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Amrouch, C., Amrouch, S., Dai, L., Calderón-Larrañaga, A., Wastesson, J. W., Johnell, K., . . . Petrovic, M. (2024). Applicability of STOPP/START prescribing criteria in integrated Swedish administrative health registries and a Swedish population-based cohort. European Geriatric Medicine, 15, 1149-1158
Open this publication in new window or tab >>Applicability of STOPP/START prescribing criteria in integrated Swedish administrative health registries and a Swedish population-based cohort
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2024 (English)In: European Geriatric Medicine, ISSN 1878-7649, E-ISSN 1878-7657, Vol. 15, p. 1149-1158Article in journal (Refereed) Published
Abstract [en]

Purpose The STOPP/START criteria are frequently applied in observational studies to assess potentially inappropriate prescribing in older adults. This study aimed to assess the applicability of the three available STOPP/START versions in two distinct data sources.

Methods To evaluate the applicability of the three versions of STOPP/START criteria, we used two observational data sources: (i) Integrated Swedish administrative health registries (ISHR) encompassing routinely collected health data and (ii) the population-based Swedish National study on Aging and Care in Kungsholmen (SNAC-K), based on health professional-led clinical assessments. The Anatomical Therapeutic Classification code (ATC) was used to categorise medications. Diseases were categorised using the international classification of diseases version 10 (ICD10).

Results The first STOPP/START version demonstrated an applicability rate of 80% in ISHR and 84% in SNAC-K. The second version demonstrated an applicability of 64% in ISHR and 74% in SNAC-K. The third version showed an applicability of 66% in ISHR and 77% in SNAC-K. Challenges in applicability included broad definitions, vague terminology, and the lack of information on disease severity, symptomatic traits, and stability of certain conditions.

Conclusion The applicability of the STOPP/START criteria in observational studies seems to have decreased in more recent versions of the tool. Population-based studies with comprehensive clinical assessments may offer higher applicability compared to studies based on administrative data. Future versions of the STOPP/START criteria should prioritise clear and unambiguous definitions to improve their applicability in research and promote result generalisability and comparability.

Keywords
STOPP/START, Medication review, Applicability of STOPP/START, Automation of STOPP/START, Screening tool
National Category
Geriatrics
Identifiers
urn:nbn:se:su:diva-231174 (URN)10.1007/s41999-024-00990-3 (DOI)001226641300001 ()38753270 (PubMedID)2-s2.0-85193303226 (Scopus ID)
Available from: 2024-06-25 Created: 2024-06-25 Last updated: 2025-02-21Bibliographically approved
Valletta, M., Vetrano, D. L., Calderón-Larrañaga, A., Kalpouzos, G., Canevelli, M., Marengoni, A., . . . Grande, G. (2024). Association of mild and complex multimorbidity with structural brain changes in older adults: A population-based study. Alzheimer's & Dementia: Journal of the Alzheimer's Association, 20(3), 1958-1965
Open this publication in new window or tab >>Association of mild and complex multimorbidity with structural brain changes in older adults: A population-based study
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2024 (English)In: Alzheimer's & Dementia: Journal of the Alzheimer's Association, ISSN 1552-5260, E-ISSN 1552-5279, Vol. 20, no 3, p. 1958-1965Article in journal (Refereed) Published
Abstract [en]

INTRODUCTION: We quantified the association of mild (ie, involving one or two body systems) and complex (ie, involving ≥3 systems) multimorbidity with structural brain changes in older adults.

METHODS: We included 390 dementia-free participants aged 60+ from the Swedish National Study on Aging and Care in Kungsholmen who underwent brain magnetic resonance imaging at baseline and after 3 and/or 6 years. Using linear mixed models, we estimated the association between multimorbidity and changes in total brain tissue, ventricular, hippocampal, and white matter hyperintensities volumes.

RESULTS: Compared to non-multimorbid participants, those with complex multimorbidity showed the steepest reduction in total brain (β*time −0.03, 95% CI −0.05, −0.01) and hippocampal (β*time −0.05, 95% CI −0.08, −0.03) volumes, the greatest ventricular enlargement (β*time 0.03, 95% CI 0.01, 0.05), and the fastest white matter hyperintensities accumulation (β*time 0.04, 95% CI 0.01, 0.07).

DISCUSSION: Multimorbidity, particularly when involving multiple body systems, is associated with accelerated structural brain changes, involving both neurodegeneration and vascular pathology.

Keywords
brain changes, brain magnetic resonance imaging, cognitive decline, multimorbidity, neuroimaging, population-based study
National Category
Neurosciences Gerontology, specialising in Medical and Health Sciences
Identifiers
urn:nbn:se:su:diva-225551 (URN)10.1002/alz.13614 (DOI)001135412400001 ()38170758 (PubMedID)2-s2.0-85181232593 (Scopus ID)
Available from: 2024-01-17 Created: 2024-01-17 Last updated: 2024-04-26Bibliographically approved
Xia, X., Jönsson, L., Tazzeo, C., Qiu, C., Rizzuto, D., Laukka, E. J., . . . Vetrano, D. L. (2024). Associations of Orthostatic Hypotension and Frailty With Dementia and Mortality in Older Adults: A Population-Based Cohort Study. The journals of gerontology. Series A, Biological sciences and medical sciences, 79(4), Article ID glae010.
Open this publication in new window or tab >>Associations of Orthostatic Hypotension and Frailty With Dementia and Mortality in Older Adults: A Population-Based Cohort Study
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2024 (English)In: The journals of gerontology. Series A, Biological sciences and medical sciences, ISSN 1079-5006, E-ISSN 1758-535X, Vol. 79, no 4, article id glae010Article in journal (Refereed) Published
Abstract [en]

Background

This study aimed to assess the associations of orthostatic hypotension (OH), in the presence or absence of frailty, with dementia and mortality in older adults.

Methods

We conducted a 15-year population-based cohort study including 2 703 baseline dementia-free individuals from the Swedish National Study on Aging and Care in Kungsholmen. At baseline, OH was defined as a decline in systolic/diastolic blood pressure ≥20/10 mm Hg 1 minute after standing up from a supine position. Frailty status was defined following Fried's frailty phenotype. Dementia was diagnosed following the Diagnostic and Statistical Manual of Mental Disorders-fourth edition criteria. Multistate flexible parametric survival models were used to estimate associations of OH and frailty with dementia and mortality.

Results

Robust people with OH (adjusted hazard ratio [HR] = 2.28; 95% confidence interval [CI] = 1.47-3.54) and frail people without OH (HR = 1.98; 95% CI = 1.40-2.82) or with OH (HR = 2.73; 95% CI = 1.82-4.10) had a higher dementia risk than OH-free and robust people. Moreover, frail people, independently of the presence of OH, had higher mortality rate than OH-free and robust people. In individuals who developed dementia during the follow-up period, neither OH nor frailty was significantly associated with mortality.

Conclusions

Older adults with OH, whether robust or frail, may have a higher dementia risk than those without OH. Older adults with OH, when having frailty, may have a higher mortality rate than those without OH. The concurrent assessments of OH and frailty may provide prognostic values in terms of dementia and mortality risk in older adults.

Keywords
Cognitive aging, Epidemiology, Public health
National Category
Geriatrics Gerontology, specialising in Medical and Health Sciences
Identifiers
urn:nbn:se:su:diva-228140 (URN)10.1093/gerona/glae010 (DOI)001180129100001 ()38195215 (PubMedID)2-s2.0-85193434230 (Scopus ID)
Available from: 2024-04-10 Created: 2024-04-10 Last updated: 2024-11-13Bibliographically approved
Dove, A., Guo, J., Wang, J., Vetrano, D. L., Sakakibara, S., Laukka, E. J., . . . Xu, W. (2024). Cardiometabolic disease, cognitive decline, and brain structure in middle and older age. Alzheimer's and Dementia: Diagnosis, Assessment and Disease Monitoring, 16(2), Article ID e12566.
Open this publication in new window or tab >>Cardiometabolic disease, cognitive decline, and brain structure in middle and older age
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2024 (English)In: Alzheimer's and Dementia: Diagnosis, Assessment and Disease Monitoring, E-ISSN 2352-8729, Vol. 16, no 2, article id e12566Article in journal (Refereed) Published
Abstract [en]

INTRODUCTION: The presence of multiple cardiometabolic diseases (CMDs) has been linked to increased dementia risk, but the combined influence of CMDs on cognition and brain structure across the life course is unclear.

METHODS: In the UK Biobank, 46,562 dementia-free participants completed a cognitive test battery at baseline and a follow-up visit 9 years later, at which point 39,306 also underwent brain magnetic resonance imaging. CMDs (diabetes, heart disease, and stroke) were ascertained from medical records. Data were analyzed using age-stratified (middle age [< 60] versus older [≥ 60]) mixed-effects models and linear regression.

RESULTS: A higher number of CMDs was associated with significantly steeper global cognitive decline in older (β = –0.008; 95% confidence interval: −0.012, −0.005) but not middle age. Additionally, the presence of multiple CMDs was related to smaller total brain volume, gray matter volume, white matter volume, and hippocampal volume and larger white matter hyperintensity volume, even in middle age.

DISCUSSION: CMDs are associated with cognitive decline in older age and poorer brain structural health beginning already in middle age.

Keywords
brain magnetic resonance imaging, cardiometabolic disease, cognitive decline, cognitive domains, population-based follow-up study, UK Biobank
National Category
Neurosciences
Identifiers
urn:nbn:se:su:diva-228698 (URN)10.1002/dad2.12566 (DOI)001198626800001 ()38595913 (PubMedID)2-s2.0-85189883639 (Scopus ID)
Available from: 2024-04-29 Created: 2024-04-29 Last updated: 2024-04-29Bibliographically approved
Haapanen, M. J., Vetrano, D. L., Mikkola, T. M., Calderon-Larranaga, A., Dekhtyar, S., Kajantie, E., . . . von Bonsdorff, M. B. (2024). Early growth, stress, and socioeconomic factors as predictors of the rate of multimorbidity accumulation across the life course: a longitudinal birth cohort study. Lancet healthy longevity, 5(1), e56-e65
Open this publication in new window or tab >>Early growth, stress, and socioeconomic factors as predictors of the rate of multimorbidity accumulation across the life course: a longitudinal birth cohort study
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2024 (English)In: Lancet healthy longevity, ISSN 2666-7568, Vol. 5, no 1, p. e56-e65Article in journal (Refereed) Published
Abstract [en]

Background: Early growth, stress, and socioeconomic factors are associated with future risk of individual chronic diseases. It is uncertain whether they also affect the rate of multimorbidity accumulation later in life. This study aimed to explore whether early life factors are associated with the rate at which chronic diseases are accumulated across older age.

Methods: In this national birth cohort study, we studied people born at Helsinki University Central Hospital, Helsinki, Finland between Jan 1, 1934, and Dec 31, 1944, who attended child welfare clinics in the city, and were living in Finland in 1971. Individuals who had died or emigrated from Finland before 1987 were excluded, alongside participants without any registry data and who died before the end of the registry follow-up on Dec 31, 2017. Early anthropometry, growth, wartime parental separation, and socioeconomic factors were recorded from birth, child welfare clinic, or school health-care records, and Finnish National Archives. International Classification of Diseases codes of diagnoses for chronic diseases were obtained from the Care Register for Health Care starting from 1987 (when participants were aged 42-53 years) until 2017. Linear mixed models were used to study the association between early-life factors and the rate of change in the number of chronic diseases over 10-year periods.

Findings: From Jan 1, 1934, to Dec 31, 2017, 11 689 people (6064 [51 center dot 9%] men and 5625 [48 center dot 1%] women) were included in the study. Individuals born to mothers younger than 25 years (beta 0 center dot 09; 95% CI 0 center dot 06-0 center dot 12), mothers with a BMI of 25-30 kg/m2 (0 center dot 08; 0 center dot 05-0 center dot 10), and mothers with a BMI more than 30 kg/m2 (0 center dot 26; 0 center dot 21-0 center dot 31) in late pregnancy accumulated chronic diseases faster than those born to older mothers (25-30 years) and those with a BMI of less than 25 kg/m2. Individuals with a birthweight less than 2 center dot 5 kg (0 center dot 17; 0 center dot 10-0 center dot 25) and those with a rapid growth in height and weight from birth until age 11 years accumulated chronic diseases faster during their life course. Additionally, paternal occupational class (manual workers vs upper-middle class 0 center dot 27; 0 center dot 23-0 center dot 30) and wartime parental separation (0 center dot 24; 0 center dot 19-0 center dot 29 for boys; 0 center dot 31; 0 center dot 25-0 center dot 36 for girls) were associated with a faster rate of chronic disease accumulation. Interpretation Our findings suggest that the foundation for accumulating chronic diseases is established early in life. Early interventions might be needed for vulnerable populations, including war evacuee children and children with lower socioeconomic status.

National Category
Public Health, Global Health and Social Medicine
Identifiers
urn:nbn:se:su:diva-226574 (URN)10.1016/S2666-7568(23)00231-3 (DOI)001154115700001 ()38103563 (PubMedID)2-s2.0-85179818708 (Scopus ID)
Available from: 2024-02-14 Created: 2024-02-14 Last updated: 2025-02-20Bibliographically approved
Poscia, A., Paolorossi, G., Collamati, A., Costantino, C., Fiacchini, D., Angelini, C., . . . Vetrano, D. L. (2024). Enhancing routine immunization efforts for older adults and frail individuals: Good practices during the SARS-CoV-2 pandemic in Italy. Human Vaccines & Immunotherapeutics, 20(1), Article ID 2330152.
Open this publication in new window or tab >>Enhancing routine immunization efforts for older adults and frail individuals: Good practices during the SARS-CoV-2 pandemic in Italy
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2024 (English)In: Human Vaccines & Immunotherapeutics, ISSN 2164-5515, E-ISSN 2164-554X, Vol. 20, no 1, article id 2330152Article in journal (Refereed) Published
Abstract [en]

Infectious diseases pose a significant burden on the general population, particularly older adults who are more susceptible to severe complications. Immunization plays a crucial role in preventing infections and securing a healthier aging, but actual vaccination rates among older adults and frail individuals (OAFs) remains far from recommended targets. This study aims to collect and share good practices implemented in several Italian local health districts during the SARS-CoV-2 pandemic to ease routine immunization for OAFs. A 28-items questionnaire has been developed to collect information on organization aspect of immunization services and local good practices implemented before and during the SARS-CoV-2 pandemic. Twelve Public Health managers representative of 9 Italian Regions were further interviewed between January and March 2021. Despite literature suggests several effective interventions to increase vaccine demand, improve vaccine access, and enhance healthcare providers' performance, our survey highlighted substantial heterogeneity in their implementation at local level. Seven good local practices have been identified and described: mass vaccination centers; vaccination mobile units; drive-through vaccination; co-administration; tailored pathways; cooperation among providers involved in vaccination; digitization. Our survey pointed out valuable strategies for enhancing routine immunization for OAFs. Providers should combine effective interventions adequate to their specific context and share good practices.

Keywords
Infectious diseases, vaccination coverage, older adults, frail, SARS-CoV-2, pandemic, good practices, routine immunization, Italy
National Category
Public Health, Global Health and Social Medicine Geriatrics
Identifiers
urn:nbn:se:su:diva-228259 (URN)10.1080/21645515.2024.2330152 (DOI)001192218300001 ()38533904 (PubMedID)2-s2.0-85189082804 (Scopus ID)
Available from: 2024-04-11 Created: 2024-04-11 Last updated: 2025-02-20Bibliographically approved
Lapi, F., Aprile, P. L., Cricelli, I., Vetrano, D. L. & Cricelli, C. (2024). How to support general practitioners to better detect sarcopenia among older adults: a nested case-control analysis. European Geriatric Medicine, 15, 677-680
Open this publication in new window or tab >>How to support general practitioners to better detect sarcopenia among older adults: a nested case-control analysis
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2024 (English)In: European Geriatric Medicine, ISSN 1878-7649, E-ISSN 1878-7657, Vol. 15, p. 677-680Article in journal (Refereed) Published
Abstract [en]

Purpose This study explores correlations of sarcopenia and its proxies, such as history of falls, asthenia, and ambulation issues, with frailty levels among older adults in primary care.

Methods In a cohort of 546,590 patients aged 60 years or older, “definite” sarcopenia cases were operationally defined through the use of non-specific diagnostic codes coupled with inspection of free-texts. Proxies of sarcopenia, such as falls history, asthenia, and ambulation issues were considered as well. Frailty was calculated using an Index intended to primary care.

Results Overall, 171 definite sarcopenia cases were found, rising to 51,520 cases when including proxies (9.4% prevalence). There was a significant association between severe frailty and increased odds of sarcopenia, consistently observed across different event definitions.

Conclusions Sarcopenia was strongly associated with severe frailty in primary care. The history of falls, asthenia, and ambulation issues were reliable proxies to raise the suspect of sarcopenia. Improved strategies for sarcopenia detection, focusing on specific indicators within severely frail individuals, are warranted.

Keywords
Sarcopenia, Proxies, Frailty, Primary care
National Category
Geriatrics Public Health, Global Health and Social Medicine
Identifiers
urn:nbn:se:su:diva-228187 (URN)10.1007/s41999-024-00967-2 (DOI)001190181700001 ()38523191 (PubMedID)2-s2.0-85188505389 (Scopus ID)
Available from: 2024-04-10 Created: 2024-04-10 Last updated: 2025-02-20Bibliographically approved
Ren, Y., Li, Y., Tian, N., Liu, R., Dong, Y., Hou, T., . . . Qiu, C. (2024). Multimorbidity, cognitive phenotypes, and Alzheimer's disease plasma biomarkers in older adults: A population-based study. Alzheimer's & Dementia: Journal of the Alzheimer's Association, 20(3), 1550-1561
Open this publication in new window or tab >>Multimorbidity, cognitive phenotypes, and Alzheimer's disease plasma biomarkers in older adults: A population-based study
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2024 (English)In: Alzheimer's & Dementia: Journal of the Alzheimer's Association, ISSN 1552-5260, E-ISSN 1552-5279, Vol. 20, no 3, p. 1550-1561Article in journal (Refereed) Published
Abstract [en]

INTRODUCTION: To examine the burden and clusters of multimorbidity in association with mild cognitive impairment (MCI), dementia, and Alzheimer's disease (AD)-related plasma biomarkers among older adults.

METHODS: This population-based study included 5432 participants (age ≥60 years); of these, plasma amyloid beta (Aβ), total tau, and neurofilament light chain (NfL) were measured in a subsample (n = 1412). We used hierarchical clustering to generate five multimorbidity clusters from 23 chronic diseases. We diagnosed dementia and MCI following international criteria. Data were analyzed using logistic and linear regression models.

RESULTS: The number of chronic diseases was associated with dementia (multivariable-adjusted odds ratio = 1.22; 95% confidence interval [CI] = 1.11 to 1.33), AD (1.13; 1.01 to 1.26), vascular dementia (VaD) (1.44; 1.25 to 1.64), and non-amnestic MCI (1.25; 1.13 to 1.37). Metabolic cluster was associated with VaD and non-amnestic MCI, whereas degenerative ocular cluster was associated with AD (p < 0.05). The number of chronic diseases was associated with increased plasma Aβ and NfL (p < 0.05).

DISCUSSION: Multimorbidity burden and clusters are differentially associated with subtypes of dementia and MCI and AD-related plasma biomarkers in older adults.

Keywords
dementia, mild cognitive impairment, multimorbidity, plasma biomarkers, population-based study, rural
National Category
Neurosciences Gerontology, specialising in Medical and Health Sciences
Identifiers
urn:nbn:se:su:diva-224625 (URN)10.1002/alz.13519 (DOI)001112867900001 ()38041805 (PubMedID)2-s2.0-85178419649 (Scopus ID)
Available from: 2023-12-20 Created: 2023-12-20 Last updated: 2024-04-26Bibliographically approved
Triolo, F., Vetrano, D. L., Sjöberg, L., Calderón-Larrañaga, A., Belvederi Murri, M., Fratiglioni, L. & Dekhtyar, S. (2024). Somatic disease burden and depression risk in late life: a community-based study. Epidemiology and Psychiatric Sciences, 33, Article ID e6.
Open this publication in new window or tab >>Somatic disease burden and depression risk in late life: a community-based study
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2024 (English)In: Epidemiology and Psychiatric Sciences, ISSN 2045-7960, E-ISSN 2045-7979, Vol. 33, article id e6Article in journal (Refereed) Published
Abstract [en]

Aims. Co-occurring somatic diseases exhibit complex clinical profiles, which can differentially impact the development of late-life depression. Within a community-based cohort, we aimed to explore the association between somatic disease burden, both in terms of the number of diseases and their patterns, and the incidence of depression in older people.

Methods. We analysed longitudinal data of depression- and dementia-free individuals aged 60+ years from the population-based Swedish National Study on Aging and Care in Kungsholmen. Depression diagnoses were clinically ascertained following the Diagnostic and Statistical Manual of Mental Disorders, Fourth Edition Text Revision over a 15-year follow-up. Somatic disease burden was assessed at baseline through a comprehensive list of chronic diseases obtained by combining information from clinical examinations, medication reviews and national registers and operationalized as (i) disease count and (ii) patterns of co-occurring diseases from latent class analysis. The association of somatic disease burden with depression incidence was investigated using Cox models, accounting for sociodemographic, lifestyle and clinical factors.

Results. The analytical sample comprised 2904 people (mean age, 73.2 [standard deviation (SD), 10.5]; female, 63.1%). Over the follow-up (mean length, 9.6 years [SD, 4 years]), 225 depression cases were detected. Each additional disease was associated with the occurrence of any depression in a dose–response manner (hazard ratio [HR], 1.16; 95% confidence interval [CI]: 1.08, 1.24). As for disease patterns, individuals presenting with sensory/anaemia (HR, 1.91; 95% CI: 1.03, 3.53), thyroid/musculoskeletal (HR, 1.90; 95% CI: 1.06, 3.39) and cardiometabolic (HR, 2.77; 95% CI: 1.40, 5.46) patterns exhibited with higher depression hazards, compared to those without 2+ diseases (multimorbidity). In the subsample of multimorbid individuals (85%), only the cardiometabolic pattern remained associated with a higher depression hazard compared to the unspecific pattern (HR, 1.71; 95% CI: 1.02, 2.84).

Conclusions. Both number and patterns of co-occurring somatic diseases are associated with an increased risk of late-life depression. Mental health should be closely monitored among older adults with high somatic burden, especially if affected by cardiometabolic multimorbidity.

Keywords
disease patterns population-based, late life depression, multimorbidity, psychosomatic medicine
National Category
Gerontology, specialising in Medical and Health Sciences Public Health, Global Health and Social Medicine
Identifiers
urn:nbn:se:su:diva-227011 (URN)10.1017/S2045796024000064 (DOI)001157211800001 ()38327092 (PubMedID)2-s2.0-85184698143 (Scopus ID)
Available from: 2024-03-04 Created: 2024-03-04 Last updated: 2025-02-20Bibliographically approved
Roso-Llorach, A., Vetrano, D. L., Trevisan, C., Fernandez, S., Guisado-Clavero, M., Carrasco-Ribelles, L. A., . . . Calderón-Larrañaga, A. (2022). 12-year evolution of multimorbidity patterns among older adults based on Hidden Markov Models. Aging, 14(24), 9805-9817
Open this publication in new window or tab >>12-year evolution of multimorbidity patterns among older adults based on Hidden Markov Models
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2022 (English)In: Aging, E-ISSN 1945-4589, Vol. 14, no 24, p. 9805-9817Article in journal (Refereed) Published
Abstract [en]

Background: The evolution of multimorbidity patterns during aging is still an under-researched area. We lack evidence concerning the time spent by older adults within one same multimorbidity pattern, and their transitional probability across different patterns when further chronic diseases arise. The aim of this study is to fill this gap by exploring multimorbidity patterns across decades of age in older adults, and longitudinal dynamics among these patterns.

Methods: Longitudinal study based on the Swedish National study on Aging and Care in Kungsholmen (SNAC-K) on adults ≥60 years (N=3,363). Hidden Markov Models were applied to model the temporal evolution of both multimorbidity patterns and individuals' transitions over a 12-year follow-up.

Findings: Within the study population (mean age 76.1 years, 66.6% female), 87.2% had ≥2 chronic conditions at baseline. Four longitudinal multimorbidity patterns were identified for each decade. Individuals in all decades showed the shortest permanence time in an Unspecific pattern lacking any overrepresented diseases (range: 4.6-10.9 years), but the pattern with the longest permanence time varied by age. Sexagenarians remained longest in the Psychiatric-endocrine and sensorial pattern (15.4 years); septuagenarians in the Neuro-vascular and skin-sensorial pattern (11.0 years); and octogenarians and beyond in the Neuro-sensorial pattern (8.9 years). Transition probabilities varied across decades, sexagenarians showing the highest levels of stability.

Interpretation: Our findings highlight the dynamism and heterogeneity underlying multimorbidity by quantifying the varying permanence times and transition probabilities across patterns in different decades. With increasing age, older adults experience decreasing stability and progressively shorter permanence time within one same multimorbidity pattern.

Keywords
multimorbidity, older adults, longitudinal population -based study, aging, Hidden Markov Models
National Category
Gerontology, specialising in Medical and Health Sciences
Identifiers
urn:nbn:se:su:diva-214570 (URN)10.18632/aging.204395 (DOI)000908367900005 ()36435509 (PubMedID)2-s2.0-85145669050 (Scopus ID)
Available from: 2023-02-06 Created: 2023-02-06 Last updated: 2024-07-04Bibliographically approved
Organisations
Identifiers
ORCID iD: ORCID iD iconorcid.org/0000-0002-3099-4830

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