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Alenazi AM. Multisite Pain Is Longitudinally Associated With an Increased Risk of Fall Among Older Adults With or at Risk of Knee Osteoarthritis: Data From the Osteoarthritis Initiative. Am J Phys Med Rehabil 2025; 104:452-457. [PMID: 39642296 DOI: 10.1097/phm.0000000000002650] [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] [Indexed: 12/08/2024]
Abstract
OBJECTIVE The aim of the study is to examine the association between baseline multisite pain (two and three or more sites) and longitudinal risk of fall and recurrent falls among older adults with or at risk of knee osteoarthritis. DESIGN This prospective longitudinal cohort study included older adults with or at risk of knee osteoarthritis. Fall, including the history of falls, number of falls, and recurrent falls, were assessed at baseline and during six follow-up visits at 12, 24, 36, 48, 72, and 96 mos. Multisite pain was categorized into the following four categories: no pain, one site, two sites, ≥three sites. RESULTS This study included 2585 older adults. Baseline two sites (odds ratio = 1.50, P = 0.018) and ≥three sites (odds ratio = 1.89, P < 0.001) were significantly associated with increased risk of fall over time compared to no pain sites. Baseline two sites (incidence rate ratio = 1.44, P = 0.024) and ≥three sites (incidence rate ratio = 1.73, P < 0.001) were significantly associated with an increased number of falls over time. Only ≥three sites were associated with the recurrent falls (odds ratio = 2.16, P = 0.003). CONCLUSIONS Baseline multisite pain (≥3 sites) was longitudinally associated with increased fall incidence, number of falls, and recurrent falls over 7 yrs of follow-up.
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Affiliation(s)
- Aqeel M Alenazi
- From the Department of Health and Rehabilitation Sciences, Prince Sattam Bin Abdulaziz University, Al-Kharj, Saudi Arabia
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Yao S, Chen XW. Association of Pain With Falls and Fractures Among Middle-Aged Korean Community-Dwelling Adults. J Gerontol A Biol Sci Med Sci 2025; 80:glae241. [PMID: 39330547 DOI: 10.1093/gerona/glae241] [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: 04/03/2024] [Indexed: 09/28/2024] Open
Abstract
BACKGROUND The relationship between pain and falls remains controversial. Therefore, this study explored the associations between pain and fall-related outcomes in 5 340 middle-aged (45-65 years) adults residing in the communities in Korea. METHODS Pain was defined as pain at any location, pain-related activity restriction, and persistent pain. The outcome measures included fall injuries, recurrent falls, injurious falls, and fall-related hip fractures. A multivariate logistic regression model was used to examine the relationship between pain and fall outcome. RESULTS Among the study participants, 54.0% reported having experienced pain. During a follow-up period of up to 14 years, those who reported pain and pain-related activity restriction at baseline exhibited a positive association with the occurrence of fall injury (odds ratio [OR] 1.79, 95% confidence interval [CI]: 1.27-2.53) and injurious falls (OR 1.72, 95% CI: 1.20-2.48) but not with recurrent falls (OR 1.90, 95% CI: 0.80-4.54). We also observed a positive association between persistent pain and the risk of fall injury (OR 1.41, 95% CI: 1.13-1.91), whereas no consistent conclusions were drawn regarding the risk of recurrent falls and injurious falls. We also did not identify any correlation between pain and hip fractures resulting from falls. CONCLUSIONS In conclusion, our findings of the positive correlations of pain and pain-related activity restriction at baseline with fall injuries and injurious falls but not recurrent falls during follow-up suggest that public health initiatives should prioritize pain screening, especially for participants reporting ankle and toe pain, and implement suitable interventions to mitigate the risk of falls and the associated adverse outcomes among middle-aged adults.
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Affiliation(s)
- Shaoli Yao
- Department of Neurology, Hospital of Chengdu Office of People's Government of Tibet Autonomous Region, Chengdu, Sichuan, China
| | - Xi-Wen Chen
- Department of Neurology, The Second Affiliated Hospital of Chengdu Medical College, China National Nuclear Corporation 416 Hospital, Chengdu, Sichuan, China
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Zhou Z, Wang D, Sun J, Zhu M, Teng L. A Machine Learning-Based Prediction Model for the Probability of Fall Risk Among Chinese Community-Dwelling Older Adults. Comput Inform Nurs 2024; 42:913-921. [PMID: 39356834 DOI: 10.1097/cin.0000000000001202] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/04/2024]
Abstract
Fall is a common adverse event among older adults. This study aimed to identify essential fall factors and develop a machine learning-based prediction model to predict the fall risk category among community-dwelling older adults, leading to earlier intervention and better outcomes. Three prediction models (logistic regression, random forest, and naive Bayes) were constructed and evaluated. A total of 459 people were involved, including 156 participants (34.0%) with high fall risk. Seven independent predictors (frail status, age, smoking, heart attack, cerebrovascular disease, arthritis, and osteoporosis) were selected to develop the models. Among the three machine learning models, the logistic regression model had the best model fit, with the highest area under the curve (0.856) and accuracy (0.797) and sensitivity (0.735) in the test set. The logistic regression model had excellent discrimination, calibration, and clinical decision-making ability, which could aid in accurately identifying the high-risk groups and taking early intervention with the model.
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Affiliation(s)
- Zhou Zhou
- Author Affiliations: Wuxi School of Medicine, Jiangnan University, Jiangsu (Mr Zhou; Mss Wang, Sun, and Zhu; and Dr Teng); Traditional Chinese Medicine Hospital of Qinghai Province, Xining, Qinghai (Ms Wang), China
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Pai M, Muhammad T. Separate and combined associations of cognitive impairment and body pain with functional and mobility disabilities among older women and men in India. Geriatr Nurs 2024; 59:463-470. [PMID: 39146637 DOI: 10.1016/j.gerinurse.2024.08.003] [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: 03/31/2024] [Revised: 07/16/2024] [Accepted: 08/05/2024] [Indexed: 08/17/2024]
Abstract
This study examined the separate and combined associations of cognitive impairment and body pain with functional and mobility disabilities (FMDs) among older women and men in India. Multivariable linear regression models were applied using data from the Longitudinal Aging Study in India (2017-18) comprising 31,464 adults aged 60+. Older adults with cognitive impairment and pain reported higher levels of FMDs than peers without any pain and cognitive impairment. The likelihood of FMDs was significantly greater among older Indians enduring both cognitive impairment and pain (p < 0.05). Moreover, the association between cognitive impairment and functional disability was noticeably stronger in older women, particularly those with frequent pain, while the link between cognitive impairment and mobility disability was more pronounced in men with pain. Integrated cognitive rehabilitation and pain management programs, along with guided physical therapy, gender-specific support groups, and community-based health promotion activities, should be considered to reduce FMDs in older Indians.
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Affiliation(s)
- Manacy Pai
- Department of Sociology and Criminology, Kent State University, Kent, OH 44242, USA.
| | - T Muhammad
- Center for Healthy Aging, Pennsylvania State University, University Park, PA 16802, USA.
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Alrawaili SM, Alkhathami KM, Elsehrawy MG, Obaidat SM, Alhwoaimel NA, Alenazi AM. Multisite Pain and Intensity were Associated with History Fall among Older Adults: A Cross-Sectional Study. J Multidiscip Healthc 2024; 17:1241-1250. [PMID: 38524864 PMCID: PMC10960544 DOI: 10.2147/jmdh.s449531] [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: 11/13/2023] [Accepted: 03/11/2024] [Indexed: 03/26/2024] Open
Abstract
Purpose This study examined the independent associations among multisite pain, pain intensity, and the risk of falls, including a history of falls in the previous 12 months and frequent falls (≥ two falls vs one or two falls) among community-dwelling older adults. Methods A cross-sectional design from Wave 2 of the National Social Life, Health, and Aging Project was used. Data on pain intensity and location (45 sites) over the past 4 weeks were collected. Multisite pain was categorized into four groups: none, one, two, and three or more sites. The main outcomes of falls were a history of falls and frequent falls. The covariates included age, sex, race, body mass index, education, medications, and comorbidities. Results Among 3,196 participants in Wave 2, 2,697 were included because of missing key variables related to pain and fall history. The prevalence of falls and frequent falls were 30.3% (n = 817) and 12.6% (n = 339), respectively. Multisite pain at ≥ three sites (odds ratio (OR) 2.04, confidence interval (CI) [1.62, 2.57]; p < 0.001) and two sites (OR 1.72, 95% CI [1.30, 2.27]; p < 0.001) was significantly associated with an increased risk of falls. An increase in pain intensity was significantly associated with an increased risk of fall (OR 1.28, 95% CI [1.15, 1.44], p < 0.001), independent of multisite pain. Multisite pain at ≥3 sites (OR 2.19, 95% CI [1.56, 3.07], p < 0.001) and 2 sites (OR 1.54, 95% CI [1.01, 2.34], p = 0.045) was associated with an increased risk of frequent falls. An increase in pain intensity was associated with risk of frequent falls (OR 1.64, 95% CI [1.40, 1.91], p < 0.001), independent of multisite pain. Conclusion Multisite pain and pain intensity were associated with a history of falls and frequent falls among older adults, emphasizing the need for routine pain evaluation to develop fall prevention strategies in this population.
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Affiliation(s)
- Saud M Alrawaili
- Department of Health and Rehabilitation Sciences, Prince Sattam Bin Abdulaziz University, Al-Kharj, Saudi Arabia
| | - Khalid M Alkhathami
- Department of Health Rehabilitation, Shaqra University, Shaqra, Saudi Arabia
| | - Mohamed G Elsehrawy
- Department of Nursing, Prince Sattam Bin Abdulaziz University, Al-Kharj, Saudi Arabia
| | - Sakher M Obaidat
- Department of Physical Therapy and Occupational Therapy, Faculty of Applied Medical Sciences, The Hashemite University, Zarqa, Jordan
| | - Norah A Alhwoaimel
- Department of Health and Rehabilitation Sciences, Prince Sattam Bin Abdulaziz University, Al-Kharj, Saudi Arabia
| | - Aqeel M Alenazi
- Department of Health and Rehabilitation Sciences, Prince Sattam Bin Abdulaziz University, Al-Kharj, Saudi Arabia
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Seth M, Horne JR, Pohlig RT, Sions JM. Pain, Balance-Confidence, Functional Mobility, and Reach Are Associated With Risk of Recurrent Falls Among Adults With Lower-Limb Amputation. Arch Rehabil Res Clin Transl 2023; 5:100309. [PMID: 38163037 PMCID: PMC10757173 DOI: 10.1016/j.arrct.2023.100309] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/03/2024] Open
Abstract
Objective The study evaluated whether pain intensity and extent, balance-confidence, functional mobility, and balance (eg, functional reach) are potential risk factors for recurrent falls among adults with a lower-limb amputation. Design Cross-sectional study. Setting Research laboratory. Participants Eighty-three adults with unilateral lower-limb amputation that occurred >1 year prior (26 transfemoral- and 57 transtibial-level amputation; 44.6% women; 51.8% traumatic cause of amputation; N=83). Intervention Not applicable. Main Outcome Measures Participants reported on the number of falls in the past year, as well as pain intensity in the low back, residual, and sound limbs. Balance-confidence (per the Activities-Specific Balance-Confidence Scale [ABC]), functional mobility (per the Prosthetic Limb Users Survey of Mobility ([PLUS-M]), and balance (per the Functional Reach and modified Four Square Step Tests) were obtained. Results After considering non-modifiable covariates, greater extent of pain, less balance-confidence, worse self-reported mobility, and reduced prosthetic-side reach were factors associated with recurrent fall risk. Adults reporting pain in the low back and both lower-limbs had 6.5 times the odds of reporting recurrent falls as compared with peers without pain. A 1-point increase in ABC score or PLUS-M T score, or 1-cm increase in prosthetic-side reaching distance, was associated with a 7.3%, 9.4%, and 7.1% decrease in odds of reporting recurrent falls in the past year, respectively. Conclusions Of the 83 adults, 36% reported recurrent falls in the past year. Presence of pain in the low back and both lower-limbs, less balance-confidence, worse PLUS-M score, and less prosthetic-side reaching distance were identified as modifiable factors associated with an increased odd of recurrent falls.
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Affiliation(s)
- Mayank Seth
- Department of Physical Therapy, Delaware Limb Loss Studies, University of Delaware, Newark, DE
- Children's Specialized Hospital, Research Department, Union, NJ
| | | | - Ryan Todd Pohlig
- Biostatistics Core, University of Delaware, Newark, DE
- Epidemiology Program, University of Delaware, Newark, DE
| | - Jaclyn Megan Sions
- Department of Physical Therapy, Delaware Limb Loss Studies, University of Delaware, Newark, DE
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Sosowska N, Guligowska A, Sołtysik B, Borowiak E, Kostka T, Kostka J. Better Handgrip Strength Is Related to the Lower Prevalence of Pain and Anxiety in Community-Dwelling Older Adults. J Clin Med 2023; 12:jcm12113846. [PMID: 37298040 DOI: 10.3390/jcm12113846] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/10/2023] [Revised: 05/28/2023] [Accepted: 06/02/2023] [Indexed: 06/12/2023] Open
Abstract
Although handgrip strength (HGS) may be treated as a biomarker of many health problems, there is little evidence on the potential role of HGS in the prevention of pain or anxiety in older adults. We investigated the relationship of HGS to the presence of pain and anxiety among community-dwelling older adults. The study was performed in 2038 outpatients, aged 60 to 106 years. The Jamar hand-held hydraulic dynamometer was used to measure HGS. The prevalence of pain and anxiety was assessed with the Euroqol 5D questionnaire. Symptoms of depression were recorded with 15-item Geriatric Depression Scale (GDS). In the multivariate logistic regression model taking into account age, sex, BMI and concomitant diseases, the significant influence of HGS on the presence of pain (odds ratio [OR] = 0.988) in the entire study population and among men (OR = 0.983) was found. HGS was a significant independent predictor for the presence of anxiety in the entire study population (OR = 0.987), in women (OR = 0.985) and in men (OR = 0.988). In the fully adjusted model with included GDS, 1 kg higher HGS was still associated with 1.2% and 1.3% lower probability of the presence of pain and anxiety, respectively. We conclude that low HGS is associated with the presence of pain and anxiety among older adults, independent of age, sex, depression symptoms and concomitant chronic diseases. Future research should assess whether improvement of HGS would alleviate psychological dysfunction in older adults.
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Affiliation(s)
- Natalia Sosowska
- Department of Geriatrics, Healthy Ageing Research Centre, Medical University of Lodz, 90-419 Lodz, Poland
| | - Agnieszka Guligowska
- Department of Geriatrics, Healthy Ageing Research Centre, Medical University of Lodz, 90-419 Lodz, Poland
| | - Bartłomiej Sołtysik
- Department of Geriatrics, Healthy Ageing Research Centre, Medical University of Lodz, 90-419 Lodz, Poland
| | - Ewa Borowiak
- Department of Conservative Nursing, Medical University of Lodz, 90-419 Lodz, Poland
| | - Tomasz Kostka
- Department of Geriatrics, Healthy Ageing Research Centre, Medical University of Lodz, 90-419 Lodz, Poland
| | - Joanna Kostka
- Department of Gerontology, Medical University of Lodz, 90-419 Lodz, Poland
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Wang H, Yang R, Yang Y, Meng Y, Li S, Jiang Y. Comorbid pain and falls among Chinese older adults: the association, healthcare utilization and the role of subjective and objective physical functioning. BMC Geriatr 2023; 23:286. [PMID: 37173626 PMCID: PMC10176684 DOI: 10.1186/s12877-023-03901-6] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/09/2022] [Accepted: 03/17/2023] [Indexed: 05/15/2023] Open
Abstract
BACKGROUND Pain and falls are significant disabling health conditions which cause substantial economic burdens on older adults and their families. Physical functioning (both subjective and objective) might play a significant role in older adults' pain and falls. In this study we aimed to examine: (1) the relationship between pain and falls among Chinese older adults; (2) pain-fall status (i.e., comorbid pain-fall, pain-only, fall-only, and neither-pain-nor-fall) in relation to healthcare utilization; and (3) whether physical functioning measured either subjectively or objectively would contribute differently to the pain intensity and to the occurrence of falls. METHODS We used a nationally-representative sample of older adults from the 2011-2012 baseline survey of the China Health and Retirement Longitudinal Study (N = 4,461, aged 60-95 years). Logistic, linear, and negative binomial models adjusted for demographic variables were used in the analysis. RESULTS Overall, 36% of older adults reported pain, 20% had fall occurrences, and 11% had comorbid pain and falls. Pain intensity was significantly associated with falls. Individuals in groups of pain-only, fall-only, and comorbid pain-fall reported significantly higher healthcare utilization, that is, more frequent inpatient care and doctor visits than those in the neither-pain-nor-fall group. Subjective, not objective, physical functioning was associated with pain and falls. CONCLUSION Pain and falls are significantly associated with each other, and both can lead to increased healthcare utilization. Compared to objective physical functioning, subjective physical functioning is more likely to correlate with pain and falls, suggesting that self-reported physical status should be considered when designing pain-fall preventive strategies.
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Affiliation(s)
- Haocen Wang
- School of Nursing, Purdue University, Indiana, USA
| | - Rumei Yang
- School of Nursing, Nanjing Medical University, 101 Longmian Avenue, Jiangning District, Jiangsu, Nanjing, 211166, China.
| | - Yang Yang
- School of Nursing, Nanjing Medical University, 101 Longmian Avenue, Jiangning District, Jiangsu, Nanjing, 211166, China
| | - Yao Meng
- School of Nursing, Nanjing Medical University, 101 Longmian Avenue, Jiangning District, Jiangsu, Nanjing, 211166, China
| | - Sha Li
- School of Nursing, Nanjing Medical University, 101 Longmian Avenue, Jiangning District, Jiangsu, Nanjing, 211166, China
| | - Yun Jiang
- School of Nursing, University of Michigan, Michigan, USA
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