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Mitnitski A, Collerton J, Martin-Ruiz C, Jagger C, von Zglinicki T, Rockwood K, Kirkwood TBL. Age-related frailty and its association with biological markers of ageing. BMC Med 2015; 13:161. [PMID: 26166298 PMCID: PMC4499935 DOI: 10.1186/s12916-015-0400-x] [Citation(s) in RCA: 197] [Impact Index Per Article: 21.9] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 02/23/2015] [Accepted: 06/12/2015] [Indexed: 12/31/2022] Open
Abstract
BACKGROUND The relationship between age-related frailty and the underlying processes that drive changes in health is currently unclear. Considered individually, most blood biomarkers show only weak relationships with frailty and ageing. Here, we examined whether a biomarker-based frailty index (FI-B) allowed examination of their collective effect in predicting mortality compared with individual biomarkers, a clinical deficits frailty index (FI-CD), and the Fried frailty phenotype. METHODS We analyzed baseline data and up to 7-year mortality in the Newcastle 85+ Study (n = 845; mean age 85.5). The FI-B combined 40 biomarkers of cellular ageing, inflammation, haematology, and immunosenescence. The Kaplan-Meier estimator was used to stratify participants into FI-B risk strata. Stability of the risk estimates for the FI-B was assessed using iterative, random subsampling of the 40 FI-B items. Predictive validity was tested using Cox proportional hazards analysis and discriminative ability by the area under receiver operating characteristic (ROC) curves. RESULTS The mean FI-B was 0.35 (SD, 0.08), higher than the mean FI-CD (0.22; SD, 0.12); no participant had an FI-B score <0.12. Higher values of each FI were associated with higher mortality risk. In a sex-adjusted model, each one percent increase in the FI-B increased the hazard ratio by 5.4 % (HR, 1.05; CI, 1.04-1.06). The FI-B was more powerful for mortality prediction than any individual biomarker and was robust to biomarker substitution. The ROC analysis showed moderate discriminative ability for 7-year mortality (AUC for FI-CD = 0.71 and AUC for FI-B = 0.66). No individual biomarker's AUC exceeded 0.61. The AUC for combined FI-CD/FI-B was 0.75. CONCLUSIONS Many biological processes are implicated in ageing. The systemic effects of these processes can be elucidated using the frailty index approach, which showed here that subclinical deficits increased the risk of death. In the future, blood biomarkers may indicate the nature of the underlying causal deficits leading to age-related frailty, thereby helping to expose targets for early preventative interventions.
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Affiliation(s)
- Arnold Mitnitski
- Department of Medicine, Dalhousie University, Halifax, NS, B3H 2E1, Canada.
| | - Joanna Collerton
- Institute of Health and Society and Newcastle University Institute for Ageing, Newcastle upon Tyne, NE4 5PL, UK.
| | - Carmen Martin-Ruiz
- Institute of Neuroscience and Newcastle University Institute for Ageing, Newcastle upon Tyne, NE4 5PL, UK.
| | - Carol Jagger
- Institute of Health and Society and Newcastle University Institute for Ageing, Newcastle upon Tyne, NE4 5PL, UK.
| | - Thomas von Zglinicki
- Institute for Cell and Molecular Biosciences and Newcastle University Institute for Ageing, Newcastle upon Tyne, NE4 5PL, UK.
| | - Kenneth Rockwood
- Division of Geriatric Medicine, Dalhousie University, Halifax, NS, B3H 2E1, Canada.
| | - Thomas B L Kirkwood
- Institute for Cell and Molecular Biosciences and Newcastle University Institute for Ageing, Newcastle upon Tyne, NE4 5PL, UK.
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Mitnitski A, Rockwood K. The rate of aging: the rate of deficit accumulation does not change over the adult life span. Biogerontology 2015; 17:199-204. [PMID: 25972341 DOI: 10.1007/s10522-015-9583-y] [Citation(s) in RCA: 89] [Impact Index Per Article: 9.9] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/24/2015] [Accepted: 05/09/2015] [Indexed: 12/31/2022]
Abstract
People age at different rates. We have proposed that rates of aging can be quantified by the rate at which individuals accumulate health deficits. Earlier estimates, using cross-sectional analyses suggested that deficits accumulated exponentially, at an annual rate of 3.5%. Here, we estimate the rate of deficit accumulation using longitudinal data from the Canadian National Population Health Survey. By analyzing age-specific trajectories of deficit accumulation in people aged 20 years and over (n = 13,668) followed biannually for 16 years, we found that the longitudinal average annual rate of deficit accumulation was 4.5% (±0.75%). This estimate was notably stable during the adult life span. The corresponding average doubling time in the number of deficits was 15.4 (95% CI 14.82-16.03) years, roughly 30% less than we had reported from the cross-sectional analysis. Earlier work also established that the average number of deficits accumulated by individuals (N), equals the product of the intensity of environmental stresses (λ) causing damage to the organism, by the average recovery time (W). At the individual level, changes in deficit accumulation can be attributed to both changes in environmental stresses and changes in recovery time. By contrast, at the population level, changes in the number of deficits are proportional to the changes in recovery time. In consequence, we propose here that the average recovery time, W doubles approximately every 15.4 years, independently of age. Such changes quantify the increase of vulnerability to stressors as people age that gives rise to increasing risk of frailty, disability and death. That deficit accumulation will, on average, double twice between ages 50 and 80 highlights the importance of health in middle age on late life outcomes.
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Affiliation(s)
- Arnold Mitnitski
- Department of Medicine, Dalhousie University, Halifax, NS, B3H 2Y9, Canada.
| | - Kenneth Rockwood
- Division of Geriatric Medicine, QEII Health Science Centre, Suite 1421, 5955 Veterans' Memorial Lane, Halifax, NS, B3H 2E1, Canada
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304
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Huizer-Pajkos A, Kane AE, Howlett SE, Mach J, Mitchell SJ, de Cabo R, Le Couteur DG, Hilmer SN. Adverse Geriatric Outcomes Secondary to Polypharmacy in a Mouse Model: The Influence of Aging. J Gerontol A Biol Sci Med Sci 2015; 71:571-7. [PMID: 25940962 DOI: 10.1093/gerona/glv046] [Citation(s) in RCA: 51] [Impact Index Per Article: 5.7] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/17/2014] [Accepted: 03/28/2015] [Indexed: 01/05/2023] Open
Abstract
We aimed to develop a mouse model of polypharmacy, primarily to establish whether short-term exposure to polypharmacy causes adverse geriatric outcomes. We also investigated whether old age increased susceptibility to any adverse geriatric outcomes of polypharmacy. Young (n= 10) and old (n= 21) male C57BL/6 mice were administered control diet or polypharmacy diet containing therapeutic doses of five commonly used medicines (simvastatin, metoprolol, omeprazole, acetaminophen, and citalopram). Mice were assessed before and after the 2- to 4-week intervention. Over the intervention period, we observed no mortality and no change in food intake, body weight, or serum biochemistry in any age or treatment group. In old mice, polypharmacy caused significant declines in locomotor activity (pre minus postintervention values in control 2 ± 13 counts, polypharmacy 32 ± 7 counts,p< .05) and front paw wire holding impulse (control -2.45 ± 1.02 N s, polypharmacy +1.99 ± 1.19 N s,p< .05), loss of improvement in rotarod latency (control -59 ± 11 s, polypharmacy -1.7 ± 17 s,p< .05), and lowered blood pressure (control -0.2 ± 3 mmHg, polypharmacy 11 ± 4 mmHg,p< .05). In young mice, changes in outcomes over the intervention period did not differ between control and polypharmacy groups. This novel model of polypharmacy is feasible. Even short-term polypharmacy impairs mobility, balance, and strength in old male mice.
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Affiliation(s)
- Aniko Huizer-Pajkos
- Departments of Clinical Pharmacology and Aged Care, Royal North Shore Hospital and Kolling Institute of Medical Research, St Leonards, NSW, Australia
| | - Alice E Kane
- Departments of Clinical Pharmacology and Aged Care, Royal North Shore Hospital and Kolling Institute of Medical Research, St Leonards, NSW, Australia. Sydney Medical School, University of Sydney, NSW, Australia
| | - Susan E Howlett
- Departments of Pharmacology and Medicine (Geriatric Medicine), Dalhousie University, Halifax, Nova Scotia, Canada
| | - John Mach
- Departments of Clinical Pharmacology and Aged Care, Royal North Shore Hospital and Kolling Institute of Medical Research, St Leonards, NSW, Australia. Sydney Medical School, University of Sydney, NSW, Australia
| | - Sarah J Mitchell
- Translational Gerontology Branch, National Institute on Aging, Baltimore, Maryland
| | - Rafael de Cabo
- Translational Gerontology Branch, National Institute on Aging, Baltimore, Maryland
| | - David G Le Couteur
- Sydney Medical School, University of Sydney, NSW, Australia. Ageing and Alzheimer's Institute, Concord Hospital, Concord, NSW, Australia
| | - Sarah N Hilmer
- Departments of Clinical Pharmacology and Aged Care, Royal North Shore Hospital and Kolling Institute of Medical Research, St Leonards, NSW, Australia. Sydney Medical School, University of Sydney, NSW, Australia.
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305
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Justice JN, Cesari M, Seals DR, Shively CA, Carter CS. Comparative Approaches to Understanding the Relation Between Aging and Physical Function. J Gerontol A Biol Sci Med Sci 2015; 71:1243-53. [PMID: 25910845 DOI: 10.1093/gerona/glv035] [Citation(s) in RCA: 45] [Impact Index Per Article: 5.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/12/2014] [Accepted: 03/07/2015] [Indexed: 01/09/2023] Open
Abstract
Despite dedicated efforts to identify interventions to delay aging, most promising interventions yielding dramatic life-span extension in animal models of aging are often ineffective when translated to clinical trials. This may be due to differences in primary outcomes between species and difficulties in determining the optimal clinical trial paradigms for translation. Measures of physical function, including brief standardized testing batteries, are currently being proposed as biomarkers of aging in humans, are predictive of adverse health events, disability, and mortality, and are commonly used as functional outcomes for clinical trials. Motor outcomes are now being incorporated into preclinical testing, a positive step toward enhancing our ability to translate aging interventions to clinical trials. To further these efforts, we begin a discussion of physical function and disability assessment across species, with special emphasis on mice, rats, monkeys, and man. By understanding how physical function is assessed in humans, we can tailor measurements in animals to better model those outcomes to establish effective, standardized translational functional assessments with aging.
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Affiliation(s)
- Jamie N Justice
- Department of Integrative Physiology, University of Colorado Boulder.
| | - Matteo Cesari
- Gérontopôle, Centre Hospitalier Universitaire de Toulouse, Toulouse, France. INSERM UMR1207, Université de Toulouse III Paul Sabatier, Toulouse, France
| | - Douglas R Seals
- Department of Integrative Physiology, University of Colorado Boulder
| | - Carol A Shively
- Departments of Pathology Section on Comparative Medicine, Public Health Sciences and Sticht Center on Aging, Wake Forest School of Medicine, Winston-Salem, North Carolina
| | - Christy S Carter
- Department of Aging and Geriatric Research, Institute on Aging, College of Medicine, University of Florida, Gainesville
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306
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Kane AE, Hilmer SN, Boyer D, Gavin K, Nines D, Howlett SE, de Cabo R, Mitchell SJ. Impact of Longevity Interventions on a Validated Mouse Clinical Frailty Index. J Gerontol A Biol Sci Med Sci 2015; 71:333-9. [PMID: 25711530 DOI: 10.1093/gerona/glu315] [Citation(s) in RCA: 108] [Impact Index Per Article: 12.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/27/2014] [Accepted: 12/24/2014] [Indexed: 11/14/2022] Open
Abstract
This article investigates the effect on the mouse frailty index (FI), of factors known to influence lifespan and healthspan in mice: strain (short-lived DBA/2J mice vs long-lived C57BL/6J mice), calorie restriction (CR), and resveratrol treatment. The mouse FI, based on deficit accumulation, was recently validated in C57BL/6J mice by Whitehead JC, Hildebrand BA, Sun M, et al. (A clinical frailty index in aging mice: comparisons with frailty index data in humans. J Gerontol A Biol Sci Med Sci. 2014;69:621-632) and shares many characteristics of the human FI. FI scores were measured in male and female aged (18 months) ad-libitum fed and CR DBA/2J and C57BL/6J mice, as well as male aged (24 months) C57BL/6J mice ad-libitum fed with or without resveratrol (100 mg/kg/day) in the diet for 6 months. Mean scores of two raters were used, and the raters had excellent inter-rater reliability (ICC = 0.88, 95% CI [0.80, 0.92]). Furthermore, the interventions of CR and resveratrol were associated with a significant reduction in FI scores in C57BL/6J mice, compared to age-matched controls. The short-lived DBA/2J mice also had slightly higher FI scores than the C57BL/6J mice, for the male calorie-restricted groups (DBA/2J FI = 0.16±0.03, C57BL/6J FI = 0.11±0.03, p = .01). This study uses the mouse FI developed by Whitehead JC, Hildebrand BA, Sun M, et al. (A clinical frailty index in aging mice: comparisons with frailty index data in humans. J Gerontol A Biol Sci Med Sci. 2014;69:621-632) in a different mouse colony and shows that this tool can be applied to quantify the effect of dietary and pharmaceutical interventions on frailty.
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Affiliation(s)
- Alice E Kane
- Kolling Institute of Medical Research and Sydney Medical School, University of Sydney, Sydney, New South Wales, Australia. Departments of Clinical Pharmacology and Aged Care, Royal North Shore Hospital, Sydney, New South Wales, Australia
| | - Sarah N Hilmer
- Kolling Institute of Medical Research and Sydney Medical School, University of Sydney, Sydney, New South Wales, Australia. Departments of Clinical Pharmacology and Aged Care, Royal North Shore Hospital, Sydney, New South Wales, Australia.
| | - Dawn Boyer
- National Institute on Aging, Baltimore, Maryland
| | | | - Dawn Nines
- National Institute on Aging, Baltimore, Maryland
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307
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Armstrong JJ, Mitnitski A, Launer LJ, White LR, Rockwood K. Frailty in the Honolulu-Asia Aging Study: deficit accumulation in a male cohort followed to 90% mortality. J Gerontol A Biol Sci Med Sci 2015; 70:125-31. [PMID: 24973228 PMCID: PMC4296165 DOI: 10.1093/gerona/glu089] [Citation(s) in RCA: 46] [Impact Index Per Article: 5.1] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/31/2014] [Accepted: 05/14/2014] [Indexed: 01/22/2023] Open
Abstract
BACKGROUND A frailty index (FI) based on the accumulation of deficits typically has a submaximal limit at about 0.70. The objectives of this study were to examine how population characteristics of the FI change in the Honolulu-Asia Aging Study cohort, which has been followed to near-complete mortality. In particular, we were interested to see if the limit was exceeded. METHODS Secondary analysis of six waves of the Honolulu-Asia Aging Study. Men (n = 3,801) aged 71-93 years at baseline (1991) were followed until death (N = 3,455; 90.9%) or July 2012. FIs were calculated across six waves and the distribution at each wave was evaluated. Kaplan-Meier analyses and Cox proportional hazard models were performed to examine the relationship of frailty with mortality. RESULTS At each wave, frailty was nonlinearly associated with age, with acceleration in later years. The distributions of the FIs were skewed with long right tails. Despite the increasing mortality in each successive wave, the 99% submaximal limit never exceeded 0.65. The risk of death increased with increasing values of the FI (eg, the hazard rate increased by 1.44 [95% CI = 1.39-1.49] with each increment in the baseline FI grouping). Depending on the wave, the median survival of people with FI more than 0.5 ranged 0.84-2.04 years. CONCLUSIONS Even in a study population followed to almost complete mortality, the limit to deficit accumulation did not exceed 0.65, confirming a quantifiable, maximum number of health deficits that older men can tolerate.
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Affiliation(s)
| | - Arnold Mitnitski
- Department of Medicine, Dalhousie University, Nova Scotia, Canada
| | - Lenore J Launer
- Laboratory of Epidemiology, Demography, and Biometry, National Institute on Aging, Bethesda, Maryland
| | - Lon R White
- Pacific Health Research & Education Institute, Honolulu, Hawaii
| | - Kenneth Rockwood
- Department of Medicine, Dalhousie University, Nova Scotia, Canada.
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308
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Langille MGI, Meehan CJ, Koenig JE, Dhanani AS, Rose RA, Howlett SE, Beiko RG. Microbial shifts in the aging mouse gut. MICROBIOME 2014; 2:50. [PMID: 25520805 PMCID: PMC4269096 DOI: 10.1186/s40168-014-0050-9] [Citation(s) in RCA: 293] [Impact Index Per Article: 29.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 06/20/2014] [Accepted: 11/13/2014] [Indexed: 05/18/2023]
Abstract
BACKGROUND The changes that occur in the microbiome of aging individuals are unclear, especially in light of the imperfect correlation of frailty with age. Studies in older human subjects have reported subtle effects, but these results may be confounded by other variables that often change with age such as diet and place of residence. To test these associations in a more controlled model system, we examined the relationship between age, frailty, and the gut microbiome of female C57BL/6 J mice. RESULTS The frailty index, which is based on the evaluation of 31 clinical signs of deterioration in mice, showed a near-perfect correlation with age. We observed a statistically significant relationship between age and the taxonomic composition of the corresponding microbiome. Consistent with previous human studies, the Rikenellaceae family, which includes the Alistipes genus, was the most significantly overrepresented taxon within middle-aged and older mice. The functional profile of the mouse gut microbiome also varied with host age and frailty. Bacterial-encoded functions that were underrepresented in older mice included cobalamin (B12) and biotin (B7) biosynthesis, and bacterial SOS genes associated with DNA repair. Conversely, creatine degradation, associated with muscle wasting, was overrepresented within the gut microbiomes of the older mice, as were bacterial-encoded β-glucuronidases, which can influence drug-induced epithelial cell toxicity. Older mice also showed an overabundance of monosaccharide utilization genes relative to di-, oligo-, and polysaccharide utilization genes, which may have a substantial impact on gut homeostasis. CONCLUSION We have identified taxonomic and functional patterns that correlate with age and frailty in the mouse microbiome. Differences in functions related to host nutrition and drug pharmacology vary in an age-dependent manner, suggesting that the availability and timing of essential functions may differ significantly with age and frailty. Future work with larger cohorts of mice will aim to separate the effects of age and frailty, and other factors.
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Affiliation(s)
- Morgan GI Langille
- />Department of Pharmacology, Dalhousie University, Halifax, Nova Scotia Canada
- />Faculty of Computer Science, Dalhousie University, Halifax, Nova Scotia Canada
| | - Conor J Meehan
- />Faculty of Computer Science, Dalhousie University, Halifax, Nova Scotia Canada
- />Mycobacteriology Unit, Institute of Tropical Medicine, Antwerp, Belgium
| | - Jeremy E Koenig
- />Faculty of Computer Science, Dalhousie University, Halifax, Nova Scotia Canada
| | - Akhilesh S Dhanani
- />Faculty of Computer Science, Dalhousie University, Halifax, Nova Scotia Canada
| | - Robert A Rose
- />Department of Physiology and Biophysics, Dalhousie University, Halifax, Nova Scotia Canada
| | - Susan E Howlett
- />Department of Pharmacology, Dalhousie University, Halifax, Nova Scotia Canada
- />Department of Medicine (Geriatric Medicine), Dalhousie University, Halifax, Nova Scotia Canada
| | - Robert G Beiko
- />Faculty of Computer Science, Dalhousie University, Halifax, Nova Scotia Canada
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309
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Graber TG, Ferguson-Stegall L, Liu H, Thompson LV. Voluntary Aerobic Exercise Reverses Frailty in Old Mice. J Gerontol A Biol Sci Med Sci 2014; 70:1045-58. [PMID: 25271307 DOI: 10.1093/gerona/glu163] [Citation(s) in RCA: 43] [Impact Index Per Article: 4.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/13/2013] [Accepted: 08/06/2014] [Indexed: 11/14/2022] Open
Abstract
Frailty is a major cause of disability and loss of independence in the elderly. Using clinically relevant criteria from our previously established mouse frailty index, we investigated the effects of aerobic exercise on frailty in male C57BL/6 mice. In order to measure the effect of treatment on the individual animals, we constructed a composite score, the Frailty Intervention Assessment Value. We hypothesized voluntary aerobic exercise would improve individual criteria and reverse or prevent frailty in the old mice. Five adult and 11 old mice (6 and 28+ months, respectively) were housed individually in cages with running wheels for 4 weeks. Controls (adult, n = 5 and old, n = 17) were housed without wheels. Inverted cling grip and rotarod tests were performed pre- and postintervention. Hind limb muscles were used for biochemical analysis and contractility experiments. We conclude that the exercise stimulus reversed frailty and was sufficient to maintain or improve functional performance in old mice, as well as to produce measurable morphological changes. In addition, the Frailty Intervention Assessment Value proved to be a valuable tool with increased power to detect treatment effects and to examine the intervention efficacy at the level of the individual mouse.
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Affiliation(s)
- Ted G Graber
- Department of Physical Medicine and Rehabilitation, University of Minnesota Medical School, Minneapolis
| | - Lisa Ferguson-Stegall
- Department of Physical Medicine and Rehabilitation, University of Minnesota Medical School, Minneapolis
| | - Haiming Liu
- Department of Physical Medicine and Rehabilitation, University of Minnesota Medical School, Minneapolis
| | - LaDora V Thompson
- Department of Physical Medicine and Rehabilitation, University of Minnesota Medical School, Minneapolis.
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310
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Feridooni HA, Sun MH, Rockwood K, Howlett SE. Reliability of a Frailty Index Based on the Clinical Assessment of Health Deficits in Male C57BL/6J Mice. J Gerontol A Biol Sci Med Sci 2014; 70:686-93. [PMID: 25205762 PMCID: PMC4425849 DOI: 10.1093/gerona/glu161] [Citation(s) in RCA: 59] [Impact Index Per Article: 5.9] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/13/2014] [Accepted: 08/05/2014] [Indexed: 01/24/2023] Open
Abstract
We investigated the reliability of a newly developed clinical frailty index (FI) that measures frailty based on deficit accumulation in aging mice. FI scores were measured by two different raters independently in a large cohort (n = 233) of 343-430 day-old male C57BL/6J mice. Inter-rater reliability was evaluated with correlation coefficients, the kappa statistic, and intra-class correlation coefficients (ICC) in three separate groups of mice (n = 45, 50, and 138 mice/group) sequentially over 3 months. After each group was evaluated, descriptions of techniques used to identify health deficits were amended. Mice had comparable overall FI scores regardless of rater (0.213±0.002 vs 0.212±0.002; p = .802), although discordant measures declined as techniques were refined. Correlation coefficients (r (2) values) between raters improved throughout the study and mean kappa values increased (mean ± SEM; 0.621±0.018, 0.764±0.017, and 0.836±0.009 for groups 1, 2, and 3; p < .05). Values for intra-class correlation coefficient also improved from .51 (95% confidence interval = 0.11-.73) to .74 (0.54-0.85) and .77 (0.67-.83). FI scores increased over 3 months (p < .05), but did not differ between raters. These results show a high overall inter-rater reliability when the clinical FI tool is used to assess frailty in a large cohort of mice.
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Affiliation(s)
| | | | - Kenneth Rockwood
- Department of Medicine (Geriatric Medicine), Dalhousie University, Halifax, Nova Scotia, Canada
| | - Susan E Howlett
- Department of Pharmacology and Department of Medicine (Geriatric Medicine), Dalhousie University, Halifax, Nova Scotia, Canada. Department of Cardiovascular Physiology, University of Manchester, UK.
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