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de Groot S, Adriaansen JJE, Stolwijk-Swüste JM, Osterthun R, van den Berg-Emons RJG, Post MWM. Obesity in wheelchair users with long-standing spinal cord injury: prevalence and associations with time since injury and physical activity. Spinal Cord 2024; 62:378-386. [PMID: 38649757 DOI: 10.1038/s41393-024-00995-6] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/14/2023] [Revised: 04/09/2024] [Accepted: 04/11/2024] [Indexed: 04/25/2024]
Abstract
STUDY DESIGN Secondary analysis of cross-sectional data from the ALLRISC cohort study. OBJECTIVES To investigate the prevalence of obesity and its association with time since injury (TSI) and physical activity (PA) in wheelchair users with long-standing (TSI > 10 years) spinal cord injury (SCI). SETTING Community, The Netherlands. METHODS Wheelchair users with SCI (N = 282) in TSI strata (10-19, 20-29, and ≥30 years) and divided in meeting SCI-specific exercise guidelines or not. Waist circumference (WC) and body mass index (BMI) were assessed. Participants were classified as being obese (WC > 102 cm for men, WC > 88 cm for women; BMI ≥ 25 kg/m2) or not. Logistic regression analyses were performed to investigate the associations between obesity and TSI and PA. RESULTS Almost half of the participants (45-47%) were classified as obese. TSI was significantly associated with obesity, the odds of being obese were 1.4 higher when having a 10 years longer TSI. Furthermore, the odds of being obese were 2.0 lower for participants who were meeting the exercise guidelines. CONCLUSIONS The prevalence of obesity is high in people with long-standing SCI. Those with a longer TSI and individuals who do not meet the exercise guidelines are more likely to be obese and need to be targeted for weight management interventions.
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Affiliation(s)
- Sonja de Groot
- Amsterdam Rehabilitation Research Center | Reade, Amsterdam, The Netherlands.
- Department of Human Movement Sciences, Faculty of Behavioural and Movement Sciences, Vrije Universiteit Amsterdam, Amsterdam Movement Sciences, Amsterdam, The Netherlands.
| | | | - Janneke M Stolwijk-Swüste
- Centre of Excellence for Rehabilitation Medicine, UMC Utrecht Brain Centre, University Medical Centre Utrecht, Utrecht, The Netherlands
- Department of Spinal Cord Injury and Orthopedics, De Hoogstraat Rehabilitation, Utrecht, The Netherlands
| | - Rutger Osterthun
- Rijndam Rehabilitation, Rotterdam, The Netherlands
- Department of Rehabilitation Medicine, Erasmus MC, University Medical Center Rotterdam, Rotterdam, The Netherlands
| | - Rita J G van den Berg-Emons
- Department of Rehabilitation Medicine, Erasmus MC, University Medical Center Rotterdam, Rotterdam, The Netherlands
| | - Marcel W M Post
- De Hoogstraat Rehabilitation, Utrecht, The Netherlands
- Centre for Rehabilitation, University of Groningen, University Medical Centre Groningen, Groningen, The Netherlands
- Centre of Excellence for Rehabilitation Medicine, UMC Utrecht Brain Centre, University Medical Centre Utrecht, Utrecht, The Netherlands
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Mercier HW, Solinsky R, Taylor JA. Relationship of cardiometabolic disease risk factors with age and spinal cord injury duration. J Spinal Cord Med 2024; 47:379-386. [PMID: 35485952 PMCID: PMC11044727 DOI: 10.1080/10790268.2022.2065410] [Citation(s) in RCA: 2] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 10/18/2022] Open
Abstract
CONTEXT/OBJECTIVES Cardiometabolic disease (CMD) is increased after spinal cord injury (SCI), with an increased number of CMD risk factors that relate to higher mortality. The study objective was to characterize the relationship of age and injury duration with CMD. DESIGN Retrospective cohort assessment of CMD risks using unbiased recursive partitioning to divide for group comparison: (1) Lowest Risk, (2) Moderate Risk, and (3) Highest Risk based on classification and regression trees predicting CMD diagnosis by age and injury duration. SETTING Academic rehabilitation center laboratory. PARTICIPANTS Adults (N = 103; aged 18-75) with traumatic SCI (C4-L2) of 3 months to 42 years duration. INTERVENTIONS NA. OUTCOME MEASURES CMD risk factors (obesity, insulin resistance, dyslipidemia, and hypertension) using Paralyzed Veterans of America SCI-specific guidelines. RESULTS Obesity was prevalent (82%) and co-occurred with most other risk factors present. Age increased odds for CMD diagnosis by 1.05 per year (P = 0.02) and was directly related to elevated body mass index (BMI, β = 0.42, P < 0.05), fasting glucose (β = 0.58, P < 0.01), and higher systolic blood pressure (β = 0.31, P < 0.10). In contrast, time since injury contributed to lower risk factor count (β = -0.29, P < 0.10) and higher HDL-C (β = 0.50, P < 0.01), and was not related to odds of CMD diagnosis. CONCLUSION While SCI is linked to an increased risk of CMD, age is associated with higher CMD risk. Increased SCI duration related to improvement in individual CMD risk factors but did not decrease overall risk for CMD diagnosis. SCI may not uniformly increase CMD risks and highlight a necessary focus on weight management for risk prevention.
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Affiliation(s)
- Hannah W. Mercier
- Department of Physical Medicine and Rehabilitation, Harvard Medical School, Boston, Massachusetts, USA
- Cardiovascular Research Laboratory, Spaulding Rehabilitation Hospital, Cambridge, Massachusetts, USA
| | - Ryan Solinsky
- Department of Physical Medicine and Rehabilitation, Harvard Medical School, Boston, Massachusetts, USA
- Cardiovascular Research Laboratory, Spaulding Rehabilitation Hospital, Cambridge, Massachusetts, USA
| | - J. Andrew Taylor
- Department of Physical Medicine and Rehabilitation, Harvard Medical School, Boston, Massachusetts, USA
- Cardiovascular Research Laboratory, Spaulding Rehabilitation Hospital, Cambridge, Massachusetts, USA
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Fallah N, Noonan VK, Thorogood NP, Kwon BK, Kopp MA, Schwab JM. Effect of body mass index on survival after spinal cord injury. Front Neurol 2024; 14:1269030. [PMID: 38344110 PMCID: PMC10853461 DOI: 10.3389/fneur.2023.1269030] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/28/2023] [Accepted: 12/27/2023] [Indexed: 05/12/2024] Open
Abstract
Introduction Increased mortality after acute and chronic spinal cord injury (SCI) remains a challenge and mandates a better understanding of the factors contributing to survival in these patients. This study investigated whether body mass index (BMI) measured after acute traumatic SCI is associated with a change in mortality. Methods A prospective longitudinal cohort study was conducted with 742 patients who were admitted to the Acute Spine Unit of the Vancouver General Hospital between 2004 and 2016 with a traumatic SCI. An investigation of the association between BMI on admission and long-term mortality was conducted using classification and regression tree (CART) and generalized additive models (spline curves) from acute care up to 7.7 years after SCI (chronic phase). Multivariable models were adjusted for (i) demographic factors (e.g., age, sex, and Charlson Comorbidity Index) and (ii) injury characteristics (e.g., neurological level and severity and Injury Severity Score). Results After the exclusion of incomplete datasets (n = 602), 643 patients were analyzed, of whom 102 (18.5%) died during a period up to 7.7 years after SCI. CART identified three distinct mortality risk groups: (i) BMI: > 30.5 kg/m2, (ii) 17.5-30.5 kg/m2, and (iii) < 17.5 kg/m2. Mortality was lowest in the high BMI group (BMI > 30.5 kg/m2), followed by the middle-weight group (17.5-30.5 kg/m2), and was highest in the underweight group (BMI < 17.5 kg/m2). High BMI had a mild protective effect against mortality after SCI (hazard ratio 0.28, 95% CI: 0.09-0.88, p = 0.029), concordant with a modest "obesity paradox". Moreover, being underweight at admission was a significant risk factor for mortality up to 7.7 years after SCI (hazard ratio 5.5, 95% CI: 2.34-13.17, p < 0.001). Discussion Mortality risk (1 month to 7.7 years after SCI) was associated with differences in BMI at admission. Further research is needed to better understand the underlying mechanisms. Given an established association of BMI with metabolic determinants, these results may suggest unknown neuro-metabolic pathways that are crucial for patient survival.
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Affiliation(s)
- Nader Fallah
- Praxis Spinal Cord Institute, Blusson Spinal Cord Centre, Vancouver, BC, Canada
- Department of Medicine, University of British Columbia, Vancouver, BC, Canada
| | - Vanessa K. Noonan
- Praxis Spinal Cord Institute, Blusson Spinal Cord Centre, Vancouver, BC, Canada
| | - Nancy P. Thorogood
- Praxis Spinal Cord Institute, Blusson Spinal Cord Centre, Vancouver, BC, Canada
| | - Brian K. Kwon
- Department of Orthopaedics, Vancouver Spine Surgery Institute, University of British Columbia, Vancouver, BC, Canada
- International Collaboration on Repair Discoveries (ICORD), University of British Columbia, Vancouver, BC, Canada
| | - Marcel A. Kopp
- Department of Neurology and Experimental Neurology, Clinical and Experimental Spinal Cord Injury Research, Charité – Universitätsmedizin Berlin, Berlin, Germany
- QUEST-Center for Transforming Biomedical Research, Berlin Institute of Health, Berlin, Germany
| | - Jan M. Schwab
- Department of Neurology and Experimental Neurology, Clinical and Experimental Spinal Cord Injury Research, Charité – Universitätsmedizin Berlin, Berlin, Germany
- Department of Neurology, Spinal Cord Injury Division, The Ohio State University, Wexner Medical Center, Columbus, OH, United States
- Belford Center for Spinal Cord Injury, Departments of Physical Medicine and Rehabilitation and Neuroscience, The Ohio State University, Wexner Medical Center, Columbus, OH, United States
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LaVela SL, Wu J, Nevedal AL, Harris AHS, Frayne SM, Arnow KD, Barreto NB, Davis K, Eisenberg D. The impact of the COVID-19 pandemic on individuals living with spinal cord injury: A qualitative study. Rehabil Psychol 2023; 68:12-24. [PMID: 36395055 PMCID: PMC10593179 DOI: 10.1037/rep0000469] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/19/2022]
Abstract
PURPOSE/OBJECTIVE To explore the impact of the COVID-19 pandemic as experienced and reported by individuals living with a spinal cord injury (SCI). RESEARCH METHOD/DESIGN Descriptive qualitative design using in-depth semistructured interviews with individuals with SCI (n = 33) followed by thematic analysis. RESULTS Three main themes described impacts of the COVID-19 pandemic. (a) Impact on health care use; subthemes elaborated that this was attributable to in-person health care facility restrictions or individual decisions to delay care. Individuals with SCI experienced lapses in primary and SCI-specialty care, rehabilitation/therapy services, and home care, but some made use of telehealth services. (b) Impact on weight and/or weight management lifestyle behaviors; subthemes discussed that engagement in physical activity declined because of fitness center closures, recreational activity cancellations, and safety precautions limiting community-based and outdoor activities. The pandemic disrupted participants' independence in purchasing and making preferred food selections which impacted healthy eating. Participants ate due to boredom, at nonmealtimes, and consumed unhealthy foods during the pandemic. (c) Impact on psychosocial factors; included subthemes noting reduced social interactions, social participation, and ability to pursue pastimes with family, friends, and groups they belonged to. The pandemic also triggered emotional reactions such as worry, fear, doubt, demotivation, and feelings of social isolation. CONCLUSIONS Our findings highlight the magnitude of consequences faced by individuals with SCI when restrictions to health care, healthy lifestyle endeavors, and social participation occurred during the COVID-19 pandemic. Findings may inform SCI health care providers on what is needed in response to future public health or natural disaster crises. (PsycInfo Database Record (c) 2023 APA, all rights reserved).
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Affiliation(s)
- Sherri L. LaVela
- Center of Innovation for Complex Chronic Healthcare, Department of Veterans Affairs, Edward Mines Jr. VA Hospital, Hines, Illinois, United Slates
- Department of Physical Medicine and Rehabilitation, Feinberg School of Medicine, Northwestern University
| | - Justina Wu
- Center for Innovation to Implementation, VA Palo Alto Health Care System, Palo Alto, California, United States
| | - Andrea L. Nevedal
- Center for Innovation to Implementation, VA Palo Alto Health Care System, Palo Alto, California, United States
| | - Alex H. S. Harris
- Center for Innovation to Implementation, VA Palo Alto Health Care System, Palo Alto, California, United States
- Stanford-Surgery Policy Improvement Research & Education Center, Stanford University School of Medicine
| | - Susan M. Frayne
- Center for Innovation to Implementation, VA Palo Alto Health Care System, Palo Alto, California, United States
- Department of Medicine, Stanford University School of Medicine
| | - Katherine D. Arnow
- Stanford-Surgery Policy Improvement Research & Education Center, Stanford University School of Medicine
| | - Nicolas B. Barreto
- Stanford-Surgery Policy Improvement Research & Education Center, Stanford University School of Medicine
| | - Kristen Davis
- Stanford-Surgery Policy Improvement Research & Education Center, Stanford University School of Medicine
| | - Dan Eisenberg
- Center for Innovation to Implementation, VA Palo Alto Health Care System, Palo Alto, California, United States
- Stanford-Surgery Policy Improvement Research & Education Center, Stanford University School of Medicine
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LaVela SL, Pedersen J, Ehrlich-Jones L, Heinemann AW. Positive and negative ways that informal caregivers are affected by weight and weight management efforts for care recipients with spinal cord injury. Disabil Rehabil 2022; 44:7152-7160. [PMID: 34613825 DOI: 10.1080/09638288.2021.1985629] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/13/2023]
Abstract
PURPOSE To understand how informal caregivers are affected by weight and weight management of care recipients with SCI. MATERIALS AND METHODS In-depth qualitative interviews were conducted with 24 informal caregivers of community-dwelling Veterans and civilians with SCI. Thematic analysis was conducted. RESULTS Three themes described how the care recipient's weight management efforts impacted the caregiver, including: (1) motivation and involvement in weight management efforts for themselves, (2) emotional well-being (positive and negative aspects), and (3) physical tasks (both ease and burden). Caregivers may experience emotional and/or physical burden by taking on extra caregiving tasks to help with care recipient's weight management. Caregivers also may experience positive impacts from the care recipient's weight management efforts, regardless of who drove the efforts, including improvement in their own motivation and involvement in weight management, enhanced emotional well-being (happiness for and with the care-recipient), and making physical caregiving tasks easier. CONCLUSIONS Rehabilitation providers can use these findings to educate dyads about potential impacts of weight management efforts for the care recipient, specifying areas that may cause burden but emphasizing the potential benefits for both recipient and caregiver. Integrating this education into rehabilitation practice may reduce overweight-related problems with function and declines in disability among dyads.Implications for RehabilitationInformal caregivers experience both positive and negative consequences with regard to weight management for individuals with SCI.Helping their loved one with weight management can facilitate informal caregivers' involvement in their own weight management activities.Findings may offer guidance to healthcare and rehabilitation providers as they incorporate weight management into education programs for informal caregivers of persons with SCI.Integrating this education into rehabilitation practice may reduce or delay overweight-related problems with function and declines in disability among dyads.
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Affiliation(s)
- Sherri L LaVela
- Center of Innovation for Complex Chronic Healthcare (CINCCH), Department of Veterans Affairs, Edward Hines Jr. VA Hospital, Hines, IL, USA.,Department of Physical Medicine and Rehabilitation, Feinberg School of Medicine, Northwestern University, Chicago, IL, USA
| | - Jessica Pedersen
- Department of Physical Medicine and Rehabilitation, Feinberg School of Medicine, Northwestern University, Chicago, IL, USA.,Midwest Regional SCI Care System (MRSCICS), Shirley Ryan AbilityLab (SRAlab), Chicago, IL, USA
| | - Linda Ehrlich-Jones
- Department of Physical Medicine and Rehabilitation, Feinberg School of Medicine, Northwestern University, Chicago, IL, USA.,Midwest Regional SCI Care System (MRSCICS), Shirley Ryan AbilityLab (SRAlab), Chicago, IL, USA
| | - Allen W Heinemann
- Department of Physical Medicine and Rehabilitation, Feinberg School of Medicine, Northwestern University, Chicago, IL, USA.,Midwest Regional SCI Care System (MRSCICS), Shirley Ryan AbilityLab (SRAlab), Chicago, IL, USA
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6
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LaVela SL, Pedersen J, Ehrlich-Jones L, Heinemann AW. Informal caregivers' self-identified roles in facilitating health-promoting behaviours for weight management in community-dwelling care recipients living with spinal cord injury in the United States. HEALTH & SOCIAL CARE IN THE COMMUNITY 2022; 30:e1585-e1598. [PMID: 34595792 DOI: 10.1111/hsc.13585] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 02/12/2021] [Revised: 07/20/2021] [Accepted: 09/20/2021] [Indexed: 06/13/2023]
Abstract
Health providers often focus on secondary conditions and spend less time prioritising overweight/obesity care. Informal caregivers are well positioned to facilitate health-promoting behaviours of healthy eating and physical activity among community-dwelling care recipients with spinal cord injury (SCI) for prevention and management of overweight/obesity. Literature has typically focused on caregiver adjustment post-injury and burden related to their roles in secondary condition care. The novel objective of this study was to describe informal caregivers' perspectives of their roles in facilitating health-promoting weight management behaviours, healthy eating and physical activity, for care recipients with SCI. This was a qualitative study that used semi-structured interviews with informal caregivers for data collection in 2019. Braun & Clarke's established thematic phases were used for analysis. Participants included informal caregivers of individuals with SCI living in the community (n = 24). Caregivers identified eight themes to describe their role in facilitating weight management for care recipients. Themes included: (1) meal planning/shopping, (2) meal preparation/cooking, (3) using portion control, (4) serving/feeding, (5) helping the care recipient with physical activity and/or leisure activities, (6) mutually participating in weight management activities, (7) providing motivation and encouragement and (8) being an information liaison. In summary, informal caregivers have an intimate understanding of care recipients' needs and have insights on obstacles and enablers to health-promoting behaviours, making their involvement in facilitating weight management in individuals with SCI vital. Caregivers self-identified several significant roles for promoting weight management. This is especially valuable for conditions such as overweight/obesity for which prevention and treatment involve health-promoting behaviours that need consistent attention in the community setting. It is important to ensure that informal caregivers and care recipients have the information required in order to facilitate healthy eating and physical activity in persons with SCI and have opportunities for mutual dyadic participation when both partners are interested.
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Affiliation(s)
- Sherri L LaVela
- Center of Innovation for Complex Chronic Healthcare (CINCCH), Department of Veterans Affairs, Edward Hines Jr. VA Hospital, Hines, Illinois, USA
- Department of Physical Medicine and Rehabilitation, Feinberg School of Medicine, Northwestern University, Chicago, Illinois, USA
| | - Jessica Pedersen
- Department of Physical Medicine and Rehabilitation, Feinberg School of Medicine, Northwestern University, Chicago, Illinois, USA
- Midwest Regional SCI Care System (MRSCICS), Shirley Ryan AbilityLab (SRAlab), Chicago, Illinois, USA
| | - Linda Ehrlich-Jones
- Department of Physical Medicine and Rehabilitation, Feinberg School of Medicine, Northwestern University, Chicago, Illinois, USA
- Midwest Regional SCI Care System (MRSCICS), Shirley Ryan AbilityLab (SRAlab), Chicago, Illinois, USA
| | - Allen W Heinemann
- Department of Physical Medicine and Rehabilitation, Feinberg School of Medicine, Northwestern University, Chicago, Illinois, USA
- Midwest Regional SCI Care System (MRSCICS), Shirley Ryan AbilityLab (SRAlab), Chicago, Illinois, USA
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7
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Farkas GJ, Burton AM, McMillan DW, Sneij A, Gater DR. The Diagnosis and Management of Cardiometabolic Risk and Cardiometabolic Syndrome after Spinal Cord Injury. J Pers Med 2022; 12:1088. [PMID: 35887592 PMCID: PMC9320035 DOI: 10.3390/jpm12071088] [Citation(s) in RCA: 9] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/30/2022] [Revised: 06/19/2022] [Accepted: 06/21/2022] [Indexed: 11/23/2022] Open
Abstract
Individuals with spinal cord injuries (SCI) commonly present with component risk factors for cardiometabolic risk and combined risk factors for cardiometabolic syndrome (CMS). These primary risk factors include obesity, dyslipidemia, dysglycemia/insulin resistance, and hypertension. Commonly referred to as "silent killers", cardiometabolic risk and CMS increase the threat of cardiovascular disease, a leading cause of death after SCI. This narrative review will examine current data and the etiopathogenesis of cardiometabolic risk, CMS, and cardiovascular disease associated with SCI, focusing on pivotal research on cardiometabolic sequelae from the last five years. The review will also provide current diagnosis and surveillance criteria for cardiometabolic disorders after SCI, a novel obesity classification system based on percent total body fat, and lifestyle management strategies to improve cardiometabolic health.
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Affiliation(s)
- Gary J. Farkas
- Department of Physical Medicine and Rehabilitation, School of Medicine, University of Miami Miller, Miami, FL 33136, USA; (A.S.); (D.R.G.J.)
- Christine E. Lynn Rehabilitation Center for the Miami Project to Cure Paralysis, Miami, FL 33136, USA;
| | - Adam M. Burton
- School of Medicine, University of Miami Miller, Miami, FL 33136, USA;
| | - David W. McMillan
- Christine E. Lynn Rehabilitation Center for the Miami Project to Cure Paralysis, Miami, FL 33136, USA;
- The Miami Project to Cure Paralysis, School of Medicine, University of Miami Miller, Miami, FL 33136, USA
| | - Alicia Sneij
- Department of Physical Medicine and Rehabilitation, School of Medicine, University of Miami Miller, Miami, FL 33136, USA; (A.S.); (D.R.G.J.)
- Christine E. Lynn Rehabilitation Center for the Miami Project to Cure Paralysis, Miami, FL 33136, USA;
| | - David R. Gater
- Department of Physical Medicine and Rehabilitation, School of Medicine, University of Miami Miller, Miami, FL 33136, USA; (A.S.); (D.R.G.J.)
- Christine E. Lynn Rehabilitation Center for the Miami Project to Cure Paralysis, Miami, FL 33136, USA;
- School of Medicine, University of Miami Miller, Miami, FL 33136, USA;
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Nakajima H, Yokogawa N, Sasagawa T, Ando K, Segi N, Watanabe K, Nori S, Watanabe S, Honjoh K, Funayama T, Eto F, Terashima Y, Hirota R, Furuya T, Yamada T, Inoue G, Kaito T, Kato S. Prognostic Factors for Cervical Spinal Cord Injury without Major Bone Injury in Elderly Patients. J Neurotrauma 2022; 39:658-666. [PMID: 35044252 PMCID: PMC9081051 DOI: 10.1089/neu.2021.0351] [Citation(s) in RCA: 20] [Impact Index Per Article: 6.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/01/2022] Open
Abstract
In the current aging society, there has been a marked increase in the incidence of cervical spinal cord injury (CSCI) without major bone injury. This multi-center study aimed to identify predictors of neurological improvement in elderly patients with CSCI without major bone injury. The participants were 591 patients aged ≥65 years with CSCI without major bone injury and a minimum follow-up period of three months. Neurologic status was defined using the American Spinal Injury Association (ASIA) impairment scale (AIS). Univariate and multi-variate analyses were performed to identify prognostic factors for walking recovery in AIS A-C cases and full upper extremity motor recovery in AIS D cases. In AIS A-C cases, body mass index (odds ratio (OR): 1.112), magnetic resonance imaging signal change (OR: 0.240), AIS on admission (OR: 3.497), comorbidity of dementia/delirium (OR: 0.365), and post-injury pneumonia (OR: 0.194) were identified as independent prognostic factors for walking recovery. The prevalence of ossification of the posterior longitudinal ligament (OR: 0.494) was also found to be an independent prognostic factor in AIS B and C cases only. In AIS D cases, age (OR: 0.937), upper extremity ASIA motor score on admission (OR: 1.230 [per 5 scores]), and operation (OR: 0.519) were independent prognostic factors for full motor recovery. The severity of AIS at admission was the strongest predictor of functional outcomes. Promoting rehabilitation, however, through measures to reduce cognitive changes, post-injury pneumonia, and unhealthy body weight changes can contribute to greater neurological improvement in AIS A-C cases.
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Affiliation(s)
- Hideaki Nakajima
- Department of Orthopaedics and Rehabilitation Medicine, Faculty of Medical Sciences University of Fukui, Fukui, Japan
| | - Noriaki Yokogawa
- Department of Orthopaedic Surgery, Graduate School of Medical Sciences, Kanazawa University, Ishikawa, Japan
| | - Takeshi Sasagawa
- Department of Orthopaedic Surgery, Graduate School of Medical Sciences, Kanazawa University, Ishikawa, Japan
- Department of Orthopedics Surgery, Toyama Prefectural Central Hospital, Toyama, Japan
| | - Kei Ando
- Department of Orthopedic Surgery, Nagoya University Graduate School of Medicine, Nagoya, Japan
| | - Naoki Segi
- Department of Orthopedic Surgery, Nagoya University Graduate School of Medicine, Nagoya, Japan
| | - Kota Watanabe
- Department of Orthopaedic Surgery, Keio University School of Medicine, Tokyo, Japan
| | - Satoshi Nori
- Department of Orthopaedic Surgery, Keio University School of Medicine, Tokyo, Japan
| | - Shuji Watanabe
- Department of Orthopaedics and Rehabilitation Medicine, Faculty of Medical Sciences University of Fukui, Fukui, Japan
| | - Kazuya Honjoh
- Department of Orthopaedics and Rehabilitation Medicine, Faculty of Medical Sciences University of Fukui, Fukui, Japan
| | - Toru Funayama
- Department of Orthopaedic Surgery, Faculty of Medicine, University of Tsukuba, Ibaraki,Japan
| | - Fumihiko Eto
- Department of Orthopaedic Surgery, Graduate School of Comprehensive Human Sciences, University of Tsukuba, Ibaraki, Japan
| | - Yoshinori Terashima
- Department of Orthopaedic Surgery, Sapporo Medical University, Sapporo, Japan
- Department of Orthopaedic Surgery, Matsuda Orthopedic Memorial Hospital, Sapporo, Japan
| | - Ryosuke Hirota
- Department of Orthopaedic Surgery, Sapporo Medical University, Sapporo, Japan
| | - Takeo Furuya
- Department of Orthopaedic Surgery, Graduate school of Medicine, Chiba University, Chiba, Japan
| | - Tomohiro Yamada
- Department of Orthopaedic Surgery, Hamamatsu University School of Medicine, Shizuoka, Japan
- Department of Orthopaedic Surgery, Nagoya Kyoritsu Hospital, Aichi, Japan
| | - Gen Inoue
- Department of Orthopaedic Surgery, Kitasato University School of Medicine, Kanagawa,Japan
| | - Takashi Kaito
- Department of Orthopaedic Surgery, Osaka University Graduate School of Medicine,Osaka, Japan
| | - Satoshi Kato
- Department of Orthopaedic Surgery, Graduate School of Medical Sciences, Kanazawa University, Ishikawa, Japan
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9
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Fallah N, Noonan VK, Waheed Z, Rivers CS, Plashkes T, Bedi M, Etminan M, Thorogood NP, Ailon T, Chan E, Dea N, Fisher C, Charest-Morin R, Paquette S, Park S, Street JT, Kwon BK, Dvorak MF. Development of a machine learning algorithm for predicting in-hospital and 1-year mortality after traumatic spinal cord injury. Spine J 2022; 22:329-336. [PMID: 34419627 DOI: 10.1016/j.spinee.2021.08.003] [Citation(s) in RCA: 18] [Impact Index Per Article: 6.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 06/02/2021] [Revised: 07/15/2021] [Accepted: 08/12/2021] [Indexed: 02/03/2023]
Abstract
BACKGROUND CONTEXT Current prognostic tools such as the Injury Severity Score (ISS) that predict mortality following trauma do not adequately consider the unique characteristics of traumatic spinal cord injury (tSCI). PURPOSE Our aim was to develop and validate a prognostic tool that can predict mortality following tSCI. STUDY DESIGN Retrospective review of a prospective cohort study. PATIENT SAMPLE Data was collected from 1245 persons with acute tSCI who were enrolled in the Rick Hansen Spinal Cord Injury Registry between 2004 and 2016. OUTCOME MEASURES In-hospital and 1-year mortality following tSCI. METHODS Machine learning techniques were used on patient-level data (n=849) to develop the Spinal Cord Injury Risk Score (SCIRS) that can predict mortality based on age, neurological level and completeness of injury, AOSpine classification of spinal column injury morphology, and Abbreviated Injury Scale scores. Validation of the SCIRS was performed by testing its accuracy in an independent validation cohort (n=396) and comparing its performance to the ISS, a measure which is used to predict mortality following general trauma. RESULTS For 1-year mortality prediction, the values for the Area Under the Receiver Operating Characteristic Curve (AUC) for the development cohort were 0.84 (standard deviation=0.029) for the SCIRS and 0.55 (0.041) for the ISS. For the validation cohort, AUC values were 0.86 (0.051) for the SCIRS and 0.71 (0.074) for the ISS. For in-hospital mortality, AUC values for the development cohort were 0.87 (0.028) and 0.60 (0.050) for the SCIRS and ISS, respectively. For the validation cohort, AUC values were 0.85 (0.054) for the SCIRS and 0.70 (0.079) for the ISS. CONCLUSIONS The SCIRS can predict in-hospital and 1-year mortality following tSCI more accurately than the ISS. The SCIRS can be used in research to reduce bias in estimating parameters and can help adjust for coefficients during model development. Further validation using larger sample sizes and independent datasets is needed to assess its reliability and to evaluate using it as an assessment tool to guide clinical decision-making and discussions with patients and families.
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Affiliation(s)
- Nader Fallah
- Praxis Spinal Cord Institute, 6400-818 West 10th Ave, Vancouver, British Columbia, V5Z 1M9, Canada; Division of Neurology, Department of Medicine, University of British Columbia, Koerner Pavilion, UBC Hospital, S192 - 2211 Wesbrook Mall, V6T 2B5, Vancouver, British Columbia, Canada
| | - Vanessa K Noonan
- Praxis Spinal Cord Institute, 6400-818 West 10th Ave, Vancouver, British Columbia, V5Z 1M9, Canada.
| | - Zeina Waheed
- Praxis Spinal Cord Institute, 6400-818 West 10th Ave, Vancouver, British Columbia, V5Z 1M9, Canada
| | - Carly S Rivers
- Praxis Spinal Cord Institute, 6400-818 West 10th Ave, Vancouver, British Columbia, V5Z 1M9, Canada
| | - Tova Plashkes
- Praxis Spinal Cord Institute, 6400-818 West 10th Ave, Vancouver, British Columbia, V5Z 1M9, Canada
| | - Manekta Bedi
- Praxis Spinal Cord Institute, 6400-818 West 10th Ave, Vancouver, British Columbia, V5Z 1M9, Canada
| | - Mahyar Etminan
- Department of Ophthalmology and Visual Sciences, University of British Columbia, 2329 West Mall, Vancouver, British Columbia, V6T 1Z4, Canada
| | - Nancy P Thorogood
- Praxis Spinal Cord Institute, 6400-818 West 10th Ave, Vancouver, British Columbia, V5Z 1M9, Canada
| | - Tamir Ailon
- Department of Orthopaedics, University of British Columbia, Gordon and Leslie Diamond Health Care Centre, 11th Floor - 2775 Laurel Street, Vancouver, British Columbia, Canada, V5Z 1M9
| | - Elaine Chan
- Praxis Spinal Cord Institute, 6400-818 West 10th Ave, Vancouver, British Columbia, V5Z 1M9, Canada
| | - Nicolas Dea
- Department of Orthopaedics, University of British Columbia, Gordon and Leslie Diamond Health Care Centre, 11th Floor - 2775 Laurel Street, Vancouver, British Columbia, Canada, V5Z 1M9
| | - Charles Fisher
- Department of Orthopaedics, University of British Columbia, Gordon and Leslie Diamond Health Care Centre, 11th Floor - 2775 Laurel Street, Vancouver, British Columbia, Canada, V5Z 1M9
| | - Raphaele Charest-Morin
- Department of Orthopaedics, University of British Columbia, Gordon and Leslie Diamond Health Care Centre, 11th Floor - 2775 Laurel Street, Vancouver, British Columbia, Canada, V5Z 1M9
| | - Scott Paquette
- Department of Orthopaedics, University of British Columbia, Gordon and Leslie Diamond Health Care Centre, 11th Floor - 2775 Laurel Street, Vancouver, British Columbia, Canada, V5Z 1M9
| | - SoEyun Park
- Praxis Spinal Cord Institute, 6400-818 West 10th Ave, Vancouver, British Columbia, V5Z 1M9, Canada
| | - John T Street
- Department of Orthopaedics, University of British Columbia, Gordon and Leslie Diamond Health Care Centre, 11th Floor - 2775 Laurel Street, Vancouver, British Columbia, Canada, V5Z 1M9
| | - Brian K Kwon
- Department of Orthopaedics, University of British Columbia, Gordon and Leslie Diamond Health Care Centre, 11th Floor - 2775 Laurel Street, Vancouver, British Columbia, Canada, V5Z 1M9
| | - Marcel F Dvorak
- Department of Orthopaedics, University of British Columbia, Gordon and Leslie Diamond Health Care Centre, 11th Floor - 2775 Laurel Street, Vancouver, British Columbia, Canada, V5Z 1M9
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10
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Wen H, DeVivo MJ, Heinemann AW, Krause JS, Robinson-Whelen S, Chen Y. Mortality Beyond the First Year After Spinal Cord Injury: Does Body Mass Index Matter? Arch Phys Med Rehabil 2021; 103:711-721. [PMID: 34800475 DOI: 10.1016/j.apmr.2021.08.026] [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: 02/17/2021] [Revised: 07/22/2021] [Accepted: 08/03/2021] [Indexed: 11/28/2022]
Abstract
OBJECTIVE To examine the association between body mass index (BMI [calculated as weight in kilograms divided by height in meters squared]) and mortality after the first year post spinal cord injury (SCI) overall and across demographic and injury characteristics. DESIGN Cohort study. SETTING Sixteen Spinal Cord Injury Model Systems (SCIMS) centers. PARTICIPANTS SCIMS Database participants age 20 years or older and having a BMI assessment during the 2007-2011 wave of data collection. INTERVENTIONS Not applicable. MAIN OUTCOME MEASURES All-cause mortality rate. Life table method and log-rank test were used to estimate and compare mortality rates across BMI groups and other factors. Cox proportional hazard regression model was conducted to estimate hazard ratio (HR) and 95% confidence interval (CI). RESULTS A total of 2346 participants (N=2346) with SCI were classified into 1 of the 8 BMI groups: <18.5 (6.9%), 18.5-19.9 (7.3%), 20.0-22.49 (15.0%), 22.5-24.9 (18.8%), 25.0-27.49 (17.5%), 27.5-29.9 (13.2%), 30.0-34.9 (13.5%), and ≥35.0 (7.8%). Compared with people with BMI of 22.5-29.9, a higher mortality risk was observed among people with BMI<18.5 (HR, 1.76; 95% CI, 1.25-2.49), 18.5-19.9 (HR, 1.51; 95% CI, 1.06-2.15), and ≥35.0 (HR, 1.51; 95% CI, 1.11-2.07) after adjusting for confounding factors (sex, age at the time of BMI assessment, marital status, neurologic status). The U-shape BMI-mortality relationship varied by age, sex, neurologic status, and years since injury. CONCLUSIONS To improve life expectancy after SCI, health care professionals could focus on weight management among patients with relatively low and extremely high BMI, defined by demographic and injury-related characteristics. Future studies should explore factors that contribute to such a higher mortality after SCI, including pre-existing conditions, poor diet and/or nutrition, and cardiorespiratory fitness.
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Affiliation(s)
- Huacong Wen
- Department of Physical Medicine and Rehabilitation, University of Alabama at Birmingham, Birmingham, AL
| | - Michael J DeVivo
- Department of Physical Medicine and Rehabilitation, University of Alabama at Birmingham, Birmingham, AL
| | - Allen W Heinemann
- Shirley Ryan AbilityLab, Chicago, Illinois; Department of Physical Medicine and Rehabilitation, Feinberg School of Medicine, Northwestern University, Chicago, IL
| | - James S Krause
- College of Health Professions, Medical University of South Carolina, Charleston, SC
| | - Susan Robinson-Whelen
- TIRR Memorial Hermann, Houston, TX; Baylor College of Medicine, Houston, TX; University of Texas Health Science Center at Houston (UTHealth), Houston, TX
| | - Yuying Chen
- Department of Physical Medicine and Rehabilitation, University of Alabama at Birmingham, Birmingham, AL.
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11
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LaVela SL, Ehrlich-Jones LS, Jones K, Bartle B, Heinemann AW. What Are Personal Meanings of Healthy Eating and Physical Activity in Individuals Living With Spinal Cord Injury? A Qualitative Exploration. Top Spinal Cord Inj Rehabil 2021; 27:68-78. [PMID: 34866889 PMCID: PMC8604504 DOI: 10.46292/sci21-00001] [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: 11/19/2022]
Abstract
Objectives: To explore the personal meanings of healthy eating and physical activity among individuals living with spinal cord injury (SCI) and the information and resources they find beneficial. Methods: We conducted in-depth semistructured individual interviews to understand the personal meanings of healthy eating and physical activity among individuals with SCI. We completed a thematic analysis of qualitative data. Results: Participants were 11 Veterans and 14 civilians, predominantly male, non-Hispanic White, and with paraplegia. Data were described across two categories, including the personal meaning of healthy eating and the personal meaning of physical activity/exercise. Individuals with SCI described their meaning of healthy eating around four themes: types of food, amounts/portions of food, conscious/mindful eating, and eating to enhance health. Individuals wanted information on tailored diets for individuals with paraplegia and tetraplegia and healthy foods that are easy to prepare by people with SCI. Their personal meaning of physical activity/exercise focused on four themes: types of physical activity and exercise, staying active, moving/movement, and differences from non-SCI. Desired information around physical activity included cardiovascular workouts that are effective and possible to do in a wheelchair so that people with SCI can burn enough of the calories they consume to lose or maintain weight. Conclusion: Results provide a better understanding of what healthy eating and physical activity mean to people with SCI and information they desire toward these goals, which can be used to guide patient-provider discussions, develop health promotion programs, and tailor interventions to capitalize on meaningful concepts and beliefs that facilitate healthy behaviors.
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Affiliation(s)
- Sherri L. LaVela
- Center of Innovation for Complex Chronic Healthcare (CINCCH), Department of Veterans Affairs, Edward Hines Jr. VA Hospital, Hines, Illinois
- Department of Physical Medicine and Rehabilitation, Feinberg School of Medicine, Northwestern University, Chicago, Illinois
| | - Linda S. Ehrlich-Jones
- Department of Physical Medicine and Rehabilitation, Feinberg School of Medicine, Northwestern University, Chicago, Illinois
- Midwest Regional SCI Care System (MRSCICS), Shirley Ryan AbilityLab (SRAlab), Chicago, Illinois
| | - Kayla Jones
- Midwest Regional SCI Care System (MRSCICS), Shirley Ryan AbilityLab (SRAlab), Chicago, Illinois
| | - Brian Bartle
- Center of Innovation for Complex Chronic Healthcare (CINCCH), Department of Veterans Affairs, Edward Hines Jr. VA Hospital, Hines, Illinois
| | - Allen W. Heinemann
- Department of Physical Medicine and Rehabilitation, Feinberg School of Medicine, Northwestern University, Chicago, Illinois
- Midwest Regional SCI Care System (MRSCICS), Shirley Ryan AbilityLab (SRAlab), Chicago, Illinois
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12
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Farshbaf-Khalili A, Alizadeh M, Hajebrahimi S, Ostadrahimi A, Malakouti J, Salehi-Pourmehr H. Pre-natal and post-natal anxiety in relation to pre-pregnancy obesity: A cohort study on Iranian pregnant women. CASPIAN JOURNAL OF INTERNAL MEDICINE 2020; 11:250-258. [PMID: 32874431 PMCID: PMC7442456 DOI: 10.22088/cjim.11.3.250] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Indexed: 11/23/2022]
Abstract
Background: To determine the association between pre-conception obesity and screening results of pre-natal and post-natal anxiety in women that referred to the health centers of Tabriz, Iran. Methods: 62 obese (class 2-3) and 245 normal-weight women were enrolled in the first trimester of pregnancy through the cohort study and followed-up 1 year after childbirth from December 2012 to January 2016. The Beck anxiety inventory scale (BAI-II) was completed in five time points: the first, second, third trimester of pregnancy, 6–8 weeks and 12 months after childbirth. Chi-square, Fisher’s exact tests, Independent t-test, Mann-Whitney, and multivariate logistic regression adjusted for confounders were used for data analysis. Statistically significant was considered as p<0.05. Results: The rate of moderate to severe anxiety in 1st, 2nd, 3rd trimesters of gestation, 6–8 weeks and 12 months after birth was 8.6%, 10%, 12.6%, 7.8%, 6.5% in normal weight women versus 18%, 17.9%, 19.2%, 12.5%, 19.4% in obese class II women, respectively. The odds of anxiety in the first trimester of pregnancy for class 2–3 obesity was 2.72-fold greater than normal weight group [adjusted odds ratio (aOR) 2.72, 95% confidence interval (CI) 1.14–6.47; p=0.023]. This odd was 3.30- fold (aOR 3.30, 95%CI 1.13-9.60; p=0.045) for 1 year after birth. Conclusion: Obesity remained associated with positive screening for anxiety in the first trimester of pregnancy and one year after birth. Obese women more likely require special medical care during their pregnancy due to its impacts on mood.
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Affiliation(s)
- Azizeh Farshbaf-Khalili
- Physical Medicine and Rehabilitation Research Center, Aging Research Institute, Tabriz University of Medical Sciences Tabriz, IR Iran
| | | | - Sakineh Hajebrahimi
- Research Center for Evidence-Based Medicine, Iranian EBM Centre: A Joanna Briggs Institute (JBI) Center of Excellence, Tabriz University of Medical Sciences, Tabriz, Iran.,Department of Urology, Faculty of Medicine, Tabriz University of Medical Sciences, Tabriz, IR Iran
| | - Alireza Ostadrahimi
- Nutrition Research Center, Tabriz University of Medical Sciences, Tabriz, IR Iran
| | - Jamileh Malakouti
- Department of Midwifery, Faculty of Nursing and Midwifery, Tabriz University of Medical Sciences, Tabriz, IR Iran
| | - Hanieh Salehi-Pourmehr
- Research Center for Evidence-Based Medicine, Iranian EBM Centre: A Joanna Briggs Institute (JBI) Center of Excellence, Tabriz University of Medical Sciences, Tabriz, Iran
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