Smart Driving Technology for Non-Invasive Detection of Age-Related Cognitive Decline

Alzheimer’s disease (AD) and Alzheimer’s Related Dementias (ADRD) are projected to affect 50 million people globally in the coming decades. Clinical research suggests that Mild Cognitive Impairment (MCI), a precursor to dementia, offers a critical window of opportunity for lifestyle interventions to...

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Published inSensors (Basel, Switzerland) Vol. 24; no. 24; p. 8062
Main Authors Serhan, Peter, Victor, Shaun, Osorio Perez, Oscar, Abi Karam, Kevin, Elghoul, Anthony, Ransdell, Madison, Al-Hindawi, Firas, Geda, Yonas, Chahal, Geetika, Eagan, Danielle, Wu, Teresa, Tsow, Francis, Forzani, Erica
Format Journal Article
LanguageEnglish
Published Switzerland MDPI AG 01.12.2024
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ISSN1424-8220
1424-8220
DOI10.3390/s24248062

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Abstract Alzheimer’s disease (AD) and Alzheimer’s Related Dementias (ADRD) are projected to affect 50 million people globally in the coming decades. Clinical research suggests that Mild Cognitive Impairment (MCI), a precursor to dementia, offers a critical window of opportunity for lifestyle interventions to delay or prevent the progression of AD/ADRD. Previous research indicates that lifestyle changes, including increased physical exercise, reduced caloric intake, and mentally stimulating activities, can reduce the risk of MCI. Early detection of MCI is challenging due to subtle and often unnoticed cognitive decline and is traditionally monitored through infrequent clinical tests. In this research, the Smart Driving System, a novel, unobtrusive, and economical technology to detect early stages of neurodegenerative diseases, is presented. The system comprises a multi-modal biosensing array (MMS) and AI algorithms, including driving performance and driver’s biometrics, offering insights into a driver’s cognitive function. This publication is the first work reported towards the ultimate goal of developing the Smart Driving Device and App, integrating it into vehicles, and validating its effectiveness in detecting MCI through comprehensive pilot studies.
AbstractList Alzheimer’s disease (AD) and Alzheimer’s Related Dementias (ADRD) are projected to affect 50 million people globally in the coming decades. Clinical research suggests that Mild Cognitive Impairment (MCI), a precursor to dementia, offers a critical window of opportunity for lifestyle interventions to delay or prevent the progression of AD/ADRD. Previous research indicates that lifestyle changes, including increased physical exercise, reduced caloric intake, and mentally stimulating activities, can reduce the risk of MCI. Early detection of MCI is challenging due to subtle and often unnoticed cognitive decline and is traditionally monitored through infrequent clinical tests. In this research, the Smart Driving System, a novel, unobtrusive, and economical technology to detect early stages of neurodegenerative diseases, is presented. The system comprises a multi-modal biosensing array (MMS) and AI algorithms, including driving performance and driver’s biometrics, offering insights into a driver’s cognitive function. This publication is the first work reported towards the ultimate goal of developing the Smart Driving Device and App, integrating it into vehicles, and validating its effectiveness in detecting MCI through comprehensive pilot studies.
Alzheimer's disease (AD) and Alzheimer's Related Dementias (ADRD) are projected to affect 50 million people globally in the coming decades. Clinical research suggests that Mild Cognitive Impairment (MCI), a precursor to dementia, offers a critical window of opportunity for lifestyle interventions to delay or prevent the progression of AD/ADRD. Previous research indicates that lifestyle changes, including increased physical exercise, reduced caloric intake, and mentally stimulating activities, can reduce the risk of MCI. Early detection of MCI is challenging due to subtle and often unnoticed cognitive decline and is traditionally monitored through infrequent clinical tests. In this research, the Smart Driving System, a novel, unobtrusive, and economical technology to detect early stages of neurodegenerative diseases, is presented. The system comprises a multi-modal biosensing array (MMS) and AI algorithms, including driving performance and driver's biometrics, offering insights into a driver's cognitive function. This publication is the first work reported towards the ultimate goal of developing the Smart Driving Device and App, integrating it into vehicles, and validating its effectiveness in detecting MCI through comprehensive pilot studies.Alzheimer's disease (AD) and Alzheimer's Related Dementias (ADRD) are projected to affect 50 million people globally in the coming decades. Clinical research suggests that Mild Cognitive Impairment (MCI), a precursor to dementia, offers a critical window of opportunity for lifestyle interventions to delay or prevent the progression of AD/ADRD. Previous research indicates that lifestyle changes, including increased physical exercise, reduced caloric intake, and mentally stimulating activities, can reduce the risk of MCI. Early detection of MCI is challenging due to subtle and often unnoticed cognitive decline and is traditionally monitored through infrequent clinical tests. In this research, the Smart Driving System, a novel, unobtrusive, and economical technology to detect early stages of neurodegenerative diseases, is presented. The system comprises a multi-modal biosensing array (MMS) and AI algorithms, including driving performance and driver's biometrics, offering insights into a driver's cognitive function. This publication is the first work reported towards the ultimate goal of developing the Smart Driving Device and App, integrating it into vehicles, and validating its effectiveness in detecting MCI through comprehensive pilot studies.
Audience Academic
Author Elghoul, Anthony
Ransdell, Madison
Geda, Yonas
Forzani, Erica
Abi Karam, Kevin
Al-Hindawi, Firas
Serhan, Peter
Victor, Shaun
Tsow, Francis
Wu, Teresa
Chahal, Geetika
Eagan, Danielle
Osorio Perez, Oscar
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Cites_doi 10.3390/s20247202
10.1093/gerona/59.9.M940
10.1212/01.wnl.0000219668.47116.e6
10.1021/acs.est.0c03850
10.1001/jamaneurol.2016.3822
10.1212/WNL.54.12.2205
10.1111/jgs.14180
10.1002/alz.13016
10.3233/JAD-181242
10.1055/s-2005-867080
10.3390/s22041355
10.1289/ehp.1104789
10.3233/JAD-171141
10.1088/1752-7163/abd52f
10.3389/fphys.2015.00372
10.1093/jnen/62.11.1087
10.1186/s13195-021-00852-1
10.3233/JAD-121270
10.3390/geriatrics6020045
10.1001/archneur.58.12.1985
10.1088/1752-7163/aaaec9
10.1111/jgs.14402
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Keywords Alzheimer’s Disease (AD)
Mild Cognitive Impairment (MCI)
multi-modal sensing array (MMS)
Smart Driving System
cognitive health monitoring
Alzheimer’s early detection
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References Casey (ref_1) 2010; 35
Knopman (ref_2) 2003; 62
(ref_32) 2009; 19
Pink (ref_6) 2016; 64
ref_13
ref_34
Vemuri (ref_9) 2017; 74
Bennett (ref_3) 2006; 66
ref_31
Bennett (ref_16) 2016; 64
Sprowls (ref_26) 2021; 12
ref_17
Sprowls (ref_28) 2021; 15
Better (ref_4) 2023; 19
Yaribeygi (ref_12) 2017; 16
Geda (ref_7) 2013; 34
Kramer (ref_10) 2004; 59
Stein (ref_14) 2011; 55
Roe (ref_19) 2019; 68
Feder (ref_5) 2018; 63
Dubinsky (ref_15) 2000; 54
Satish (ref_30) 2012; 120
ref_25
ref_23
Gall (ref_21) 2021; 55
ref_22
Ruiz (ref_24) 2018; 12
ref_20
Bayat (ref_18) 2021; 13
ref_29
Syrjanen (ref_8) 2019; 93
ref_27
Durmer (ref_11) 2005; 25
Petersen (ref_33) 2001; 58
References_xml – ident: ref_22
  doi: 10.3390/s20247202
– volume: 59
  start-page: M940
  year: 2004
  ident: ref_10
  article-title: Environmental influences on cognitive and brain plasticity during aging
  publication-title: J. Gerontol. Ser. A Biol. Sci. Med. Sci.
  doi: 10.1093/gerona/59.9.M940
– ident: ref_34
– volume: 66
  start-page: 1837
  year: 2006
  ident: ref_3
  article-title: Neuropathology of older persons without cognitive impairment from two community-based studies
  publication-title: Neurology
  doi: 10.1212/01.wnl.0000219668.47116.e6
– volume: 55
  start-page: 139
  year: 2021
  ident: ref_21
  article-title: Impact of Cognitive Tasks on CO2 and Isoprene Emissions from Humans
  publication-title: Environ. Sci. Technol.
  doi: 10.1021/acs.est.0c03850
– volume: 35
  start-page: 208
  year: 2010
  ident: ref_1
  article-title: Drugs for Alzheimer’s disease: Are they effective?
  publication-title: Pharm. Ther.
– ident: ref_23
– volume: 74
  start-page: 332
  year: 2017
  ident: ref_9
  article-title: Association Between Mentally Stimulating Activities in Late Life and the Outcome of Incident Mild Cognitive Impairment, With an Analysis of the APOE ε4 Genotype
  publication-title: JAMA Neurol.
  doi: 10.1001/jamaneurol.2016.3822
– volume: 54
  start-page: 2205
  year: 2000
  ident: ref_15
  article-title: Practice parameter: Risk of driving and Alzheimer’s disease (an evidence-based review): Report of the quality standards subcommittee of the American Academy of Neurology
  publication-title: Neurology
  doi: 10.1212/WNL.54.12.2205
– volume: 64
  start-page: 1904
  year: 2016
  ident: ref_16
  article-title: Cognitive Tests and Determining Fitness to Drive in Dementia: A Systematic Review
  publication-title: J. Am. Geriatr. Soc.
  doi: 10.1111/jgs.14180
– volume: 19
  start-page: 1598
  year: 2023
  ident: ref_4
  article-title: 2023 Alzheimer’s disease facts and figures
  publication-title: Alzheimers Dement.
  doi: 10.1002/alz.13016
– volume: 68
  start-page: 1625
  year: 2019
  ident: ref_19
  article-title: A 2.5-Year Longitudinal Assessment of Naturalistic Driving in Preclinical Alzheimer’s Disease
  publication-title: J. Alzheimers Dis.
  doi: 10.3233/JAD-181242
– ident: ref_25
– ident: ref_31
– ident: ref_29
– volume: 25
  start-page: 117
  year: 2005
  ident: ref_11
  article-title: Neurocognitive consequences of sleep deprivation
  publication-title: Semin. Neurol.
  doi: 10.1055/s-2005-867080
– ident: ref_27
  doi: 10.3390/s22041355
– volume: 55
  start-page: 325
  year: 2011
  ident: ref_14
  article-title: Driving simulator performance in patients with possible and probable Alzheimer’s disease
  publication-title: Ann. Adv. Automot. Med.
– volume: 12
  start-page: 1
  year: 2021
  ident: ref_26
  article-title: Integrated sensing systems for monitoring inter-related physiological parameters in older adults
  publication-title: Int. J. Progn. Health Manag.
– volume: 120
  start-page: 1671
  year: 2012
  ident: ref_30
  article-title: Is CO2 an indoor pollutant? Direct effects of low-to-moderate CO2 concentrations on human decision-making performance
  publication-title: Environ. Health Perspect.
  doi: 10.1289/ehp.1104789
– volume: 63
  start-page: 149
  year: 2018
  ident: ref_5
  article-title: Leisure-Time Physical Activity and the Risk of Incident Dementia: The Mayo Clinic Study of Aging
  publication-title: J. Alzheimers Dis.
  doi: 10.3233/JAD-171141
– volume: 15
  start-page: 026004
  year: 2021
  ident: ref_28
  article-title: A system for contact free energy expenditure assessment under free-living conditions: Monitoring metabolism for weight loss using carbon dioxide emission
  publication-title: J. Breath. Res.
  doi: 10.1088/1752-7163/abd52f
– ident: ref_13
  doi: 10.3389/fphys.2015.00372
– volume: 62
  start-page: 1087
  year: 2003
  ident: ref_2
  article-title: Neuropathology of cognitively normal elderly
  publication-title: J. Neuropathol. Exp. Neurol.
  doi: 10.1093/jnen/62.11.1087
– volume: 16
  start-page: 1057
  year: 2017
  ident: ref_12
  article-title: The impact of stress on body function: A review
  publication-title: EXCLI J.
– volume: 13
  start-page: 115
  year: 2021
  ident: ref_18
  article-title: GPS driving: A digital biomarker for preclinical Alzheimer disease
  publication-title: Alzheimer’s Res. Ther.
  doi: 10.1186/s13195-021-00852-1
– volume: 34
  start-page: 501
  year: 2013
  ident: ref_7
  article-title: Caloric intake, aging, and mild cognitive impairment: A population-based study
  publication-title: J. Alzheimers Dis.
  doi: 10.3233/JAD-121270
– ident: ref_17
  doi: 10.3390/geriatrics6020045
– volume: 58
  start-page: 1985
  year: 2001
  ident: ref_33
  article-title: Current concepts in mild cognitive impairment
  publication-title: Arch. Neurol.
  doi: 10.1001/archneur.58.12.1985
– volume: 12
  start-page: 036012
  year: 2018
  ident: ref_24
  article-title: Assessing metabolic rate and indoor air quality with passive environmental sensors
  publication-title: J. Breath. Res.
  doi: 10.1088/1752-7163/aaaec9
– volume: 64
  start-page: 2479
  year: 2016
  ident: ref_6
  article-title: Timing of Physical Activity, Apolipoprotein E ε4 Genotype, and Risk of Incident Mild Cognitive Impairment
  publication-title: J. Am. Geriatr. Soc.
  doi: 10.1111/jgs.14402
– ident: ref_20
– volume: 93
  start-page: e548
  year: 2019
  ident: ref_8
  article-title: Quantity and quality of mental activities and the risk of incident mild cognitive impairment
  publication-title: Neurology
– volume: 19
  start-page: 203
  year: 2009
  ident: ref_32
  article-title: Measures of Diagnostic Accuracy: Basic Definitions
  publication-title: EJIFCC
SSID ssj0023338
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Snippet Alzheimer’s disease (AD) and Alzheimer’s Related Dementias (ADRD) are projected to affect 50 million people globally in the coming decades. Clinical research...
Alzheimer's disease (AD) and Alzheimer's Related Dementias (ADRD) are projected to affect 50 million people globally in the coming decades. Clinical research...
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SubjectTerms Accelerometers
Activities of daily living
Advertising executives
Aged
Algorithms
Alzheimer Disease - diagnosis
Alzheimer's disease
Alzheimer’s Disease (AD)
Alzheimer’s early detection
Artificial Intelligence
Automobile Driving
Biosensing Techniques - instrumentation
Biosensing Techniques - methods
Carbon dioxide
Cognition & reasoning
Cognitive ability
Cognitive Dysfunction - diagnosis
cognitive health monitoring
Data collection
Decision making
Dementia
Disease
Energy intake
Exercise
Female
Health care
Humans
Indoor air quality
Machine learning
Male
Memory
Metabolism
Mild Cognitive Impairment (MCI)
multi-modal sensing array (MMS)
Nervous system diseases
Older people
Outdoor air quality
Pilot projects
Sensors
Smart Driving System
Ventilation
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Title Smart Driving Technology for Non-Invasive Detection of Age-Related Cognitive Decline
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