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Dionne A, Mac-Thiong JM, Hong HA, Kurban D, Xu J, Humphreys S, Bailey C, Barthélemy D, Christie S, Fourney D, Linassi G, Loyola-Sanchez A, Paquet J, Sreenivasan V, Townson A, Tsai E, Noonan V, Richard-Denis A. Is the Level of Consent to a National Research Registry Associated With Patient Outcomes After Traumatic Spinal Cord Injury? A Population-Based Study From the Rick Hansen Spinal Cord Injury Registry. Am J Phys Med Rehabil 2025; 104:130-137. [PMID: 38865689 PMCID: PMC11708995 DOI: 10.1097/phm.0000000000002549] [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: 06/14/2024]
Abstract
OBJECTIVE We examined the impact of consenting to the Rick Hansen Spinal Cord Injury Registry on outcomes: acute length of stay, in-hospital mortality, medical complications (pressure injuries and pneumonia), and the final discharge destination following a spinal cord injury using the national Rick Hansen Spinal Cord Injury Registry dataset. DESIGN A retrospective cohort study was conducted using Rick Hansen Spinal Cord Injury Registry participant data from 2014 to 2019. Participants approached for enrollment were grouped into 1) PC: provided full consent including community follow-up interviews, 2) DWC: declined community follow-up interviews but accepted minimal data collection that may include initial/final interviews and/or those who later withdrew consent, and 3) DC: declined consent to any participation. As no data was collected for the DC group, descriptive, bivariate, and multivariable regression analysis was limited to the PC and DWC groups. RESULTS Of 2811 participants, 2101 (74.7%) were PC, 553 (19.7%) were DWC, and 157 (5.6%) were DC. DWC participants had significantly longer acute length of stay, more acute pneumonias/pressure injuries, and were less likely to be discharged home than PC participants. All these associations-except pneumonia-remained significant in the multivariable analyses. CONCLUSIONS Not participating fully in Rick Hansen Spinal Cord Injury Registry was associated with more complications and longer hospital stays.
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Hickey C, Smith É, Hayes S. "I think it was helpful but not as helpful as it could have been" - a qualitative study of the experiences and perspectives of using fitness apps among manual wheelchair users with spinal cord injury. Disabil Rehabil 2025; 47:633-643. [PMID: 38764300 DOI: 10.1080/09638288.2024.2355302] [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: 10/25/2023] [Revised: 04/16/2024] [Accepted: 05/04/2024] [Indexed: 05/21/2024]
Abstract
PURPOSE To gain knowledge of the experiences and perceptions of using fitness apps by full-time wheelchair users with spinal cord injury (SCI) and to explore experiences and perceptions of using these apps in relation to barriers to and facilitators of physical activity (PA). MATERIALS AND METHODS A qualitative design was employed. Semi-structured interviews were conducted with ten manual wheelchair users with SCI. Data were analysed using reflexive thematic analysis. RESULTS Four themes were developed: 1) App functionality and experience, 2) Enhancing motivation, 3) Precursors to engagement and 4) Knowledge gaps. Experience and perception were strongly influenced by app design, particularly the presence or absence of features tailored for wheelchair users. Many apps incorporated the use wearable or mountable sensors. Fitness apps were perceived to increase motivation, although, this had its limitations. Conversely, apps were reported to have limited influence on commonly reported barriers to PA. Furthermore, the data highlighted gaps in knowledge which created barriers to effective app use. CONCLUSIONS Fitness apps were perceived to increase motivation to engage in PA in manual wheelchair users with SCI. However, more needs to be done to further develop app features for wheelchair users with SCI and to address remaining barriers to engagement.
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Affiliation(s)
- Claire Hickey
- Spinal Cord System of Care Programme, National Rehabilitation Hospital, Dublin, Ireland
- Spinal Cord System of Care, School of Allied Health, University of Limerick, Limerick, Ireland
| | - Éimear Smith
- Spinal Cord System of Care Programme, National Rehabilitation Hospital, Dublin, Ireland
| | - Sara Hayes
- Spinal Cord System of Care, School of Allied Health, University of Limerick, Limerick, Ireland
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Mputu Mputu P, Beauséjour M, Richard-Denis A, Fallah N, Noonan VK, Mac-Thiong JM. Classifying clinical phenotypes of functional recovery for acute traumatic spinal cord injury. An observational cohort study. Disabil Rehabil 2024; 46:6069-6076. [PMID: 38390856 DOI: 10.1080/09638288.2024.2320267] [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: 04/18/2023] [Revised: 01/29/2024] [Accepted: 02/14/2024] [Indexed: 02/24/2024]
Abstract
PURPOSE Identify patient subgroups with different functional outcomes after SCI and study the association between functional status and initial ISNCSCI components. METHODS Using CART, we performed an observational cohort study on data from 675 patients enrolled in the Rick-Hansen Registry(RHSCIR) between 2014 and 2019. The outcome was the Spinal Cord Independence Measure (SCIM) and predictors included AIS, NLI, UEMS, LEMS, pinprick(PPSS), and light touch(LTSS) scores. A temporal validation was performed on data from 62 patients treated between 2020 and 2021 in one of the RHSCIR participating centers. RESULTS The final CART resulted in four subgroups with increasing totSCIM according to PPSS, LEMS, and UEMS: 1)PPSS < 27(totSCIM = 28.4 ± 16.3); 2)PPSS ≥ 27, LEMS < 1.5, UEMS < 45(totSCIM = 39.5 ± 19.0); 3)PPSS ≥ 27, LEMS < 1.5, UEMS ≥ 45(totSCIM = 57.4 ± 13.8); 4)PPSS ≥ 27, LEMS ≥ 1.5(totSCIM = 66.3 ± 21.7). The validation model performed similarly to the original model. The adjusted R-squared and F-test were respectively 0.556 and 62.2(P-value <0.001) in the development cohort and, 0.520 and 31.9(P-value <0.001) in the validation cohort. CONCLUSION Acknowledging the presence of four characteristic subgroups of patients with distinct phenotypes of functional recovery based on PPSS, LEMS, and UEMS could be used by clinicians early after tSCI to plan rehabilitation and establish realistic goals. An improved sensory function could be key for potentiating motor gains, as a PPSS ≥ 27 was a predictor of a good function.
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Affiliation(s)
- Pascal Mputu Mputu
- Hôpital du Sacré-Cœur de Montréal/CIUSSS NÎM, Montreal, Canada
- Faculty of Medicine, Université de Montréal, Montreal, Canada
| | - Marie Beauséjour
- Department of Community Health Sciences, Université de Sherbrooke, Sherbrooke, Canada
- CHU Sainte-Justine, Montreal, Canada
| | - Andréane Richard-Denis
- Hôpital du Sacré-Cœur de Montréal/CIUSSS NÎM, Montreal, Canada
- Centre de recherche interdisciplinaire en réadaptation (CRIR), Montreal, Canada
| | - Nader Fallah
- Praxis Spinal Cord Institute, Vancouver, Canada
- University of British Columbia, Vancouver, Canada
| | - Vanessa K Noonan
- Praxis Spinal Cord Institute, Vancouver, Canada
- University of British Columbia, Vancouver, Canada
| | - Jean-Marc Mac-Thiong
- Hôpital du Sacré-Cœur de Montréal/CIUSSS NÎM, Montreal, Canada
- Faculty of Medicine, Université de Montréal, Montreal, Canada
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Wangdell J, Axwalter E, Åhrén G, Lundgren Nilsson Å, Sunnerhagen KS, Melin J. Identified needs to enhance life for people with spinal cord injury: a part of the Swedish Needs Assessment Project. Disabil Rehabil 2024:1-12. [PMID: 39354857 DOI: 10.1080/09638288.2024.2406982] [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: 02/02/2024] [Revised: 09/16/2024] [Accepted: 09/17/2024] [Indexed: 10/03/2024]
Abstract
PURPOSE To identify factors that contribute to the enhanced life of people with spinal cord injury (SCI) in Sweden. MATERIALS AND METHODS This cross-sectional study combined workshops (n = 38) and survey data (n = 243) from people living with SCI and their relatives, health professionals, and personal care assistants working with people living with SCI. The data were first categorized using Bronfenbrenner's bioecological model, followed by a conventional content analysis. RESULTS The factors that contribute to an enhanced life for people living with SCI are similar to those of the general population, including relationships, leisure activities, and occupation within the mesosystem. However, the unique components of the exosystem and macrosystem are specifically associated with people living with SCI. The exosystem, particularly in healthcare, plays a major role for medical reasons but also tends to obtrude and minimize the mesosystem. The macrosystem is essential, as it sets the rules that govern the actors in the other layers, creating prerequisites for meeting the needs of the mesosystem and exosystem. CONCLUSIONS The needs that contribute to an enhanced life are multifaceted and individualized. Therefore, these systems must be flexible throughout the lifespan of individuals with SCI.
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Affiliation(s)
- Johanna Wangdell
- Gothenburg Competence Centre for Spinal Cord Injury, University of Gothenburg and Sahlgrenska University Hospital, Gothenburg, Sweden
- Department of Hand Surgery, Institute of Clinical Sciences, Sahlgrenska Academy, University of Gothenburg, Gothenburg, Sweden
- Centre for Advanced Reconstruction of Extremities, Sahlgrenska University Hospital/Mölndal, Gothenburg, Sweden
| | - Emelie Axwalter
- Gothenburg Competence Centre for Spinal Cord Injury, University of Gothenburg and Sahlgrenska University Hospital, Gothenburg, Sweden
| | - Gunilla Åhrén
- Gothenburg Competence Centre for Spinal Cord Injury, University of Gothenburg and Sahlgrenska University Hospital, Gothenburg, Sweden
| | - Åsa Lundgren Nilsson
- Gothenburg Competence Centre for Spinal Cord Injury, University of Gothenburg and Sahlgrenska University Hospital, Gothenburg, Sweden
- Department of Clinical Neuroscience, Institute of Neuroscience and Physiology, Sahlgrenska Academy, Gothenburg, Sweden
- Department of Neurocare, Sahlgrenska University Hospital, Gothenburg, Sweden
| | - Katharina S Sunnerhagen
- Gothenburg Competence Centre for Spinal Cord Injury, University of Gothenburg and Sahlgrenska University Hospital, Gothenburg, Sweden
- Department of Clinical Neuroscience, Institute of Neuroscience and Physiology, Sahlgrenska Academy, Gothenburg, Sweden
- Department of Neurocare, Sahlgrenska University Hospital, Gothenburg, Sweden
| | - Jeanette Melin
- Gothenburg Competence Centre for Spinal Cord Injury, University of Gothenburg and Sahlgrenska University Hospital, Gothenburg, Sweden
- Department of Measurement Science and Technology, Division Safety and Transport, RISE Research Institutes of Sweden, Gothenburg, Sweden
- Department of Leadership and Demand & Control, Swedish Defence University, Karlstad, Sweden
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Richard-Denis A, Dionne A, Mputu PM, Mac-Thiong JM. Do all patients with functional motor-incomplete (AIS-D) traumatic spinal cord injury need specialized inpatient functional rehabilitation? A prospective observational cohort study proposing clinical criteria for home-based rehabilitation after acute care. J Spinal Cord Med 2024; 47:753-764. [PMID: 37083554 PMCID: PMC11378677 DOI: 10.1080/10790268.2023.2200354] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 04/22/2023] Open
Abstract
CONTEXT/OBJECTIVE Functional motor-incomplete AIS-D traumatic spinal cord injury (tSCI) represents an important growing population in neuro-traumatology. There is thus an important need for establishing strategies to optimize SCI rehabilitation resources. This study aims at proposing eligibility criteria to select individuals who could be discharged home (home-based rehabilitation) after acute care following an AIS-D tSCI and investigate its impact on the long-term functional status and quality of life (QOL), as compared to transfer to inpatient functional rehabilitation (IFR) resources. DESIGN An observational prospective cohort study. SETTING A single Level-1 specialized trauma center. PARTICIPANTS 213 individuals sustaining an AIS-D tSCI. INTERVENTIONS Home-based rehabilitation based on clinical specific criteria to be assessed by the acute care team. OUTCOME MEASURES Functional status and QOL as assessed by the Spinal Cord Independence Measure version 3 and WHOQOL-BREF questionnaire one year following the injury, respectively. RESULTS A total 37.9% of individuals fulfilled proposed criteria for home-based rehabilitation after acute care. As expected, this group was significantly younger, experienced lesser comorbidities and acute complications, and showed higher motor and sensory function compared to the IFR group. Home-rehabilitation was associated with a higher long-term functional status, physical and psychological QOL, when accounting for relevant confounding factors after an acute AIS-D tSCI. There was no readmission due to failure of home-based rehabilitation. CONCLUSION Home-based rehabilitation in selected individuals sustaining an acute AIS-D tSCI is a safe and interesting strategy to optimize the long-term outcome in terms of functional recovery, physical and psychological QOL, as well as to optimize inpatient rehabilitation resources. The proposed eligibility criteria can be used by the acute care team to select the optimal discharge orientation in this important subpopulation.
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Affiliation(s)
- Andréane Richard-Denis
- Department of medicine, Faculty of medicine, Université de Montréal, Montreal, Quebec, Canada
- Centre de recherche du CIUSSS Nord-de-l'Île-de-Montréal, Montreal, Quebec, Canada
- Centre for Interdisciplinary Research in Rehabilitation of Greater Montreal (CRIR), Institut universitaire sur la réadaptation en déficience physique de Montreal, Montreal, Québec, Canada
| | - Antoine Dionne
- Department of medicine, Faculty of medicine, Université de Montréal, Montreal, Quebec, Canada
- Centre de recherche du CIUSSS Nord-de-l'Île-de-Montréal, Montreal, Quebec, Canada
| | - Pascal Mputu Mputu
- Department of medicine, Faculty of medicine, Université de Montréal, Montreal, Quebec, Canada
- Centre de recherche du CIUSSS Nord-de-l'Île-de-Montréal, Montreal, Quebec, Canada
| | - Jean-Marc Mac-Thiong
- Centre de recherche du CIUSSS Nord-de-l'Île-de-Montréal, Montreal, Quebec, Canada
- Department of orthopaedic surgery, Faculty of medicine, Université de Montréal, Montreal, Quebec, Canada
- Sainte-Justine University Hospital Research Center, Montreal, Quebec, Canada
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Dionne A, Richard-Denis A, Mac-Thiong JM. Predicting Complete versus Incomplete Long-Term Functional Independence after Acute AIS Grade D Spinal Cord Injury: A Prospective Cohort Study. Top Spinal Cord Inj Rehabil 2024; 30:50-58. [PMID: 39139773 PMCID: PMC11317641 DOI: 10.46292/sci23-00090] [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: 08/15/2024]
Abstract
Background The proportion of patients with American Spinal Injury Association Impairment Scale (AIS) grade D traumatic spinal cord injuries (tSCI) is increasing. Although initial motor deficits can be relatively mild, some individuals fail to recover functional independence. Objectives This study aims to identify factors associated with failure to reach complete functional independence after AIS grade D tSCI. Methods An observational prospective cohort study was conducted at a level 1 trauma center specialized in SCI care. A prospective cohort of 121 individuals with an AIS-D tSCI was considered. The baseline characteristics, length of acute stay, need for inpatient rehabilitation, and 12-month functional status were assessed. Univariate and classification and regression tree (CART) analyses were performed to identify factors associated with reaching complete versus incomplete functional independence (defined as perfect total SCIM III score at 12-month follow-up). Results There were 69.3%, 83.3%, and 61.4% individuals reaching complete independence in self-care, respiration/sphincter management, and mobility, respectively. A total of 64 individuals (52%) reached complete functional independence in all three domains. In the CART analysis, we found that patients are more likely to achieve complete functional independence when they have a baseline motor score ≥83 (65% individuals) and if they present fewer medical comorbidities (70% individuals if Charlson Comorbidity Index [CCI] ≤4). Conclusion About half of individuals with AIS grade D tSCI can expect complete long-term functional independence. It is important to recognize early during acute care individuals with baseline motor score <83 or a high burden of comorbidities (CCI ≥5) to optimize their rehabilitation plan.
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Affiliation(s)
- Antoine Dionne
- Faculty of Medicine, Université de Montréal, Centre-ville, Montréal, Québec, Canada
- Research Center, CIUSSS Nord-de-l’Île-de-Montréal, Hôpital du Sacré-Cœur de Montréal, Montréal, Québec, Canada
| | - Andréane Richard-Denis
- Faculty of Medicine, Université de Montréal, Centre-ville, Montréal, Québec, Canada
- Research Center, CIUSSS Nord-de-l’Île-de-Montréal, Hôpital du Sacré-Cœur de Montréal, Montréal, Québec, Canada
- Hôpital du Sacré-Cœur de Montréal, Montréal, Québec, Canada
| | - Jean-Marc Mac-Thiong
- Faculty of Medicine, Université de Montréal, Centre-ville, Montréal, Québec, Canada
- Research Center, CIUSSS Nord-de-l’Île-de-Montréal, Hôpital du Sacré-Cœur de Montréal, Montréal, Québec, Canada
- Hôpital du Sacré-Cœur de Montréal, Montréal, Québec, Canada
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Duguay M, Mac-Thiong JM, Richard-Denis A. Bedside electromyography for clinical assessment of sacral motor and reflex activity adapted for patients hospitalized with acute neurological conditions: a pilot study. Spinal Cord Ser Cases 2024; 10:47. [PMID: 39003274 PMCID: PMC11246438 DOI: 10.1038/s41394-024-00657-y] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/06/2023] [Revised: 04/08/2024] [Accepted: 07/01/2024] [Indexed: 07/15/2024] Open
Abstract
STUDY DESIGN Pilot cohort study. OBJECTIVE To develop and implement a sacral electromyographic (sEMG) technique at bedside to ascertain sparing of sacral motor activity and reflexes in patients hospitalized for acute neurological conditions. SETTING Hôpital du Sacré-Coeur de Montréal a Canadian Level-1 university trauma center specialized in SCI care. METHODS Nine patients underwent digital rectal examination (DRE) and sEMG, assessing voluntary anal contraction and sacral spinal reflexes (bulbocavernosus reflex and the anal wink). Our sEMG technique utilized surface recording electrodes and tactile elicitation of reflexes. EMG signal was acquired at bedside through the Noraxon MR3 system. RESULTS It was quick, well accepted and did no harm. We found that contrary to the DRE, sEMG detected subclinical sacral motor activity and reflexes in 20% of cases for voluntary anal contraction and 40% of cases for the anal wink. CONCLUSION We believe our sEMG technique is a powerful tool able to enhance management of patients suffering from acute neurological impairments and requiring sacral function assessment.
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Affiliation(s)
- Maude Duguay
- Faculty of Medicine, University of Montreal, Montreal, QC, Canada
| | - Jean-Marc Mac-Thiong
- Faculty of Medicine, University of Montreal, Montreal, QC, Canada
- Hôpital du Sacré-Cœur de Montréal, Montreal, QC, Canada
- Sainte-Justine University Hospital Research Center, Montreal, QC, Canada
| | - Andréane Richard-Denis
- Faculty of Medicine, University of Montreal, Montreal, QC, Canada.
- Hôpital du Sacré-Cœur de Montréal, Montreal, QC, Canada.
- Centre de Recherche Interdisciplinaire en Réadaptation du Montréal Métropolitain, Lindsay Pavillon of the Institut Universitaire sur la Réadaptation en Déficience Physique de Montréal (IURDPM), Montreal, QC, Canada.
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Yun K, Lim JC, Kim O. Significance of physical factors on activities of daily living in patients with tetraplegia after spinal cord injury: a retrospective study. BMC Sports Sci Med Rehabil 2024; 16:148. [PMID: 38961503 PMCID: PMC11221102 DOI: 10.1186/s13102-024-00928-z] [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: 12/29/2023] [Accepted: 06/13/2024] [Indexed: 07/05/2024]
Abstract
BACKGROUND Tetraplegia is a debilitating sequela of spinal cord injury (SCI). However, comprehensive approaches for determining the influence of various factors on activities of daily living (ADL) in patients with tetraplegia are limited. Therefore, this study aimed to determine the influence of physical factors on ADL in patients with tetraplegia after adjusting for demographic, SCI-related, and cognitive factors. METHODS This retrospective cross-sectional study enrolled 201 patients with tetraplegia who underwent inpatient rehabilitation at the National Rehabilitation Center in South Korea between 2019 and 2021. Patients' mean age was 50.5 years (standard deviation, 16.3), and 170 (84.6%) were men. The Korean Spinal Cord Independence Measure III (K-SCIM III) was used as the main outcome measure to assess patients' ADL ability. Hierarchical multiple regression modeling was conducted with K-SCIM as the dependent variable to examine the level of functioning and relative influencing factors. RESULTS Upper-extremity motor score (UEMS), upper-extremity spasticity and sitting balance scores were significant predictors of self-care; lower-extremity motor score (LEMS), musculoskeletal pain of shoulder, and sitting balance were significant predictors of respiratory and sphincter management; UEMS, LEMS, and sitting balance score were significant predictors of mobility; and UEMS, LEMS, musculoskeletal pain of shoulder, and sitting balance scores were significant predictors of the K-SCIM III total score after adjustment for demographic, SCI-related, and cognitive factors. CONCLUSIONS Physical factors had the greatest impact on all subscores and the K-SCIM III total score. Upper- and lower-extremity muscle strength and sitting balance significantly affected functional ability across all subscores.
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Affiliation(s)
- Kimin Yun
- Department of Physical Medicine and Rehabilitation, National Rehabilitation Center, 58, Samgaksan-ro, Gangbuk-gu, Seoul, 01022, Republic of Korea
| | - Jin-Cheol Lim
- Department of Education Measurement and Evaluation, Sungkyunkwan University, Seoul, Korea
| | - Onyoo Kim
- Department of Physical Medicine and Rehabilitation, National Rehabilitation Center, 58, Samgaksan-ro, Gangbuk-gu, Seoul, 01022, Republic of Korea.
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Maki S, Furuya T, Inoue T, Yunde A, Miura M, Shiratani Y, Nagashima Y, Maruyama J, Shiga Y, Inage K, Eguchi Y, Orita S, Ohtori S. Machine Learning Web Application for Predicting Functional Outcomes in Patients With Traumatic Spinal Cord Injury Following Inpatient Rehabilitation. J Neurotrauma 2024; 41:1089-1100. [PMID: 37917112 DOI: 10.1089/neu.2022.0383] [Citation(s) in RCA: 3] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/03/2023] Open
Abstract
Accurately predicting functional outcomes in patients with spinal cord injury (SCI) helps clinicians set realistic functional recovery goals and improve the home environment after discharge. The present study aimed to develop and validate machine learning (ML) models to predict functional outcomes in patients with SCI and deploy the models within a web application. The study included data from the Japan Association of Rehabilitation Database from January 1, 1991, to December 31, 2015. Patients with SCI who were admitted to an SCI center or transferred to a participating post-acute rehabilitation hospital after receiving acute treatment were enrolled in this database. The primary outcome was functional ambulation at discharge from the rehabilitation hospital. The secondary outcome was the total motor Functional Independence Measure (FIM) score at discharge. We used binary classification models to predict whether functional ambulation was achieved, as well as regression models to predict total motor FIM scores at discharge. In the training dataset (70% random sample) using demographic characteristics and neurological and functional status as predictors, we built prediction performance matrices of multiple ML models and selected the best one for each outcome. We validated each model's predictive performance in the test dataset (the remaining 30%). Among the 4181 patients, 3827 were included in the prediction model for the total motor FIM score. The mean (standard deviation [SD]) age was 50.4 (18.7) years, and 3211 (83.9%) patients were male. There were 3122 patients included in the prediction model for functional ambulation. The CatBoost Classifier and regressor models showed the best performances in the training dataset. On the test dataset, the CatBoost Classifier had an area under the receiver operating characteristic curve of 0.8572 and an accuracy of 0.7769 for predicting functional ambulation. Likewise, the CatBoost Regressor performed well, with an R2 of 0.7859, a mean absolute error of 9.2957, and a root mean square error of 13.4846 for predicting the total motor FIM score. The final models were deployed in a web application to provide functional predictions. The application can be found at http://3.138.174.54:8501. In conclusion, our prediction models developed using ML successfully predicted functional outcomes in patients with SCI and were deployed in an open-access web application.
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Affiliation(s)
- Satoshi Maki
- Department of Orthopedic Surgery, Graduate School of Medicine, Chiba University, Chiba, Japan
- Center for Frontier Medical Engineering, Chiba University, Chiba, Japan
| | - Takeo Furuya
- Department of Orthopedic Surgery, Graduate School of Medicine, Chiba University, Chiba, Japan
| | - Takaki Inoue
- Department of Orthopedic Surgery, Graduate School of Medicine, Chiba University, Chiba, Japan
| | - Atsushi Yunde
- Department of Orthopedic Surgery, Graduate School of Medicine, Chiba University, Chiba, Japan
| | - Masataka Miura
- Department of Orthopedic Surgery, Graduate School of Medicine, Chiba University, Chiba, Japan
| | - Yuki Shiratani
- Department of Orthopedic Surgery, Graduate School of Medicine, Chiba University, Chiba, Japan
| | - Yuki Nagashima
- Department of Orthopedic Surgery, Graduate School of Medicine, Chiba University, Chiba, Japan
| | - Juntaro Maruyama
- Department of Orthopedic Surgery, Graduate School of Medicine, Chiba University, Chiba, Japan
| | - Yasuhiro Shiga
- Department of Orthopedic Surgery, Graduate School of Medicine, Chiba University, Chiba, Japan
| | - Kazuhide Inage
- Department of Orthopedic Surgery, Graduate School of Medicine, Chiba University, Chiba, Japan
| | - Yawara Eguchi
- Department of Orthopedic Surgery, Graduate School of Medicine, Chiba University, Chiba, Japan
| | - Sumihisa Orita
- Department of Orthopedic Surgery, Graduate School of Medicine, Chiba University, Chiba, Japan
- Center for Frontier Medical Engineering, Chiba University, Chiba, Japan
| | - Seiji Ohtori
- Department of Orthopedic Surgery, Graduate School of Medicine, Chiba University, Chiba, Japan
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Loni E, Moein S, Bidhendi-Yarandi R, Akbarfahimi N, Layeghi F. Changes in functional independence after inpatient rehabilitation in patients with spinal cord injury: A simultaneous evaluation of prognostic factors. J Spinal Cord Med 2024; 47:369-378. [PMID: 35485922 PMCID: PMC11044766 DOI: 10.1080/10790268.2022.2064264] [Citation(s) in RCA: 7] [Impact Index Per Article: 7.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 10/18/2022] Open
Abstract
OBJECTIVE This study aimed to investigate the improvements of functional independence following inpatient rehabilitation and compare those improvements between different levels and severities of Spinal Cord Injury (SCI). Prognostic factors affecting the patient's outcomes were also studied. SETTINGS Rofeideh Rehabilitation Hospital. OUTCOME MEASURES Spinal Cord Independence Measure version III (SCIM III), and Functional Independence Measure (FIM). METHOD In this retrospective cohort study, 180 patients with SCI were enrolled to record their functional independence upon admission and discharge, and the changes were compared between different levels and severities of injury using non-parametric tests. The prognostic factors of outcomes were studied by generalized estimating equation (GEE) analysis. RESULTS The independence changes were significant for all the severities (American Spinal Injury Association Impairment Scale (AIS)) and levels of injury except for the patients with AIS A and B at upper cervical levels (P < 0.05). The level of injury, AIS, Length of Stay (LOS), and pressure ulcer had a significant prognostic value on patient's outcomes. Furthermore, there was a significant difference between different levels of injury with the same AIS grade in functional improvement (P < 0.05), while there was a significant difference between AIS groups with the same level of injury only at upper and middle cervical lesions (P < 0.05). CONCLUSION Recording the values of functional independence before and after rehabilitation in individuals with SCI can help clinicians approximately expect the outcomes of future patients. Moreover, a deeper study of the prognostic factors can provide a more logical expectation of rehabilitation outcomes.
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Affiliation(s)
- Elham Loni
- Department of Clinical Sciences, University of Social Welfare and Rehabilitation Sciences, Tehran, Iran
- Clinical Research Development Center of Rofeideh Rehabilitation Hospital, University of Social Welfare and Rehabilitation Sciences, Tehran, Iran
| | - Sahel Moein
- Clinical Research Development Center of Rofeideh Rehabilitation Hospital, University of Social Welfare and Rehabilitation Sciences, Tehran, Iran
| | - Razieh Bidhendi-Yarandi
- Department of Biostatistics, University of Social Welfare and Rehabilitation Sciences, Tehran, Iran
| | - Nazila Akbarfahimi
- Department of Occupational Therapy, Rofeideh Rehabilitation Hospital, University of Social Welfare and Rehabilitation Sciences, Tehran, Iran
| | - Fereydoun Layeghi
- Department of Clinical Sciences, University of Social Welfare and Rehabilitation Sciences, Tehran, Iran
- Clinical Research Development Center of Rofeideh Rehabilitation Hospital, University of Social Welfare and Rehabilitation Sciences, Tehran, Iran
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Kato C, Uemura O, Sato Y, Tsuji T. Functional Outcome Prediction After Spinal Cord Injury Using Ensemble Machine Learning. Arch Phys Med Rehabil 2024; 105:95-100. [PMID: 37714506 DOI: 10.1016/j.apmr.2023.08.011] [Citation(s) in RCA: 5] [Impact Index Per Article: 5.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/27/2023] [Revised: 05/13/2023] [Accepted: 08/10/2023] [Indexed: 09/17/2023]
Abstract
OBJECTIVES To establish a machine learning model to predict functional outcomes after SCI with Spinal Cord Independence Measure (SCIM) using features present at the time of rehabilitation admission. STUDY DESIGN A retrospective, single-center study. The following data were collected from the medical charts: age, sex, acute length of stay (LOS), level of injury, American Spinal Injury Association Impairment Scale (AIS), motor scores of each key muscle, Upper Extremity Motor Score (UEMS), Lower Extremity Motor Score (LEMS), SCIM total scores, and subtotal scores on admission and discharge. Based on the multivariate linear regression analysis, age, acute LOS, UEMS, LEMS, and SCIM subtotal scores were selected as features for machine learning algorithms. Random forest, support vector machine, neural network, and gradient boosting were used as the base models and combined using ridge regression as a metamodel. SETTING A spinal center in Tokyo, Japan. PARTICIPANTS Participants were individuals with SCI admitted to our hospital from March 2016 to October 2021 for the first rehabilitation after the injury. They were divided into 2 groups: training (n=140) and testing (n=70). INTERVENTIONS Not applicable. MAIN OUTCOME MEASURES The root-mean-square error (RMSE), R2, and Mean Absolute Error (MAE) were used as accuracy measures. RESULTS RMSE, R2, and MAE of the meta-model using the testing group were 9.7453, 0.8835, and 7.4743, respectively, outperforming any other single base model. CONCLUSIONS Our study revealed that functional prognostication could be achieved using machine-learning methods with features present at the time of rehabilitation admission. Goals can be set at the beginning of rehabilitation. Moreover, our model can be used to evaluate advanced medical treatments, such as regenerative medicine.
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Affiliation(s)
- Chihiro Kato
- National Hospital Organization Murayama Medical Center, Tokyo, Japan; Department of Rehabilitation Medicine, Keio University School of Medicine, Tokyo, Japan
| | - Osamu Uemura
- National Hospital Organization Murayama Medical Center, Tokyo, Japan.
| | - Yasunori Sato
- Department of Preventive Medicine and Public Health, Keio University School of Medicine, Tokyo, Japan
| | - Tetsuya Tsuji
- Department of Rehabilitation Medicine, Keio University School of Medicine, Tokyo, Japan
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Kato C, Uemura O, Sato Y, Tsuji T. Decision Tree Analysis Accurately Predicts Discharge Destination After Spinal Cord Injury Rehabilitation. Arch Phys Med Rehabil 2024; 105:88-94. [PMID: 37714507 DOI: 10.1016/j.apmr.2023.08.010] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/27/2023] [Revised: 05/13/2023] [Accepted: 08/10/2023] [Indexed: 09/17/2023]
Abstract
OBJECTIVES To predict discharge destination after spinal cord injury (SCI) rehabilitation. STUDY DESIGN A retrospective, single-center study. We collected the following data from medical charts: age, sex, living arrangement before injury, acute length of stay (LOS), level of injury on admission, American Spinal Injury Association Impairment Scale (AIS) on admission, Upper Extremity Motor Score (UEMS) on admission, Lower Extremity Motor Score on admission (LEMS), Spinal Cord Independence Measure (SCIM) scores on admission and discharge, and discharge destination. A decision tree algorithm was used to establish prediction models in a train-test split manner using features on admission or discharge. SETTING A spinal center in Tokyo, Japan. PARTICIPANTS Participants were individuals with SCI admitted to our hospital from March 2016 to October 2021 for the first rehabilitation after the injury. The study included 210 participants divided into 2 groups: training (n=140) and testing (n=70). Random sampling without replacement was used. INTERVENTIONS Not applicable. MAIN OUTCOME MEASURES Prediction accuracy was evaluated with sensitivity, specificity, positive predictive value (PPV), negative predictive value (NPV), and area under the receiver operating curve (AUC). RESULTS AIS was significantly different between the groups. The prediction model using total SCIM scores on discharge (D-Classification and Regression Tree [CART]) revealed that a cut-off value of 40 accurately predicted the discharge destination. In contrast, the prediction model using features on admission (A-CART) revealed that subtotal SCIM mobility scores of 5, age of 74 years, and UEMS of 23 were significant predictors. Sensitivity, specificity, PPV, NPV, and AUC of D-CART and A-CART were 0.837, 0.810, 0.911, 0.680, and 0.832 and 0.857, 0.810, 0.913, 0.708, and 0.869, respectively. CONCLUSIONS D-CART and A-CART showed comparable prediction accuracies. This suggests that, even during the early stages of rehabilitation, it is possible to predict the discharge destination.
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Affiliation(s)
- Chihiro Kato
- National Hospital Organization Murayama Medical Center, Tokyo, Japan; Department of Rehabilitation Medicine, Keio University School of Medicine, Tokyo, Japan
| | - Osamu Uemura
- National Hospital Organization Murayama Medical Center, Tokyo, Japan.
| | - Yasunori Sato
- Department of Preventive Medicine and Public Health, Keio University School of Medicine, Tokyo, Japan
| | - Tetsuya Tsuji
- Department of Rehabilitation Medicine, Keio University School of Medicine, Tokyo, Japan
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Melin J, Axwalter E, Åhrén G, Sunnerhagen KS, Lundgren-Nilsson Å, Wangdell J. Research priorities to enhance life for people with spinal cord injury: a Swedish priority setting partnership. Spinal Cord 2023; 61:570-577. [PMID: 37474593 PMCID: PMC10564619 DOI: 10.1038/s41393-023-00913-2] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/15/2023] [Revised: 06/22/2023] [Accepted: 06/28/2023] [Indexed: 07/22/2023]
Abstract
STUDY DESIGN Mixed-method consensus development project. OBJECTIVE To identify the top ten research priorities for spinal cord injury (SCI). SETTING Nationwide in Sweden in 2021-22. METHODS The PSP process proposed by the James Lind Alliance was used. It comprises two main phases: question identification and priority selection. People living with SCI, relatives of people with SCI as well as health professionals and personal care assistants working with people with SCI were included. RESULTS In the first phase, 242 respondents provided 431 inputs addressing potentially unanswered questions. Of these, 128 were beyond the scope of this study. The remaining 303 were merged to formulate 57 questions. The literature review found one question answered, so 56 questions proceeded to the prioritisation. In the second phase, the interim prioritisation survey, 276 respondents ranked the 56 questions. The top 24 questions then proceeded to the final prioritisation workshop, at which 23 participants agreed on the top ten priorities. CONCLUSIONS This paper reveals issues that people living with SCI, relatives of people with SCI as well as health professionals and personal care assistants working with people with SCI find difficult to get answered. The top-priority questions for people living with SCI in Sweden concern specialist SCI care and rehabilitation, followed by a number of questions addressing physical health. Other topics, from the 56 key questions include Mental health, Ageing with SCI, Community support and personal care assistance, and Body functions. This result can guide researchers to design appropriate studies relevant to people with SCI. SPONSORSHIP The project was funded by the Gothenburg Competence Centre for Spinal Cord Injury and the Swedish Association for Survivors of Accident and Injury (RTP).
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Affiliation(s)
- Jeanette Melin
- Gothenburg Competence Centre for Spinal Cord Injury, University of Gothenburg and Sahlgrenska University Hospital, Gothenburg, Sweden
- Division Safety and Transport, Department Measurement Science and Technology, RISE Research Institutes of Sweden, Gothenburg, Sweden
| | - Emelie Axwalter
- Gothenburg Competence Centre for Spinal Cord Injury, University of Gothenburg and Sahlgrenska University Hospital, Gothenburg, Sweden
| | - Gunilla Åhrén
- Gothenburg Competence Centre for Spinal Cord Injury, University of Gothenburg and Sahlgrenska University Hospital, Gothenburg, Sweden
| | - Katharina S Sunnerhagen
- Gothenburg Competence Centre for Spinal Cord Injury, University of Gothenburg and Sahlgrenska University Hospital, Gothenburg, Sweden
- Department of Clinical Neuroscience, Sahlgrenska Academy, Institute of Neuroscience and Physiology, Gothenburg, Sweden
- Department of Neurocare, Sahlgrenska University Hospital, Gothenburg, Sweden
| | - Åsa Lundgren-Nilsson
- Gothenburg Competence Centre for Spinal Cord Injury, University of Gothenburg and Sahlgrenska University Hospital, Gothenburg, Sweden
- Department of Clinical Neuroscience, Sahlgrenska Academy, Institute of Neuroscience and Physiology, Gothenburg, Sweden
- Department of Neurocare, Sahlgrenska University Hospital, Gothenburg, Sweden
| | - Johanna Wangdell
- Gothenburg Competence Centre for Spinal Cord Injury, University of Gothenburg and Sahlgrenska University Hospital, Gothenburg, Sweden.
- Department of Hand Surgery, Institute of Clinical Sciences, University of Gothenburg, Gothenburg, Sweden.
- Centre for Advanced Reconstruction of Extremities, Sahlgrenska University Hospital/Mölndal, Gothenburg, Sweden.
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Does Wait Time During Acute Care for Transfer to Rehabilitation Admission Impact the Outcomes After a Traumatic Spinal Cord Injury?: A Retrospective Cohort Study. Am J Phys Med Rehabil 2022; 101:1122-1128. [PMID: 35213398 DOI: 10.1097/phm.0000000000001992] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/16/2022]
Abstract
BACKGROUND The objective of this study was to determine the impact of wait time in acute care for inpatient functional rehabilitation admission on the inpatient functional rehabilitation length of stay and functional outcome after a traumatic spinal cord injury. METHODS A retrospective cohort including 277 patients admitted to a single level 1 spinal cord injury acute care center was completed. Partial correlations were used between wait time (in days) for transfer to inpatient functional rehabilitation, the inpatient functional rehabilitation length of stay, and the Spinal Cord Independence Measure total score in the chronic period, adjusting for confounding variables. Stratified analyses were carried out based on the age group and severity of the injury. RESULTS Patients had to wait a mean of 7.3 ± 6.4 days (median = 6 days, interquartile range = 2-10 days, max = 29 days) for inpatient functional rehabilitation admission after rehabilitation readiness, which was not associated with the outcomes when adjusted ( P > 0.05). However, individuals 65 yrs or older with a motor-complete injury showed a lower functional status when exposed to wait time for transfer ( r = -0.87, P = 0.02). CONCLUSIONS Wait time up to 29 days may have no impact on the inpatient functional rehabilitation length of stay nor functional outcome after traumatic spinal cord injury. However, additional resources and/or prioritization should be considered for vulnerable subgroups.
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Bak AB, Moghaddamjou A, Malvea A, Fehlings MG. Impact of Mechanism of Injury on Long-term Neurological Outcomes of Cervical Sensorimotor Complete Acute Traumatic Spinal Cord Injury. Neurospine 2022; 19:1049-1056. [PMID: 36597641 PMCID: PMC9816602 DOI: 10.14245/ns.2244518.259] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/13/2022] [Accepted: 09/14/2022] [Indexed: 12/27/2022] Open
Abstract
OBJECTIVE Mechanism of injury is a largely understudied descriptor of acute traumatic spinal cord injury (tSCI). This study sought to compare the impact of high-energy and low-energy mechanisms of injury in neurological outcomes of cervical sensorimotor complete tSCI. METHODS Patients with tSCI were identified in 4 prospective, multicenter clinical trials and registries. American Spinal Injury Association Impairment Scale (AIS) grade was assessed ≤ 72 hours postinjury and followed up between 12 to 52 weeks. Patients were included if they had a cervical and sensorimotor complete (AIS-A) injury at baseline. Study outcomes were change in AIS grade and lower extremity motor, upper extremity motor, and total motor scores. Propensity score matching between high-energy mechanisms of injury (HEMI; e.g. , motor vehicle collisions) and low-energy mechanisms of injury (LEMI; e.g. , falls) groups was performed. Adjusted groups were compared with paired t-tests and McNemar test. RESULTS Of 667 patients eligible for inclusion, 523 experienced HEMI (78.4%). HEMI patients were younger, had lower body mass index, more associated fractures or dislocations, and lower baseline lower extremity motor scores. After propensity score matching of these baseline variables, 118 pairs were matched. HEMI patients had a significantly worse motor recovery from baseline to follow-up based on their diminished change in upper extremity motor scores and total motor scores. CONCLUSION Cervical sensorimotor complete tSCIs from HEMI were associated with significantly lower motor recovery compared to LEMI patients. Our findings suggest that mechanism of injury should be considered in modelling prognosis and in understanding the heterogeneity of outcomes after acute tSCI.
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Affiliation(s)
- Alex B. Bak
- Division of Neurosurgery, Department of Surgery, University of Toronto Faculty of Medicine, Toronto, ON, Canada,Krembil Research Institute, University Health Network, Toronto, ON, Canada,Spine Program, University of Toronto Faculty of Medicine, Toronto, ON, Canada
| | - Ali Moghaddamjou
- Division of Neurosurgery, Department of Surgery, University of Toronto Faculty of Medicine, Toronto, ON, Canada,Krembil Research Institute, University Health Network, Toronto, ON, Canada,Spine Program, University of Toronto Faculty of Medicine, Toronto, ON, Canada
| | - Anahita Malvea
- Division of Neurosurgery, Department of Surgery, University of Toronto Faculty of Medicine, Toronto, ON, Canada
| | - Michael G. Fehlings
- Division of Neurosurgery, Department of Surgery, University of Toronto Faculty of Medicine, Toronto, ON, Canada,Krembil Research Institute, University Health Network, Toronto, ON, Canada,Spine Program, University of Toronto Faculty of Medicine, Toronto, ON, Canada,Corresponding Author Michael G. Fehlings Toronto Western Hospital, 399 Bathurst Street, Suite 4WW-449, Toronto, ON, Canada
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Lim V, Richard-Denis A, Dionne A, Maurais G, Bourassa-Moreau É, Mac-Thiong JM. Does Older Age Affect the Likelihood to Achieve Normal Quality of Life Following Traumatic Spinal Cord Injury? A Prospective Observational Cohort Study. J Neurotrauma 2022; 40:876-882. [PMID: 36173098 DOI: 10.1089/neu.2022.0025] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/12/2022] Open
Abstract
Previous studies suggest that health-related quality of life (HRQoL) is impaired after a traumatic spinal cord injury (TSCI) and may be worse with older age. This study determines whether the expectations to achieve normal HRQoL in Canadians following a TSCI is indeed influenced by older age. A prospective observational study was conducted on adult patients admitted acutely at a single level-1 trauma center after a TSCI. We assessed HRQoL using the SF-36 physical and mental component summary (PCS and MCS) scores obtained one year post injury. Using Canadian normative HRQoL data matched for age and sex, we defined normal PCS and MCS as a score within 2 standard deviations with respect to the normative Canadian mean. We then conducted logistic regression models to determine the relationship between age at the time of injury and the likelihood of achieving normal PCS and MCS, while controlling for confounding variables. Overall, 39.3% of individuals displayed normal PCS, whereas 80.4% displayed normal MCS. When adjusted for confounders, older age remained significantly associated with increased likelihood of achieving normal PCS (Odds Ratio: 1.03; 95% Confidence Interval: 1.01-1.06; P=0.002). We observed no association between age and achieving normal MCS. A significant proportion of individuals can achieve a normal HRQoL similar to their healthy peers following a TSCI, particularly for the mental component. When compared to younger individuals, older individuals are more likely to achieve normal PCS and present a similar likelihood for achieving normal MCS.
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Affiliation(s)
- Victor Lim
- University of Montreal, Faculty of Medicine, 2900 Bd Edouard-Montpetit, Montreal, Quebec, Canada, H3T 1J4;
| | - Andreane Richard-Denis
- University of Montreal, Physical Medicine and rehabilitation, Roger-Gaudry Building, 2900 Edouard Montpetit Blvd, Montreal, Quebec, Canada, H3T 1J4.,Hopital du Sacré Coeur de Montréal, Physical Medicine and Rehabilitation, 5400 Boul. Gouin Ouest, Montreal, Quebec, Canada, H4J 1C5;
| | - Antoine Dionne
- University of Montreal, Faculty of Medicine, Montreal, Quebec, Canada.,Hôpital du Sacré-Coeur de Montréal Centre de Recherche, Montreal, Quebec, Canada;
| | - Gilles Maurais
- Hopital du Sacre-Coeur de Montreal, Surgery, Montreal, Quebec, Canada.,University of Montreal, Surgery, Montreal, Quebec, Canada;
| | - Étienne Bourassa-Moreau
- Université de Montréal, Orthopedic Surgery, Montreal, Quebec, Canada.,Hopital du Sacré Coeur de Montréal, Orthopedic Surgery, Montreal, Quebec, Canada;
| | - Jean-Marc Mac-Thiong
- Hopital du Sacre-Coeur de Montreal, Surgery, Montreal, Quebec, Canada.,Hôpital du Sacré-Coeur de Montréal, Orthopedic surgery, Montreal, Quebec, Canada;
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Franz S, Rust L, Heutehaus L, Rupp R, Schuld C, Weidner N. Impact of Heterotopic Ossification on Functional Recovery in Acute Spinal Cord Injury. Front Cell Neurosci 2022; 16:842090. [PMID: 35221928 PMCID: PMC8864137 DOI: 10.3389/fncel.2022.842090] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/23/2021] [Accepted: 01/17/2022] [Indexed: 12/14/2022] Open
Abstract
Objective: In spinal cord injury (SCI), heterotopic ossification is a frequent secondary complication, commonly associated with limited range of motion of affected joints, which could lead to secondary disability in activities of daily living. Additionally, heterotopic ossifications might challenge the effect of regeneration-promoting therapies on neurological and functional recovery. This study evaluated the impact of heterotopic ossification on clinical recovery within the first year after SCI. Methods: The study was conducted as a monocentric longitudinal paired cohort study. Recruitment was based on consecutive sampling in the framework of the European Multicenter about Spinal Cord Injury (EMSCI). Recovery profiles were determined using standardized neurological and functional clinical assessments within the 1st year following SCI. All study participants underwent at least two comprehensive standardized neurological and functional clinical examinations according to the International Standards for Neurological Classification of SCI and the Spinal Cord Independence Measure, respectively. Data regarding the diagnosis and treatment of heterotopic ossification were obtained by reviewing the patient medical records. The most similar “digital twin” from the entire EMSCI database were matched in terms of age, acute neurological and functional status to each individual with SCI, and heterotopic ossification. Results: Out of 25 participants diagnosed with heterotopic ossification, 13 individuals were enrolled and matched to control individuals. Most individuals presented with motor complete injury (75%). Ossifications were most frequently located at the hip joints (92%) and mainly occurred within the first 3 months after SCI. Individuals with heterotopic ossification achieved around 40% less functional improvement over time compared to their matched counterparts, whereas neurological recovery was not altered in individuals with SCI and heterotopic ossification. Conclusion: Heterotopic ossification—a common complication of SCI—unfavorably affects functional recovery, which in the end is most relevant for the best possible degree of independence in activities of daily living. Upon presentation with heterotopic ossification, neurological improvement achieved through potential restorative therapies might not translate into clinically meaningful functional improvement. Diagnostic algorithms and effective early prevention/treatment options for heterotopic ossification need to be established to ensure the best possible functional outcome. Clinical Trial Registration: NCT01571531 (https://clinicaltrials.gov).
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Affiliation(s)
- Steffen Franz
- Spinal Cord Injury Center, Heidelberg University Hospital, Heidelberg, Germany
| | - Lukas Rust
- Spinal Cord Injury Center, Heidelberg University Hospital, Heidelberg, Germany
| | - Laura Heutehaus
- Spinal Cord Injury Center, Heidelberg University Hospital, Heidelberg, Germany
| | - Rüdiger Rupp
- Spinal Cord Injury Center, Heidelberg University Hospital, Heidelberg, Germany
| | - Christian Schuld
- Spinal Cord Injury Center, Heidelberg University Hospital, Heidelberg, Germany
| | - Norbert Weidner
- Spinal Cord Injury Center, Heidelberg University Hospital, Heidelberg, Germany
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Srivastava M, Gupta A, Yadav G, Kumar D, Mishra S, Jauhari S. Rehabilitation length of stay among traumatic paraplegics – A retrospective analysis. THE JOURNAL OF THE INTERNATIONAL SOCIETY OF PHYSICAL AND REHABILITATION MEDICINE 2022. [DOI: 10.4103/ijprm.jisprm-000179] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/23/2022] Open
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Shea C, Slocum C, Goldstein R, Roach MJ, Griffin R, Chen Y, Zafonte R. Trauma Indicators in Spinal Cord Injury Rehabilitation Outcomes: A Retrospective Cohort Analysis of the National Trauma Data Bank and National Spinal Cord Injury Database. Arch Phys Med Rehabil 2021; 103:642-648.e2. [PMID: 34936887 DOI: 10.1016/j.apmr.2021.12.001] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/28/2021] [Revised: 12/05/2021] [Accepted: 12/08/2021] [Indexed: 11/19/2022]
Abstract
OBJECTIVE To investigate whether initial emergency room physiologic measures and metrics of trauma severity predict functional outcomes and neurologic recovery in traumatic spinal cord injury. DESIGN Retrospective analysis of a clinical database. SETTING Merged multi-center data from the Spinal Cord Injury Model Systems (SCIMS) database and National Trauma Data Bank (NTDB) from six academic medical centers across the United States. PARTICIPANTS 319 patients admitted to SCIMS rehabilitation centers within one-year of injury. The majority of patients were male (76.2%), with a mean age of 44 (SD 19). At rehabilitation admission, the most common neurologic level of injury was low cervical (C5-C8, 39.5%) and ASIA impairment scale (AIS) was A (34.4%). MAIN OUTCOME MEASURES(S) Primary outcomes were (1) Functional Independence Measure (FIM) motor score at discharge from inpatient rehabilitation and (2) change in FIM motor score between inpatient rehabilitation admission and discharge. We hypothesized that derangements in emergency room physiologic measures, such as decreased blood pressure and oxygen saturation, as well as increased severity of trauma burden, would predict poorer functional outcomes. RESULTS Linear regression analysis showed that neurologic level of injury and AIS predicted discharge FIM motor score. Systolic blood pressure, heart rate, oxygen saturation, need for assisted respiration, and presence of penetrating injury did not predict discharge motor FIM or FIM motor score improvement. CONCLUSIONS Initial emergency room physiologic parameters did not prognosticate functional outcomes in this cohort.
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Affiliation(s)
- Cristina Shea
- Department of Physical Medicine and Rehabilitation, Harvard Medical School, Boston, MA; Spaulding Rehabilitation Hospital, Charlestown, MA
| | - Chloe Slocum
- Department of Physical Medicine and Rehabilitation, Harvard Medical School, Boston, MA; Spaulding Rehabilitation Hospital, Charlestown, MA.
| | - Richard Goldstein
- Department of Physical Medicine and Rehabilitation, Harvard Medical School, Boston, MA; Spaulding Rehabilitation Hospital, Charlestown, MA
| | - Mary Joan Roach
- Case Western Reserve University School of Medicine, Cleveland, OH; MetroHealth Rehabilitation Institute, Cleveland, OH; Center for Health Research and Policy, Cleveland, OH
| | - Russell Griffin
- Trauma Care Delivery Research Unit, Department of Epidemiology, University of Alabama at Birmingham, Birmingham, AL; University of Alabama at Birmingham School of Public Health, Birmingham, AL
| | - Yuying Chen
- Department of Physical Medicine and Rehabilitation, University of Alabama at Birmingham, Birmingham
| | - Ross Zafonte
- Department of Physical Medicine and Rehabilitation, Harvard Medical School, Boston, MA; Spaulding Rehabilitation Hospital, Charlestown, MA
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20
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Gour-Provencal G, Mac-Thiong JM, Feldman DE, Bégin J, Richard-Denis A. Decreasing pressure injuries and acute care length of stay in patients with acute traumatic spinal cord injury. J Spinal Cord Med 2021; 44:949-957. [PMID: 32045340 PMCID: PMC8725680 DOI: 10.1080/10790268.2020.1718265] [Citation(s) in RCA: 7] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 02/04/2023] Open
Abstract
OBJECTIVES Identifying factors associated with the occurrence of pressure injuries (PI) during acute care and with longer length of stay (LOS), focusing on modifiable factors that can be addressed and optimized by the acute rehabilitation team. DESIGN Prospective cohort study. SETTING A single Level-1 trauma center specialized in SCI care. PARTICIPANTS A cohort of 301 patients with acute TSCI was studied. OUTCOME MEASURES The primary outcome was the occurrence of PI during acute care stay. The secondary outcome was acute care LOS. Bivariate and multivariate logistic or linear regression analyses were performed to determine the association between non-modifiable factors and outcomes (PI of any stage and acute LOS), whereas bivariate and hierarchical multivariate logistic or linear regression analyses were used for modifiable factors. RESULTS When controlling for the level and severity of the TSCI, the occurrence of pneumonia (OR = 2.1, CI = 1.1-4.1) was significantly associated with the occurrence of PI. When controlling for the level and severity of the TSCI, the occurrence of medical complications (PI, urinary tract infection and pneumonia) and lesser daily therapy resulted in significantly longer acute care LOS (P < .001). CONCLUSIONS Prevention of PI occurrence and the optimization of the acute care LOS represent crucial challenges of the acute rehabilitation team, as they are significantly associated with higher functional outcomes. Patients who develop pneumonia may benefit from more aggressive prevention strategies to reduce PI occurrence. Systematic protocols for the prevention of complications as well as greater volume of therapy interventions should be considered to optimize the acute care LOS.
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Affiliation(s)
| | - Jean-Marc Mac-Thiong
- Hôpital du Sacré-Cœur de Montréal, Montreal, Quebec, Canada
- Faculty of Medicine, Department of Surgery, University of Montreal, Montreal, Quebec, Canada
- Sainte-Justine University Hospital Research Center, Montréal, Quebec, Canada
| | - Debbie E. Feldman
- École de réadaptation, Pavillon du Parc, Université de Montréal, Québec, Canada
| | - Jean Bégin
- Hôpital du Sacré-Cœur de Montréal, Montreal, Quebec, Canada
| | - Andréane Richard-Denis
- Faculty of Medicine, Department of Medicine, University of Montreal, Montreal, Quebec, Canada
- Hôpital du Sacré-Cœur de Montréal, Montreal, Quebec, Canada
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Hodel J, Stucki G, Prodinger B. The potential of prediction models of functioning remains to be fully exploited: A scoping review in the field of spinal cord injury rehabilitation. J Clin Epidemiol 2021; 139:177-190. [PMID: 34329726 DOI: 10.1016/j.jclinepi.2021.07.015] [Citation(s) in RCA: 8] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/14/2021] [Revised: 06/29/2021] [Accepted: 07/22/2021] [Indexed: 02/05/2023]
Abstract
OBJECTIVE The study aimed to explore existing prediction models of functioning in spinal cord injury (SCI). STUDY DESIGN AND SETTING The databases PubMed, EBSCOhost CINAHL Complete, and IEEE Xplore were searched for relevant literature. The search strategy included published search filters for prediction model and impact studies, index terms and keywords for SCI, and relevant outcome measures able to assess functioning as reflected in the International Classification of Functioning, Disability and Health (ICF). The search was completed in October 2020. RESULTS We identified seven prediction model studies reporting twelve prediction models of functioning. The identified prediction models were mainly envisioned to be used for rehabilitation planning, however, also other possible applications were stated. The method predominantly used was regression analysis and the investigated predictors covered mainly the ICF components of body functions and activities and participation, next to characteristics of the health condition and health interventions. CONCLUSION Findings suggest that the development of prediction models of functioning for use in clinical practice remains to be fully exploited. By providing a comprehensive overview of what has been done, this review informs future research on prediction models of functioning in SCI and contributes to an efficient use of research evidence.
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Affiliation(s)
- Jsabel Hodel
- Swiss Paraplegic Research, Guido A. Zäch Strasse 4, 6207 Nottwil, Switzerland; Department of Health Sciences and Medicine, University of Lucerne, Frohburgstrasse 3, 6002 Lucerne, Switzerland.
| | - Gerold Stucki
- Swiss Paraplegic Research, Guido A. Zäch Strasse 4, 6207 Nottwil, Switzerland; Center for Rehabilitation in Global Health Systems, Department of Health Sciences and Medicine, University of Lucerne, Frohburgstrasse 3, 6002 Lucerne, Switzerland
| | - Birgit Prodinger
- Swiss Paraplegic Research, Guido A. Zäch Strasse 4, 6207 Nottwil, Switzerland; Department of Health Sciences and Medicine, University of Lucerne, Frohburgstrasse 3, 6002 Lucerne, Switzerland; Faculty of Applied Health and Social Sciences, Technical University of Applied Sciences Rosenheim, Hochschulstraße 1, 83024 Rosenheim, Germany
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Mora-Boga R, Canosa-Hermida E, Toral-Guisasola I, Balboa-Barreiro V, Salvador-de la Barrera S, Ferreiro-Velasco ME, Rodríguez-Sotillo A, Montoto-Marqués A. Clinical characteristics and prognosis of spinal cord injury in individuals over 75 years old. NEUROCIRUGÍA (ENGLISH EDITION) 2021; 32:209-216. [PMID: 34493401 DOI: 10.1016/j.neucie.2020.06.001] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 01/26/2020] [Accepted: 06/22/2020] [Indexed: 10/23/2022]
Abstract
OBJECTIVE To analyze the incidence and characteristics of traumatic spinal cord injury (SCI) in geriatric population of Galicia (Spain), hospital management and functional prognosis METHODS: Comparative retrospective study. Patients admitted with acute traumatic SCI during the time period between January 2010 and December 2016 were included. Two groups established: The elderly over and under 75 years of age, with the latter acting as a control group. RESULTS 379 patients were studied (27.2% ≥75 years). The main etiology in the >75 years group were falls: 80.6%. There were 65.7% who presented incomplete spinal cord injuries with mean motor index (MI) of 44.9/100. Upon discharge, 90.8% were dependent. Hospital mortality was 34.9%. Those >75 years suffered from more cervical injuries (74.8 vs. 51.2%, p < 0.001), longer delay in diagnosis (31.1% vs. 9.2%, p < 0.001) and higher hospital mortality (34.9% vs. 3.2%, p < 0.001). Fewer surgical interventions were performed, with a longer delay. Percentages for admission into ICU, mechanical ventilation and performing a tracheostomy proved to be similar. There were no significant differences found in the evolution according to the ASIA scale or the MI. CONCLUSIONS 1) The frequency of traumatic SCI in the elderly in Galicia is high. 2) Neurological evolution is similar to younger patients but the level of dependence is higher. 3) The level of care provided is similar in both groups, except for the surgical indication. 4) Hospital mortality is high.
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Affiliation(s)
- Rubén Mora-Boga
- Unidad de Lesionados Medulares, Instituto de Investigación Biomédica de A Coruña (INIBIC), Complexo Hospitalario Universitario de A Coruña (CHUAC), A Coruña, Spain.
| | - Eva Canosa-Hermida
- Unidad de Lesionados Medulares, Instituto de Investigación Biomédica de A Coruña (INIBIC), Complexo Hospitalario Universitario de A Coruña (CHUAC), A Coruña, Spain
| | - Iris Toral-Guisasola
- Unidad de Lesionados Medulares, Instituto de Investigación Biomédica de A Coruña (INIBIC), Complexo Hospitalario Universitario de A Coruña (CHUAC), A Coruña, Spain
| | - Vanessa Balboa-Barreiro
- Unidad de Estadística y Epidemiología Clínica, Spanish Clinical Research Network (SCReN), Complexo Hospitalario Universitario, A Coruña (CHUAC), A Coruña, Spain
| | - Sebastián Salvador-de la Barrera
- Unidad de Lesionados Medulares, Instituto de Investigación Biomédica de A Coruña (INIBIC), Complexo Hospitalario Universitario de A Coruña (CHUAC), A Coruña, Spain
| | - María Elena Ferreiro-Velasco
- Unidad de Lesionados Medulares, Instituto de Investigación Biomédica de A Coruña (INIBIC), Complexo Hospitalario Universitario de A Coruña (CHUAC), A Coruña, Spain
| | - Antonio Rodríguez-Sotillo
- Unidad de Lesionados Medulares, Instituto de Investigación Biomédica de A Coruña (INIBIC), Complexo Hospitalario Universitario de A Coruña (CHUAC), A Coruña, Spain; Departamento de Fisioterapia, Medicina y Ciencias Biomédicas, Universidad de A Coruña, A Coruña, Spain
| | - Antonio Montoto-Marqués
- Unidad de Lesionados Medulares, Instituto de Investigación Biomédica de A Coruña (INIBIC), Complexo Hospitalario Universitario de A Coruña (CHUAC), A Coruña, Spain; Departamento de Fisioterapia, Medicina y Ciencias Biomédicas, Universidad de A Coruña, A Coruña, Spain
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Who recovers independent bowel management during the first year following a traumatic spinal cord injury? A case-control study. Am J Phys Med Rehabil 2021; 101:307-313. [PMID: 34483265 DOI: 10.1097/phm.0000000000001871] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/26/2022]
Abstract
OBJECTIVES 1) document the characteristics of patients with impaired bowel functioning during the subacute and chronic phases; 2) identify factors associated with recovery of independent bowel functioning during the first year following TSCI in patients who present impaired bowel functioning during the subacute phase, when bowel rehabilitation is completed. DESIGN Case-control study on 123 adult TSCI patients. Bowel function assessments using item 7 of the SCIM-III were obtained 3-months following TSCI and during the early chronic phase. Univariate and multivariate analyses were conducted to identify predictors associated with recovery of independent bowel functioning between the initial assessment and follow-up. RESULTS Of the 110 patients available for analysis, 54 (49%) displayed impaired bowel functioning 3-months following TSCI. Of these, 19 (35%) recovered independent bowel functioning over the following 9 months. The total motor score (TMS) was the only significant predictor of this outcome. A TMS lower than 42 was 100% predictive of absence of recovery. CONCLUSION Recovering independent bowel management 1-year after TSCI was possible in 35% of patients despite impaired bowel functioning during the subacute phase. TMS measured 3-months post-injury could be useful for prognosticating potential for bowel functioning recovery since patients with TMS < 42 are unlikely to recover.
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Early clinical predictors of functional recovery following traumatic spinal cord injury: a population-based study of 143 patients. Acta Neurochir (Wien) 2021; 163:2289-2296. [PMID: 33427987 DOI: 10.1007/s00701-020-04701-2] [Citation(s) in RCA: 6] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/07/2020] [Accepted: 12/30/2020] [Indexed: 12/28/2022]
Abstract
BACKGROUND Traumatic spinal cord injuries (TSCI) are associated with uncertainty regarding the prognosis of functional recovery. The aim of the present study was to evaluate the potential of early clinical variables to predict the degree of functional independence assessed by Spinal Cord Independence Measure III (SCIM-III) up to 1 year after injury. METHODS Prospectively collected data from 143 SCI patients treated in Western Denmark during 2012-2019 were retrospectively analysed. Data analysis involved univariate methods and multivariable linear regression modelling total SCIM-III scores against age, gender, body mass index (BMI), comorbidity, American Spinal Injury Association (ASIA) Impairment Scale (AIS) grades A-B and C-D, ASIA Motor Score (AMS), timing of surgical treatment and occurrence of medical complications. Statistical significance was set at p < .05. RESULTS Univariate analyses indicated that variables significantly associated with decreased functional independence included increased age (p = .023), increased BMI (p = .012), pre-existing comorbidity (p = .001), AIS grades A-B (p < .001), decreased AMS (p < .001) and occurrence of medical complications (p < .001). However, in the multivariable regression model were pre-existing comorbidity (p = .010), AIS grades A-B (p < .001), low AMS (p < .001) and late surgical treatment (p = .018) significant predictors of decreased functional independence 1 year after injury. CONCLUSION TSCI patients with greatest potential for functional recovery up to 1 year after injury seem to be patients that immediately after trauma present with few or no comorbidities, who sustain motor-incomplete injuries and undergo early decompressive surgery.
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Schading S, Emmenegger TM, Freund P. Improving Diagnostic Workup Following Traumatic Spinal Cord Injury: Advances in Biomarkers. Curr Neurol Neurosci Rep 2021; 21:49. [PMID: 34268621 PMCID: PMC8282571 DOI: 10.1007/s11910-021-01134-x] [Citation(s) in RCA: 9] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 06/24/2021] [Indexed: 02/06/2023]
Abstract
PURPOSE OF REVIEW Traumatic spinal cord injury (SCI) is a life-changing event with drastic implications for patients due to sensorimotor impairment and autonomous dysfunction. Current clinical evaluations focus on the assessment of injury level and severity using standardized neurological examinations. However, they fail to predict individual trajectories of recovery, which highlights the need for the development of advanced diagnostics. This narrative review identifies recent advances in the search of clinically relevant biomarkers in the field of SCI. RECENT FINDINGS Advanced neuroimaging and molecular biomarkers sensitive to the disease processes initiated by the SCI have been identified. These biomarkers range from advanced neuroimaging techniques, neurophysiological readouts, and molecular biomarkers identifying the concentrations of several proteins in blood and CSF samples. Some of these biomarkers improve current prediction models based on clinical readouts. Validation with larger patient cohorts is warranted. Several biomarkers have been identified-ranging from imaging to molecular markers-that could serve as advanced diagnostic and hence supplement current clinical assessments.
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Affiliation(s)
- Simon Schading
- Spinal Cord Injury Centre, Balgrist University Hospital, University of Zurich, Forchstrasse 340, 8008, Zurich, Switzerland
| | - Tim M Emmenegger
- Spinal Cord Injury Centre, Balgrist University Hospital, University of Zurich, Forchstrasse 340, 8008, Zurich, Switzerland
| | - Patrick Freund
- Spinal Cord Injury Centre, Balgrist University Hospital, University of Zurich, Forchstrasse 340, 8008, Zurich, Switzerland.
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Levasseur A, Mac-Thiong JM, Richard-Denis A. Are early clinical manifestations of spasticity associated with long-term functional outcome following spinal cord injury? A retrospective study. Spinal Cord 2021; 59:910-916. [PMID: 34230603 DOI: 10.1038/s41393-021-00661-1] [Citation(s) in RCA: 8] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/25/2020] [Revised: 06/20/2021] [Accepted: 06/21/2021] [Indexed: 11/09/2022]
Abstract
STUDY DESIGN Retrospective study of a prospective cohort of patients with traumatic spinal cord injury (SCI). OBJECTIVES Determine the relationship between the occurrence of early spasticity, defined as the development of signs and/or symptoms of spasticity during the hospitalization in traumatology, and the functional outcome 6-12 months following a SCI. Secondly, to determine the specific impact of early clonus, velocity-dependent hypertonia and/or muscle spasms on the functional outcome at the same timepoint. SETTING Single trauma center specialized in SCI care. METHODS One hundred sixty-two patients sustaining an acute traumatic SCI were included in the analyses. Comparative analysis was performed to describe the characteristics of patients with early spasticity. Correlations were performed to determine the relationship between the clinical signs of spasticity and the Spinal Cord Independence Measure (SCIM) scores collected 6-12 months after SCI. RESULTS 51.9% of the cohort developed clinical signs of spasticity during the hospitalization in traumatology (29.7 days) following SCI. These showed a significantly lower total SCIM score and subscores compared to individuals without early spasticity at follow-up (p < 0.05). After adjusting for confounding factors, the occurrence of early spasms was only clinical sign of spasticity significantly associated with a decreased mobility at follow-up (r = -0.17, p = 0.04). CONCLUSIONS The development of signs and symptoms of spasticity, in particular the occurrence of spasms in the first month following the injury may be associated with decreased functional outcome and mobility. Early assessment of spasticity following SCI is thus recommended.
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Affiliation(s)
- Annie Levasseur
- Research Center, Centre intégré universitaire de santé et services sociaux du Nord-de-l'Île-de-Montréal (Hopital du Sacré-Coeur de Montréal), Montreal, QC, H4J 1C5, Canada.,Department of Biomedical Sciences, University of Montreal, Montreal, QC, Canada
| | - Jean-Marc Mac-Thiong
- Research Center, Centre intégré universitaire de santé et services sociaux du Nord-de-l'Île-de-Montréal (Hopital du Sacré-Coeur de Montréal), Montreal, QC, H4J 1C5, Canada.,Department of Surgery, Centre intégré universitaire de santé et services sociaux du Nord-de-l'Île-de-Montréal (Hopital du Sacré-Coeur de Montréal), Montreal, QC, Canada.,Department of Surgery, Faculty of Medicine, University of Montreal, Montreal, QC, Canada
| | - Andréane Richard-Denis
- Research Center, Centre intégré universitaire de santé et services sociaux du Nord-de-l'Île-de-Montréal (Hopital du Sacré-Coeur de Montréal), Montreal, QC, H4J 1C5, Canada. .,Department of Physical Medicine and Rehabilitation, Centre intégré universitaire de santé et services sociaux du Nord-de-l'Île-de-Montréal (Hopital du Sacré-Coeur de Montréal), Montreal, QC, Canada. .,Department of Medicine, Faculty of Medicine, University of Montreal, Montreal, QC, Canada.
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Harper AE, Krause JS, Terhorst L, Leland NE. Differences in functional improvement based on history of substance abuse and pain severity following spinal cord injury. Subst Abus 2021; 43:267-272. [PMID: 34214402 DOI: 10.1080/08897077.2021.1941507] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/21/2022]
Abstract
Background: This study explored the relationship between history of substance abuse and pain severity during inpatient rehabilitation following traumatic spinal cord injury (SCI). Methods: Secondary analysis of a prospective longitudinal study. An adjusted general linear model was used to examine differences in functional improvement based on history of substance abuse and pain severity. Results: Over 50% of the sample had a history of substance abuse, and 94% reported moderate or severe pain. There was a significant interaction between the history of substance abuse and pain severity (p = 0.01, partial η2 = 0.012). A difference in functional improvement was found among individuals who reported low pain; those with a history of substance abuse achieved less functional improvement than those without a history of substance abuse, M = 5.32, SE = 1.95, 95% CI 0.64-10.01. Conclusions: A history of substance abuse and post-injury pain are prevalent among individuals with SCI in rehabilitation, and there may be a meaningful relationship between these two patient characteristics and functional improvement. The results provide potential new insights into the characteristics of vulnerable subpopulations during SCI rehabilitation. Furthering our understanding of these results warrants future investigation to prevent and minimize poor outcomes among vulnerable SCI patients.
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Affiliation(s)
- Alexandra E Harper
- Department of Occupational Therapy, School of Health and Rehabilitation Sciences, University of Pittsburgh, Pittsburgh, Pennsylvania, USA
| | - James S Krause
- Department of Rehabilitation Sciences, College of Health Professions, Medical University of South Carolina, Charleston, South Carolina, USA
| | - Lauren Terhorst
- Department of Occupational Therapy, School of Health and Rehabilitation Sciences, University of Pittsburgh, Pittsburgh, Pennsylvania, USA
| | - Natalie E Leland
- Department of Occupational Therapy, School of Health and Rehabilitation Sciences, University of Pittsburgh, Pittsburgh, Pennsylvania, USA
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Buri M, Tanadini LG, Hothorn T, Curt A. Unbiased Recursive Partitioning Enables Robust and Reliable Outcome Prediction in Acute Spinal Cord Injury. J Neurotrauma 2021; 39:266-276. [PMID: 33619988 DOI: 10.1089/neu.2020.7407] [Citation(s) in RCA: 14] [Impact Index Per Article: 3.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/18/2022] Open
Abstract
Neurological disorders usually present very heterogeneous recovery patterns. Nonetheless, accurate prediction of future clinical end-points and robust definition of homogeneous cohorts are necessary for scientific investigation and targeted care. For this, unbiased recursive partitioning with conditional inference trees (URP-CTREE) have received increasing attention in medical research, especially, but not limited to traumatic spinal cord injuries (SCIs). URP-CTREE was introduced to SCI as a clinical guidance tool to explore and define homogeneous outcome groups by clinical means, while providing high accuracy in predicting future clinical outcomes. The validity and predictive value of URP-CTREE to provide improvements compared with other more common approaches applied by clinicians has recently come under critical scrutiny. Therefore, a comprehensive simulation study based on traumatic, cervical complete spinal cord injuries provides a framework to investigate and quantify the issues raised. First, we assessed the replicability and robustness of URP-CTREE to identify homogeneous subgroups. Second, we implemented a prediction performance comparison of URP-CTREE with traditional statistical techniques, such as linear or logistic regression, and a novel machine learning method. URP-CTREE's ability to identify homogeneous subgroups proved to be replicable and robust. In terms of prediction, URP-CTREE yielded a high prognostic performance comparable to a machine learning algorithm. The simulation study provides strong evidence for the robustness of URP-CTREE, which is achieved without compromising prediction accuracy. The slightly lower prediction performance is offset by URP-CTREE's straightforward interpretation and application in clinical settings based on simple, data-driven decision rules.
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Affiliation(s)
- Muriel Buri
- Epidemiology, Biostatistics and Prevention Institute, University of Zurich, Zürich, Switzerland
| | - Lorenzo G Tanadini
- School of Agricultural, Forest and Food Sciences, Bern University of Applied Sciences, Bern, Switzerland
| | - Torsten Hothorn
- Epidemiology, Biostatistics and Prevention Institute, University of Zurich, Zürich, Switzerland
| | - Armin Curt
- Spinal Cord Injury Center, Balgrist University Hospital, Zürich, Switzerland
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Slocum C, Shea C, Goldstein R, Zafonte R. Early Trauma Indicators and Rehabilitation Outcomes in Traumatic Spinal Cord Injury. Top Spinal Cord Inj Rehabil 2021; 26:253-260. [PMID: 33536730 DOI: 10.46292/sci20-00017] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/19/2022]
Abstract
Objectives To investigate the relationship between early trauma indicators and neurologic recovery after traumatic SCI using standardized outcome measures from the ISNCSCI examination and standardized functional outcome measures for rehabilitation populations. Methods This is a retrospective review of merged, prospectively collected, multicenter data from the Spinal Cord Injury Model Systems (SCIMS) database and institutional trauma databases from five academic medical centers across the United States. Functional status at inpatient rehabilitation discharge and change in severity and level of injury from initial SCI to inpatient rehabilitation discharge were analyzed to assess neurologic recovery for patients with traumatic SCI. Linear and logistic regression with multiple imputation were used for the analyses. Results A total of 209 patients were identified. Mean age at injury was 47.2 ± 18.9 years, 72.4% were male, 22.4% of patients had complete injuries at presentation to the emergency department (ED), and most patients were admitted with cervical SCI. Mean systolic blood pressure (SBP) was 124.1 ± 29.6 mm Hg, mean ED heart rate was 83.7 ± 19.9 bpm, mean O2 saturation was 96.8% ± 4.0%, and mean Glasgow Coma Scale (GCS) score was 13.3 ± 3.9. The average Injury Severity Score (ISS) in this population was 22.4. Linear regression analyses showed that rehabilitation discharge motor FIM was predicted by motor FIM on admission and ISS. Requiring ventilatory support on ED presentation was negatively associated with improvement of ASIA Impairment Scale (AIS) grade at rehabilitation discharge compared with AIS grade after initial injury. Emergency room physiologic measures (SBP, pulse, oxygen saturation) did not predict discharge motor FIM or improvement in AIS grade or neurological level of injury. Conclusion Our study showed a positive association between discharge FIM and ISS and a negative association between ventilatory support at ED presentation and AIS improvement. The absence of any significant association between other physiologic or clinical variables at ED presentation with rehabilitation outcomes suggests important areas for future clinical research.
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Affiliation(s)
- Chloe Slocum
- Harvard Medical School, Boston, Massachusetts.,Spaulding Rehabilitation Hospital, Boston, Massachusetts
| | - Cristina Shea
- Harvard Medical School, Boston, Massachusetts.,Spaulding Rehabilitation Hospital, Boston, Massachusetts
| | - Richard Goldstein
- Harvard Medical School, Boston, Massachusetts.,Spaulding Rehabilitation Hospital, Boston, Massachusetts
| | - Ross Zafonte
- Harvard Medical School, Boston, Massachusetts.,Spaulding Rehabilitation Hospital, Boston, Massachusetts
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Dionne A, Richard-Denis A, Lim V, Mac-Thiong JM. Factors associated with discharge destination following inpatient functional rehabilitation in patients with traumatic spinal cord injury. Spinal Cord 2020; 59:642-648. [PMID: 32892207 DOI: 10.1038/s41393-020-00542-z] [Citation(s) in RCA: 9] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/30/2020] [Revised: 08/23/2020] [Accepted: 08/24/2020] [Indexed: 11/09/2022]
Abstract
STUDY DESIGN Retrospective review of data from a prospective database of a Level 1 trauma center. OBJECTIVES This project aims to identify factors collected during the acute and rehabilitative care following a traumatic spinal cord injury (TSCI) associated with success and failure to return home after inpatient intensive functional rehabilitation (IFR). SETTING Level 1 trauma center specialized in TSCI care in Montreal, Canada. METHODS All eligible patients from our prospective database were separated into two groups according to discharge destination following IFR. Clinical variables collected during the acute and rehabilitative care as well as demographic variables were compared between patients who managed to return home (Group 1) and those who were discharged elsewhere (Group 2). Multivariable regression analyses were conducted with variables that were significant at the univariate level. RESULTS Out of the 193 patients included, 22 (11%) failed to return home following IFR. Six variables were associated with failure to return home at the univariate level: longer acute length of stay (LOS), longer rehabilitation LOS, living alone, higher neurological level of injury, having comorbidities, and having a pressure injury (PI) during acute care. Three variables remained significant at the multivariate level: living alone, increasing acute LOS and presenting a high cervical (C1-C4) neurological level of injury. CONCLUSIONS It is important that acute care clinicians recognize the aforementioned factors early after TSCI in order to optimize patients for community reintegration.
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Affiliation(s)
- Antoine Dionne
- Faculty of Medicine, University of Montreal, Pavillon Roger-Gaudry, S-749, C.P. 6128, succ. Centre-ville, Montreal, QC, H3C 3J7, Canada
| | - Andréane Richard-Denis
- Faculty of Medicine, University of Montreal, Pavillon Roger-Gaudry, S-749, C.P. 6128, succ. Centre-ville, Montreal, QC, H3C 3J7, Canada.,Hôpital du Sacré-Cœur de Montréal, 5400 Gouin Boul. West, Montreal, QC, H4J 1C5, Canada
| | - Victor Lim
- Faculty of Medicine, University of Montreal, Pavillon Roger-Gaudry, S-749, C.P. 6128, succ. Centre-ville, Montreal, QC, H3C 3J7, Canada
| | - Jean-Marc Mac-Thiong
- Faculty of Medicine, University of Montreal, Pavillon Roger-Gaudry, S-749, C.P. 6128, succ. Centre-ville, Montreal, QC, H3C 3J7, Canada. .,Hôpital du Sacré-Cœur de Montréal, 5400 Gouin Boul. West, Montreal, QC, H4J 1C5, Canada. .,Sainte-Justine University Hospital Research Center, 3175 Chemin de la Côte-Sainte-Catherine, Montreal, QC, H3T 1C5, Canada.
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Mora-Boga R, Canosa-Hermida E, Toral-Guisasola I, Balboa-Barreiro V, Salvador-de la Barrera S, Ferreiro-Velasco ME, Rodríguez-Sotillo A, Montoto-Marqués A. Clinical characteristics and prognosis of spinal cord injury in individuals over 75 years old. Neurocirugia (Astur) 2020; 32:S1130-1473(20)30084-1. [PMID: 32800694 DOI: 10.1016/j.neucir.2020.06.003] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/26/2020] [Revised: 06/16/2020] [Accepted: 06/22/2020] [Indexed: 11/30/2022]
Abstract
OBJECTIVE To analyze the incidence and characteristics of traumatic spinal cord injury (SCI) in geriatric population of Galicia (Spain), hospital management and functional prognosis. METHODS Comparative retrospective study. Patients admitted with acute traumatic SCI during the time period between January 2010 and December 2016 were included. Two groups established: The elderly over and under 75 years of age, with the latter acting as a control group. RESULTS Three hundred seventy-nine patients were studied (27.2% ≥75 years). The main etiology in the >75 years group were falls: 80.6%. There were 65.7% who presented incomplete spinal cord injuries with mean motor index (MI) of 44.9/100. Upon discharge, 90.8% were dependent. Hospital mortality was 34.9%. Those >75 years suffered from more cervical injuries (74.8 vs. 51.2%; p<0.001), longer delay in diagnosis (31.1 vs. 9.2%; p<0.001) and higher hospital mortality (34.9 vs. 3.2%; p<0.001). Fewer surgical interventions were performed, with a longer delay. Percentages for admission into ICU, mechanical ventilation and performing a tracheostomy proved to be similar. There were no significant differences found in the evolution according to the ASIA scale or the MI. CONCLUSIONS 1) The frequency of traumatic SCI in the elderly in Galicia is high; 2) Neurological evolution is similar to younger patients but the level of dependence is higher; 3) The level of care provided is similar in both groups, except for the surgical indication, and 4) Hospital mortality is high.
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Affiliation(s)
- Rubén Mora-Boga
- Unidad de Lesionados Medulares, Instituto de Investigación Biomédica de A Coruña (INIBIC), Complexo Hospitalario Universitario de A Coruña (CHUAC), A Coruña, España.
| | - Eva Canosa-Hermida
- Unidad de Lesionados Medulares, Instituto de Investigación Biomédica de A Coruña (INIBIC), Complexo Hospitalario Universitario de A Coruña (CHUAC), A Coruña, España
| | - Iris Toral-Guisasola
- Unidad de Lesionados Medulares, Instituto de Investigación Biomédica de A Coruña (INIBIC), Complexo Hospitalario Universitario de A Coruña (CHUAC), A Coruña, España
| | - Vanessa Balboa-Barreiro
- Unidad de Estadística y Epidemiología Clínica, Spanish Clinical Research Network (SCReN), Complexo Hospitalario Universitario de A Coruña (CHUAC), A Coruña, España
| | - Sebastián Salvador-de la Barrera
- Unidad de Lesionados Medulares, Instituto de Investigación Biomédica de A Coruña (INIBIC), Complexo Hospitalario Universitario de A Coruña (CHUAC), A Coruña, España
| | - María Elena Ferreiro-Velasco
- Unidad de Lesionados Medulares, Instituto de Investigación Biomédica de A Coruña (INIBIC), Complexo Hospitalario Universitario de A Coruña (CHUAC), A Coruña, España
| | - Antonio Rodríguez-Sotillo
- Unidad de Lesionados Medulares, Instituto de Investigación Biomédica de A Coruña (INIBIC), Complexo Hospitalario Universitario de A Coruña (CHUAC), A Coruña, España; Departamento de Fisioterapia, Medicina y Ciencias Biomédicas, Universidad de A Coruña, A Coruña, España
| | - Antonio Montoto-Marqués
- Unidad de Lesionados Medulares, Instituto de Investigación Biomédica de A Coruña (INIBIC), Complexo Hospitalario Universitario de A Coruña (CHUAC), A Coruña, España; Departamento de Fisioterapia, Medicina y Ciencias Biomédicas, Universidad de A Coruña, A Coruña, España
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Richard-Denis A, Nguyen BH, Mac-Thiong JM. The impact of early spasticity on the intensive functional rehabilitation phase and community reintegration following traumatic spinal cord injury. J Spinal Cord Med 2020; 43:435-443. [PMID: 30508398 PMCID: PMC7480620 DOI: 10.1080/10790268.2018.1535638] [Citation(s) in RCA: 12] [Impact Index Per Article: 2.4] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 02/02/2023] Open
Abstract
Context/Objectives: To determine the impact of spasticity presenting during the acute care hospitalization on the rehabilitation outcomes following a traumatic spinal cord injury (TSCI). Design: Retrospective cohort study. Setting: A single Level 1 trauma center specialized in SCI care. Participants: 150 individuals sustaining an acute TSCI. Interventions: Not applicable. Outcome Measures: The total inpatient functional rehabilitation length of stay. The occurrence of medical complications and the discharge destination from the inpatient functional rehabilitation facility were also considered. Results: 63.3% of the cohort presented signs and/or symptoms of spasticity during acute care. Individuals with early spasticity developed medical complications during acute care and during intensive functional rehabilitation in a higher proportion. They were also hospitalized significantly longer and were less likely to return home after rehabilitation than individuals without early spasticity. Early spasticity was an independent factor associated with increased total inpatient rehabilitation length of stay. Conclusion: The development of signs and symptoms of spasticity during acute care following a TSCI may impede functional rehabilitation outcomes. In view of its association with the occurrence of early spasticity, higher vigilance towards the prevention of medical complications is recommended. Early assessment of spasticity during acute care is recommended following TSCI.
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Affiliation(s)
- Andréane Richard-Denis
- Department of Medicine, Faculty of Medicine, University of Montreal, Montreal, Quebec, Canada,Department of Physical Medicine and Rehabilitation, Hôpital du Sacré-Cœur de Montréal, Montreal, Quebec, Canada,Correspondence to: Andréane Richard-Denis, Department of Medicine, Faculty of Medicine, University of Montreal, Pavillon Roger-Gaudry, S-749, C.P. 6128, succ. Centre-ville, Montreal, Quebec, CanadaH3C 3J7.
| | - Bich-Han Nguyen
- Department of Medicine, Faculty of Medicine, University of Montreal, Montreal, Quebec, Canada,Department of Physical Medicine and Rehabilitation, Institut de réadaptation Gingras-Lindsay de Montréal, Montréal, Québec, Canada
| | - Jean-Marc Mac-Thiong
- Department of Physical Medicine and Rehabilitation, Hôpital du Sacré-Cœur de Montréal, Montreal, Quebec, Canada,Department of Surgery, Faculty of Medicine, University of Montreal, Montreal, Quebec, Canada,Department of Surgery, Sainte-Justine University Hospital Research Center, Montréal, Quebec, Canada
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33
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Morphological features of thoracolumbar burst fractures associated with neurological outcome in thoracolumbar traumatic spinal cord injury. EUROPEAN SPINE JOURNAL : OFFICIAL PUBLICATION OF THE EUROPEAN SPINE SOCIETY, THE EUROPEAN SPINAL DEFORMITY SOCIETY, AND THE EUROPEAN SECTION OF THE CERVICAL SPINE RESEARCH SOCIETY 2020; 29:2505-2512. [PMID: 32424639 DOI: 10.1007/s00586-020-06420-9] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 11/05/2019] [Revised: 03/15/2020] [Accepted: 04/11/2020] [Indexed: 10/24/2022]
Abstract
PURPOSE To identify specific morphological characteristics in thoracolumbar burst fractures associated with neurological outcome after severe traumatic spinal cord injury (TSCI). METHODS We retrospectively analyzed the clinical and radiological (CT scan morphological characteristics) data of 25 consecutive patients admitted for TSCI secondary to a burst fracture at levels from T11 to L2 between 2010 and 2017 in single level-1 trauma center. We included severe TSCI, defined as American Spinal Injury Association Impairment Scale (AIS) grade A, B or C. RESULTS Among the 25 patients with severe TSCI, 14 were AIS A, 5 were AIS B, and 6 were AIS C upon initial preoperative neurological evaluation. The AIS grade and the burden of associated injuries (Injury Severity Score, ISS) were the only clinical factors significantly associated with poor neurological recovery. The trauma level of energy was not associated with neurological outcome. Several fractures parameters were independently related to neurological recovery: the postero-inferior corner translation, presence of retropulsed fragment comminution and complete lamina fracture. The magnitude of sagittal kyphosis angle, vertebral kyphosis index and vertebral body comminution were not associated with the neurological outcome. CONCLUSIONS Morphological features of the bony structures involving the spinal canal in thoracolumbar burst fractures with severe TSCI are associated with the chronic neurological outcome and could provide more insight than the AIS clinical grading. The fracture pattern may better reflect the actual level of energy transferred to the spinal cord than distinguishing between low- and high-energy trauma.
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The Functional Impact of the Absence of a Bulbocavernosus Reflex in the Postoperative Period After a Motor-Complete Traumatic Spinal Cord Injury. Am J Phys Med Rehabil 2020; 99:712-718. [PMID: 32032092 DOI: 10.1097/phm.0000000000001398] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/26/2022]
Abstract
OBJECTIVE The aim of the study was to investigate the impact of the absence of a bulbocavernosus reflex in the postoperative period on the neurological and functional recovery 6-12 mos after a motor-complete traumatic spinal cord injury. DESIGN A retrospective review of a prospective database was completed among 66 patients. The functional and neurological statuses between individuals with and without a bulbocavernosus reflex were compared. A general linear model was used to investigate the association between the postoperative bulbocavernosus reflex status and the functional outcome, using the Spinal Cord Independence Measure. RESULTS Forty percent of the cohort had no bulbocavernosus reflex 5 days after trauma. Individuals with a bulbocavernosus reflex showed a higher rate of American Spinal Injury Association Impairment Scale grade conversion, improvement of the level of injury, and higher functional scores; however, it did not reach a significant level. The bulbocavernosus reflex status in the postoperative period was not significantly associated with the functional status 6-12 mos after injury. CONCLUSIONS Late recovery of the bulbocavernosus reflex in the postoperative period may be associated with poorer neurological and functional outcome for individuals sustaining a motor-complete traumatic spinal cord injury, for which the prognosis estimation is limited. A prospective study including a larger number of patients is necessary to confirm results of this study.
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Traumatic spinal cord injury in Italy 20 years later: current epidemiological trend and early predictors of rehabilitation outcome. Spinal Cord 2020; 58:768-777. [PMID: 31996778 DOI: 10.1038/s41393-020-0421-y] [Citation(s) in RCA: 13] [Impact Index Per Article: 2.6] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/22/2019] [Revised: 01/10/2020] [Accepted: 01/10/2020] [Indexed: 12/18/2022]
Abstract
STUDY DESIGN Multicenter prospective observational study of people with acute traumatic spinal cord injury (TSCI) admitted to rehabilitation. OBJECTIVES To update epidemiological characteristics of a TSCI Italian population and verify the impact of patient characteristics at admission on two outcomes: functional gain (SCIM III) and discharge destination. SETTING Thirty-one SCI centers for comprehensive rehabilitation in 13 Italian regions. METHODS All consecutive individuals admitted with acute TSCI were enrolled from October 1, 2013 to September 30, 2014; data were recorded on rehabilitation admission and discharge. Functional gain and discharge destination were identified as outcome measures and statistically analyzed with patient characteristics at admission to identify early outcome predictors. RESULTS Five hundred and ten individuals with TSCI met inclusion criteria; falls represented the most frequent etiology (45%). On admission, AIS A-B-C tetraplegia was reported in 35% of cases; AIS A-B-C paraplegia in 40%; AIS D paraplegia/tetraplegia in 25%. The majority were discharged home (72%). The mean (SD) SCIM gain was 38 ± 26 points. A predictive model was found for discharge setting: individuals with fall-related injuries, severe SCI (AIS A-B-C tetraplegia), tracheal cannula or indwelling catheter on admission, were less likely to be discharged home (OR 95% CI 0.15 [0.06, 0.35]). A model with a lower predictive power was found for SCIM gain, with lower score expected for females, older age, higher severity of SCI, a longer onset of injury admission interval (OAI), and mechanical ventilation on admission. CONCLUSIONS Prognostic factors in early rehabilitation are still hard to identify, making it difficult to correctly approach customized rehabilitation.
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36
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Rehabilitation of the multiple injured patient with spinal cord injury: A systematic review of the literature. Injury 2019; 50:1847-1852. [PMID: 31409453 DOI: 10.1016/j.injury.2019.07.035] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 03/27/2019] [Revised: 07/16/2019] [Accepted: 07/27/2019] [Indexed: 02/02/2023]
Abstract
INTRODUCTION Patients with multiple injuries including spinal cord injury (SCI) have low survivability. Little is known for the effect of SCI in their rehabilitation process. PURPOSE To define differences in characteristics and outcomes during the rehabilitation of multiple injured patients with SCI compared to other polytrauma patients. MATERIALS AND METHODS Electronic libraries provided 425 relevant articles. Applying the criteria, 6 articles were eligible for inclusion in this review. RESULTS The extracted data show that multiple injured patients with SCI have an increased length of stay (LOS) in rehabilitation. Initial functional levels, as also one- and two-years follow-up are also decreased. Similar results were found comparing SCI patients with or without multiple injuries: SCI patients with multiple injuries have an increased LOS and decreased functional levels compared with SCI patients. Finally, there was nota relevance between the circumstances of the injuries, like acts of terror, and the expected rehabilitation outcome. CONCLUSION Due to the rarity of eligible articles and the lack of homogenous accessing tools, a meta-analysis was not possible. There is a lack of a universal evaluation strategy or tool, for the severity of the multiple injured patients aiming at the rehabilitation outcome prognosis. Multiple-injured patients with SCI have longer rehabilitation LOS and functional outcomes compared to other polytrauma patients. Prospective studies are needed for evaluation of the differences according to the severity and the complexity of the injuries and the rehabilitation outcome depending on different rehabilitation methods and strategies.
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37
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Patterns and predictors of functional recovery from the subacute to the chronic phase following a traumatic spinal cord injury: a prospective study. Spinal Cord 2019; 58:43-52. [DOI: 10.1038/s41393-019-0341-x] [Citation(s) in RCA: 8] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/19/2018] [Revised: 08/06/2019] [Accepted: 08/07/2019] [Indexed: 12/28/2022]
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Donhauser M, Grassner L, Klein B, Voth M, Mach O, Vogel M, Maier D, Schneidmueller D. Severe pressure ulcers requiring surgery impair the functional outcome after acute spinal cord injury. Spinal Cord 2019; 58:70-77. [PMID: 31312018 DOI: 10.1038/s41393-019-0325-x] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/06/2018] [Revised: 06/26/2019] [Accepted: 06/26/2019] [Indexed: 11/09/2022]
Abstract
STUDY DESIGN Retrospective matched cohort study. OBJECTIVES Assessing the influence of surgically managed grade 3 and 4 pressure ulcers (PU) in the acute phase after spinal cord injury (SCI) on the neurological and functional outcome after 1 year. SETTING Specialized SCI-unit within a level 1 trauma center in Murnau, Germany. METHODS We performed a retrospective matched cohort study. For every patient with acute SCI and a PU requiring surgery, we identified matched controls within our database in a 1:3 ratio. Matching criteria were: AIS-grade (American Spinal Injury Association Impairment Scale), neurological level and age. The scores of the SCIM-III (Spinal Cord Independence Measure) and the ISNCSCI (International Standards for Neurological Classification of Spinal Cord Injury) as well as the total length of stay (LOS) at the hospital were used as outcome parameters. We applied a stratified analysis using a conditional logistic regression to test for group differences in each outcome parameter of the study. RESULTS In a 6-year period (2010-2015) 28 patients required flap surgery due to 3-4° PU in the acute phase after SCI. Of these patients, 15 had complete data sets according to the EMSCI (European Multicenter Study about Spinal Cord Injury) protocol. Patients with severe PUs during the acute SCI phase had a significantly impaired functional outcome. After 1 year the improvement of the SCIM score was significantly lower in the PU group compared to the control group (17.4 versus 30.5; p < 0.006). However, the change in AIS grade after 1 year was not significantly affected. The LOS was prolonged by a mean of 48 days in the PU group (p < 0.006). CONCLUSIONS Severe PUs requiring surgery in the acute phase after SCI impair the functional outcome and increase LOS. Preventive measures should be applied to all acute SCI patients. Patients should be transferred to specialized SCI-centers as soon as possible.
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Affiliation(s)
- Martin Donhauser
- Center for Spinal Cord Injury, Trauma Center Murnau, Murnau am Staffelsee, Germany.
| | - Lukas Grassner
- Center for Spinal Cord Injury, Trauma Center Murnau, Murnau am Staffelsee, Germany.,Department of Neurosurgery, Medical University Innsbruck, Innsbruck, Austria.,Institute of Molecular Regenerative Medicine, Spinal Cord Injury and Tissue Regenerations Center Salzburg, Paracelsus Medical University, Salzburg, Austria
| | - Barbara Klein
- Institute of Molecular Regenerative Medicine, Spinal Cord Injury and Tissue Regenerations Center Salzburg, Paracelsus Medical University, Salzburg, Austria
| | - Maika Voth
- Department of Trauma-, Hand- and Reconstructive Surgery, Goethe University Frankfurt, Frankfurt, Germany
| | - Orpheus Mach
- Center for Spinal Cord Injury, Trauma Center Murnau, Murnau am Staffelsee, Germany
| | - Matthias Vogel
- Center for Spinal Cord Injury, Trauma Center Murnau, Murnau am Staffelsee, Germany
| | - Doris Maier
- Center for Spinal Cord Injury, Trauma Center Murnau, Murnau am Staffelsee, Germany
| | - Dorien Schneidmueller
- Department of Trauma-, Hand- and Reconstructive Surgery, Goethe University Frankfurt, Frankfurt, Germany.,Departement of Traumatology, Trauma Center Murnau, Murnau am Staffelsee, Germany
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Jaja BNR, Jiang F, Badhiwala JH, Schär R, Kurpad S, Grossman RG, Harrop JS, Guest JD, Toups EG, Shaffrey CI, Aarabi B, Boakye M, Fehlings MG, Wilson JR. Association of Pneumonia, Wound Infection, and Sepsis with Clinical Outcomes after Acute Traumatic Spinal Cord Injury. J Neurotrauma 2019; 36:3044-3050. [PMID: 31007137 DOI: 10.1089/neu.2018.6245] [Citation(s) in RCA: 35] [Impact Index Per Article: 5.8] [Reference Citation Analysis] [Abstract] [Key Words] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/31/2022] Open
Abstract
< 0.001). There were no statistical differences between participants with or without PWS with respect to time from injury to surgery, and administration of steroids. Dominance analysis showed injury level, baseline AIS grade, and subject pre-morbid medical status collectively accounted for 77.7% of the predicted variance of PWS. Regression analysis indicated subjects with PWS demonstrated higher odds for respiratory (odds ratio [OR] 3.91, 95% confidence interval [CI]: 1.42-10.79) and ambulatory (OR 3.94, 95% CI: 1.50-10.38) support at 6 month follow-up in adjusted analysis. This study has shown an association between PWS occurring during acute admission and poorer functional outcomes following SCI.
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Affiliation(s)
- Blessing N R Jaja
- Division of Neurosurgery, Toronto Western Hospital, Toronto, Ontario, Canada.,Division of Neurosurgery, St. Michael's Hospital, Toronto, Ontario, Canada
| | - Fan Jiang
- Division of Neurosurgery, Toronto Western Hospital, Toronto, Ontario, Canada.,Department of Surgery, University of Toronto, Toronto, Ontario, Canada.,Division of Orthopaedic Surgery, Toronto Western Hospital, Toronto, Ontario, Canada
| | - Jetan H Badhiwala
- Division of Neurosurgery, Toronto Western Hospital, Toronto, Ontario, Canada.,Department of Surgery, University of Toronto, Toronto, Ontario, Canada
| | - Ralph Schär
- Division of Neurosurgery, St. Michael's Hospital, Toronto, Ontario, Canada
| | - Shekar Kurpad
- Division of Neurosurgery, Medical College of Wisconsin, Milwaukee, Wisconsin
| | | | - James S Harrop
- Division of Neurosurgery, Thomas Jefferson University Hospital, Philadelphia, Pennsylvania
| | - Jim D Guest
- Division of Neurosurgery, University of Miami, Miami, Florida
| | | | - Chris I Shaffrey
- Division of Neurosurgery, University of Virginia, Chalottesville, Virginia
| | - Bizhan Aarabi
- Division of Neurosurgery, Shock Trauma, University of Maryland, Baltimore, Maryland
| | - Max Boakye
- Division of Neurosurgery, University of Louisville, Louisville, Kentucky
| | - Michael G Fehlings
- Division of Neurosurgery, Toronto Western Hospital, Toronto, Ontario, Canada.,Department of Surgery, University of Toronto, Toronto, Ontario, Canada
| | - Jefferson R Wilson
- Division of Neurosurgery, St. Michael's Hospital, Toronto, Ontario, Canada.,Department of Surgery, University of Toronto, Toronto, Ontario, Canada
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