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Qian L, Chan A, Cai J, Lewicke J, Gregson G, Lipsett M, Rios Rincón A. Evaluation of the accuracy of a UWB tracker for in-home positioning for older adults. Med Eng Phys 2024; 126:104155. [PMID: 38621851 DOI: 10.1016/j.medengphy.2024.104155] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/11/2023] [Revised: 03/04/2024] [Accepted: 03/16/2024] [Indexed: 04/17/2024]
Abstract
The population of older adults is rapidly growing. In-home monitoring systems have been used to support aging-in-place. Ambient sensors or wearable localizers can be used but may be too low resolution, while camera systems are invasive to privacy. Ultra-wideband (UWB) localization offers precise positioning by placing anchors throughout the house and wearing a tag that is tracked by the anchors. In this study, the accuracy of UWB for indoor tracking was evaluated in a motion capture gait lab and in a mock condo in the Glenrose Rehabilitation Hospital. First, the configuration of UWB was tested, changing factors related to sampling time, anchor placement and line-of-sight. Comparing these factors to the configurations recommended by the manufacturer guidelines, accuracies remained within 14 cm. We then performed static and dynamic accuracy tests, with dynamic testing comprised of rolling and walking motions. In the motion capture lab, we found localization accuracies of 7.0 ± 11.1 cm while in the mock condo, we found accuracies of 27.3 ± 12.9 cm. Dynamic testing with rolling motions had an average of 19.1 ± 1.6 cm while walking was 20.5 ± 4.2 cm. The mean accuracy of UWB is within the 30 cm target for indoor localization.
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Affiliation(s)
- Linna Qian
- Department of Mechanical Engineering, University of Alberta, 10th Floor, Donadeo Innovation Centre for Engineering, 9211 116St NW, Edmonton, AB T6G 1H9, Canada
| | - Andrew Chan
- Research, Innovation and Technology, Glenrose Rehabilitation Hospital, 10105 112 Ave NW, Edmonton, AB T5G 0H1, Canada.
| | - Joanne Cai
- Department of Mechanical Engineering, University of Alberta, 10th Floor, Donadeo Innovation Centre for Engineering, 9211 116St NW, Edmonton, AB T6G 1H9, Canada
| | - Justin Lewicke
- Research, Innovation and Technology, Glenrose Rehabilitation Hospital, 10105 112 Ave NW, Edmonton, AB T5G 0H1, Canada
| | - Geoff Gregson
- Research, Innovation and Technology, Glenrose Rehabilitation Hospital, 10105 112 Ave NW, Edmonton, AB T5G 0H1, Canada; Department of Occupational Therapy, University of Alberta, 8205 - 114St, 2-64 Corbett Hall, Edmonton, AB T6G 2G4, Canada
| | - Michael Lipsett
- Department of Mechanical Engineering, University of Alberta, 10th Floor, Donadeo Innovation Centre for Engineering, 9211 116St NW, Edmonton, AB T6G 1H9, Canada
| | - Adriana Rios Rincón
- Department of Occupational Therapy, University of Alberta, 8205 - 114St, 2-64 Corbett Hall, Edmonton, AB T6G 2G4, Canada
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Anticholinergic and Sedative Medications and Dynamic Gait Parameters in Older Patients. Drugs Aging 2021; 38:1087-1096. [PMID: 34855162 DOI: 10.1007/s40266-021-00902-1] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 10/17/2021] [Indexed: 10/19/2022]
Abstract
BACKGROUND Anticholinergic and sedative medications are associated with poorer physical function in older age. Gait and physical function have traditionally been assessed with the time needed to execute objective function tests. Accelerometer-based gait parameters provide a precise capturing of gait dynamics and patterns and as such have added value. OBJECTIVES This study examined the associations between cumulative exposure to anticholinergic and sedative medications and gait dimensions as assessed with accelerometer-based dynamic gait parameters. METHODS Data were collected from outpatients of a diagnostic geriatric day clinic who underwent a comprehensive geriatric assessment (CGA). Cumulative exposure to anticholinergic and sedative medications was quantified with the Drug Burden Index (DBI), a linear additive pharmacological dose-response model. From a total of 22 dynamic gait parameters, the gait dimensions 'Regularity', 'Complexity', 'Stability', 'Pace', and 'Postural Control' were derived using factor analysis (and standardized total scores for these dimensions were calculated accordingly). Data were analyzed with multivariable linear regression analysis, in which adjustment was made for the covariates age, gender, body mass index (BMI), Mini Mental State Examination (MMSE) score, Charlson Comorbidity Index (CCI) including dementia, and number of medications not included in the DBI. RESULTS A total of 184 patients participated, whose mean age was 79.8 years (± SD 5.8), of whom 110 (60%) were women and of whom 88 (48%) had polypharmacy (i.e., received treatment with ≥5 medications). Of the 893 medications that were prescribed in total, 157 medications (17.6%) had anticholinergic and/or sedative properties. Of the patients, 100 (54%) had no exposure (DBI = 0), 42 (23%) had moderate exposure (0 > DBI ≤ 1), while another 42 (23%) had high exposure (DBI >1) to anticholinergic and sedative medications. Findings showed that high cumulative exposure to anticholinergic and sedative medications was related with poorer function on the Regularity and Pace dimensions. Furthermore, moderate and high exposure were associated with poorer function on the Complexity dimension. CONCLUSIONS These findings show that in older patients with comorbidities, cumulative anticholinergic and sedative exposure is associated with poorer function on multiple gait dimensions.
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Miyazaki T, Kiyama R, Nakai Y, Kawada M, Takeshita Y, Araki S, Makizako H. Relationships between Gait Regularity and Cognitive Function, including Cognitive Domains and Mild Cognitive Impairment, in Community-Dwelling Older People. Healthcare (Basel) 2021; 9:1571. [PMID: 34828617 PMCID: PMC8620724 DOI: 10.3390/healthcare9111571] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/27/2021] [Revised: 11/15/2021] [Accepted: 11/17/2021] [Indexed: 11/16/2022] Open
Abstract
The aim of this cross-sectional study was to examine the correlations between gait regularity, cognitive functions including cognitive domains, and the mild cognitive impairment (MCI) in community-dwelling older people. This study included 463 older adults (63.4% women, mean age: 74.1), and their step and stride regularity along the three-axis components was estimated from trunk acceleration, which was measured by inertial measurement units during a comfortable gait. Four aspects of cognitive function were assessed using a tablet computer: attention, executive function, processing speed, and memory, and participants were classified into those with or without MCI. The vertical component of stride and step regularity was associated with attention and executive function (r = -0.176--0.109, p ≤ 0.019), and processing speed (r = 0.152, p < 0.001), after it was adjusted for age and gait speed. The low vertical component of step regularity was related to the MCI after it was adjusted for covariates (OR 0.019; p = 0.016). The results revealed that cognitive function could affect gait regularity, and the vertical component of gait regularity, as measured by a wearable sensor, could play an important role in investigating cognitive decline in older people.
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Affiliation(s)
- Takasuke Miyazaki
- Department of Physical Therapy, School of Health Sciences, Faculty of Medicine, Kagoshima University, Kagoshima 891-0175, Japan; (T.M.); (Y.N.); (M.K.); (S.A.); (H.M.)
- Department of Rehabilitation, Tarumizu Municipal Medical Center, Tarumizu Central Hospital, Kagoshima 891-2124, Japan;
| | - Ryoji Kiyama
- Department of Physical Therapy, School of Health Sciences, Faculty of Medicine, Kagoshima University, Kagoshima 891-0175, Japan; (T.M.); (Y.N.); (M.K.); (S.A.); (H.M.)
| | - Yuki Nakai
- Department of Physical Therapy, School of Health Sciences, Faculty of Medicine, Kagoshima University, Kagoshima 891-0175, Japan; (T.M.); (Y.N.); (M.K.); (S.A.); (H.M.)
- Department of Mechanical Systems Engineering, Daiichi Institute of Technology, Kagoshima 899-4395, Japan
| | - Masayuki Kawada
- Department of Physical Therapy, School of Health Sciences, Faculty of Medicine, Kagoshima University, Kagoshima 891-0175, Japan; (T.M.); (Y.N.); (M.K.); (S.A.); (H.M.)
| | - Yasufumi Takeshita
- Department of Rehabilitation, Tarumizu Municipal Medical Center, Tarumizu Central Hospital, Kagoshima 891-2124, Japan;
- Graduate School of Health Sciences, Kagoshima University, Kagoshima 891-0175, Japan
| | - Sota Araki
- Department of Physical Therapy, School of Health Sciences, Faculty of Medicine, Kagoshima University, Kagoshima 891-0175, Japan; (T.M.); (Y.N.); (M.K.); (S.A.); (H.M.)
| | - Hyuma Makizako
- Department of Physical Therapy, School of Health Sciences, Faculty of Medicine, Kagoshima University, Kagoshima 891-0175, Japan; (T.M.); (Y.N.); (M.K.); (S.A.); (H.M.)
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Aubourg T, Demongeot J, Vuillerme N. Gaining Insights Into the Estimation of the Circadian Rhythms of Social Activity in Older Adults From Their Telephone Call Activity With Statistical Learning: Observational Study. J Med Internet Res 2021; 23:e22339. [PMID: 33416502 PMCID: PMC7822721 DOI: 10.2196/22339] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/09/2020] [Revised: 09/02/2020] [Accepted: 09/07/2020] [Indexed: 12/20/2022] Open
Abstract
Background Understanding the social mechanisms of the circadian rhythms of activity represents a major issue in better managing the mechanisms of age-related diseases occurring over time in the elderly population. The automated analysis of call detail records (CDRs) provided by modern phone technologies can help meet such an objective. At this stage, however, whether and how the circadian rhythms of telephone call activity can be automatically and properly modeled in the elderly population remains to be established. Objective Our goal for this study is to address whether and how the circadian rhythms of social activity observed through telephone calls could be automatically modeled in older adults. Methods We analyzed a 12-month data set of outgoing telephone CDRs of 26 adults older than 65 years of age. We designed a statistical learning modeling approach adapted for exploratory analysis. First, Gaussian mixture models (GMMs) were calculated to automatically model each participant’s circadian rhythm of telephone call activity. Second, k-means clustering was used for grouping participants into distinct groups depending on the characteristics of their personal GMMs. Results The results showed the existence of specific structures of telephone call activity in the daily social activity of older adults. At the individual level, GMMs allowed the identification of personal habits, such as morningness-eveningness for making calls. At the population level, k-means clustering allowed the structuring of these individual habits into specific morningness or eveningness clusters. Conclusions These findings support the potential of phone technologies and statistical learning approaches to automatically provide personalized and precise information on the social rhythms of telephone call activity of older individuals. Futures studies could integrate such digital insights with other sources of data to complete assessments of the circadian rhythms of activity in elderly populations.
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Affiliation(s)
- Timothée Aubourg
- Orange Labs, Meylan, France.,Univ. Grenoble Alpes, AGEIS, Grenoble, France.,LabCom Telecom4Health, Univ. Grenoble Alpes & Orange Labs, Grenoble, France
| | - Jacques Demongeot
- Univ. Grenoble Alpes, AGEIS, Grenoble, France.,LabCom Telecom4Health, Univ. Grenoble Alpes & Orange Labs, Grenoble, France.,Institut Universitaire de France, Paris, France
| | - Nicolas Vuillerme
- Univ. Grenoble Alpes, AGEIS, Grenoble, France.,LabCom Telecom4Health, Univ. Grenoble Alpes & Orange Labs, Grenoble, France.,Institut Universitaire de France, Paris, France
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Tasvuran Horata E, Cetin SY, Erel S. Effects of individual progressive single- and dual-task training on gait and cognition among older healthy adults: a randomized-controlled comparison study. Eur Geriatr Med 2020; 12:363-370. [PMID: 33226605 DOI: 10.1007/s41999-020-00429-5] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/09/2020] [Accepted: 11/04/2020] [Indexed: 01/03/2023]
Abstract
PURPOSE Dual-task training has beneficial effects on older individuals for gait and cognition. This study was aimed to make a comparison between the effects of individual progressive single- and dual-task training on gait and cognition among healthy older individuals. METHODS A total of 32 participants were divided randomly into two groups as the single-task group (n = 16, 64.6 ± 3.3 years, 7 males and 9 females) and dual-task group (n = 16, 65.6 ± 2.6 years, 8 males and 8 females). The 10-m walk test with the LEGSys device was used to assess spatio-temporal gait parameters. The cognitive parameters were evaluated using the Standardized Mini-Mental State Exam and Stroop Test. An individual progressive 60 min single- and dual-task training programs were applied twice per week for a period of 6 weeks. RESULTS There were significant differences for both gait and cognition variables in the dual-task training group (p < 0.05), according to the comparison of pre- and post-treatment results. In the single-task training group, there were significant differences only in gait parameters with single-task conditions (p < 0.05). The comparisons of the delta values between the groups indicated that the dual-task training group was better compared to the single-task training group in gait speed, cadence, and many cognitive variables (p < 0.05). CONCLUSION Individual progressive dual-task training is an effective and useful method that improves gait performance and cognitive skills among older individuals. TRIAL REGISTRATION NUMBER AND DATE NCT03777111, 12/13/2018.
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Affiliation(s)
- Emel Tasvuran Horata
- Department of Physiotherapy and Rehabilitation, Afyonkarahisar Health Sciences University, Zafer Health Campus, A Block, 2078 Street No: 3, Afyonkarahisar, Turkey.
| | - Sebahat Yaprak Cetin
- Department of Physiotherapy and Rehabilitation, Akdeniz University, Antalya, Turkey
| | - Suat Erel
- School of Physical Therapy and Rehabilitation, Pamukkale University, Denizli, Turkey
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Lorenzo-López L, Blanco-Fandiño J, Cibeira N, Buján A, López-López R, Maseda A, Millán-Calenti JC. Clinical and Neuropsychological Correlates of Prefrailty Syndrome. Front Med (Lausanne) 2020; 7:609359. [PMID: 33240913 PMCID: PMC7680970 DOI: 10.3389/fmed.2020.609359] [Citation(s) in RCA: 6] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/23/2020] [Accepted: 10/20/2020] [Indexed: 12/15/2022] Open
Abstract
Physical frailty is closely associated with cognitive impairment. We aim to investigate the neuropsychological profiles of prefrail and non-frail dementia-free community-dwelling older adults using a comprehensive neuropsychological evaluation, and to examine the association between specific frailty criteria and clinical and neuropsychological scores. Participants completed a comprehensive standardized neuropsychological evaluation (covering cognitive domains such as memory, executive functions, language and attention), and frailty assessment. Frailty was assessed according to biological criteria: unintentional weight loss, exhaustion, low physical activity, slowness, and weakness. The sample comprised 60 dementia-free community-dwelling adults, aged 65 years or older (range 65-89 years; 60.0% women). Forty-two participants were classified as robust (no frailty criteria present), and 18 as prefrail (1 or 2 frailty criteria present). We explored neurocognitive differences between the groups and examined the association between specific criteria of frailty phenotype and clinical and neuropsychological outcomes with bivariate tests and multivariate models. Prefrail participants showed poorer cognitive performance than non-frail participants in both memory and non-memory cognitive domains. However, delayed episodic memory was the only cognitive subdomain that remained significant after controlling for age, gender, and educational level. Gait speed was significantly associated with general cognitive performance, immediate memory, and processing speed, while grip strength was associated with visual episodic memory and visuoconstructive abilities. Both gait speed and grip strength were negatively associated with depressive scores. Our results suggest that prefrailty is associated with cognitive dysfunction. The fact that specific cognitive domains may be susceptible to subclinical states of physical frailty may have important clinical implications. Indeed, early detection of specific cognitive dysfunctions may allow opportunities for reversibility.
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Affiliation(s)
- Laura Lorenzo-López
- Universidade da Coruña, Gerontology and Geriatrics Research Group, Instituto de Investigación Biomédica de A Coruña (INIBIC), Complexo Hospitalario Universitario de A Coruña (CHUAC), Servizo Galego de Saúde (SERGAS), A Coruña, Spain
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Gait Variability Using Waist- and Ankle-Worn Inertial Measurement Units in Healthy Older Adults. SENSORS 2020; 20:s20102858. [PMID: 32443507 PMCID: PMC7287584 DOI: 10.3390/s20102858] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 04/22/2020] [Revised: 05/07/2020] [Accepted: 05/15/2020] [Indexed: 01/16/2023]
Abstract
Gait variability observed in step duration is predictive of impending adverse health outcomes among apparently healthy older adults and could potentially be evaluated using wearable sensors (inertial measurement units, IMU). The purpose of the present study was to establish the reliability and concurrent validity of gait variability and complexity evaluated with a waist and an ankle-worn IMU. Seventeen women (age 74.8 (SD 44) years) and 10 men (73.7 (4.1) years) attended two laboratory measurement sessions a week apart. Their stride duration variability was concurrently evaluated based on a continuous 3 min walk using a force plate and a waist- and an ankle-worn IMU. Their gait complexity (multiscale sample entropy) was evaluated from the waist-worn IMU. The force plate indicated excellent stride duration variability reliability (intra-class correlation coefficient, ICC = 0.90), whereas fair to good reliability (ICC = 0.47 to 0.66) was observed from the IMUs. The IMUs exhibited poor to excellent concurrent validity in stride duration variability compared to the force plate (ICC = 0.22 to 0.93). A good to excellent reliability was observed for gait complexity in most coarseness scales (ICC = 0.60 to 0.82). A reasonable congruence with the force plate-measured stride duration variability was observed on many coarseness scales (correlation coefficient = 0.38 to 0.83). In conclusion, waist-worn IMU entropy estimates may provide a feasible indicator of gait variability among community-dwelling ambulatory older adults.
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Godfrey A, Brodie M, van Schooten KS, Nouredanesh M, Stuart S, Robinson L. Inertial wearables as pragmatic tools in dementia. Maturitas 2019; 127:12-17. [PMID: 31351515 DOI: 10.1016/j.maturitas.2019.05.010] [Citation(s) in RCA: 15] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/12/2019] [Revised: 05/22/2019] [Accepted: 05/23/2019] [Indexed: 01/02/2023]
Abstract
Dementia is a critically important issue due to its wide impact on health services as well as its personal and societal costs. Limitations exist for current dementia protocols, and there are calls to introduce modern technology that facilitates the addition of digital biomarkers to routine clinical practice. Wearable technology (wearables) are nearly ubiquitous in everyday life, gathering discrete and continuous digital data on habitual activities, but their utility in modern medicine remains low. Due to advances in data analytics, wearables are now commonly discussed as pragmatic tools to aid the diagnosis and treatment of a range of neurological disorders. Inertial sensor-based wearables are one such technology; they offer a low-cost approach to quantify routine movements that are fundamental to normal activities of daily living, most notably postural control and gait. Here, we provide a narrative review of how wearables are providing useful postural control and gait data to facilitate the capture of digital markers to aid dementia research. We outline the history of wearables, from their humble beginnings to their current use beyond the clinic, and explore their integration into modern systems, as well as the ongoing standardisation and regulatory efforts to integrate their use in clinical trials.
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Affiliation(s)
- A Godfrey
- Department of Computer and Information Sciences, Northumbria University, Newcastle, UK.
| | - M Brodie
- Falls Balance & Injury Research Centre, Neuroscience Research Australia, NSW, Australia; Graduate School of Biomedical Engineering, University of New South Wales, NSW, Australia
| | - K S van Schooten
- Neuroscience Research Australia, University of New South Wales, Sydney, Australia; School of Public Health and Community Medicine, University of New South Wales, NSW, Australia
| | - M Nouredanesh
- Department of Mechanical and Mechatronics Engineering, University of Waterloo, Waterloo, Canada
| | - S Stuart
- Department of Neurology, Oregon Health & Science University, Portland, Oregon, USA
| | - L Robinson
- Institute for Ageing, Newcastle University, Newcastle upon Tyne, UK
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Bernard PL, Blain H, Gerazime A, Maurelli O, Bousquet J, Ninot G. Relationship between a three-month physical conditioning "posture-balance-motricity and health education" (PBM-HE) program on postural and balance capacities of sedentary older adults: influence of initial motor profile. Eur Rev Aging Phys Act 2018; 15:14. [PMID: 30479673 PMCID: PMC6245720 DOI: 10.1186/s11556-018-0203-0] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/23/2018] [Accepted: 11/06/2018] [Indexed: 11/10/2022] Open
Abstract
Background The aims of this study were (i) to define the relationship between a physical reconditioning cycle using balance exercises and muscular-articular stress and the balance capabilities of sedentary older adults and (ii) to assess whether older adults with weaker equilibrium abilities have a significantly limited progression. Our sample consisted of 338 people (263 women, 75 men) with an age, weight and height of 74.4 years (+/− 8.6), 67 kg (+/− 13.6) and 161.4 cm (+/− 8) and with a body mass index of 25.6 (+/− 4.3). The functional evaluations consisted of individual motor profile tests, monopodal eyes open and eyes closed for 30 s, a Timed Up and Go test (TUG) and stabilometric measurements on hard ground with eyes open for a duration of 25.6 s. The physical repackaging protocol was based on the 12-week Posture-Balance-Motricity and Health Education (PBM-ES) method with two 90-min weekly group sessions. Results The evolution of the “posture” and “balance” variables was significantly associated with the equilibration capacities (p < 0.001). For unipedal stance with open eyes on the dominant and non-dominant sides, respectively, the progressions were significant for the profiles of middle (OR: 4.78 and 2.42) and low levels (OR: 4.34 and 1.66). Eyes-closed progressions were non-significant for the low-level balance profiles. For the COP Surface and Length variables, compared to those with high levels of balance, respectively, the progressions were significant for the middle- (OR: 1.41 and 2.98) and low-level (OR: 2.91 and 3.28) profiles. Conclusions After a 3-month bi-weekly PBM-HE program, we observed that sedentary older adults with the lowest initial level of balance progressed significantly more than high-level individuals, but only for basic motor abilities. It turns out that even among the most deconditioned people and older adults, very significant progress can be made. This increase requires an individualized training content focused on initial mobilizable capacities.
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Affiliation(s)
- Pierre Louis Bernard
- 1Euromov, University of Montpellier, 700 avenue du Pic Saint Loup, Montpellier, France
| | - Hubert Blain
- 1Euromov, University of Montpellier, 700 avenue du Pic Saint Loup, Montpellier, France.,2Department of Internal Medicine and Geriatrics, Antonin Balmes Center, University Hospital of Montpellier, Montpellier, France
| | - Aurelie Gerazime
- 3EA 4556 Epsylon, University of Montpellier, 4 boulevard Henri IV, Montpellier, France
| | - Olivier Maurelli
- 1Euromov, University of Montpellier, 700 avenue du Pic Saint Loup, Montpellier, France
| | - Jean Bousquet
- MACVIA-LR. European Innovation Partnership on Active and Healthy Aging Reference Site, 34000 Montpellier, France
| | - Grégory Ninot
- 3EA 4556 Epsylon, University of Montpellier, 4 boulevard Henri IV, Montpellier, France
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