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Gill PK, Donelan JM, Steele KM, Schwartz MH, Ries AJ. Quantifying altered oxygen kinetics and reducing metabolic test times for children with cerebral palsy: a dual-exponential Bayesian modeling approach. J Appl Physiol (1985) 2025; 138:1239-1250. [PMID: 40257462 DOI: 10.1152/japplphysiol.01013.2024] [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: 12/26/2024] [Revised: 02/03/2025] [Accepted: 04/04/2025] [Indexed: 04/22/2025] Open
Abstract
Prior research using indirect calorimetry has shown that children with cerebral palsy (CP) exhibit significantly increased energetic costs during walking. However, metabolic testing to obtain oxygen cost is challenging. As a result, differences in oxygen uptake kinetics (V̇o2) in CP compared with their typically developing peers remain unexplored. Step changes in work rate have been shown to result in an exponential V̇o2 response with three distinct phases 1) cardiodynamic, 2) primary, and 3) steady-state. Here, we applied a dual-exponential Bayesian model to assess the time constant of the primary phase V̇o2 response from resting to walking in children with CP. In addition, we evaluated the model's ability to estimate steady-state V̇o2 using shorter test durations. From a sample of 263 children with CP, the median V̇o2 time constant was 33.1 s (5th-95th percentile range: 14.5-69.8 s), significantly longer than reported values for typically developing children (range of means: 10.2-31.6 s). Furthermore, the model accurately estimated steady-state V̇o2 using only the first 3 min of metabolic data compared with the typical 6 min used in current clinical practice. The 3-min estimate explained >95% of the 6-min estimate variance, with <5% mean absolute error. Slower oxygen kinetics in children with CP suggest impairments in metabolic control, potentially contributing to their higher energy demands. Although the exact mechanisms remain unclear, this study provides valuable insights into the walking energetics of children with CP and presents a more efficient method for analyzing V̇o2 for this population.NEW & NOTEWORTHY We used a Bayesian model to study oxygen kinetics in children with CP. First, we quantified the oxygen kinetics time constant, finding no significant differences across GMFCS, sex, or age despite slower kinetics compared with typically developing peers. Next, we validated the model's ability to estimate steady-state V̇o2 with only 3 min of data, halving the usual testing time. This method has important implications for faster, accurate metabolic analyses in clinical and research settings.
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Affiliation(s)
- Pavreet K Gill
- Department of Biomedical Physiology & Kinesiology, WearTech Labs, Simon Fraser University, Burnaby, British Columbia, Canada
| | - J Maxwell Donelan
- Department of Biomedical Physiology & Kinesiology, WearTech Labs, Simon Fraser University, Burnaby, British Columbia, Canada
| | - Katherine M Steele
- Department of Mechanical Engineering, University of Washington, Seattle, Washington, United States
| | - Michael H Schwartz
- Gillette Children's Specialty Healthcare, St. Paul, Minnesota, United States
- Department of Orthopedic Surgery, University of Minnesota, Minneapolis, Minnesota, United States
| | - Andrew J Ries
- Gillette Children's Specialty Healthcare, St. Paul, Minnesota, United States
- Department of Orthopedic Surgery, University of Minnesota, Minneapolis, Minnesota, United States
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Gettys CR, Smith S, Rauch KK, Whitney DG. Incidence of lymphedema among adults with cerebral palsy. PM R 2025; 17:293-299. [PMID: 39382021 DOI: 10.1002/pmrj.13277] [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: 12/21/2023] [Revised: 06/05/2024] [Accepted: 08/16/2024] [Indexed: 10/10/2024]
Abstract
BACKGROUND Lymphedema is a chronic and progressive condition but is understudied among adults with cerebral palsy (CP). OBJECTIVE To compare the 2-year incidence of lymphedema between adults with versus without CP before and after accounting for multimorbidity, cancer diagnosis/treatment, and lymph node/channel surgery. DESIGN Retrospective cohort study. SETTING Nationwide commercial claims data from January 1, 2011 to December 31, 2017. PARTICIPANTS Adults ≥18 years old with and without CP with at least 12 months of continuous health plan enrollment, defined as the baseline period, were included for analysis. The 12-month baseline period was used to establish information on preexisting lymphedema (for exclusion), presence of cancer, including radiation treatment and lymph node surgery, and the Whitney Comorbidity Index (WCI). INTERVENTIONS Not applicable. MAIN OUTCOME MEASURE The 2-year incidence rate (IR) and IR ratio (IRR) of lymphedema were evaluated. Cox regression estimated the hazard ratio (HR) of 2-year lymphedema after adjusting for age, gender, WCI, cancer diagnosis/treatment, and lymph node/channel surgery. RESULTS The 2-year IR of lymphedema was 5.73 (95% confidence interval [CI] = 4.59-6.88) for adults with CP (n = 9922) and 1.81 (95% CI = 1.79-1.83) for adults without CP (n = 12,932,288); the IRR was 3.17 (95% CI = 2.59-3.87) and the adjusted HR was 2.43 (95% CI = 1.98-2.98). There was evidence of effect modification by gender, age, and WCI score. All HRs were elevated, but men with versus without CP had higher HRs than women with versus without CP; HRs for adults with versus without CP were higher for younger participants and those with lower WCI scores. CONCLUSIONS Adults with CP had a higher 2-year rate of lymphedema compared with those without CP. Men with CP had a disproportionately higher rate than women with CP when compared with their gender-based reference cohorts without CP.
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Affiliation(s)
- Christine R Gettys
- Department of Physical Medicine and Rehabilitation, University of Michigan, Ann Arbor, Michigan, USA
| | - Sean Smith
- Department of Physical Medicine and Rehabilitation, University of Michigan, Ann Arbor, Michigan, USA
| | - Kimberly K Rauch
- Department of Physical Medicine and Rehabilitation, University of North Carolina, Chapel Hill, North Carolina, USA
| | - Daniel G Whitney
- Department of Physical Medicine and Rehabilitation, University of Michigan, Ann Arbor, Michigan, USA
- Institute for Healthcare Policy and Innovation, University of Michigan, Ann Arbor, Michigan, USA
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Minghetti A, Widmer M, Viehweger E, Roth R, Gysin R, Keller M. Translating scientific recommendations into reality: a feasibility study using group-based high-intensity functional exercise training in adolescents with cerebral palsy. Disabil Rehabil 2024; 46:4787-4796. [PMID: 38042988 DOI: 10.1080/09638288.2023.2290204] [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: 06/25/2023] [Revised: 11/15/2023] [Accepted: 11/23/2023] [Indexed: 12/04/2023]
Abstract
PURPOSE To examine the feasibility and effects of a functional high-intensity exercise intervention performed in a group-setting on functionality, cardiovascular health and physical performance in adolescents with cerebral palsy (CP). METHODS Ten adolescents with a diagnosis of CP (2 females; 16.6 ± 3.4 years; GMFCS: I-II) participated in a 12-week training intervention, containing progressive resistance training using free weights and high-intensity workouts twice a week. The six-minute walking test, arterial stiffness and physical performance (strength and power tests) were measured before and after the intervention. RESULTS No adverse events were reported. We measured small increases in the six-minute walking test (Δ = 28.8 m, 95% CI [-1.78;52.7]; g = 0.34 [-0.04;0.72]) and a small reduction in arterial stiffness (Δ = -4.65% [-10.90;1.25]; g = -0.46 [-1.36;0.21]). All measures of physical performance increased (0.24 ≤ g ≤ 0.88). CONCLUSION Functional training with free weights in high-functioning adolescents with CP is safe and effective in increasing parameters of physical performance and cardiovascular health. Positively influenced indicators of everyday independence (i.e. strength parameters) showed a transfer into movements of daily life. Concerns about adverse events through high-intensity training in adolescents with CP appear unjustified when training is performed progressively, following basic training principles.
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Affiliation(s)
- Alice Minghetti
- Department of Sport, Exercise and Health, University of Basel, Basel, Switzerland
| | - Michèle Widmer
- Neuroorthopaedics and Motion Analysis Unit, Department of Orthopaedics, University Children's Hospital beider Basel, Basel, Switzerland
| | - Elke Viehweger
- Neuroorthopaedics and Motion Analysis Unit, Department of Orthopaedics, University Children's Hospital beider Basel, Basel, Switzerland
- Department of Biomedical Engineering, University of Basel, Allschwil, Switzerland
| | - Ralf Roth
- Department of Sport, Exercise and Health, University of Basel, Basel, Switzerland
| | | | - Martin Keller
- Department of Sport, Exercise and Health, University of Basel, Basel, Switzerland
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de Paula Paro M, de Sousa RM, Martinez JP, Simcsik AO, Airoldi MJ, Dias RM, de Moraes ÍAP, Magalhães FH, de Mello Monteiro CB, da Silva-Magalhães TD. Impact of Serial Casting on Autonomic Nervous System Responses during Virtual Reality Tasks in Children with Cerebral Palsy: A Pilot Study Comparing Orthoses and Barefoot Conditions. Brain Sci 2024; 14:1000. [PMID: 39452014 PMCID: PMC11506228 DOI: 10.3390/brainsci14101000] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/16/2024] [Revised: 09/26/2024] [Accepted: 09/28/2024] [Indexed: 10/26/2024] Open
Abstract
Cerebral palsy (CP) is a group of movement disorders that impair posture and mobility, often leading to spasticity and joint contractures. Interventions like serial casting are commonly used to improve joint mobility and manage spasticity in children with CP. However, its effects on the autonomic nervous system (ANS) remain unclear. This study aimed to evaluate the effects of serial casting and ankle-foot orthoses (AFOs) on ANS responses during a virtual reality (VR) standing task, comparing these interventions with a barefoot condition. Thirty children with CP were randomized into three groups (n = 10 per group): serial casting, AFOs, and barefoot. Heart rate variability (HRV) was used to assess ANS responses across three phases: seated rest, VR task, and recovery. The results showed that the serial casting group exhibited higher sympathetic activity during rest compared to the other groups, but had a reduced sympathetic response during the VR task. Additionally, the serial casting group displayed a more pronounced parasympathetic rebound during recovery, similar to the orthoses and barefoot groups. While serial casting provides essential joint stability, it alters ANS response patterns, leading to heightened sympathetic activation at rest, without providing significant improvements in ANS behavior during physical activity.
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Affiliation(s)
- Marisa de Paula Paro
- Graduate Program in Medicine (Cardiology), Escola Paulista de Medicina, Federal University of São Paulo (EPM/UNIFESP), São Paulo 03828-000, Brazil
- Graduate Program in Physical Activity Sciences, School of Arts, Science and Humanities of University of São Paulo (EACH-USP), São Paulo 03828-000, Brazil
- Therapies Centro de Reabilitação Intensiva, Campinas 13098-324, Brazil
| | - Raísa Marques de Sousa
- Graduate Program in Medicine (Cardiology), Escola Paulista de Medicina, Federal University of São Paulo (EPM/UNIFESP), São Paulo 03828-000, Brazil
- Graduate Program in Physical Activity Sciences, School of Arts, Science and Humanities of University of São Paulo (EACH-USP), São Paulo 03828-000, Brazil
- Therapies Centro de Reabilitação Intensiva, Campinas 13098-324, Brazil
| | - Juliana Perez Martinez
- Graduate Program in Physical Activity Sciences, School of Arts, Science and Humanities of University of São Paulo (EACH-USP), São Paulo 03828-000, Brazil
| | - Amanda Orasmo Simcsik
- Graduate Program in Physical Activity Sciences, School of Arts, Science and Humanities of University of São Paulo (EACH-USP), São Paulo 03828-000, Brazil
- Graduate Program in Rehabilitation Sciences, Faculty of Medicine, University of São Paulo (FMUSP), São Paulo 01246-903, Brazil
| | | | - Rodrigo Martins Dias
- Graduate Program in Medicine (Cardiology), Escola Paulista de Medicina, Federal University of São Paulo (EPM/UNIFESP), São Paulo 03828-000, Brazil
| | - Íbis Ariana Peña de Moraes
- Graduate Program in Physical Activity Sciences, School of Arts, Science and Humanities of University of São Paulo (EACH-USP), São Paulo 03828-000, Brazil
- Department of Physiotherapy, Federal University of Juiz de Fora, Campus Governador Valadares, Governador Valadares 36036-900, Brazil
| | - Fernando Henrique Magalhães
- Graduate Program in Physical Activity Sciences, School of Arts, Science and Humanities of University of São Paulo (EACH-USP), São Paulo 03828-000, Brazil
- Department of Physical Therapy, Faculty of Sciences and Technology (FCT/UNESP), State University of São Paulo, Presidente Prudente 14884-900, Brazil
| | - Carlos Bandeira de Mello Monteiro
- Graduate Program in Physical Activity Sciences, School of Arts, Science and Humanities of University of São Paulo (EACH-USP), São Paulo 03828-000, Brazil
- Graduate Program in Rehabilitation Sciences, Faculty of Medicine, University of São Paulo (FMUSP), São Paulo 01246-903, Brazil
| | - Talita Dias da Silva-Magalhães
- Graduate Program in Medicine (Cardiology), Escola Paulista de Medicina, Federal University of São Paulo (EPM/UNIFESP), São Paulo 03828-000, Brazil
- Graduate Program in Rehabilitation Sciences, Faculty of Medicine, University of São Paulo (FMUSP), São Paulo 01246-903, Brazil
- Graduate Program in Bioengineering, University Brazil, São Paulo 05508-010, Brazil
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Goyal V, Gordon KE, Sukal-Moulton T. Children with bilateral cerebral palsy use their hip joint to complete a step-up task. Front Hum Neurosci 2024; 18:1343457. [PMID: 38445098 PMCID: PMC10912305 DOI: 10.3389/fnhum.2024.1343457] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/23/2023] [Accepted: 01/31/2024] [Indexed: 03/07/2024] Open
Abstract
Performance in stair-climbing is largely associated with disruptions to mobility and community participation in children with cerebral palsy (CP). It is important to understand the nature of motor impairments responsible for making stairs a challenge in children with bilateral CP to clarify underlying causes of impaired mobility. In pediatric clinical populations, sensitive measurements of movement quality can be captured during the initial step of stair ascent. Thus, the purpose of this study was to quantify the lower limb joint moments of children with bilateral CP during the stance phases of a step-up task. Participants performed multiple stepping trials in a university gait laboratory. Outcome measures included extensor support moments (the sum of hip, knee, and ankle sagittal plane moments), hip abduction moments, and their timing. We recruited seven participants per group. We found that peak support and hip abduction moments were similar in the bilateral CP group compared to the typical development (TD) group. We also found that children with bilateral CP timed their peak moments closer together and increasingly depended on the hip joint to complete the task, especially in their more affected (MA) lower limb. Our investigation highlights some underlying causes that may make stair climbing a challenge for the CP population, including a loss of selective voluntary motor control (SVMC), and provides a possible treatment approach to strengthen lower limb muscles.
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Affiliation(s)
- Vatsala Goyal
- Department of Biomedical Engineering, McCormick School of Engineering, Northwestern University, Evanston, IL, United States
- Department of Physical Therapy and Human Movement Sciences, Feinberg School of Medicine, Northwestern University, Chicago, IL, United States
| | - Keith E. Gordon
- Department of Physical Therapy and Human Movement Sciences, Feinberg School of Medicine, Northwestern University, Chicago, IL, United States
- Edward Hines Jr. Veterans Administration Hospital, Hines, IL, United States
| | - Theresa Sukal-Moulton
- Department of Physical Therapy and Human Movement Sciences, Feinberg School of Medicine, Northwestern University, Chicago, IL, United States
- Department of Pediatrics, Feinberg School of Medicine, Northwestern University, Chicago, IL, United States
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Gill PK, Steele KM, Donelan JM, Schwartz MH. Causal modelling demonstrates metabolic power is largely affected by gait kinematics and motor control in children with cerebral palsy. PLoS One 2023; 18:e0285667. [PMID: 37224117 DOI: 10.1371/journal.pone.0285667] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/07/2022] [Accepted: 04/27/2023] [Indexed: 05/26/2023] Open
Abstract
Metabolic power (net energy consumed while walking per unit time) is, on average, two-to-three times greater in children with cerebral palsy (CP) than their typically developing peers, contributing to greater physical fatigue, lower levels of physical activity and greater risk of cardiovascular disease. The goal of this study was to identify the causal effects of clinical factors that may contribute to high metabolic power demand in children with CP. We included children who 1) visited Gillette Children's Specialty Healthcare for a quantitative gait assessment after the year 2000, 2) were formally diagnosed with CP, 3) were classified as level I-III under the Gross Motor Function Classification System and 4) were 18 years old or younger. We created a structural causal model that specified the assumed relationships of a child's gait pattern (i.e., gait deviation index, GDI) and common impairments (i.e., dynamic and selective motor control, strength, and spasticity) with metabolic power. We estimated causal effects using Bayesian additive regression trees, adjusting for factors identified by the causal model. There were 2157 children who met our criteria. We found that a child's gait pattern, as summarized by the GDI, affected metabolic power approximately twice as much as the next largest contributor. Selective motor control, dynamic motor control, and spasticity had the next largest effects. Among the factors we considered, strength had the smallest effect on metabolic power. Our results suggest that children with CP may benefit more from treatments that improve their gait pattern and motor control than treatments that improve spasticity or strength.
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Affiliation(s)
- Pavreet K Gill
- Department of Biomedical Physiology & Kinesiology, Locomotion Lab, Simon Fraser University, Burnaby, BC, Canada
| | - Katherine M Steele
- Department of Mechanical Engineering, Ability and Innovation Lab, University of Washington, Seattle, WA, United States of America
| | - J Maxwell Donelan
- Department of Biomedical Physiology & Kinesiology, Locomotion Lab, Simon Fraser University, Burnaby, BC, Canada
| | - Michael H Schwartz
- Gillette Children's Specialty Healthcare, St. Paul, MN, United States of America
- Department of Orthopedic Surgery, University of Minnesota, Minneapolis, MN, United States of America
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Corsello A, Trovato CM, Di Profio E, Cardile S, Campoy C, Zuccotti G, Verduci E, Diamanti A. Ketogenic diet in children and adolescents: The effects on growth and nutritional status. Pharmacol Res 2023; 191:106780. [PMID: 37088260 DOI: 10.1016/j.phrs.2023.106780] [Citation(s) in RCA: 8] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 02/13/2023] [Revised: 04/12/2023] [Accepted: 04/21/2023] [Indexed: 04/25/2023]
Abstract
The ketogenic diet is known to be a possible adjuvant treatment in several medical conditions, such as in patients with severe or drug-resistant forms of epilepsy. Its use has recently been increasing among adolescents and young adults due to its supposed weight-loss effect, mediated by lipolysis and lowered insulin levels. However, there are still no precise indications on the possible use of ketogenic diets in pediatric age for weight loss. This approach has also recently been proposed for other types of disorder such as inherited metabolic disorders, Prader-Willi syndrome, and some specific types of cancers. Due to its unbalanced ratio of lipids, carbohydrates and proteins, a clinical evaluation of possible side effects with a strict evaluation of growth and nutritional status is essential in all patients following a long-term restrictive diet such as the ketogenic one. The prophylactic use of micronutrients supplementation should be considered before starting any ketogenic diet. Lastly, while there is sufficient literature on possible short-term side effects of ketogenic diets, their possible long-term impact on growth and nutritional status is not yet fully understood, especially when started in pediatric age.
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Affiliation(s)
- Antonio Corsello
- Department of Pediatrics, Vittore Buzzi Children's Hospital, University of Milan, Milan, Italy
| | - Chiara Maria Trovato
- Hepatology Gastroenterology and Nutrition Unit, Bambino Gesù Children Hospital IRCCS, Rome, Italy
| | - Elisabetta Di Profio
- Department of Pediatrics, Vittore Buzzi Children's Hospital, University of Milan, Milan, Italy; Department of Health Sciences, University of Milan, Milan, Italy
| | - Sabrina Cardile
- Hepatology Gastroenterology and Nutrition Unit, Bambino Gesù Children Hospital IRCCS, Rome, Italy
| | - Cristina Campoy
- Department of Pediatrics, School of Medicine, University of Granada, Granada, Spain; EURISTIKOS Excellence Centre for Pediatric Research, Biomedical Research Centre, University of Granada, Granada, Spain; Spanish Network of Biomedical Research in Epidemiology and Public Health (CIBERESP), Granada's node, Institute of Health Carlos III, Madrid, Spain
| | - Gianvincenzo Zuccotti
- Department of Pediatrics, Vittore Buzzi Children's Hospital, University of Milan, Milan, Italy; Department of Biomedical and Clinical Sciences L. Sacco, University of Milan, Milan, Italy; Pediatric Clinical Research Center, Fondazione Romeo ed Enrica Invernizzi, University of Milan, Milan, Italy
| | - Elvira Verduci
- Department of Pediatrics, Vittore Buzzi Children's Hospital, University of Milan, Milan, Italy; Department of Health Sciences, University of Milan, Milan, Italy.
| | - Antonella Diamanti
- Hepatology Gastroenterology and Nutrition Unit, Bambino Gesù Children Hospital IRCCS, Rome, Italy
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Risk of venous thromboembolism across the lifespan for individuals with cerebral palsy: A retrospective cohort study. THROMBOSIS UPDATE 2023. [DOI: 10.1016/j.tru.2023.100138] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 03/19/2023] Open
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Luan Y, Ren KD, Luan Y, Chen X, Yang Y. Mitochondrial Dynamics: Pathogenesis and Therapeutic Targets of Vascular Diseases. Front Cardiovasc Med 2021; 8:770574. [PMID: 34938787 PMCID: PMC8685340 DOI: 10.3389/fcvm.2021.770574] [Citation(s) in RCA: 22] [Impact Index Per Article: 5.5] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/04/2021] [Accepted: 10/25/2021] [Indexed: 12/12/2022] Open
Abstract
Vascular diseases, particularly atherosclerosis, are associated with high morbidity and mortality. Endothelial cell (EC) or vascular smooth muscle cell (VSMC) dysfunction leads to blood vessel abnormalities, which cause a series of vascular diseases. The mitochondria are the core sites of cell energy metabolism and function in blood vessel development and vascular disease pathogenesis. Mitochondrial dynamics, including fusion and fission, affect a variety of physiological or pathological processes. Multiple studies have confirmed the influence of mitochondrial dynamics on vascular diseases. This review discusses the regulatory mechanisms of mitochondrial dynamics, the key proteins that mediate mitochondrial fusion and fission, and their potential effects on ECs and VSMCs. We demonstrated the possibility of mitochondrial dynamics as a potential target for the treatment of vascular diseases.
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Affiliation(s)
- Yi Luan
- Department of Translational Medicine Center, The First Affiliated Hospital of Zhengzhou University, Zhengzhou, China
| | - Kai-Di Ren
- Department of Pharmacy, The First Affiliated Hospital of Zhengzhou University, Zhengzhou, China
- Henan Key Laboratory of Precision Clinical Pharmacy, Zhengzhou University, Zhengzhou, China
| | - Ying Luan
- Department of Physiology and Neurobiology, School of Basic Medical Sciences, Zhengzhou University, Zhengzhou, China
| | - Xing Chen
- Department of Translational Medicine Center, The First Affiliated Hospital of Zhengzhou University, Zhengzhou, China
| | - Yang Yang
- Department of Translational Medicine Center, The First Affiliated Hospital of Zhengzhou University, Zhengzhou, China
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