Machine learning algorithms for the evaluation of the effect of inspiratory muscle training on the aerobic response in recreational cyclists.

• Grant number: 19/10749-5
• Support Opportunities: Scholarships in Brazil - Post-Doctoral
• Start date: September 01, 2019
• End date: August 31, 2023
• Field of knowledge: Health Sciences - Physiotherapy and Occupational Therapy
• Principal Investigator: Aparecida Maria Catai
• Grantee: Patrícia Rehder dos Santos
• Host Institution: Centro de Ciências Biológicas e da Saúde (CCBS). Universidade Federal de São Carlos (UFSCAR). São Carlos , SP, Brazil
• Associated research grant: 16/22215-7 - Impact of inspiratory muscle training and aging on metabolic mapping, autonomic modulation, and cardiovascular, respiratory and metabolic responses, and prediction of cardiorespiratory health through wearables, AP.TEM

Abstract

Low levels of aerobic fitness may be associated with limitations in the supply of oxygen to the active muscles. With the advancement of signal processing techniques, such as machine learning, the dynamic response of the aerobic system can be evaluated systematically, before and after therapeutic interventions. New analysis tools can be used to detect changes in general physical health with direct applicability in physical intervention programs, such as the one proposed here. It is expected that new machine learning algorithms will be able to better understand effects of inspiratory muscle training (IMT) on the aerobic response. By combining variables related to peripheral and central responses, in combination with pulmonary oxygen consumption (p.VO2pico), it will be possible to investigate the exact influence of the training proposed on the aerobic response.

Scientific publications

(References retrieved automatically from Web of Science and SciELO through information on FAPESP grants and their corresponding numbers as mentioned in the publications by the authors)

REHDER-SANTOS, PATRICIA; ABREU, RAPHAEL M.; SIGNINI, ETORE DE F.; DA SILVA, CLAUDIO D.; SAKAGUCHI, CAMILA A.; DATO, CARLA C.; CATAI, APARECIDA M.. Moderate- and High-Intensity Inspiratory Muscle Training Equally Improves Inspiratory Muscle Strength and Endurance-A Double-Blind Randomized Controlled Trial. INTERNATIONAL JOURNAL OF SPORTS PHYSIOLOGY AND PERFORMANCE, v. 16, n. 8, p. 1111-1119, AUG 2021. (19/10749-5, 16/22215-7, 19/03669-5)

GALDINO, GABRIELA AGUIAR MESQUITA; REHDER-SANTOS, PATRICIA; LINARES, STEPHANIE NOGUEIRA; BELTRAME, THOMAS; CATAI, APARECIDA MARIA. Cerebral oxygenation during cardiopulmonary exercise testing in cardiorespiratory diseases: A systematic review. HEART & LUNG, v. 59, p. 10-pg., 2023-01-19. (19/10749-5)