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Nowak N, De Looze C, O’Halloran A, Kenny RA, Sexton DJ. The association between kidney function, cognitive function, and structural brain abnormalities in community-dwelling individuals aged 50+ is mediated by age and biomarkers of cardiovascular disease. Cardiovasc Res 2023; 119:2106-2116. [PMID: 37052588 PMCID: PMC10683948 DOI: 10.1093/cvr/cvad060] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 10/14/2022] [Revised: 01/30/2023] [Accepted: 02/07/2023] [Indexed: 04/14/2023] Open
Abstract
AIMS Cognitive impairment has been associated with kidney function and chronic kidney disease. Whether this association is due to accelerated cardiovascular disease (CVD) or an independent specific kidney function effect related to toxins is unclear. We investigated the impact of an array of clinical factors, inflammatory biomarkers, and cardiovascular biomarkers on the association between kidney function, cognitive function, and structural brain abnormalities. METHODS AND RESULTS We used data from the first and third waves of the TILDA Study, a population-representative prospective cohort of Irish adults aged 50 years and over, based on stratified random sampling (n = 3774). The MRI sub-study included participants who consented to MRI brain imaging in addition to the health assessment. Multivariable linear and mixed-effect longitudinal regression models were fitted separately for each kidney marker/estimated glomerular filtration rate (eGFR) equation after adjusting for baseline age and demographics, clinical vascular risk factors, and biomarkers. Unadjusted analyses showed an association between low eGFR, cognitive dysfunction, and cognitive decline (P < 0.001 for all kidney markers). Kidney function markers were also associated with white matter disease [OR = 3.32 (95% CI: 1.11, 9.98)], total grey matter volume (β = -0.17, 95% CI -0.27 to -0.07), and regional grey matter volumes within areas particularly susceptible to hypoxia (P < 0.001 for all). All the associations decreased after adjusting for age and were also diminished after adjusting for CVD biomarkers. Age and CVD-biomarker score were significant mediators of the adjusted associations between eGFR and cognitive status. These results remained consistent for cross-sectional and longitudinal outcomes and specific cognitive domains. CONCLUSION Decreased kidney function was associated with cerebrovascular disease. The association appeared to be mediated predominantly by age and the combination of CVD markers [namely N-terminal pro-B-type natriuretic peptide (NT-proBNP) and Growth Differentiation Factor 15 (GDF15)], supporting the idea that shared biological pathways underline both diseases. Further mechanistic studies of the specific molecular mechanisms that lead to both kidney and cognitive decline are warranted.
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Affiliation(s)
- Natalia Nowak
- The Irish Longitudinal Study on Ageing, Trinity College Dublin, D02 R590, Dublin 2, Ireland
- School of Medicine, Trinity College Dublin, College Green, D02 PN40, Dublin 2, Ireland
| | - Celine De Looze
- The Irish Longitudinal Study on Ageing, Trinity College Dublin, D02 R590, Dublin 2, Ireland
- School of Medicine, Trinity College Dublin, College Green, D02 PN40, Dublin 2, Ireland
| | - Aisling O’Halloran
- The Irish Longitudinal Study on Ageing, Trinity College Dublin, D02 R590, Dublin 2, Ireland
- School of Medicine, Trinity College Dublin, College Green, D02 PN40, Dublin 2, Ireland
| | - Rose Anne Kenny
- The Irish Longitudinal Study on Ageing, Trinity College Dublin, D02 R590, Dublin 2, Ireland
- School of Medicine, Trinity College Dublin, College Green, D02 PN40, Dublin 2, Ireland
- Saint James Hospital, Dublin, D08 NYH1, Dublin 8, Ireland
| | - Donal J Sexton
- The Irish Longitudinal Study on Ageing, Trinity College Dublin, D02 R590, Dublin 2, Ireland
- School of Medicine, Trinity College Dublin, College Green, D02 PN40, Dublin 2, Ireland
- Saint James Hospital, Dublin, D08 NYH1, Dublin 8, Ireland
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Ward M, Briggs R, McGarrigle CA, De Looze C, O'Halloran AM, Kenny RA. The bi-directional association between loneliness and depression among older adults from before to during the COVID-19 pandemic. Int J Geriatr Psychiatry 2023; 38:e5856. [PMID: 36462183 DOI: 10.1002/gps.5856] [Citation(s) in RCA: 4] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 02/02/2022] [Accepted: 11/22/2022] [Indexed: 11/27/2022]
Abstract
BACKGROUND Older adults have both the highest risk of contracting SARS-CoV-2 and in many jurisdictions have had additional restrictions placed on the social interactions. As a result, the COVID-19 pandemic has led to increased depression and loneliness among older adults. Using data from an established cohort of older adults, the aims of this study was to describe changes in loneliness and depression and to examine the directionality of the association between depression and loneliness over a 5-year period that included the early months of the pandemic. METHODS Data were from The Irish Longitudinal Study on Ageing (TILDA), a large cohort of community-dwelling adults aged 54+. We applied an auto-regressive cross-lagged panel modelling approach to estimate the effect of depression on loneliness and vice versa over three time points. RESULTS Both depression and loneliness increased significantly in the early months of the pandemic. While the association between loneliness and depression was bi-directional, loneliness was a stronger predictor of depression. CONCLUSION The strength and bi-directionality of the association between loneliness and depression suggests that interventions to alleviate loneliness may also help reduce depressive symptoms and vice versa.
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Affiliation(s)
- Mark Ward
- The Irish Longitudinal Study on Ageing (TILDA), Trinity College Dublin, Dublin, Ireland
| | - Robert Briggs
- The Irish Longitudinal Study on Ageing (TILDA), Trinity College Dublin, Dublin, Ireland.,Department of Medical Gerontology, School of Medicine, Trinity College Dublin, Dublin, Ireland
| | | | - Celine De Looze
- The Irish Longitudinal Study on Ageing (TILDA), Trinity College Dublin, Dublin, Ireland
| | - Aisling M O'Halloran
- The Irish Longitudinal Study on Ageing (TILDA), Trinity College Dublin, Dublin, Ireland
| | - Rose Anne Kenny
- The Irish Longitudinal Study on Ageing (TILDA), Trinity College Dublin, Dublin, Ireland.,Department of Medical Gerontology, School of Medicine, Trinity College Dublin, Dublin, Ireland
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Boyle R, Connaughton M, McGlinchey E, Knight SP, De Looze C, Carey D, Stern Y, Robertson IH, Kenny RA, Whelan R. Connectome‐based predictive modeling of cognitive reserve. Alzheimers Dement 2021. [DOI: 10.1002/alz.057654] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/09/2022]
Affiliation(s)
| | | | - Eimear McGlinchey
- Trinity College Dublin Dublin Ireland
- Global Brain Health Institute Dublin Ireland
| | - Silvin P. Knight
- The Irish Longitudinal Study on Ageing, Trinity College Dublin Dublin Ireland
| | - Celine De Looze
- The Irish Longitudinal Study on Ageing, Trinity College Dublin Dublin Ireland
| | - Daniel Carey
- The Irish Longitudinal Study on Ageing, Trinity College Dublin Dublin Ireland
| | - Yaakov Stern
- Cognitive Neuroscience Divison, Columbia University New York NY USA
| | - Ian H. Robertson
- Trinity College Dublin Dublin Ireland
- Global Brain Health Institute Dublin Ireland
| | - Rose Anne Kenny
- The Irish Longitudinal Study on Ageing, Trinity College Dublin Dublin Ireland
- Mercer's Institute for Successful Ageing, St. James's Hospital Dublin Ireland
| | - Robert Whelan
- Trinity College Dublin Dublin Ireland
- Global Brain Health Institute Dublin Ireland
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Knight SP, Newman L, Scarlett S, O’Connor JD, Davis J, De Looze C, Kenny RA, Romero-Ortuno R. Associations between Cardiovascular Signal Entropy and Cognitive Performance over Eight Years. Entropy (Basel) 2021; 23:1337. [PMID: 34682061 PMCID: PMC8534418 DOI: 10.3390/e23101337] [Citation(s) in RCA: 6] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 07/21/2021] [Revised: 09/15/2021] [Accepted: 10/12/2021] [Indexed: 12/27/2022]
Abstract
In this study, the relationship between non-invasively measured cardiovascular signal entropy and global cognitive performance was explored in a sample of community-dwelling older adults from The Irish Longitudinal Study on Ageing (TILDA), both cross-sectionally at baseline (n = 4525; mean (SD) age: 61.9 (8.4) years; 54.1% female) and longitudinally. We hypothesised that signal disorder in the cardiovascular system, as quantified by short-length signal entropy during rest, could provide a marker for cognitive function. Global cognitive function was assessed via Mini Mental State Examination (MMSE) across five longitudinal waves (8 year period; n = 4316; mean (SD) age: 61.9 (8.4) years; 54.4% female) and the Montreal Cognitive Assessment (MOCA) across two longitudinal waves (4 year period; n = 3600; mean (SD) age: 61.7 (8.2) years; 54.1% female). Blood pressure (BP) was continuously monitored during supine rest at baseline, and sample entropy values were calculated for one-minute and five-minute sections of this data, both for time-series data interpolated at 5 Hz and beat-to-beat data. Results revealed significant associations between BP signal entropy and cognitive performance, both cross-sectionally and longitudinally. Results also suggested that as regards associations with cognitive performance, the entropy analysis approach used herein potentially outperformed more traditional cardiovascular measures such as resting heart rate and heart rate variability. The quantification of entropy in short-length BP signals could provide a clinically useful marker of the cardiovascular dysregulations that potentially underlie cognitive decline.
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Affiliation(s)
- Silvin P. Knight
- The Irish Longitudinal Study on Ageing (TILDA), School of Medicine, Trinity College Dublin, D02 R590 Dublin, Ireland; (L.N.); (S.S.); (J.D.O.); (J.D.); (C.D.L.); (R.A.K.); (R.R.-O.)
- Discipline of Medical Gerontology, School of Medicine, Trinity College Dublin, D02 R590 Dublin, Ireland
| | - Louise Newman
- The Irish Longitudinal Study on Ageing (TILDA), School of Medicine, Trinity College Dublin, D02 R590 Dublin, Ireland; (L.N.); (S.S.); (J.D.O.); (J.D.); (C.D.L.); (R.A.K.); (R.R.-O.)
- Discipline of Medical Gerontology, School of Medicine, Trinity College Dublin, D02 R590 Dublin, Ireland
| | - Siobhan Scarlett
- The Irish Longitudinal Study on Ageing (TILDA), School of Medicine, Trinity College Dublin, D02 R590 Dublin, Ireland; (L.N.); (S.S.); (J.D.O.); (J.D.); (C.D.L.); (R.A.K.); (R.R.-O.)
- Discipline of Medical Gerontology, School of Medicine, Trinity College Dublin, D02 R590 Dublin, Ireland
| | - John D. O’Connor
- The Irish Longitudinal Study on Ageing (TILDA), School of Medicine, Trinity College Dublin, D02 R590 Dublin, Ireland; (L.N.); (S.S.); (J.D.O.); (J.D.); (C.D.L.); (R.A.K.); (R.R.-O.)
- Discipline of Medical Gerontology, School of Medicine, Trinity College Dublin, D02 R590 Dublin, Ireland
- School of Medicine, Dentistry and Biomedical Sciences, The Patrick G Johnston Centre for Cancer Research, Queen’s University, Belfast BT9 7BL, UK
| | - James Davis
- The Irish Longitudinal Study on Ageing (TILDA), School of Medicine, Trinity College Dublin, D02 R590 Dublin, Ireland; (L.N.); (S.S.); (J.D.O.); (J.D.); (C.D.L.); (R.A.K.); (R.R.-O.)
- Discipline of Medical Gerontology, School of Medicine, Trinity College Dublin, D02 R590 Dublin, Ireland
| | - Celine De Looze
- The Irish Longitudinal Study on Ageing (TILDA), School of Medicine, Trinity College Dublin, D02 R590 Dublin, Ireland; (L.N.); (S.S.); (J.D.O.); (J.D.); (C.D.L.); (R.A.K.); (R.R.-O.)
- Discipline of Medical Gerontology, School of Medicine, Trinity College Dublin, D02 R590 Dublin, Ireland
| | - Rose Anne Kenny
- The Irish Longitudinal Study on Ageing (TILDA), School of Medicine, Trinity College Dublin, D02 R590 Dublin, Ireland; (L.N.); (S.S.); (J.D.O.); (J.D.); (C.D.L.); (R.A.K.); (R.R.-O.)
- Discipline of Medical Gerontology, School of Medicine, Trinity College Dublin, D02 R590 Dublin, Ireland
- Mercer’s Institute for Successful Ageing (MISA), St. James’s Hospital, D08 E191 Dublin, Ireland
| | - Roman Romero-Ortuno
- The Irish Longitudinal Study on Ageing (TILDA), School of Medicine, Trinity College Dublin, D02 R590 Dublin, Ireland; (L.N.); (S.S.); (J.D.O.); (J.D.); (C.D.L.); (R.A.K.); (R.R.-O.)
- Discipline of Medical Gerontology, School of Medicine, Trinity College Dublin, D02 R590 Dublin, Ireland
- Mercer’s Institute for Successful Ageing (MISA), St. James’s Hospital, D08 E191 Dublin, Ireland
- Global Brain Health Institute, Trinity College Dublin, D02 PN40 Dublin, Ireland
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Knight SP, Laird E, Williamson W, O'Connor J, Newman L, Carey D, De Looze C, Fagan AJ, Chappell MA, Meaney JF, Kenny RA. Obesity is associated with reduced cerebral blood flow - modified by physical activity. Neurobiol Aging 2021; 105:35-47. [PMID: 34022537 PMCID: PMC8600128 DOI: 10.1016/j.neurobiolaging.2021.04.008] [Citation(s) in RCA: 21] [Impact Index Per Article: 7.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/22/2020] [Revised: 03/18/2021] [Accepted: 04/13/2021] [Indexed: 12/11/2022]
Abstract
This study examined the associations of body mass index (BMI), waist-to-hip ratio (WHR), waist circumference (WC), and physical activity (PA) with gray matter cerebral blood flow (CBFGM) in older adults. Cross-sectional data was used from the Irish Longitudinal Study on Ageing (n = 495, age 69.0 ±7.4 years, 52.1% female). Whole-brain CBFGM was quantified using arterial spin labeling MRI. Results from multivariable regression analysis revealed that an increase in BMI of 0.43 kg/m2, WHR of 0.01, or WC of 1.3 cm were associated with the same reduction in CBFGM as 1 year of advancing age. Participants overweight by BMI or with high WHR/WC reporting low/moderate PA had up to 3 ml/100g/min lower CBFGM (p ≤ .011); there was no significant reduction for those reporting high PA. Since PA could potentially moderate obesity/CBF associations, this may be a cost-effective and relatively easy way to help mitigate the negative impact of obesity in an older population, such as cerebral hypoperfusion, which is an early mechanism in vascular dementia and Alzheimer's disease.
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Affiliation(s)
- Silvin P Knight
- The Irish Longitudinal Study on Ageing (TILDA), Trinity College Dublin, Dublin, Ireland; School of Medicine, Trinity College Dublin, Dublin, Ireland.
| | - Eamon Laird
- The Irish Longitudinal Study on Ageing (TILDA), Trinity College Dublin, Dublin, Ireland; School of Medicine, Trinity College Dublin, Dublin, Ireland
| | - Wilby Williamson
- The Irish Longitudinal Study on Ageing (TILDA), Trinity College Dublin, Dublin, Ireland; The Global Brain Health Institute (GBHI), Trinity College Dublin, Dublin, Ireland
| | - John O'Connor
- The Irish Longitudinal Study on Ageing (TILDA), Trinity College Dublin, Dublin, Ireland; School of Medicine, Trinity College Dublin, Dublin, Ireland
| | - Louise Newman
- The Irish Longitudinal Study on Ageing (TILDA), Trinity College Dublin, Dublin, Ireland; School of Medicine, Trinity College Dublin, Dublin, Ireland
| | - Daniel Carey
- The Irish Longitudinal Study on Ageing (TILDA), Trinity College Dublin, Dublin, Ireland; School of Medicine, Trinity College Dublin, Dublin, Ireland
| | - Celine De Looze
- The Irish Longitudinal Study on Ageing (TILDA), Trinity College Dublin, Dublin, Ireland; School of Medicine, Trinity College Dublin, Dublin, Ireland
| | - Andrew J Fagan
- Department of Radiology, Mayo Clinic, Rochester, MN, USA
| | - Michael A Chappell
- Wellcome Centre for Integrative Neuroimaging, University of Oxford, Oxford, UK; Institute of Biomedical Engineering, University of Oxford, Oxford, UK
| | - James F Meaney
- School of Medicine, Trinity College Dublin, Dublin, Ireland; The National Centre for Advanced Medical Imaging (CAMI), St. James's Hospital, Dublin, Ireland
| | - Rose Anne Kenny
- The Irish Longitudinal Study on Ageing (TILDA), Trinity College Dublin, Dublin, Ireland; School of Medicine, Trinity College Dublin, Dublin, Ireland; The Global Brain Health Institute (GBHI), Trinity College Dublin, Dublin, Ireland; Mercer's Institute for Successful Ageing (MISA), St. James's Hospital, Dublin, Ireland
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De Looze C, Williamson W, Demnitz N, Kenny RA. Cardiovascular Profiles for Phenotyping Cognitive Trajectories in the Irish Longitudinal Study on Ageing. Innov Aging 2020. [PMCID: PMC7743437 DOI: 10.1093/geroni/igaa057.2294] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/14/2022] Open
Abstract
Cardiovascular risk factors are increasingly recognized as modifiable risks for cognitive decline and dementia in later life. The Life’s Simple 7, an ideal CV health scoring system, has been recently put forward as a tool for the promotion of brain health. This study aims to evaluate the LS7 as risk prediction tool for cognitive decline trajectories (MMSE, immediate/delayed recall and verbal fluency) in 2,739 adults aged ≥50 years from TILDA. We investigate if indices of muscular strength (grip strength), mobility (Time Up and Go, walking speed) and physiological stress (e.g. orthostatic blood pressure and heart rate recovery) as add-ons to the LS7 improves prediction of cognitive trajectories; and, in a subcohort, we assess CV health score in association with multimodal brain measures. Identifying the factors that influence the onset and trajectory of cognitive decline in a multifactorial perspective is critical toward lowering dementia risks and developing adequate intervention and treatment.
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Affiliation(s)
| | - Wilby Williamson
- The Irish Longitudinal Study on Ageing (TILDA), dublin, Dublin, Ireland
| | | | - Rose Anne Kenny
- The Irish Longitudinal Study on Ageing (TILDA), Dublin, Dublin, Ireland
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Cadar D, De Looze C, McGarrigle C. Cardiovascular Health, Functional Disability, and Leisure Activities Profiles in Relation to Mental Aging. Innov Aging 2020. [PMCID: PMC7743811 DOI: 10.1093/geroni/igaa057.2292] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Abstract] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/14/2022] Open
Abstract
We investigated cardiovascular health, functional disability and leisure activities profiles independently and in relation to cognitive decline and dementia in high and low-medium income countries using data from the English Longitudinal Study of Ageing, Irish Longitudinal Study on Ageing and Brazilian Bambui Cohort Study of Aging. Functional loss among older Brazilians has shown a hierarchical sequence over the 15-year follow-up, with the highest incidence in functional disability reported for dressing, followed by getting out of bed, bathing/showering, walking across a room, using the toilet and eating (de Oliveira). Using the Life’s Simple 7, an ideal cardiovascular health scoring system evaluating the muscular strength, mobility and physiological stress, we showed a reliable prediction of cognitive trajectories in a representative sample of Irish individuals (De Looze). Within the same cohort, we report discrepancies between men and women in functional decline driven by domestic tasks, rather than determining differential cognitive trajectories (McGarrigle). In an English representative sample, we found that participants with an increasing number of functional impairments over almost a decade were more likely to be classified with subsequent dementia compared with those with no impairments and this may imply a more comprehensive ascertainment during the prodromal stage of dementia (Cadar). In contrast, a reduced risk of dementia was found for individuals with higher levels of engagement in cognitively stimulating activities, that may preserve cognitive reserve until later in life (Almeida). Identifying factors that influence cognitive aging and dementia risk in a multifactorial perspective is critical toward developing adequate intervention and treatment.
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De Looze C, Kelly F, Crosby L, Vourdanou A, Coen RF, Walsh C, Lawlor BA, Reilly RB. Changes in Speech Chunking in Reading Aloud is a Marker of Mild Cognitive Impairment and Mild-to-Moderate Alzheimer's Disease. Curr Alzheimer Res 2019; 15:828-847. [PMID: 29623841 DOI: 10.2174/1567205015666180404165017] [Citation(s) in RCA: 13] [Impact Index Per Article: 2.6] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/21/2017] [Revised: 03/01/2018] [Accepted: 03/27/2018] [Indexed: 11/22/2022]
Abstract
BACKGROUND Speech and Language Impairments, generally attributed to lexico-semantic deficits, have been documented in Mild Cognitive Impairment (MCI) and Alzheimer's disease (AD). This study investigates the temporal organisation of speech (reflective of speech production planning) in reading aloud in relation to cognitive impairment, particularly working memory and attention deficits in MCI and AD. The discriminative ability of temporal features extracted from a newly designed read speech task is also evaluated for the detection of MCI and AD. METHOD Sixteen patients with MCI, eighteen patients with mild-to-moderate AD and thirty-six healthy controls (HC) underwent a battery of neuropsychological tests and read a set of sentences varying in cognitive load, probed by manipulating sentence length and syntactic complexity. RESULTS Our results show that Mild-to-Moderate AD is associated with a general slowness of speech, attributed to a higher number of speech chunks, silent pauses and dysfluences, and slower speech and articulation rates. Speech chunking in the context of high cognitive-linguistic demand appears to be an informative marker of MCI, specifically related to early deficits in working memory and attention. In addition, Linear Discriminant Analysis shows the ROC AUCs (Areas Under the Receiver Operating Characteristic Curves) of identifying MCI vs. HC, MCI vs. AD and AD vs. HC using these speech characteristics are 0.75, 0.90 and 0.94 respectively. CONCLUSION The implementation of connected speech-based technologies in clinical and community settings may provide additional information for the early detection of MCI and AD.
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Affiliation(s)
- Celine De Looze
- Trinity Centre for Bioengineering, School of Engineering, Trinity College Dublin, Dublin, Ireland
| | - Finnian Kelly
- Trinity Centre for Bioengineering, School of Engineering, Trinity College Dublin, Dublin, Ireland
| | - Lisa Crosby
- Mercer`s Institute For Successful Ageing, St James`s Hospital, Dublin, Ireland
| | - Aisling Vourdanou
- Trinity Centre for Bioengineering, School of Engineering, Trinity College Dublin, Dublin, Ireland
| | - Robert F Coen
- Mercer`s Institute For Successful Ageing, St James`s Hospital, Dublin, Ireland
| | - Cathal Walsh
- Mercer`s Institute For Successful Ageing, St James`s Hospital, Dublin, Ireland.,Health Research Institute (HRI) and Mathematics Applications Consortium for Science and Industry (MACSI), University of Limerick, Limerick, Ireland
| | - Brian A Lawlor
- Mercer`s Institute For Successful Ageing, St James`s Hospital, Dublin, Ireland.,Institute of Neuroscience, School of Medicine, Trinity College Dublin, Dublin, Ireland
| | - Richard B Reilly
- Trinity Centre for Bioengineering, School of Engineering, Trinity College Dublin, Dublin, Ireland.,Institute of Neuroscience, School of Medicine, Trinity College Dublin, Dublin, Ireland
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