterations in areas critically affected in neurodegenerative disorders. These included key areas critical for executive function and memory, such as the frontal, temporal, and parietal cortices including the precuneus. Longitudinal analysis of neuroimaging and cognitive data revealed contrasting trajectories. The TSA Subtype demonstrated a gradual decline in cognitive functions over time, particularly in the assessments that are memory-focused tests. Conversely, the TPPA Subtype exhibited a more severe decline in these functions.</p><p><strong>Conclusions: </strong>This research illustrates that neurodegenerative diseases present a spectrum of structural brain changes rather than uniform pathology, suggesting that future research may benefit from stratified therapeutic approaches and targeted recruitment strategies for clinical trials. By leveraging detailed clinical assessments and longitudinal data, including uncertain diagnoses and Clinical Dementia Rating (CDR) scores, this study contributes to better understanding/characterizing memory clinic populations, which could help with optimizing interventions.</p>","PeriodicalId":7516,"journal":{"name":"Alzheimer's Research & Therapy","volume":"17 1","pages":"215"},"PeriodicalIF":7.6,"publicationDate":"2025-10-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC12487107/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145205375","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}