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1.
Int Arch Otorhinolaryngol ; 28(2): e339-e349, 2024 Apr.
Artículo en Inglés | MEDLINE | ID: mdl-38618607

RESUMEN

Introduction Dysphagia induced by radiotherapy in the head and neck region comprises a challenging scenario and sometimes difficult rehabilitation due to the severity of the adverse effects. Some resources such as electrical stimulation have emerged as an alternative to complement the therapeutic process, but there is still no consensus on its use. Objective The purpose of the present study was to evaluate, through a meta-analysis, the effect of electrical stimulation on the rehabilitation of dysphagia generated after head and neck cancer treatment. Data Synthesis Four randomized controlled trials with a total of 146 participants were included. The age of the participants was 58.37 ± 1.8 years old and there was a predominance of males. The time to start the intervention ranged from 50.96 ± 40.12 months after cancer treatment. The intervention showed great heterogeneity regarding the positioning of the electrodes, parameters, duration of the stimulus, number of sessions, and intensity. No difference was identified in the following aspects: oral transit time, hyoid elevation, penetration and/or aspiration after electrostimulation. The quality of the evidence ranged from very low to moderate and high risk of bias. Conclusion In this meta-analysis, we found weak evidence for small and moderate swallowing benefits in patients after radiotherapy for head and neck cancer in short-term clinical trials.

2.
Int. arch. otorhinolaryngol. (Impr.) ; 28(2): 339-349, 2024. tab, graf
Artículo en Inglés | LILACS-Express | LILACS | ID: biblio-1558015

RESUMEN

Abstract Introduction Dysphagia induced by radiotherapy in the head and neck region comprises a challenging scenario and sometimes difficult rehabilitation due to the severity of the adverse effects. Some resources such as electrical stimulation have emerged as an alternative to complement the therapeutic process, but there is still no consensus on its use. Objective The purpose of the present study was to evaluate, through a meta-analysis, the effect of electrical stimulation on the rehabilitation of dysphagia generated after head and neck cancer treatment. Data Synthesis Four randomized controlled trials with a total of 146 participants were included. The age of the participants was 58.37 ± 1.8 years old and there was a predominance of males. The time to start the intervention ranged from 50.96 ± 40.12 months after cancer treatment. The intervention showed great heterogeneity regarding the positioning of the electrodes, parameters, duration of the stimulus, number of sessions, and intensity. No difference was identified in the following aspects: oral transit time, hyoid elevation, penetration and/or aspiration after electrostimulation. The quality of the evidence ranged from very low to moderate and high risk of bias. Conclusion In this meta-analysis, we found weak evidence for small and moderate swallowing benefits in patients after radiotherapy for head and neck cancer in short-term clinical trials.

3.
Fisioter. Bras ; 23(2): 206-219, mai 19, 2022.
Artículo en Portugués | LILACS-Express | LILACS | ID: biblio-1436245

RESUMEN

Objetivo: Avaliar a efetividade da técnica de breath-stacking como método de treinamento dos músculos ventilatórios. Métodos: Trinta e oito jovens saudáveis foram incluídos no estudo. A pressão respiratória máxima foi avaliada em cmH2O em um manovacuômetro digital. O sistema de breath-stacking (máscara facial conectada a um tubo T acoplado a uma válvula unidirecional inspiratória) foi o método utilizado para gerar a sobrecarga ao longo de 12 sessões do programa de treinamento da muscular (4 sessões/semana). Resultados: Ambas pressões inspiratórias e expiratórias máximas aumentaram significativamente após o treino dos músculos ventilatórios. O pico de pressão positiva aumentou significativamente ao final do programa. Conclusão: O breath-stacking gera sobrecarga suficiente para os músculos ventilatórios promovendo aumento consistente das pressões respiratórias máximas quando utilizado em um protocolo de treino da musculatura ventilatória. A técnica foi bem tolerada, mas permanece a necessidade de testes em situações clínicas que envolvam fraqueza muscular e outras disfunções orgânicas.

4.
Support Care Cancer ; 30(2): 1079-1092, 2022 Feb.
Artículo en Inglés | MEDLINE | ID: mdl-34417883

RESUMEN

OBJECTIVE: The aim of this study is to systematically review the effect of inspiratory muscle training (IMT) associated or not with physical rehabilitation in the preoperative period of anatomical pulmonary resection. METHODS: Search in the databases: MEDLINE, Cochrane CENTRAL, EMBASE, LILACS and PEDro up to November 2019. Randomized clinical trials (RCTs) were included in adults in the preoperative period of pulmonary resection. The selection of studies and data extraction was performed by two independent reviewers. The risk of bias assessed with RoB 2.0 and the quality of evidence with GRADE. PROSPERO: CRD42018105859. RESULTS: Six RCTs were included; patients who underwent IMT in the preoperative period showed a significant improvement in functional capacity assessed by the 6-min walk test (6WT) (MD 28,93 [IC 95% 0,28; 57,58], p = 0,04, I2 = 0%) and significantly reduced the length of hospital stay (MD -3,63 [IC 95% -4,96; -2,29], p = 0,00, I2 = 0%). There was no significant difference between groups regarding pulmonary function, in postoperative complications such as pneumonia (RR 0,56 [IC 95% 0,29; 1,10], p = 0,09, I2 = 0%), atelectasis (RR 0,81 [IC 95% 0,24; 2,69], p = 0,72, I2 = 0%), mechanical ventilation > 48 h (RR 0,43 [IC 95% 0,12; 1,58], p = 0,20, I2 = 0%), in mortality (RR 0,33 [IC 95% 0,04; 3,12], p = 0,33, I2 = 0%), and quality of life. CONCLUSION: IMT associated with physical exercise in the preoperative period of pulmonary resection improves functional capacity and reduces the length of hospital stay in the postoperative period.


Asunto(s)
Neoplasias Pulmonares , Atelectasia Pulmonar , Adulto , Ejercicios Respiratorios , Humanos , Tiempo de Internación , Músculos
5.
J Bodyw Mov Ther ; 27: 543-549, 2021 Jul.
Artículo en Inglés | MEDLINE | ID: mdl-34391284

RESUMEN

OBJECTIVE: To analyze the influence of acute aerobic exercise (AE) plus thoracic mobilization in pain perception and autonomic nervous system response in healthy adults. DESIGN: Randomized clinical trial. METHODS: Forty-eight asymptomatic adults were allocated into one of three groups: 1) Aerobic Exercise (AE), 2) Aerobic Exercise + Mobilization (AE + M), and 3) Placebo. Participants from groups AE and AE + M ran for 5 min on a treadmill with a 75-85% of age-predicted heart rate. Participants from AE + M group also received a rotatory thoracic passive accessory intervertebral mobilization at T4 after running. Participants from the Placebo group received placebo mobilization. We mesured the autonomic system modulation through Heart Rate Variability (HRV) (time-domain, frequency-domain, and non-linear variables). We measured Pressure Pain Threshold (PPT) with a handheld digital algometer. RESULTS: While aerobic exercise increased the sympathetic outflow and reduced the HRV, the addition of vertebral mobilization to exercise had no further effect on autonomic system modulation. There was no change in PPT in any group. Besides, there was no correlation between HRV and PPT. CONCLUSION: Thoracic mobilization did not increase the sympathetic response induced by aerobic exercise. Moreover, exercise alone or exercise plus thoracic mobilization did not change the PPT.


Asunto(s)
Ejercicio Físico , Umbral del Dolor , Adolescente , Adulto , Sistema Nervioso Autónomo , Frecuencia Cardíaca , Humanos , Dolor
6.
Lasers Med Sci ; 34(4): 835-840, 2019 Jun.
Artículo en Inglés | MEDLINE | ID: mdl-30056586

RESUMEN

Pre-exercise photobiomodulation therapy (PBMT) reduces fatigue and enhances performance in different populations. However, PBMT benefits have never been tested on chronic kidney disease (CKD) patients, who present muscle weakness, fatigue, and reduced functional performance. The objective of this study was to evaluate the acute effect of three different doses of the PBMT on maximal handgrip strength of CKD patients. Fifteen volunteers (58 ± 8 years, 10 male/5 female) under chronic hemodialysis treatment (6 ± 4 years) participated in a randomized, crossover, double-blind, placebo-controlled trial. Each patient was assessed at four hemodialysis sessions with 1 week interval between evaluations. Placebo or PBMT (cluster probe with five 850 nm/200 mW laser diodes) were applied at three sites along the flexors of the finger (total doses of 60, 90, or 120 J per arm). The maximal handgrip strength was evaluated before and after PBMT/placebo treatment in each session. Repeated measures ANOVA and intraclass correlation coefficients (ICC) confirmed no learning effect on handgrip tests, and high scores for test-retest reliability (ICC scores = 0.89 to 0.95). Significant strength increases occurred after PBMT application with doses of 60 J/arm (4.85%, p = 0.005, ES = 0.32) and 90 J/arm (4.45%, p = 0.013, ES = 0.25), while no changes were detected with placebo or 120 J/arm. In conclusion, in consensus with a recent systematic review, a single bout of the 60 J/arm was the best dose/response for increased strength of the small muscles (handgrip strength). In view of the increasing implementation of exercise programs during hemodialysis, the current study opens a new field for PBMT for CKD patients.


Asunto(s)
Fuerza de la Mano/fisiología , Terapia por Luz de Baja Intensidad , Diálisis Renal , Insuficiencia Renal Crónica/fisiopatología , Insuficiencia Renal Crónica/radioterapia , Adulto , Estudios Cruzados , Método Doble Ciego , Ejercicio Físico/fisiología , Femenino , Humanos , Láseres de Semiconductores , Masculino , Persona de Mediana Edad , Reproducibilidad de los Resultados
7.
Codas ; 30(3): e20170143, 2018 Jun 07.
Artículo en Portugués, Inglés | MEDLINE | ID: mdl-29898038

RESUMEN

PURPOSE: To verify the acute effect of electrostimulation on the salivary flow of patients with hyposalivation. METHODS: Uncontrolled clinical trial evaluating 15 patients with hyposalivation induced by radiotherapy (RT) used for head and neck cancer treatment. Mean age of the patients was 56.8 ± 6.46 years. Males outnumbered females (73%). Transcutaneous Electrical Nerve Stimulation (TENS) was adjusted with 50Hz of frequency and 250µs of pulse width. Intensity was adjusted over a 20-minute period according to maximum tolerance. The electrodes were attached bilaterally on the region of the salivary glands. Evaluation of the salivary flow was performed through sialometry before and immediately after application of TENS. RESULTS: The most prevalent region for RT was the oropharynx (80.0% of cases). The mean dose used in RT was 64.6 ± 7.27 Gy. After TENS, salivary flow increased significantly (p = 0.0051) from 0.05 (0.00; 0.40) mL/min to 0.10 (0.07: 0.40) mL/min. The response to TENS was directly correlated with the intensity of the tolerated electric current (r = 0.553; p = 0.032) and the dose used in RT (r = -0.514; p = 0.050). CONCLUSION: TENS was able to increase the salivary flow rate of patients with RT-induced hyposalivation.


OBJETIVO: Verificar o efeito agudo da eletroestimulação sobre o fluxo salivar de pacientes com hipossalivação. MÉTODO: Ensaio clínico não controlado que avaliou o efeito de uma única aplicação da Transcutaneous Electric Nerve Stimulation (TENS) sobre o fluxo salivar de 15 pacientes com hipossalivação induzida por radioterapia (RT), utilizada no tratamento de câncer de cabeça e pescoço. A média de idade dos pacientes foi de 56,8 ± 6,46 anos e o gênero masculino foi predominante (73%). A TENS foi programada com 50Hz de frequência, 250µs de largura de pulso e a intensidade foi ajustada ao longo dos 20 minutos conforme máxima tolerância. Os eletrodos foram fixados bilateralmente sobre a região das glândulas salivares. A avaliação do fluxo salivar foi realizada por meio de sialometria estimulada, antes e imediatamente após a aplicação da TENS. RESULTADOS: Em 80% dos casos, o tratamento oncológico incluiu quimioterapia. A RT foi aplicada em 80% dos casos na região e orofaringe, com intensidade média de 64,6 ± 7,27 Gy. Após a TENS, o fluxo salivar aumentou significativamente (p = 0,0051), passando de 0,05 (0,00; 0,40) mL/min para 0,10 (0,07;0,40) mL/min. A resposta à TENS foi diretamente correlacionada à intensidade da corrente elétrica tolerada (r = 0,553; p = 0,032) e à dose utilizada na RT (r = -0,514; p = 0,050). CONCLUSÃO: A TENS aumentou significativamente o fluxo salivar de pacientes com hipossalivação induzida pela RT.


Asunto(s)
Neoplasias de Cabeza y Cuello/radioterapia , Glándulas Salivales/efectos de la radiación , Estimulación Eléctrica Transcutánea del Nervio , Xerostomía/terapia , Femenino , Humanos , Masculino , Persona de Mediana Edad , Dosis de Radiación , Radioterapia/efectos adversos , Radioterapia de Intensidad Modulada , Saliva/metabolismo , Salivación/efectos de la radiación , Xerostomía/etiología
8.
J Bodyw Mov Ther ; 22(2): 313-320, 2018 Apr.
Artículo en Inglés | MEDLINE | ID: mdl-29861225

RESUMEN

OBJECTIVE: To compare the effects of two different mobilization techniques and a placebo intervention applied to the thoracic spine on heart rate variability (HRV) and pressure pain threshold (PPT) in asymptomatic individuals. METHODS: Sixty healthy asymptomatic subjects aged between 18 and 40 years old were randomized to a single session of one of the three interventions: posterior-to-anterior (PA) rotatory thoracic passive accessory intervertebral mobilization (PAIVM) (PA group), unilateral thoracic PA in slump position (SLUMP group) or placebo intervention (Placebo group). HRV and PPT at C7 and T4 spinous process, first dorsal interossei muscles bilaterally, and muscle belly of tibialis anterior bilaterally were measured before and immediately after the intervention. A univariate analysis of covariance (ANCOVA) adjusted for baseline values assessed the effect of "Group". Pairwise comparisons with Bonferroni adjustment for multiple comparisons were performed. RESULTS: There were no significant between-group differences for HRV. A significant between-group difference for PPT in the ipsilateral tibia was found favoring the SLUMP group in comparison with the PA group. There were no significant between-group differences for PPT in the other landmarks. CONCLUSION: A single treatment of thoracic PAIVM in prone lying and slump position did not alter PPT and HRV compared to placebo in asymptomatic subjects.


Asunto(s)
Frecuencia Cardíaca/fisiología , Manipulación Espinal/métodos , Umbral del Dolor/fisiología , Adolescente , Adulto , Femenino , Humanos , Masculino , Método Simple Ciego , Vértebras Torácicas , Adulto Joven
9.
Curr Hypertens Rev ; 14(1): 66-71, 2018.
Artículo en Inglés | MEDLINE | ID: mdl-29658440

RESUMEN

BACKGROUND: Patients with hypertension have altered autonomic nervous system function, which are increased sympathetic activity. Transcutaneous Electrical Nerve Stimulation (TENS) is a useful modality for pain control and has also been shown to be effective in the reduction of sympathetic activity in healthy subjects and individuals with cardiovascular diseases. OBJECTIVE: The aim of this study was to verify the effects of transcutaneous electrical nerve stimulation by the evaluation of heart rate variability (HRV) in patients with essential hypertension. METHOD: Twenty-eight patients received an application of low-frequency TENS(4 Hz) n=8, highfrequency TENS (100 Hz) n=10 or placebo TENS n=10 in paravertebral ganglionar region during thirty minutes. RESULTS: After 4 Hz TENS, there was a decrease in the low-frequency (LFn.u.) component (57.71±9.46 vs 45.58±13.51, p<0.026) and an increase in the high-frequency (HFn.u.) component (33.03±13.83 vs 45.83±20.19, p <0.05) of HRV. After 100 Hz TENS and placebo, there were no changes in the LF and HF components. No significant differences were found in systolic blood pressure with low-frequency TENS (129.37± 15.48 vs 126.69 ± 15.21, p<0.490). There was an increase, although not significant, with high-frequency TENS (131.00 ± 15.97 vs 138.75 ± 25.79, p<0.121) and placebo (133.80 ± 29.85 vs 134.80 ± 29.72, p< 0.800). No differences were found in the diastolic blood pressure with low-frequency TENS and placebo, but there was a significant increase in high-frequency TENS (81.00 ± 11.78 vs 85.65 ± 13.68, p< 0.018). CONCLUSION: Low-frequency TENS decreases sympathetic nervous system activity and increases parasympathetic nervous system activity and high-frequency TENS increases diastolic blood pressure, when applied on the paravertebral ganglionar region in the hypertensive patients.


Asunto(s)
Presión Arterial , Sistema Nervioso Autónomo/fisiopatología , Sistema Cardiovascular/inervación , Hipertensión Esencial/terapia , Frecuencia Cardíaca , Estimulación Eléctrica Transcutánea del Nervio , Anciano , Brasil , Método Doble Ciego , Hipertensión Esencial/diagnóstico , Hipertensión Esencial/fisiopatología , Femenino , Ganglios Autónomos/fisiopatología , Humanos , Masculino , Persona de Mediana Edad , Estudios Prospectivos , Factores de Tiempo , Estimulación Eléctrica Transcutánea del Nervio/efectos adversos , Resultado del Tratamiento
10.
CoDAS ; 30(3): e20170143, 2018. tab, graf
Artículo en Portugués | LILACS | ID: biblio-952849

RESUMEN

RESUMO Objetivo Verificar o efeito agudo da eletroestimulação sobre o fluxo salivar de pacientes com hipossalivação. Método Ensaio clínico não controlado que avaliou o efeito de uma única aplicação da Transcutaneous Electric Nerve Stimulation (TENS) sobre o fluxo salivar de 15 pacientes com hipossalivação induzida por radioterapia (RT), utilizada no tratamento de câncer de cabeça e pescoço. A média de idade dos pacientes foi de 56,8 ± 6,46 anos e o gênero masculino foi predominante (73%). A TENS foi programada com 50Hz de frequência, 250μs de largura de pulso e a intensidade foi ajustada ao longo dos 20 minutos conforme máxima tolerância. Os eletrodos foram fixados bilateralmente sobre a região das glândulas salivares. A avaliação do fluxo salivar foi realizada por meio de sialometria estimulada, antes e imediatamente após a aplicação da TENS. Resultados Em 80% dos casos, o tratamento oncológico incluiu quimioterapia. A RT foi aplicada em 80% dos casos na região e orofaringe, com intensidade média de 64,6 ± 7,27 Gy. Após a TENS, o fluxo salivar aumentou significativamente (p = 0,0051), passando de 0,05 (0,00; 0,40) mL/min para 0,10 (0,07;0,40) mL/min. A resposta à TENS foi diretamente correlacionada à intensidade da corrente elétrica tolerada (r = 0,553; p = 0,032) e à dose utilizada na RT (r = -0,514; p = 0,050). Conclusão A TENS aumentou significativamente o fluxo salivar de pacientes com hipossalivação induzida pela RT.


ABSTRACT Purpose To verify the acute effect of electrostimulation on the salivary flow of patients with hyposalivation. Methods Uncontrolled clinical trial evaluating 15 patients with hyposalivation induced by radiotherapy (RT) used for head and neck cancer treatment. Mean age of the patients was 56.8 ± 6.46 years. Males outnumbered females (73%). Transcutaneous Electrical Nerve Stimulation (TENS) was adjusted with 50Hz of frequency and 250μs of pulse width. Intensity was adjusted over a 20-minute period according to maximum tolerance. The electrodes were attached bilaterally on the region of the salivary glands. Evaluation of the salivary flow was performed through sialometry before and immediately after application of TENS. Results The most prevalent region for RT was the oropharynx (80.0% of cases). The mean dose used in RT was 64.6 ± 7.27 Gy. After TENS, salivary flow increased significantly (p = 0.0051) from 0.05 (0.00; 0.40) mL/min to 0.10 (0.07: 0.40) mL/min. The response to TENS was directly correlated with the intensity of the tolerated electric current (r = 0.553; p = 0.032) and the dose used in RT (r = -0.514; p = 0.050). Conclusion TENS was able to increase the salivary flow rate of patients with RT-induced hyposalivation.


Asunto(s)
Humanos , Masculino , Femenino , Glándulas Salivales/efectos de la radiación , Xerostomía/terapia , Estimulación Eléctrica Transcutánea del Nervio , Neoplasias de Cabeza y Cuello/radioterapia , Dosis de Radiación , Radioterapia/efectos adversos , Saliva/metabolismo , Salivación/efectos de la radiación , Xerostomía/etiología , Radioterapia de Intensidad Modulada , Persona de Mediana Edad
11.
Int. j. cardiovasc. sci. (Impr.) ; 29(3): f:158-l:167, mai.-jun. 2016. tab, graf
Artículo en Portugués | LILACS | ID: biblio-831773

RESUMEN

Fundamentos: A insuficiência cardíaca é uma doença multissistêmica que inclui disfunção autonômica. Objetivo: Avaliar os efeitos agudos da Estimulação Elétrica Funcional (EEF) e do Treinamento Muscular Inspiratório (TMI) sobre o controle autonômico, a função endotelial e os níveis de citocinas inflamatórias em pacientes portadores de IC. Métodos: Estudo randomizado cruzado que incluiu 12 pacientes submetidos a três intervenções randomizadas: EEF, TMI, e EEF + TMI, com intervalo de 1 semana entre as sessões. O TMI foi realizado durante 15 minutos, com 30% da pressão inspiratória máxima. A EEF foi realizada nos músculos vasto lateral e vasto medial, a uma frequência de 20Hz durante 30 minutos. O controle autonômico foi medido através de monitorização de pressão batimento por batimento (Finapres); a função endotelial, através da técnica de dilatação mediada por fluxo (DMF); e os níveis de citocinas inflamatórias foram medidos antes e depois de cada sessão. Resultados: O controle autonômico após EEF diminuiu em termos de BF/AF (p=0,01) e BFn.u (p=0,03), e aumentou em termos de RR médio (p=0,005). Observou-se um aumento do RR médio após o TMI (p=0,005) e após EEF+TMI (p=0,02). Não houve diferenças na DMF e na concentração de lactato sérico. Quanto às citocinas, a EEF promoveu uma redução nos níveis de TNF-α (pré versus pós 24 horas, p = 0,05). O TMI resultou em níveis aumentados de IL-10 (pré versus 24 horas pós, p=0,05) e em níveis diminuídos de TNF-α (1 hora pós versus 24 horas pós, p = 0,03). Não houve diferenças quando as duas intervenções foram associadas. Conclusão: EEF, TMI, e EEF + TMI alteraram o controle autonômico, mas não a função endotelial. A EEF e o TMI isoladamente alteraram os níveis de citocinas inflamatórias. Ensaios Clínicos: NCT01325597


Background: Heart Failure is a multisystem disorder, which includes autonomic dysfunction. Objective: To evaluate the acute effects of Functional Electrical Stimulation (FES) and Inspiratory Muscle Training (IMT) on autonomic control, endothelial function and inflammatory cytokine levels in patients with HF. Methods: Randomized crossover trial including 12 patients undergoing three randomized interventions: FES, IMT, and FES+IMT, with a 1-week interval between sessions. IMT was performed for 15 minutes with 30% of the maximal inspiratory pressure. FES was performed in the vastus lateralis and vastus medialis muscles, at 20Hz for 30 minutes. The autonomic control was measured using beat-to-beat blood pressure monitoring (Finapres); the endothelial function, using the flow-mediated dilation technique (FMD); and inflammatory cytokine levels were assessed before and after the sessions. Results: Autonomic control after FES decreased regarding LF/HF (p=0.01) and LFn.u (p=0.03), and increased regarding mean RR (p=0.005). Increased mean RR was observed after IMT (p=0.005) and after FES+IMT (p=0.02). No differences were found in FMD and blood lactate concentration. As regards the cytokines, FES led to a decrease in TNF-α levels (pre vs. 24 hours post, p = 0.05). IMT resulted in increased IL-10 levels (pre vs. 24 hours post, p=0.05) and decreased TNF-α levels (1 hour post vs. 24 hours post, p = 0.03). No difference was observed when the two interventions were associated. Conclusion: FES, IMT, and FES+IMT changed the autonomic control without changing the endothelial function. FES and IMT separately changed inflammatory cytokine levels. Clinical Trials: NCT01325597


Asunto(s)
Humanos , Masculino , Femenino , Anciano , Estimulación Eléctrica/efectos adversos , Insuficiencia Cardíaca/etiología , Insuficiencia Cardíaca/terapia , Ensayos Clínicos Controlados no Aleatorios como Asunto , Pacientes , Sistema Nervioso Autónomo , Brasil , Ejercicios Respiratorios/efectos adversos , Ejercicios Respiratorios/métodos , Citocinas/análisis , Ecocardiografía/métodos , Endotelio/fisiología , Frecuencia Cardíaca , Ácido Láctico/análisis , Interpretación Estadística de Datos
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