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Tamburella F, Lena E, Mascanzoni M, Iosa M, Scivoletto G. Harnessing Artificial Neural Networks for Spinal Cord Injury Prognosis. J Clin Med 2024; 13:4503. [PMID: 39124769 PMCID: PMC11313443 DOI: 10.3390/jcm13154503] [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: 07/02/2024] [Revised: 07/25/2024] [Accepted: 07/30/2024] [Indexed: 08/12/2024] Open
Abstract
Background: Prediction of neurorehabilitation outcomes after a Spinal Cord Injury (SCI) is crucial for healthcare resource management and improving prognosis and rehabilitation strategies. Artificial neural networks (ANNs) have emerged as a promising alternative to conventional statistical approaches for identifying complex prognostic factors in SCI patients. Materials: a database of 1256 SCI patients admitted for rehabilitation was analyzed. Clinical and demographic data and SCI characteristics were used to predict functional outcomes using both ANN and linear regression models. The former was structured with input, hidden, and output layers, while the linear regression identified significant variables affecting outcomes. Both approaches aimed to evaluate and compare their accuracy for rehabilitation outcomes measured by the Spinal Cord Independence Measure (SCIM) score. Results: Both ANN and linear regression models identified key predictors of functional outcomes, such as age, injury level, and initial SCIM scores (correlation with actual outcome: R = 0.75 and 0.73, respectively). When also alimented with parameters recorded during hospitalization, the ANN highlighted the importance of these additional factors, like motor completeness and complications during hospitalization, showing an improvement in its accuracy (R = 0.87). Conclusions: ANN seemed to be not widely superior to classical statistics in general, but, taking into account complex and non-linear relationships among variables, emphasized the impact of complications during the hospitalization on recovery, particularly respiratory issues, deep vein thrombosis, and urological complications. These results suggested that the management of complications is crucial for improving functional recovery in SCI patients.
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Affiliation(s)
- Federica Tamburella
- Department of Life Sciences, Health and Health Professions, Link Campus University, 00165 Rome, Italy;
- Spinal Center, Spinal Rehabilitation Laboratory, IRCCS Fondazione S. Lucia, 00179 Rome, Italy; (E.L.); (M.M.); (G.S.)
| | - Emanuela Lena
- Spinal Center, Spinal Rehabilitation Laboratory, IRCCS Fondazione S. Lucia, 00179 Rome, Italy; (E.L.); (M.M.); (G.S.)
| | - Marta Mascanzoni
- Spinal Center, Spinal Rehabilitation Laboratory, IRCCS Fondazione S. Lucia, 00179 Rome, Italy; (E.L.); (M.M.); (G.S.)
| | - Marco Iosa
- Department of Psychology, Sapienza University of Rome, 00183 Rome, Italy
- Smart Lab, IRCCS Fondazione Santa Lucia, 00179 Rome, Italy
| | - Giorgio Scivoletto
- Spinal Center, Spinal Rehabilitation Laboratory, IRCCS Fondazione S. Lucia, 00179 Rome, Italy; (E.L.); (M.M.); (G.S.)
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Scott MM, Patel DV, Lucasti C, Vallee EK, Clark LD, Kowalski JM. Hospital Course and Complications of Subaxial Cervical Trauma Patients With Tetraplegia or Paraplegia: A Case Series and Literature Review. Clin Spine Surg 2024; 37:E152-E157. [PMID: 38158604 DOI: 10.1097/bsd.0000000000001571] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 09/01/2022] [Accepted: 12/06/2023] [Indexed: 01/03/2024]
Abstract
STUDY DESIGN A single-institution, retrospective cohort study. OBJECTIVE The objective was to present demographic characteristics, mechanism of injuries, lengths of stay, intensive care unit (ICU) days, discharge locations, and causes of 90-day readmission for patients with subaxial spinal cord injuries resulting in paraplegia or tetraplegia. SUMMARY OF BACKGROUND DATA Spinal cord injuries resulting in paraplegia or tetraplegia are rare injuries with debilitating outcomes. Numerous advances have occurred in caring for these patients, but patients still experience multiple complications. The severity of these injuries and numerous complications result in prolonged hospital stays and the need for extensive rehabilitation. METHODS Twelve patients with subaxial spinal cord injury resulting in paraplegia or tetraplegia from a level 1 adult trauma center were reviewed. The primary outcomes included hospital length of stay, ICU days, intrahospital complications, 90-day readmission rates, and discharge location. We reviewed the literature for these outcomes in spinal cord injuries. RESULTS For patients with subaxial spinal cord injuries resulting in paraplegia and tetraplegia, the average age was 36.0 years, and most were male [91.7% (11/12)]. The most common mechanism of injury was gunshot wounds[41.7% (5/12)]. Patients spent an average of 46.3 days in the hospital and 30.7 days in the ICU. Respiratory complications were the most common (9 patients). Fifty percent of patients (6/12) were discharged to the inpatient spinal cord rehab center, and 16.7% (2/12) expired while in the hospital. Two patients (20.0%) were readmitted within 90 days of discharge. CONCLUSIONS Most patients with subaxial spinal cord injuries resulting in paraplegia or tetraplegia were young males with high-energy traumas. Many patients had intrahospital complications, and most were discharged to the hospital spinal rehab center. These findings likely stem from the severity of paraplegia and tetraplegia injuries and the need for rehabilitation.
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Affiliation(s)
| | - Dil V Patel
- UBMD Orthopaedics and Sports Medicine Doctors, Buffalo, NY
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Gao Y, Wang K, Wu S, Wu J, Zhang J, Li J, Lei S, Duan X, Men K. Injectable and Photocurable Gene Scaffold Facilitates Efficient Repair of Spinal Cord Injury. ACS APPLIED MATERIALS & INTERFACES 2024; 16:4375-4394. [PMID: 38185858 DOI: 10.1021/acsami.3c14902] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 01/09/2024]
Abstract
RNA interference-based gene therapy has led to a strategy for spinal cord injury (SCI) therapy. However, there have been high requirements regarding the optimal gene delivery vector for siRNA-based SCI gene therapy. Here, we developed an injectable and photocurable lipid nanoparticle GelMA (PLNG) hydrogel scaffold for controlled dual siRNA delivery at the SCI wound site. The prepared PLNG scaffold could efficiently protect and retain the bioactivity of the siRNA nanocomplex. It facilitated sustainable siRNA release along with degradation in 7 days. After loading dual siRNA targeting phosphatase and tensin homologue (PTEN) and macrophage migration inhibitory factor (MIF) simultaneously, the locally administered siRNAs/PLNG scaffold efficiently improved the Basso mouse scale (BMS) score and recovered ankle joint movement and plantar stepping after treatment with only three doses. We further proved that the siRNAs/PLNG scaffold successfully regulated the activities of neurons, microglia, and macrophages, thus promoting neuron axon regeneration and remyelination. The protein array results suggested that the siRNAs/PLNG scaffold could increase the expression of growth factors and decrease the expression of inflammatory factors to regulate neuroinflammation in SCI and create a neural repair environment. Our results suggested that the PLNG scaffold siRNA delivery system is a potential candidate for siRNA-based SCI therapy.
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Affiliation(s)
- Yan Gao
- Department of Biotherapy, Cancer Center and State Key Laboratory of Biotherapy, West China Hospital, Sichuan University, Chengdu 610041, China
| | - Kaiyu Wang
- Department of Biotherapy, Cancer Center and State Key Laboratory of Biotherapy, West China Hospital, Sichuan University, Chengdu 610041, China
| | - Shan Wu
- Department of Biotherapy, Cancer Center and State Key Laboratory of Biotherapy, West China Hospital, Sichuan University, Chengdu 610041, China
| | - Jieping Wu
- Department of Biotherapy, Cancer Center and State Key Laboratory of Biotherapy, West China Hospital, Sichuan University, Chengdu 610041, China
| | - Jin Zhang
- Department of Biotherapy, Cancer Center and State Key Laboratory of Biotherapy, West China Hospital, Sichuan University, Chengdu 610041, China
| | - Jingmei Li
- Department of Biotherapy, Cancer Center and State Key Laboratory of Biotherapy, West China Hospital, Sichuan University, Chengdu 610041, China
| | - Sibei Lei
- Department of Biotherapy, Cancer Center and State Key Laboratory of Biotherapy, West China Hospital, Sichuan University, Chengdu 610041, China
| | - Xingmei Duan
- Department of Pharmacy, Sichuan Academy of Medical Sciences & Sichuan Provincial People's Hospital, School of Medicine, University of Electronic Science and Technology of China, Chengdu 610072, China
| | - Ke Men
- Department of Biotherapy, Cancer Center and State Key Laboratory of Biotherapy, West China Hospital, Sichuan University, Chengdu 610041, China
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García-Rudolph A, Wright MA, Devilleneuve EA, Castillo E, Opisso E, Hernandez-Pena E. Pressure ulcers acquired during inpatient rehabilitation after spinal cord injury, characterization and predictors: A 15-years' experience. NeuroRehabilitation 2024; 54:457-472. [PMID: 38640178 DOI: 10.3233/nre-230234] [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: 04/21/2024]
Abstract
BACKGROUND Most studies focus on the risk factors associated with the development of pressure ulcers (PUs) during acute phase or community care for individuals with spinal cord injury (SCI). OBJECTIVES This study aimed to i) compare clinical and demographic characteristics of inpatients after SCI with PUs acquired during rehabilitation vs inpatients without PUs and ii) evaluate an existing PU risk assessment tool iii) identify first PU predictors. METHODS Individuals (n = 1,135) admitted between 2008 and 2022 to a rehabilitation institution within 60 days after SCI were included. Admission Functional Independence Measure (FIM), American Spinal Injury Association Impairment Scale (AIS) and mEntal state, Mobility, Incontinence, Nutrition, Activity (EMINA) were assessed. Kaplan-Meier curves and Cox proportional hazards models were fitted. RESULTS Overall incidence of PUs was 8.9%. Of these, 40.6% occurred in the first 30 days, 47.5% were sacral, 66.3% were Stage II. Patients with PUs were older, mostly with traumatic injuries (67.3%), AIS A (54.5%), lower FIM motor (mFIM) score and mechanical ventilation. We identified specific mFIM items to increase EMINA specificity. Adjusted Cox model yielded sex (male), age at injury, AIS grade, mFIM and diabetes as PUs predictors (C-Index = 0.749). CONCLUSION Inpatients can benefit from combined assessments (EMINA + mFIM) and clinical features scarcely addressed in previous studies to prevent PUs.
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Affiliation(s)
- Alejandro García-Rudolph
- Department of Research and Innovation, Institut Guttmann, Institut Universitari de Neurorehabilitació adscrit a la UAB, Barcelona, Spain
- Universitat Autònoma de Barcelona, Bellaterra, Spain
- Fundació Institut d'Investigació en Ciències de la Salut Germans Trias i Pujol, Barcelona, Spain
| | - Mark Andrew Wright
- Department of Research and Innovation, Institut Guttmann, Institut Universitari de Neurorehabilitació adscrit a la UAB, Barcelona, Spain
- Universitat Autònoma de Barcelona, Bellaterra, Spain
- Fundació Institut d'Investigació en Ciències de la Salut Germans Trias i Pujol, Barcelona, Spain
| | - Emilien Amar Devilleneuve
- Department of Research and Innovation, Institut Guttmann, Institut Universitari de Neurorehabilitació adscrit a la UAB, Barcelona, Spain
- Universitat Autònoma de Barcelona, Bellaterra, Spain
- Fundació Institut d'Investigació en Ciències de la Salut Germans Trias i Pujol, Barcelona, Spain
| | - Eulalia Castillo
- Department of Research and Innovation, Institut Guttmann, Institut Universitari de Neurorehabilitació adscrit a la UAB, Barcelona, Spain
- Universitat Autònoma de Barcelona, Bellaterra, Spain
- Fundació Institut d'Investigació en Ciències de la Salut Germans Trias i Pujol, Barcelona, Spain
| | - Eloy Opisso
- Department of Research and Innovation, Institut Guttmann, Institut Universitari de Neurorehabilitació adscrit a la UAB, Barcelona, Spain
- Universitat Autònoma de Barcelona, Bellaterra, Spain
- Fundació Institut d'Investigació en Ciències de la Salut Germans Trias i Pujol, Barcelona, Spain
| | - Elena Hernandez-Pena
- Department of Research and Innovation, Institut Guttmann, Institut Universitari de Neurorehabilitació adscrit a la UAB, Barcelona, Spain
- Universitat Autònoma de Barcelona, Bellaterra, Spain
- Fundació Institut d'Investigació en Ciències de la Salut Germans Trias i Pujol, Barcelona, Spain
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LaBerge NB, Detterbeck A, Nooijen CFJ. Comorbidities and medical complexities of mobility device users: a retrospective study. Disabil Rehabil Assist Technol 2023; 18:1035-1042. [PMID: 34472994 DOI: 10.1080/17483107.2021.1969453] [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: 02/26/2021] [Accepted: 08/13/2021] [Indexed: 10/20/2022]
Abstract
OBJECTIVE To determine the medical complexities and comorbidities of individuals who utilise wheeled mobility devices. As well as, to examine costly events including the number of urinary tract infections (UTIs), hospitalizations, urgent care(UC)/emergency department (ED) visits that are commonly seen in this population over a period of time one year prior to and one year post receiving their wheeled mobility equipment. DESIGN/SETTING A retrospective data review of 857 individual medical charts at a Level 1 Trauma Hospital and Clinic System. PARTICIPANTS 330 male and female (24-92 years old) mobility device users with a wide range of diagnoses, of which: 56 used manual wheelchairs (MWC),138 scooters (POV), 123 power wheelchairs without integrated standing (PWC), and 13 power wheelchairs with integrated standing (iS-PWC). RESULTS Overall, 92% (n = 304) had at least three medical comorbidities and medical complexities. The most common comorbidity was pain (91%). A change was noted in a lower incidence of UTIs in those using an iS-PWC, respectively 23% with at least 1 UTI in the year prior to and 8% in the year after the mobility device evaluation. CONCLUSIONS The large number of comorbidities and medical complexities amongst all mobility device users is concerning. The burden and the accompanying healthcare costs of this population is high. The potential that iS-PWC and other interventions could have on reducing these issues should be explored further.Implications of rehabilitationRegardless of a person's primary diagnosis or the wheeled mobility device they use, 100% have at least one and 92% have at least three comorbidities and medical complexities if they spend the majority of their day sittingThe high healthcare cost situations such as Emergency Department visits, Urgent Care visits, hospitalizations, and Urinary Tract Infections are present across those that use all mobility device types and the means to potentially reduce these incidences should be further exploredThe introduction of integrated standing within a power wheelchair, as a means to minimize the frequency of comorbidities and medical complications, should also be investigated further.
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Affiliation(s)
- Nicole B LaBerge
- Hennepin Healthcare, Physical Therapy Department, Hennepin Research Institute IRB approval HSR, Minneapolis, MN, USA
| | | | - Carla F J Nooijen
- Permobil AB, Research and Innovation, Stockholm, Sweden
- Swedish School of Sport and Health Sciences (GIH), Stockholm, Sweden
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Cao Y, DiPiro ND, Krause JS. Longitudinal changes in employment, health, participation, and quality-of-life and the relationships with long-term survival after spinal cord injury. Spinal Cord 2023; 61:430-435. [PMID: 36854965 PMCID: PMC10767623 DOI: 10.1038/s41393-023-00882-6] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/27/2022] [Revised: 02/06/2023] [Accepted: 02/14/2023] [Indexed: 03/02/2023]
Abstract
STUDY DESIGN Cohort study. OBJECTIVE To identify five-year longitudinal changes in employment, health, participation, and quality-of-life outcomes (QOL) among participants with chronic spinal cord injury (SCI) and to compare the amount of change in these outcomes between those surviving and those not surviving until follow-up. METHODS Participants were 1157 individuals from the SCI Longitudinal Aging Study, who have completed at least two self-report assessments separated by five-year intervals. The main outcome measures were 13 indicators related to employment, health, participation, and QOL/psychosocial indicators. Survival status measured at follow-up. RESULTS Those who survived to follow up had a history indicating a greater likelihood of employment, better health, participation, and QOL/psychosocial indicators. Among survivors, longitudinal declines were limited to the percent employed and participation indicators, whereas those deceased by follow-up had significant undesirable changes in employment, participation, health, and QOL/psychosocial indicators. More specifically, compared to the survivors, those deceased by follow-up experienced a greater increase in hospitalizations, decreases in nights away from home, and declines in global satisfaction over the five-year interval. CONCLUSIONS Longitudinal declines in employment and some aspects of participation are common among long-term survivors and may be part of the natural course of outcomes after SCI. However, more dramatic increases in hospitalizations, fewer nights away from home, and declining satisfaction may be red flags for declining longevity.
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Affiliation(s)
- Yue Cao
- College of Health Professions, Medical University of South Carolina, Charleston, SC, USA.
| | - Nicole D DiPiro
- College of Health Professions, Medical University of South Carolina, Charleston, SC, USA
| | - James S Krause
- College of Health Professions, Medical University of South Carolina, Charleston, SC, USA
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Cao Y, DiPiro N, Krause JS. Life Satisfaction Trend and Mortality After Traumatic Spinal Cord Injury: A Cohort Study. Top Spinal Cord Inj Rehabil 2023; 29:33-41. [PMID: 36819925 PMCID: PMC9936900 DOI: 10.46292/sci22-00090] [Citation(s) in RCA: 5] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/17/2023]
Abstract
Background Individuals with traumatic spinal cord injuries (SCIs) have lower subjective well-being and diminished longevity, yet there is a lack of research on how life satisfaction and changes in life satisfaction relate to longevity. Objectives To identify the relationships between survival status and life satisfaction and its changing trend over a 10-year period. Methods Data were taken from the SCI Longitudinal Aging Study. A cohort study of 676 adult participants with SCI completed three assessments separated by 5-year intervals. We applied the survival analyses by using person-year logistic regression models. Results There were 135 participants (20%) who were deceased by the end of 2019. After controlling for demographic and injury factors, life satisfaction was significantly related to survival. In the final model, having an upward trend of life satisfaction was significantly associated with lower odds of mortality, whereas a downward trend in life satisfaction was not significant. Conclusion Our findings demonstrate the importance of current life satisfaction and having a trend toward improving satisfaction to survival. The findings indicated the importance of psychosocial adaptation to life quality and longevity after SCI.
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Affiliation(s)
- Yue Cao
- College of Health Professions, Medical University of South Carolina, Charleston, South Carolina
| | - Nicole DiPiro
- College of Health Professions, Medical University of South Carolina, Charleston, South Carolina
| | - James S. Krause
- College of Health Professions, Medical University of South Carolina, Charleston, South Carolina
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Falls During Inpatient Rehabilitation After Spinal Cord Injury: Characterization, Clock-Hour Visualization, and Time to Event Predictors. Arch Phys Med Rehabil 2023:S0003-9993(23)00085-0. [PMID: 36736805 DOI: 10.1016/j.apmr.2023.01.010] [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: 07/25/2022] [Revised: 12/29/2022] [Accepted: 01/05/2023] [Indexed: 02/04/2023]
Abstract
OBJECTIVES To (1) determine fall characteristics (eg, cause, location, witnesses) of inpatients with spinal cord injury (SCI) and whether they were different for ambulatory persons vs wheelchair users; (2) visualize the total number of daily falls per clock-hour for different inpatients' features (eg, cause of injury, age); (3) compare clinical and demographic characteristics of inpatients who experienced a first fall event vs inpatients who did not experience such event; and (4) identify first fall event predictors. DESIGN Retrospective observational cohort study. SETTING Institution for inpatient neurologic rehabilitation. PARTICIPANTS Persons with SCI (N=1294) admitted to a rehabilitation facility between 2005 and 2022. INTERVENTIONS Not applicable. MAIN OUTCOME MEASURES Functional independence measure (FIM), Hospital Anxiety and Depression Scale (HADS), American Spinal Injury Association Impairment Scale (AIS), and Spinal Cord Independence Measure (SCIM) at admission. Kaplan-Meier survival curves and Cox proportional hazards models were used. RESULTS A total of 502 fall events were experienced by 369 ambulatory inpatients (19.8%) and wheelchair users (80.2%) in 63.9% of cases being alone, with cause, situation, and location significantly different in both groups. Clock-hour visualizations revealed an absolute peak at 12 AM (complete or incomplete injuries, with paraplegia or tetraplegia) but a relative peak at 9 AM mainly including incomplete patients with paraplegia. Of the (n=1294) included patients, 16.8% experienced at least 1 fall. Fallen patients reported higher levels of HADS depression, lower total SCIM, and longer time since injury to admission, with no differences in age, sex, educational level, FIM (quasi-significant), and AIS grade. Multivariable Cox proportional hazards identified time since injury to admission and AIS grade D as significant predictors of first fall event. CONCLUSIONS Falls identification, characterization, and clock-hour visualization can support decisions for mitigation strategies specifically addressed to inpatients with SCI. Fall predictors were identified as a first step for future research.
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Shin JC, Ahn KH, Cho KH, Cho SH, Im SH. Feasibility of 24-h urine creatinine clearance as a renal function monitoring tool in spinal cord injury patients. Int J Urol 2023; 30:100-106. [PMID: 36305675 DOI: 10.1111/iju.15069] [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: 02/08/2022] [Accepted: 09/25/2022] [Indexed: 01/31/2023]
Abstract
OBJECTIVE Renal dysfunction is a major cause of morbidity in patients with spinal cord injury (SCI). A 24-h urine creatinine (Cr) clearance (24-h urine CCr) is cost-effective and easy to implement compared to renal scintigraphy in the evaluation of renal function. This study aimed to verify the feasibility of 24-h urine CCr in the SCI population by assessing the correlation with effective renal plasma flow (ERPF) on renal scintigraphy. METHODS Data from 245 SCI patients (189 males, mean age: 50.2 years) were used in this retrospective review. Clinical characteristics, 24-h urine CCr, serum Cr, comorbidities, and body composition analyses were assessed for correlation with laboratory parameters including renal scintigraphy. Strong predictors of ERPF were determined by multivariate linear regression analysis. Areas under receiver-operating characteristic curves were calculated to evaluate the discriminating power of 24-h urine CCr to predict ERPF <250 ml/min. RESULTS Spinal cord injury patients showed tubular dysfunction despite normal serum Cr and 24-h urine CCr. There was a significant correlation between 24-h urine CCr and ERPF, and 24-h urine CCr was one of the strongest predictors for ERPF (area under the curve 0.72, 95% CI 0.64-0.80, p < 0.000) among other parameters such as age, appendicular lean mass index, and body mass index. 24-h urine CCr was an independent predictor of ERPF in subacute (R2 = 0.497, p < 0.001) and chronic SCI patients (R2 = 0.664, p < 0.0001). The optimized 24-h urine CCr cut-off was 139.4 ml/min/1.72 m2 for predicting decreased ERPF <250 ml/min (sensitivity 67.6% and specificity 64.0%). CONCLUSION 24-h urine CCr is a sensitive indicator for renal function deterioration of SCI patients. Further longitudinal studies with larger numbers of SCI patients are needed to confirm the feasibility of 24-h urine CCr for monitoring this population.
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Affiliation(s)
- Ji Cheol Shin
- Department and Research Institute of Rehabilitation Medicine, Severance Hospital, Yonsei University College of Medicine, Seoul, Republic of Korea
| | - Kwang Ho Ahn
- Department and Research Institute of Rehabilitation Medicine, Severance Hospital, Yonsei University College of Medicine, Seoul, Republic of Korea
| | - Kye Hee Cho
- Department of Rehabilitation Medicine, CHA Ilsan Medical Center, CHA University School of Medicine, Goyang, Republic of Korea
| | - Su Hyun Cho
- Department and Research Institute of Rehabilitation Medicine, Severance Hospital, Yonsei University College of Medicine, Seoul, Republic of Korea
| | - Sang Hee Im
- Department and Research Institute of Rehabilitation Medicine, Severance Hospital, Yonsei University College of Medicine, Seoul, Republic of Korea
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Respiratory Complications and Weaning Considerations for Patients with Spinal Cord Injuries: A Narrative Review. J Pers Med 2022; 13:jpm13010097. [PMID: 36675758 PMCID: PMC9861966 DOI: 10.3390/jpm13010097] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/05/2022] [Revised: 12/27/2022] [Accepted: 12/29/2022] [Indexed: 01/03/2023] Open
Abstract
Respiratory complications following traumatic spinal cord injury are common and are associated with high morbidity and mortality. The inability to cough and clear secretions coupled with weakened respiratory and abdominal muscles commonly leads to respiratory failure, pulmonary edema, and pneumonia. Higher level and severity of the spinal cord injury, history of underlying lung pathology, history of smoking, and poor baseline health status are potential predictors for patients that will experience respiratory complications. For patients who may require prolonged intubation, early tracheostomy has been shown to lead to improved outcomes. Prediction models to aid clinicians with the decision and timing of tracheostomy have been shown to be successful but require larger validation studies in the future. Mechanical ventilation weaning strategies also require further investigation but should focus on a combination of optimizing ventilator setting, pulmonary toilet techniques, psychosocial well-being, and an aggressive bowel regimen.
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Javeed S, Greenberg JK, Zhang JK, Dibble CF, Khalifeh JM, Liu Y, Wilson TJ, Yang LJ, Park Y, Ray WZ. Derivation and Validation of a Clinical Prediction Rule for Upper Limb Functional Outcomes After Traumatic Cervical Spinal Cord Injury. JAMA Netw Open 2022; 5:e2247949. [PMID: 36542381 PMCID: PMC9857030 DOI: 10.1001/jamanetworkopen.2022.47949] [Citation(s) in RCA: 9] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 12/24/2022] Open
Abstract
IMPORTANCE Traumatic cervical spinal cord injury (SCI) can result in debilitating paralysis. Following cervical SCI, accurate early prediction of upper limb recovery can serve an important role in guiding the appropriateness and timing of reconstructive therapies. OBJECTIVE To develop a clinical prediction rule to prognosticate upper limb functional recovery after cervical SCI. DESIGN, SETTING, AND PARTICIPANTS This prognostic study was a retrospective review of a longitudinal cohort study including patients enrolled in the National SCI model systems (SCIMS) database in US. Eligible patients were 15 years or older with tetraplegia (neurological level of injury C1-C8, American Spinal Cord Injury Association [ASIA] impairment scale [AIS] A-D), with early (within 1 month of SCI) and late (1-year follow-up) clinical examinations from 2011 to 2016. The data analysis was conducted from September 2021 to June 2022. MAIN OUTCOMES AND MEASURES The primary outcome was a composite of dependency in eating, bladder management, transfers, and locomotion domains of functional independence measure at 1-year follow-up. Each domain ranges from 1 to 7 with a lower score indicating greater functional dependence. Composite dependency was defined as a score of 4 or higher in at least 3 chosen domains. Multivariable logistic regression was used to predict the outcome based on early neurological variables. Discrimination was quantified using C statistics, and model performance was internally validated with bootstrapping and 10-fold cross-validation. The performance of the prediction score was compared with AIS grading. Data were split into derivation (2011-2014) and temporal-validation (2015-2016) cohorts. RESULTS Among 2373 patients with traumatic cervical SCI, 940 had complete 1-year outcome data (237 patients [25%] aged 60 years or older; 753 men [80%]). The primary outcome was present in 118 patients (13%), which included 92 men (78%), 83 (70%) patients who were younger than 60 years, and 73 (62%) patients experiencing AIS grade A SCI. The variables significantly associated with the outcome were age (age 60 years or older: OR, 2.31; 95% CI, 1.26-4.19), sex (men: OR, 0.60; 95% CI, 0.31-1.17), light-touch sensation at C5 (OR, 0.44; 95% CI, 0.44-1.01) and C8 (OR, 036; 95% CI, 0.24-0.53) dermatomes, and motor scores of the elbow flexors (C5) (OR, 0.74; 95% CI, 0.60-0.89) and wrist extensors (C6) (OR, 0.61; 95% CI, 0.49-0.75). A multivariable model including these variables had excellent discrimination in distinguishing dependent from independent patients in the temporal-validation cohort (C statistic, 0.90; 95% CI, 0.88-0.93). A clinical prediction score (range, 0 to 45 points) was developed based on these measures, with higher scores increasing the probability of dependency. The discrimination of the prediction score was significantly higher than from AIS grading (change in AUC, 0.14; 95% CI, 0.10-0.18; P < .001). CONCLUSIONS AND RELEVANCE The findings of this study suggest that this prediction rule may help prognosticate upper limb function following cervical SCI. This tool can be used to set patient expectations, rehabilitation goals, and aid decision-making regarding the appropriateness and timing for upper limb reconstructive surgeries.
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Affiliation(s)
- Saad Javeed
- Department of Neurological Surgery, Washington University, St. Louis, Missouri
| | - Jacob K. Greenberg
- Department of Neurological Surgery, Washington University, St. Louis, Missouri
| | - Justin K. Zhang
- Department of Neurological Surgery, Washington University, St. Louis, Missouri
| | | | - Jawad M. Khalifeh
- Department of Neurological Surgery, Johns Hopkins University, Baltimore, Maryland
| | - Ying Liu
- Division of Public Health Sciences, Department of Surgery, Washington University School of Medicine, St Louis, Missouri
| | - Thomas J. Wilson
- Department of Neurosurgery, Stanford University, Stanford, California
| | - Lynda J. Yang
- Department of Neurological Surgery, University of Michigan School of Medicine, Ann Arbor
| | - Yikyung Park
- Department of Neurological Surgery, Johns Hopkins University, Baltimore, Maryland
| | - Wilson Z. Ray
- Department of Neurological Surgery, Washington University, St. Louis, Missouri
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12
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Girão AF, Serrano MC, Completo A, Marques PAAP. Is Graphene Shortening the Path toward Spinal Cord Regeneration? ACS NANO 2022; 16:13430-13467. [PMID: 36000717 PMCID: PMC9776589 DOI: 10.1021/acsnano.2c04756] [Citation(s) in RCA: 16] [Impact Index Per Article: 5.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 05/09/2023]
Abstract
Along with the development of the next generation of biomedical platforms, the inclusion of graphene-based materials (GBMs) into therapeutics for spinal cord injury (SCI) has potential to nourish topmost neuroprotective and neuroregenerative strategies for enhancing neural structural and physiological recovery. In the context of SCI, contemplated as one of the most convoluted challenges of modern medicine, this review first provides an overview of its characteristics and pathophysiological features. Then, the most relevant ongoing clinical trials targeting SCI, including pharmaceutical, robotics/neuromodulation, and scaffolding approaches, are introduced and discussed in sequence with the most important insights brought by GBMs into each particular topic. The current role of these nanomaterials on restoring the spinal cord microenvironment after injury is critically contextualized, while proposing future concepts and desirable outputs for graphene-based technologies aiming to reach clinical significance for SCI.
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Affiliation(s)
- André F. Girão
- Centre
for Mechanical Technology and Automation (TEMA), Department of Mechanical
Engineering, University of Aveiro (UA), Aveiro, 3810-193, Portugal
- Instituto
de Ciencia de Materiales de Madrid (ICMM), Consejo Superior de Investigaciones Científicas (CSIC), Calle Sor Juana Inés de la
Cruz 3, Madrid, 28049, Spain
- (A.F.G.)
| | - María Concepcion Serrano
- Instituto
de Ciencia de Materiales de Madrid (ICMM), Consejo Superior de Investigaciones Científicas (CSIC), Calle Sor Juana Inés de la
Cruz 3, Madrid, 28049, Spain
- (M.C.S.)
| | - António Completo
- Centre
for Mechanical Technology and Automation (TEMA), Department of Mechanical
Engineering, University of Aveiro (UA), Aveiro, 3810-193, Portugal
| | - Paula A. A. P. Marques
- Centre
for Mechanical Technology and Automation (TEMA), Department of Mechanical
Engineering, University of Aveiro (UA), Aveiro, 3810-193, Portugal
- (P.A.A.P.M.)
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Cao Y, DiPiro ND, Jarnecke M, Krause JS. Social participation as a mediator of the relationships of socioeconomic factors and longevity after traumatic spinal cord injury. Spinal Cord 2022; 60:799-804. [PMID: 35379958 PMCID: PMC9444867 DOI: 10.1038/s41393-022-00794-x] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/01/2021] [Revised: 03/17/2022] [Accepted: 03/18/2022] [Indexed: 01/22/2023]
Abstract
STUDY DESIGN Cohort study. OBJECTIVE Previous research has indicated that socioeconomic factors affect longevity after traumatic spinal cord injury (SCI). Our purpose was to evaluate whether social participation mediates the relationship between socioeconomic factors and survival status after SCI. SETTING Medical university in the southeastern United States. METHODS Participants (N = 1540) met the following inclusion criteria: traumatic SCI of at least 1-year duration, minimum of 18 years of age, and having residual impairment from SCI. The main outcome measures were a) survival status as of December 31, 2019, identified by the National Death Index (NDI) search, b) socioeconomic status (SES), measured by education, employment status, and family income, and c) participation, measured by marital/relationship status, hours out of bed per day, days leaving home per week, and nights away home during the past year. RESULTS Thirty nine percent of participants (n = 602) were decreased by the end of 2019. Socioeconomic factors were associated with longevity controlling for demographic, injury characteristics, and health status. However, the association of SES with longevity was mediated by three social participation mobility indicators (hours out of bed, days out of house, and nights away from home), such that SES was no longer significantly related to longevity after inclusion of the participation variables. CONCLUSIONS Although socioeconomic factors are related to longevity, their relationship appears to be mediated by social participation mobility indicators. Intervention studies are needed to address the modifiable factors that may promote longevity, including promoting an active lifestyle.
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Affiliation(s)
- Yue Cao
- College of Health Professions, Medical University of South Carolina, Charleston, SC
| | - Nicole D. DiPiro
- College of Health Professions, Medical University of South Carolina, Charleston, SC
| | - Melinda Jarnecke
- College of Health Professions, Medical University of South Carolina, Charleston, SC
| | - James S. Krause
- College of Health Professions, Medical University of South Carolina, Charleston, SC
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Yokota K, Masuda M, Koga R, Uemura M, Koga T, Nakashima Y, Kawano O, Maeda T. Diaphragm pacing implantation in Japan for a patient with cervical spinal cord injury: A case report. Medicine (Baltimore) 2022; 101:e29719. [PMID: 35776996 PMCID: PMC9239610 DOI: 10.1097/md.0000000000029719] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 01/05/2023] Open
Abstract
RATIONALE Traumatic cervical spinal cord injury (SCI) is a devastating condition leading to respiratory failure that requires permanent mechanical ventilation, which is the main driver of increased medical costs. There is a great demand for establishing therapeutic interventions to treat respiratory dysfunction following severe cervical SCI. PATIENT CONCERNS AND DIAGNOSIS We present a 24-year-old man who sustained a cervical displaced C2-C3 fracture with SCI due to a traffic accident. As the patient presented with tetraplegia and difficulty in spontaneous breathing following injury, he was immediately intubated and placed on a ventilator with cervical external fixation by halo orthosis. The patient then underwent open reduction and posterior fusion of the cervical spine 3 weeks after injury. Although the patient showed significant motor recovery of the upper and lower limbs over time, only a slight improvement in lung capacity was observed. INTERVENTIONS AND OUTCOMES At 1.5 years after injury, a diaphragmatic pacing stimulator was surgically implanted to support the patient's respiratory function. The mechanical ventilator support was successfully withdrawn from the patient 14 weeks after implantation. We observed that both the vital capacity and tidal volume of the patient were significantly promoted following implantation. The patient finally returned to daily life without any mechanical support. LESSONS The findings of this report suggest that diaphragmatic pacing implantation could be a promising treatment for improving respiratory function after severe cervical SCI. To our knowledge, this is the first SCI patient treated with a diaphragm pacing implantation covered by official medical insurance in Japan.
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Affiliation(s)
- Kazuya Yokota
- Department of Orthopaedic Surgery, Japan Labor Health and Welfare Organization Spinal Injuries Center, Fukuoka, Japan
- Departments of Orthopaedic Surgery, Graduate School of Medical Sciences, Kyushu University, Fukuoka, Japan
- *Correspondence: Kazuya Yokota, Department of Orthopaedic Surgery, Japan Labor Health and Welfare Organization Spinal Injuries Center, 550-4 Igisu, Iizuka, Fukuoka 820-0053, Japan (e-mail: )
| | - Muneaki Masuda
- Department of Orthopaedic Surgery, Japan Labor Health and Welfare Organization Spinal Injuries Center, Fukuoka, Japan
| | - Ryuichiro Koga
- Department of Rehabilitation Medicine, Japan Labor Health and Welfare Organization Spinal Injuries Center, Fukuoka, Japan
| | - Masatoshi Uemura
- Department of Rehabilitation Medicine, Japan Labor Health and Welfare Organization Spinal Injuries Center, Fukuoka, Japan
| | - Tadashi Koga
- Department of Surgery, Iizuka Hospital, Fukuoka, Japan
| | - Yasuharu Nakashima
- Departments of Orthopaedic Surgery, Graduate School of Medical Sciences, Kyushu University, Fukuoka, Japan
| | - Osamu Kawano
- Department of Orthopaedic Surgery, Japan Labor Health and Welfare Organization Spinal Injuries Center, Fukuoka, Japan
| | - Takeshi Maeda
- Department of Orthopaedic Surgery, Japan Labor Health and Welfare Organization Spinal Injuries Center, Fukuoka, Japan
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Chen Y, Wen H, Baidwan NK, DeVivo MJ. Demographic and Health Profiles of People Living With Traumatic Spinal Cord Injury in the United States During 2015-2019: Findings from the Spinal Cord Injury Model Systems Database. Arch Phys Med Rehabil 2022; 103:622-633. [PMID: 34808122 DOI: 10.1016/j.apmr.2021.11.001] [Citation(s) in RCA: 15] [Impact Index Per Article: 5.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/07/2021] [Revised: 10/21/2021] [Accepted: 11/02/2021] [Indexed: 01/07/2023]
Abstract
OBJECTIVE To estimate the population profile of people living with traumatic spinal cord injury (TSCI) to help evaluate health care needs of this aging population. DESIGN Cross-sectional study. SETTING SCI Model Systems (SCIMS) centers in the United States. PARTICIPANTS Individuals (N=20,437) who: (1) incurred a TSCI between 1972 and 2019, (2) were initially treated at one of the SCIMS centers, and (3) were alive during the period from 2015 to 2019. INTERVENTIONS Not applicable. MAIN OUTCOME MEASURES Demographics, injury characteristics, health conditions, and social participation, as compared with previous estimates in 2008 and general population statistics in 2017. RESULTS People living with TSCI during the period from 2015-2019 (mean years since injury, 18y; 79.4% male, and 62.5% White) were older (51.6 vs 45.0y) and had a higher percentage of C1-C4 (21.9% vs 17.0%) and American Spinal Injury Association Impairment Scale D injuries (31.5% vs 26.0%) compared with the 2008 TSCI population profile. Although the proportion of people with a bachelor's degree or higher was similar between the TSCI and general US populations (30.7% vs 32.0%), the employment rate was lower in the TSCI population (24.0% vs 59.5%). People are affected by various medical problems over time post TSCI. The prevalence of pain and urinary tract infection remained high over postinjury years, at 86.1% and 52.6%, respectively. Rehospitalization and depression were most common during the first year (34.9% and 22.3%, respectively), and pressure injury was more common among those 20 years or more postinjury (>30.0%). Health conditions declined with advanced age, including self-perceived health, diabetes, and institutional residence. People who survived TSCI for years, however, had relatively good degrees of independence and social participation. CONCLUSION Study findings highlight the need for greater involvement of primary care providers and geriatricians in the continuity of care for SCI to promote healthy aging. Improvement in employment should also be the target in promoting social participation and quality of life.
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Affiliation(s)
- Yuying Chen
- Department of Physical Medicine and Rehabilitation, University of Alabama at Birmingham, Birmingham, AL.
| | - Huacong Wen
- Department of Physical Medicine and Rehabilitation, University of Alabama at Birmingham, Birmingham, AL
| | - Navneet Kaur Baidwan
- Department of Health Services Administration and UAB-Lakeshore Research Collaborative, School of Health Professions, University of Alabama at Birmingham, Birmingham, AL
| | - Michael J DeVivo
- Department of Physical Medicine and Rehabilitation, University of Alabama at Birmingham, Birmingham, AL
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Wen H, DeVivo MJ, Heinemann AW, Krause JS, Robinson-Whelen S, Chen Y. Mortality Beyond the First Year After Spinal Cord Injury: Does Body Mass Index Matter? Arch Phys Med Rehabil 2021; 103:711-721. [PMID: 34800475 DOI: 10.1016/j.apmr.2021.08.026] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/17/2021] [Revised: 07/22/2021] [Accepted: 08/03/2021] [Indexed: 11/28/2022]
Abstract
OBJECTIVE To examine the association between body mass index (BMI [calculated as weight in kilograms divided by height in meters squared]) and mortality after the first year post spinal cord injury (SCI) overall and across demographic and injury characteristics. DESIGN Cohort study. SETTING Sixteen Spinal Cord Injury Model Systems (SCIMS) centers. PARTICIPANTS SCIMS Database participants age 20 years or older and having a BMI assessment during the 2007-2011 wave of data collection. INTERVENTIONS Not applicable. MAIN OUTCOME MEASURES All-cause mortality rate. Life table method and log-rank test were used to estimate and compare mortality rates across BMI groups and other factors. Cox proportional hazard regression model was conducted to estimate hazard ratio (HR) and 95% confidence interval (CI). RESULTS A total of 2346 participants (N=2346) with SCI were classified into 1 of the 8 BMI groups: <18.5 (6.9%), 18.5-19.9 (7.3%), 20.0-22.49 (15.0%), 22.5-24.9 (18.8%), 25.0-27.49 (17.5%), 27.5-29.9 (13.2%), 30.0-34.9 (13.5%), and ≥35.0 (7.8%). Compared with people with BMI of 22.5-29.9, a higher mortality risk was observed among people with BMI<18.5 (HR, 1.76; 95% CI, 1.25-2.49), 18.5-19.9 (HR, 1.51; 95% CI, 1.06-2.15), and ≥35.0 (HR, 1.51; 95% CI, 1.11-2.07) after adjusting for confounding factors (sex, age at the time of BMI assessment, marital status, neurologic status). The U-shape BMI-mortality relationship varied by age, sex, neurologic status, and years since injury. CONCLUSIONS To improve life expectancy after SCI, health care professionals could focus on weight management among patients with relatively low and extremely high BMI, defined by demographic and injury-related characteristics. Future studies should explore factors that contribute to such a higher mortality after SCI, including pre-existing conditions, poor diet and/or nutrition, and cardiorespiratory fitness.
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Affiliation(s)
- Huacong Wen
- Department of Physical Medicine and Rehabilitation, University of Alabama at Birmingham, Birmingham, AL
| | - Michael J DeVivo
- Department of Physical Medicine and Rehabilitation, University of Alabama at Birmingham, Birmingham, AL
| | - Allen W Heinemann
- Shirley Ryan AbilityLab, Chicago, Illinois; Department of Physical Medicine and Rehabilitation, Feinberg School of Medicine, Northwestern University, Chicago, IL
| | - James S Krause
- College of Health Professions, Medical University of South Carolina, Charleston, SC
| | - Susan Robinson-Whelen
- TIRR Memorial Hermann, Houston, TX; Baylor College of Medicine, Houston, TX; University of Texas Health Science Center at Houston (UTHealth), Houston, TX
| | - Yuying Chen
- Department of Physical Medicine and Rehabilitation, University of Alabama at Birmingham, Birmingham, AL.
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17
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Wang X, Wang Q, Tian H, Lv W, Song L, Li Z, Yao H, Shi S. Electroacupuncture in promoting neural repair after spinal cord injury: Inhibiting the Notch signaling pathway and regulating downstream proteins expression. Anat Rec (Hoboken) 2021; 304:2494-2505. [PMID: 34636492 DOI: 10.1002/ar.24779] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/31/2021] [Revised: 08/28/2021] [Accepted: 09/02/2021] [Indexed: 12/14/2022]
Abstract
Spinal cord injury (SCI) is one of the serious central nervous system injuries and the incidence of SCI continues to increase. Previous studies have indicated that electroacupuncture (EA) is beneficial for promoting recovery after SCI. In the present study, we attempted to evaluate how EA can promote the neural repair in SCI model rats by observing changes in the Notch signaling pathway. Experimental rats were randomly divided into four groups. Each group had its own intervention period: 1 day, 7 days, 14 days, and 28 days, and five randomized subgroups: blank control (B) group, blank electroacupuncture (BE) group, sham operation (S) group, model control (M) group and EA group. Animals in the EA group and the BE group were treated with EA at Dazhui (GV14) and Mingmen (GV4) acupoints for 20 min. After the intervention period, the Basso-Beattie-Bresnahan (BBB) score was used to evaluate the neurological function. We found that BBB score increased in EA-treated groups. Hematoxylin and eosin staining was used to observe pathological changes in the injured spinal cord and the results showed that EA therapy could promote the repair of injured spinal cord tissue. Immunohistochemistry and Western blot methods were used to detect the expression of proteins Delta1, Presenilin1, Hes1, and Hes5 in the injured spinal cord. The results showed that the expression levels of Delta1, Presenilin1, Hes1, and Hes5 increased significantly after SCI and decreased after EA treatment. Our study suggested that the possible mechanism by which EA could benefit the recovery after SCI in rats may include inhibiting the Notch signaling pathway and regulating the downstream proteins expression. In addition, our study can provide reference for selecting acupoints and treatment cycle in the treatment of SCI.
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Affiliation(s)
- Xin Wang
- The Department of Acupuncture and Moxibustion, Beijing Hospital of Traditional Chinese Medicine, Capital Medical University, Beijing Key Laboratory of Acupuncture Neuromodulation, Beijing, China
| | - Qiaoxia Wang
- School of Life Sciences, Beijing University of Chinese Medicine, Beijing, China
| | - Huiling Tian
- Institute of Traditional Chinese Medicine, Capital Medical University, Beijing, China
| | - Wei Lv
- Department of Traditional Chinese Medicine, Shuangqiao Hospital, Beijing, China
| | - Liangyu Song
- Chaoyangmen Community Health Service Center, Beijing, China
| | - Zhigang Li
- School of Acupuncture-Moxibustion and Tuina, Beijing University of Chinese Medicine, Beijing, China
| | - Haijiang Yao
- Treatment Center of Traditional Chinese Medicine, Beijing Bo'ai Hospital, China Rehabilitation Research Center, School of Rehabilitation, Capital Medical University, Beijing, China
| | - Suhua Shi
- Department of Rehabilitation, The Third Affiliated Hospital of Beijing University of Chinese Medicine, Beijing, China
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18
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Wen H, DeVivo MJ, Mehta T, Kaur Baidwan N, Chen Y. The impact of body mass index on one-year mortality after spinal cord injury. J Spinal Cord Med 2021; 44:563-571. [PMID: 31729925 PMCID: PMC8288132 DOI: 10.1080/10790268.2019.1688021] [Citation(s) in RCA: 10] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 02/08/2023] Open
Abstract
Objective: Evaluate the association between body mass index (BMI, kg/m2) and one-year mortality among people who survived the first 90 days after spinal cord injury (SCI).Design: Cohort study.Setting: Eighteen SCI Model Systems centers throughout the United States.Participants: 6640 participants (men, 79.6%; mean age, 42.8 ± 17.7y; Whites, 62.3%) who had an SCI between October 2006 and March 2017.Interventions: Not applicable.Outcome Measures: All-cause mortality and causes of death. Life table method was used to estimate mortality rates, while Cox proportional hazard model was conducted to assess the impact of BMI on mortality after adjusting for demographic and injury-related factors.Results: Based on BMI obtained during initial rehabilitation, participants were classified into underweight (4.2%), normal weight (41.2%), overweight (30.9%) and obese (23.8%) groups, and their corresponding one-year mortality rates were 2.6%, 1.8%, 3.1%, 3.5%, respectively (P = 0.002). After adjusting for potential confounding factors, people with obesity had a higher mortality risk than those with normal weight (hazard ratio, 1.51; 95% confidence interval, 1.00-2.28). The most frequent causes of death for people with obesity were infective and parasitic diseases and respiratory diseases, while respiratory diseases were the most frequent for people with other BMI statuses.Conclusion: People with obesity who incur an SCI need special attention to prevent early mortality. Future studies should explore factors that contribute to such a higher mortality after SCI, such as preexisting conditions and comorbidities. The effects of BMI on long-term mortality also deserve further investigation.
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Affiliation(s)
- Huacong Wen
- Department of Physical Therapy, School of Health Professionals, University of Alabama at Birmingham, Birmingham, Alabama, USA,Department of Physical Medicine and Rehabilitation, University of Alabama at Birmingham, Birmingham, Alabama, USA
| | - Michael J. DeVivo
- Department of Physical Medicine and Rehabilitation, University of Alabama at Birmingham, Birmingham, Alabama, USA
| | - Tapan Mehta
- Department of Health Services Administration, School of Health Professionals, University of Alabama at Birmingham, Birmingham, Alabama, USA,UAB-Lakeshore Research Collaborative, School of Health Professions, University of Alabama at Birmingham, Alabama, USA
| | - Navneet Kaur Baidwan
- Department of Health Services Administration, School of Health Professionals, University of Alabama at Birmingham, Birmingham, Alabama, USA,UAB-Lakeshore Research Collaborative, School of Health Professions, University of Alabama at Birmingham, Alabama, USA
| | - Yuying Chen
- Department of Physical Medicine and Rehabilitation, University of Alabama at Birmingham, Birmingham, Alabama, USA,Correspondence to: Yuying Chen, Spain Rehabilitation Center, Room 515, 1717 Sixth Avenue South, Birmingham, AL35249-7330, USA; Ph: 205-934-3329.
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19
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Demographic and clinical characteristics of individuals with traumatic spinal cord injury in Argentina from 2015 to 2019: a multicenter study. Spinal Cord Ser Cases 2020; 6:109. [PMID: 33273455 DOI: 10.1038/s41394-020-00362-6] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/24/2020] [Revised: 10/31/2020] [Accepted: 11/08/2020] [Indexed: 11/08/2022] Open
Abstract
STUDY DESIGN Descriptive and ambispective study. OBJECTIVES To describe the demographics, clinical characteristics, and etiologies of traumatic spinal cord injury (TSCI) in a metropolitan region of Argentina. SETTING Five inpatient rehabilitation centers in Buenos Aires, Argentina. METHODS We included all patients with acute TSCI who required hospital treatment at five rehabilitation facilities between 2015 and 2019. We collected data using portions of the International Spinal Cord Injury (SCI) Core Data Set. RESULTS We registered 186 individuals as having TSCI. The males were 77% of the total sample. The mean age was 36 (SD ± 15.7) years. The distribution between paraplegia and tetraplegia was 50.3% and 49.7%, respectively. TSCI was complete in 57.3%. Including patients with motor complete SCI, the percentage reached 71.9% of the sample. Vehicular collisions were the leading cause of TSCI (47.3%), followed by falls (21.5%) and assaults (16.1%). CONCLUSIONS We collected data about demographics, clinical characteristics, and aetiologies of TSCI for the first time in Argentina. The predominant demographic profile of the individuals with TSCI was of young males with complete SCI. We found the most important cause of TSCI was vehicular collisions. Implementation of road safety strategies in this target population might decrease the incidence of TSCI.
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20
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Slocum C, Halloran M, Unser C. A Primary Care Provider's Guide to Clinical Needs of Women With Spinal Cord Injury. Top Spinal Cord Inj Rehabil 2020; 26:166-171. [PMID: 33192043 DOI: 10.46292/sci2603-166] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/19/2022]
Abstract
Women are a growing proportion of individuals with SCI and have distinctive health needs spanning the life course that demand deliberate consideration and clinical expertise. Practitioners caring for women with SCI must incorporate broad medical knowledge of SCI physiology and health promotion for women, including differences in complication rates following SCI, and work collaboratively with rehabilitation, medical, and surgical specialists to optimize function and health for women with SCI. Clinical researchers must continue to perform population-based studies to best characterize the evolving needs of women with SCI and evaluate treatment efficacy and care delivery models to best serve this population.
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Affiliation(s)
| | - Molly Halloran
- Thomas Jefferson University Department of Medicine, Philadelphia, Pennsylvania
| | - Cody Unser
- Cody Unser First Step Foundation, Albuquerque, New Mexico
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21
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Peterson MD, Kamdar N, Chiodo A, Tate DG. Psychological Morbidity and Chronic Disease Among Adults With Traumatic Spinal Cord Injuries: A Longitudinal Cohort Study of Privately Insured Beneficiaries. Mayo Clin Proc 2020; 95:920-928. [PMID: 32299672 DOI: 10.1016/j.mayocp.2019.11.029] [Citation(s) in RCA: 24] [Impact Index Per Article: 4.8] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 08/19/2019] [Revised: 10/23/2019] [Accepted: 11/25/2019] [Indexed: 11/23/2022]
Abstract
OBJECTIVE To compare the longitudinal incidence of psychological morbidities and multimorbidity and estimates of chronic diseases among adults with spinal cord injuries (SCIs) as compared with adults without SCIs. METHODS Privately insured beneficiaries who had medical coverage at any time between January 1, 2001, and December 31, 2017 were included if they had an International Classification of Diseases, Ninth Revision, Clinical Modification diagnostic code for a traumatic SCI (n=6,847). RESULTS Adults with SCIs (n=6847) had a higher incidence of adjustment reaction (7.2% [n=493] vs 5.0% [n=42,862]), anxiety disorders (19.3% [n=1,322] vs 14.1% [n=120,872]), depressive disorders (29.3% [n=2,006] vs 9.3% [n=79,724]), alcohol dependence (2.4% [n=164] vs 1.0% [n=8,573]), drug dependence (2.3% [n=158] vs 0.8% [n=6,858]), psychogenic pain (1.0% [n=69] vs 0.2% [n=1,715]), dementia (6.5% [n=445] vs 1.5% [n=12,859]), insomnia (10.9% [n=746] vs 7.2% [n=61,722]), and psychological multimorbidity (37.4% [n=2,561] vs 23.9% [n=204,882]) as compared with adults without SCIs (n=857,245). The adjusted hazard ratios (HRs) of each psychological outcome were significantly higher for individuals with SCI and ranged from 1.18 (95% CI, 1.08-1.29) for anxiety disorders to 3.32 (95% CI, 1.93-5.71) for psychogenic pain. Adults with SCIs also had a significantly higher prevalence of all chronic diseases and chronic disease multimorbidity (51.1% vs 14.1%), except human immunodeficiency virus infection/AIDS. After propensity matching for age, education, race, sex, and chronic diseases (n=5884 matched pairs), there was still a significantly higher incidence of most psychological disorders and psychological multimorbidity among adults with SCIs. CONCLUSION Adults with traumatic SCIs experienced an increased incidence of psychological morbidities and multimorbidity as compared with adults without SCIs. Clinical efforts are needed to improve mental health screening and targeted interventions to reduce the risk for psychological disease onset in the traumatic SCI population.
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Affiliation(s)
- Mark D Peterson
- Department of Physical Medicine and Rehabilitation, Michigan Medicine, University of Michigan, Ann Arbor, MI; Institute for Healthcare Policy and Innovation, Michigan Medicine, University of Michigan, Ann Arbor, MI.
| | - Neil Kamdar
- Institute for Healthcare Policy and Innovation, Michigan Medicine, University of Michigan, Ann Arbor, MI; Department of Obstetrics and Gynecology, Michigan Medicine, University of Michigan, Ann Arbor, MI; Department of Emergency Medicine, Michigan Medicine, University of Michigan, Ann Arbor, MI; Department of Surgery, Michigan Medicine, University of Michigan, Ann Arbor, MI
| | - Anthony Chiodo
- Department of Physical Medicine and Rehabilitation, Michigan Medicine, University of Michigan, Ann Arbor, MI
| | - Denise G Tate
- Department of Physical Medicine and Rehabilitation, Michigan Medicine, University of Michigan, Ann Arbor, MI
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22
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Zhou L, Ma YC, Tang X, Li WY, Ma Y, Wang RL. Identification of the potential dual inhibitor of protein tyrosine phosphatase sigma and leukocyte common antigen-related phosphatase by virtual screen, molecular dynamic simulations and post-analysis. J Biomol Struct Dyn 2019; 39:45-62. [PMID: 31842717 DOI: 10.1080/07391102.2019.1705913] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/19/2022]
Abstract
Owing to their inhibitory role in regulating oligodendrocyte differentiation and apoptosis, protein tyrosine phosphatase sigma (PTPσ) and leukocyte common antigen-related phosphatase (LAR) play a crucial potential role in treating spinal cord injury (SCI) disease. In this research, the computer aided drug design (CADD) methods were applied to discover the potential dual-target drug involving virtual screen, molecular docking and molecular dynamic simulation. Initially, the top 20 compounds with higher docking score than the positive controls (ZINC13749892, ZINC14516161) were virtually screened out from NCI and ZINC databases, and then were submitted in ADMET to predict their drug properties. Among these potential compounds, ZINC72417086 showed a higher docking score and satisfied Lipinski's rule of five. In addition, the post-analysis demonstrated that when ZINC72417086 bound to PTPσ and LAR, it could stable proteins conformations and destroy the residues interactions between P-loop and other loop regions in active pocket. Meanwhile, residue ARG1595 and ARG1528 could play a crucial role in in the inhibition of PTPσ and LAR, respectively. This research offered a novel approach for rapid discovery of dual-target leads compounds to treat SCI.Communicated by Ramaswamy H. Sarma.
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Affiliation(s)
- Liang Zhou
- Tianjin Key Laboratory on Technologies Enabling Development of Clinical Therapeutics and Diagnostics (Theranostics), School of Pharmacy, Tianjin Medical University, Tianjin, China
| | - Yang-Chun Ma
- Tianjin Key Laboratory on Technologies Enabling Development of Clinical Therapeutics and Diagnostics (Theranostics), School of Pharmacy, Tianjin Medical University, Tianjin, China
| | - Xue Tang
- Tasly Research Institute, Tasly Holding Group Co., Ltd, Tianjin, China
| | - Wei-Ya Li
- Tianjin Key Laboratory on Technologies Enabling Development of Clinical Therapeutics and Diagnostics (Theranostics), School of Pharmacy, Tianjin Medical University, Tianjin, China
| | - Ying Ma
- Tianjin Key Laboratory on Technologies Enabling Development of Clinical Therapeutics and Diagnostics (Theranostics), School of Pharmacy, Tianjin Medical University, Tianjin, China
| | - Run-Ling Wang
- Tianjin Key Laboratory on Technologies Enabling Development of Clinical Therapeutics and Diagnostics (Theranostics), School of Pharmacy, Tianjin Medical University, Tianjin, China
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A prospective study of health behaviors and risk of all-cause and cause-specific mortality after spinal cord injury. Spinal Cord 2019; 57:933-941. [DOI: 10.1038/s41393-019-0298-9] [Citation(s) in RCA: 10] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/15/2019] [Revised: 04/02/2019] [Accepted: 04/18/2019] [Indexed: 01/18/2023]
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Health factors and spinal cord injury: a prospective study of risk of cause-specific mortality. Spinal Cord 2019; 57:594-602. [PMID: 30804424 DOI: 10.1038/s41393-019-0264-6] [Citation(s) in RCA: 15] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/30/2018] [Revised: 02/08/2019] [Accepted: 02/08/2019] [Indexed: 11/09/2022]
Abstract
STUDY DESIGN Prospective cohort study. OBJECTIVES Identify the risk and protective factors of all-cause and cause-specific mortality among persons with traumatic spinal cord injury (SCI). SETTING Rehabilitation specialty hospital in the Southeastern United States. METHODS A prospective cohort study was conducted with 3070 adults with traumatic SCI who were a minimum of 1 year post-injury at assessment. Prospective data were collected in 1997-1998 and 2007-2010, with mortality determined as of 31 December, 2016. The deceased were classified into six categories based on underlying cause of death: septicemia, pneumonia and influenza, cancer, heart and blood vessel diseases, unintentional injuries, and all other causes. The competing risk analysis strategy applied to each of the specific causes. RESULTS There were a total of 803 observed deaths among the 2979 final study sample. After controlling for demographic and injury characteristics, general health, pressure ulcer history, and symptoms of infections were significantly associated with all-cause mortality. Except for cancer, they were also related with at least one of the specific causes of death, whereas orthopedic complications and subsequent injuries were unrelated to any cause. CONCLUSIONS Three health domains, global health, pressure ulcers, and symptoms of illness or infection, were significantly associated with mortality after SCI, and the patterns of association varied as a function of specific cause of death.
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