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Arina P, Ferrari D, Kaczorek MR, Tetlow N, Dewar A, Stephens R, Martin D, Moonesinghe R, Singer M, Whittle J, Mazomenos EB. Assessing perioperative risks in a mixed elderly surgical population using machine learning: A multi-objective symbolic regression approach to cardiorespiratory fitness derived from cardiopulmonary exercise testing. PLOS DIGITAL HEALTH 2025; 4:e0000851. [PMID: 40378351 DOI: 10.1371/journal.pdig.0000851] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 10/13/2024] [Accepted: 04/05/2025] [Indexed: 05/18/2025]
Abstract
Accurate preoperative risk assessment is of great value to both patients and clinical teams. Several risk scores have been developed but are often not calibrated to the local institution, limited in terms of data input into the underlying models, and/or lack individual precision. Machine Learning (ML) models have the potential to address limitations in existing scoring systems. A database of 1190 elderly patients who underwent major elective surgery was analyzed retrospectively. Preoperative cardiorespiratory fitness data from cardiopulmonary exercise testing (CPET), demographic and clinical data were extracted and integrated into advanced machine learning (ML) algorithms. Multi-Objective-Symbolic-Regression (MOSR), a novel algorithm utilizing Genetic Programming to generate mathematical formulae for learning tasks, was employed to predict patient morbidity at Postoperative Day 3, as defined by the PostOperative Morbidity Survey (POMS). Shapley-Additive-exPlanations (SHAP) was subsequently used to analyze feature contributions. Model performance was benchmarked against existing risk prediction scores, namely the Portsmouth-Physiological-and-Operative-Severity-Score-for-the-Enumeration-of-Mortality-and-Morbidity (PPOSSUM) and the Duke-Activity-Status-Index, as well as linear regression using CPET features. A model was also developed for the same task using data directly extracted from the CPET time-series. The incorporation of cardiorespiratory fitness data enhanced the performance of all models for predicting postoperative morbidity by 20% compared to sole reliance on clinical data. Cardiorespiratory fitness features demonstrated greater importance than clinical features in the SHAP analysis. Models utilizing data taken directly from the CPET time-series demonstrated a 12% improvement over the cardiorespiratory fitness models. MOSR model surpassed all other models in every experiment, demonstrating excellent robustness and generalization capabilities. Integrating cardiorespiratory fitness data with ML models enables improved preoperative prediction of postoperative morbidity in elective surgical patients. The MOSR model stands out for its capacity to pinpoint essential features and build models that are both simple and accurate, showing excellent generalizability.
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Affiliation(s)
- Pietro Arina
- Bloomsbury Institute of Intensive Care Medicine, University College London, London, United Kingdom
- Human Physiology and Performance Laboratory, Centre for Perioperative Medicine, Department of Targeted Intervention, University College London, London, United Kingdom
| | - Davide Ferrari
- Department of Population Health Sciences, King's College London, London, United Kingdom
| | - Maciej R Kaczorek
- Wellcome/EPSRC Centre of Interventional and Surgical Sciences and Department of Medical Physics and Biomedical Engineering, University College London, London, United Kingdom
| | - Nicholas Tetlow
- Human Physiology and Performance Laboratory, Centre for Perioperative Medicine, Department of Targeted Intervention, University College London, London, United Kingdom
| | - Amy Dewar
- Human Physiology and Performance Laboratory, Centre for Perioperative Medicine, Department of Targeted Intervention, University College London, London, United Kingdom
| | - Robert Stephens
- Human Physiology and Performance Laboratory, Centre for Perioperative Medicine, Department of Targeted Intervention, University College London, London, United Kingdom
| | - Daniel Martin
- Peninsula Medical School, University of Plymouth, Plymouth, Devon, United Kingdom
| | - Ramani Moonesinghe
- Human Physiology and Performance Laboratory, Centre for Perioperative Medicine, Department of Targeted Intervention, University College London, London, United Kingdom
| | - Mervyn Singer
- Bloomsbury Institute of Intensive Care Medicine, University College London, London, United Kingdom
| | - John Whittle
- Human Physiology and Performance Laboratory, Centre for Perioperative Medicine, Department of Targeted Intervention, University College London, London, United Kingdom
| | - Evangelos B Mazomenos
- Wellcome/EPSRC Centre of Interventional and Surgical Sciences and Department of Medical Physics and Biomedical Engineering, University College London, London, United Kingdom
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Stevens JL, McKenna HT, Minnion M, Murray AJ, Feelisch M, Martin DS. The effects of major abdominal surgery on skeletal muscle mitochondrial respiration in relation to systemic redox status and cardiopulmonary fitness. Exp Biol Med (Maywood) 2025; 250:10254. [PMID: 40061448 PMCID: PMC11886423 DOI: 10.3389/ebm.2025.10254] [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] [Subscribe] [Scholar Register] [Received: 05/22/2024] [Accepted: 01/14/2025] [Indexed: 05/13/2025] Open
Abstract
More complex surgeries are being performed in increasingly sicker patients, resulting in a greater burden of postoperative morbidity. Delineating the metabolic and bioenergetic changes that occur in response to surgical stress may further our understanding about how humans respond to injury and aid the identification of resilient and frail phenotypes. Skeletal muscle biopsies were taken from patients undergoing hepato-pancreatico-biliary surgery at the beginning and end of the procedure to measure mitochondrial respiration and thiol status. Blood samples were taken at the same timepoints to measure markers of inflammation and systemic redox state. A sub-group of patients underwent cardiopulmonary exercise testing prior to surgery, and were assigned to two groups according to their oxygen consumption at anaerobic threshold (≤10 and >10 mL/kg/min) to determine whether redox phenotype was related to cardiorespiratory fitness. No change in mitochondrial oxidative phosphorylation capacity was detected. However, a 26.7% increase in LEAK (uncoupled) respiration was seen after surgery (P = 0.03). Free skeletal muscle cysteine also increased 27.0% (P = 0.003), while S-glutathionylation and other sulfur and nitrogen-based metabolite concentrations remained unchanged. The increase in LEAK was 200% greater in fit patients (P = 0.004). Baseline plasma inflammatory markers, including TNF-⍺ and IL-6 were greater in unfit patients, 96.6% (P = 0.04) and 111.0% (P = 0.02) respectively, with a 58.7% lower skeletal muscle nitrite compared to fit patients. These data suggest that oxidative phosphorylation is preserved during the acute intraoperative period. Increase in free cysteine may demonstrate the muscle's response to surgical stress to maintain redox balance. The differences in tissue metabolism between fitness groups suggests underlying metabolic phenotypes of frail and resilient patients. For example, increased LEAK in fitter patients may indicate mitochondrial adaptation to stress. Higher baseline measurements of inflammation and lower tissue nitrite in unfit patients, may reflect a state of frailty and susceptibility to postoperative demise.
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Affiliation(s)
- Jia L. Stevens
- Department of Anaesthesia, Royal Sussex County Hospital, University Hospital Sussex NHS Foundation Trust, Brighton and Hove, United Kingdom
- Division of Surgery and Interventional Science, Faculty of Medical Sciences University College London, London, United Kingdom
| | - Helen T. McKenna
- Peninsula Medical School, Faculty of Medicine and Dentistry, University of Plymouth, Plymouth, United Kingdom
| | - Magdalena Minnion
- Clinical and Experimental Sciences and Integrative Physiology and Critical Illness Group, Faculty of Medicine, Southampton General Hospital, University of Southampton, Southampton, United Kingdom
| | - Andrew J. Murray
- Department of Physiology, Development and Neuroscience, Faculty of Biology, School of Biological Sciences, University of Cambridge, Cambridge, United Kingdom
| | - Martin Feelisch
- Clinical and Experimental Sciences and Integrative Physiology and Critical Illness Group, Faculty of Medicine, Southampton General Hospital, University of Southampton, Southampton, United Kingdom
| | - Daniel S. Martin
- Peninsula Medical School, Faculty of Medicine and Dentistry, University of Plymouth, Plymouth, United Kingdom
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Abasi A, Nazari A, Moezy A, Fatemi Aghda SA. Machine learning models for reinjury risk prediction using cardiopulmonary exercise testing (CPET) data: optimizing athlete recovery. BioData Min 2025; 18:16. [PMID: 39962522 PMCID: PMC11834553 DOI: 10.1186/s13040-025-00431-2] [Citation(s) in RCA: 2] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/10/2024] [Accepted: 02/05/2025] [Indexed: 02/20/2025] Open
Abstract
BACKGROUND Cardiopulmonary Exercise Testing (CPET) provides detailed insights into athletes' cardiovascular and pulmonary function, making it a valuable tool in assessing recovery and injury risks. However, traditional statistical models often fail to leverage the full potential of CPET data in predicting reinjury. Machine learning (ML) algorithms offer promising capabilities in uncovering complex patterns within this data, allowing for more accurate injury risk assessment. OBJECTIVE This study aimed to develop machine learning models to predict reinjury risk among elite soccer players using CPET data. Specifically, we sought to identify key physiological and performance variables that correlate with reinjury and to evaluate the performance of various ML algorithms in generating accurate predictions. METHODS A dataset of 256 elite soccer players from 16 national and top-tier teams in Iran was analyzed, incorporating physiological variables and categorical data. Several machine learning models, including CatBoost, SVM, Random Forest, and XGBoost, were employed to predict reinjury risk. Model performance was assessed using metrics such as accuracy, precision, recall, F1-score, AUC, and SHAP values to ensure robust evaluation and interpretability. RESULTS CatBoost and SVM exhibited the best performance, with CatBoost achieving the highest accuracy (0.9138) and F1-score (0.9148), and SVM achieving the highest AUC (0.9725). A significant association was found between a history of concussion and reinjury risk (χ² = 13.0360, p = 0.0015), highlighting the importance of neurological recovery in preventing future injuries. Heart rate metrics, particularly HRmax and HR2, were also significantly lower in players who experienced reinjury, indicating reduced cardiovascular capacity in this group. CONCLUSION Machine learning models, particularly CatBoost and SVM, provide promising tools for predicting reinjury risk using CPET data. These models offer clinicians more precise, data-driven insights into athlete recovery and risk management. Future research should explore the integration of external factors such as training load and psychological readiness to further refine these predictions and enhance injury prevention protocols.
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Affiliation(s)
- Arezoo Abasi
- Department of Health Information Management, School of Health Management and Information Sciences, Iran University of Medical Sciences, Tehran, Iran
- Student Research and Technology Committee, School of Health Management and Information Sciences, Iran University of Medical Sciences, Tehran, Iran
| | - Ahmad Nazari
- Department of Sports and Exercise Medicine, School of Medicine, Iran University of Medical Sciences, Tehran, Iran
| | - Azar Moezy
- Department of Sports and Exercise Medicine, School of Medicine, Iran University of Medical Sciences, Tehran, Iran
| | - Seyed Ali Fatemi Aghda
- Student Research and Technology Committee, School of Health Management and Information Sciences, Iran University of Medical Sciences, Tehran, Iran.
- Fakher Mechatronic Research Center, Kerman University of Medical Sciences, Kerman, Iran.
- Research Center for Health Technology Assessment and Medical Informatics, School of Public Health, Shahid Sadoughi University of Medical Sciences, Yazd, Iran.
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Thompson A, Fleischmann KE, Smilowitz NR, de Las Fuentes L, Mukherjee D, Aggarwal NR, Ahmad FS, Allen RB, Altin SE, Auerbach A, Berger JS, Chow B, Dakik HA, Eisenstein EL, Gerhard-Herman M, Ghadimi K, Kachulis B, Leclerc J, Lee CS, Macaulay TE, Mates G, Merli GJ, Parwani P, Poole JE, Rich MW, Ruetzler K, Stain SC, Sweitzer B, Talbot AW, Vallabhajosyula S, Whittle J, Williams KA. 2024 AHA/ACC/ACS/ASNC/HRS/SCA/SCCT/SCMR/SVM Guideline for Perioperative Cardiovascular Management for Noncardiac Surgery: A Report of the American College of Cardiology/American Heart Association Joint Committee on Clinical Practice Guidelines. Circulation 2024; 150:e351-e442. [PMID: 39316661 DOI: 10.1161/cir.0000000000001285] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 09/26/2024]
Abstract
AIM The "2024 AHA/ACC/ACS/ASNC/HRS/SCA/SCCT/SCMR/SVM Guideline for Perioperative Cardiovascular Management for Noncardiac Surgery" provides recommendations to guide clinicians in the perioperative cardiovascular evaluation and management of adult patients undergoing noncardiac surgery. METHODS A comprehensive literature search was conducted from August 2022 to March 2023 to identify clinical studies, reviews, and other evidence conducted on human subjects that were published in English from MEDLINE (through PubMed), EMBASE, the Cochrane Library, the Agency for Healthcare Research and Quality, and other selected databases relevant to this guideline. STRUCTURE Recommendations from the "2014 ACC/AHA Guideline on Perioperative Cardiovascular Evaluation and Management of Patients Undergoing Noncardiac Surgery" have been updated with new evidence consolidated to guide clinicians; clinicians should be advised this guideline supersedes the previously published 2014 guideline. In addition, evidence-based management strategies, including pharmacological therapies, perioperative monitoring, and devices, for cardiovascular disease and associated medical conditions, have been developed.
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Affiliation(s)
| | | | | | - Lisa de Las Fuentes
- Former ACC/AHA Joint Committee on Clinical Practice Guidelines member; current member during the writing effort
| | | | | | | | | | | | | | | | - Benjamin Chow
- Society of Cardiovascular Computed Tomography representative
| | | | | | | | | | | | | | | | | | | | | | - Purvi Parwani
- Society for Cardiovascular Magnetic Resonance representative
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5
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Thompson A, Fleischmann KE, Smilowitz NR, de Las Fuentes L, Mukherjee D, Aggarwal NR, Ahmad FS, Allen RB, Altin SE, Auerbach A, Berger JS, Chow B, Dakik HA, Eisenstein EL, Gerhard-Herman M, Ghadimi K, Kachulis B, Leclerc J, Lee CS, Macaulay TE, Mates G, Merli GJ, Parwani P, Poole JE, Rich MW, Ruetzler K, Stain SC, Sweitzer B, Talbot AW, Vallabhajosyula S, Whittle J, Williams KA. 2024 AHA/ACC/ACS/ASNC/HRS/SCA/SCCT/SCMR/SVM Guideline for Perioperative Cardiovascular Management for Noncardiac Surgery: A Report of the American College of Cardiology/American Heart Association Joint Committee on Clinical Practice Guidelines. J Am Coll Cardiol 2024; 84:1869-1969. [PMID: 39320289 DOI: 10.1016/j.jacc.2024.06.013] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 09/26/2024]
Abstract
AIM The "2024 AHA/ACC/ACS/ASNC/HRS/SCA/SCCT/SCMR/SVM Guideline for Perioperative Cardiovascular Management for Noncardiac Surgery" provides recommendations to guide clinicians in the perioperative cardiovascular evaluation and management of adult patients undergoing noncardiac surgery. METHODS A comprehensive literature search was conducted from August 2022 to March 2023 to identify clinical studies, reviews, and other evidence conducted on human subjects that were published in English from MEDLINE (through PubMed), EMBASE, the Cochrane Library, the Agency for Healthcare Research and Quality, and other selected databases relevant to this guideline. STRUCTURE Recommendations from the "2014 ACC/AHA Guideline on Perioperative Cardiovascular Evaluation and Management of Patients Undergoing Noncardiac Surgery" have been updated with new evidence consolidated to guide clinicians; clinicians should be advised this guideline supersedes the previously published 2014 guideline. In addition, evidence-based management strategies, including pharmacological therapies, perioperative monitoring, and devices, for cardiovascular disease and associated medical conditions, have been developed.
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Segreti A, Fossati C, Monticelli LM, Valente D, Polito D, Guerra E, Zampoli A, Albimonti G, Zampogna B, Vasta S, Papalia R, Antonelli Incalzi R, Pigozzi F, Grigioni F. Changes in Cardiopulmonary Capacity Parameters after Surgery: A Pilot Study Exploring the Link between Heart Function and Knee Surgery. J Funct Morphol Kinesiol 2024; 9:172. [PMID: 39330256 PMCID: PMC11432772 DOI: 10.3390/jfmk9030172] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 07/13/2024] [Revised: 09/06/2024] [Accepted: 09/15/2024] [Indexed: 09/28/2024] Open
Abstract
Background: A knee injury in an athlete leads to periods of forced exercise interruption. Myocardial work (MW) assessed by echocardiographic and cardiopulmonary exercise testing (CPET) are two essential methods for evaluating athletes during the period following injury. However, compared to pre-surgery evaluations, the variations in cardiovascular parameters and functional capacity assessed by these methods after surgery remain unclear. Methods: We evaluated 22 non-professional athletes aged 18-52, involved in prevalently aerobic or alternate aerobic/anaerobic sports activities, who were affected by a knee pathology requiring surgical treatment. The evaluation was performed at rest using transthoracic echocardiography, including MW assessment, and during exercise using CPET. Each athlete underwent the following two evaluations: the first before surgery and the second after surgery (specifically at the end of the deconditioning period). Results: Resting heart rate (HR) increased significantly (from 63.3 ± 10.85 to 71.2 ± 12.52 beats per minute, p = 0.041), while resting diastolic and systolic blood pressure, forced vital capacity, and forced expiratory volume in the first second did not show significant changes. Regarding the echocardiographic data, global longitudinal strain decreased from -18.9 ± 1.8 to -19.3 ± 1.75; however, this reduction was not statistically significant (p = 0.161). However, the global work efficiency (GWE) increased significantly (from 93.0% ± 2.9 to 94.8% ± 2.6, p = 0.006) and global wasted work (GWW) reduced significantly (from 141.4 ± 74.07 to 98.0 ± 50.9, p = 0.007). Additionally, the patients were able to perform maximal CPET at both pre- and post-surgery evaluations, as demonstrated by the peak respiratory exchange ratio and HR. However, the improved myocardial contractility (increased GWE and decreased GWW) observed at rest did not translate into significant changes in exercise parameters, such as peak oxygen consumption and the mean ventilation/carbon dioxide slope. Conclusions: After surgery, the athletes were more deconditioned (as indicated by a higher resting HR) but exhibited better resting myocardial contractility (increased GWE and reduced GWW). Interestingly, no significant changes in exercise capacity parameters, as evaluated by CPET, were found after surgery, suggesting that the improved myocardial contractility was offset by a greater degree of muscular deconditioning.
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Affiliation(s)
- Andrea Segreti
- Cardiology Unit, Fondazione Policlinico Universitario Campus Bio-Medico, Via Alvaro del Portillo, 200-00128 Roma, Italy
- Research Unit of Cardiovascular Science, Department of Medicine and Surgery, Università Campus Bio-Medico di Roma, Via Alvaro del Portillo, 21-00128 Roma, Italy
- Department of Movement, Human and Health Sciences, University of Rome "Foro Italico", Piazza Lauro de Bosis, 15-00135 Roma, Italy
| | - Chiara Fossati
- Department of Movement, Human and Health Sciences, University of Rome "Foro Italico", Piazza Lauro de Bosis, 15-00135 Roma, Italy
| | - Luigi Maria Monticelli
- Cardiology Unit, Fondazione Policlinico Universitario Campus Bio-Medico, Via Alvaro del Portillo, 200-00128 Roma, Italy
- Research Unit of Cardiovascular Science, Department of Medicine and Surgery, Università Campus Bio-Medico di Roma, Via Alvaro del Portillo, 21-00128 Roma, Italy
| | - Daniele Valente
- Cardiology Unit, Fondazione Policlinico Universitario Campus Bio-Medico, Via Alvaro del Portillo, 200-00128 Roma, Italy
- Research Unit of Cardiovascular Science, Department of Medicine and Surgery, Università Campus Bio-Medico di Roma, Via Alvaro del Portillo, 21-00128 Roma, Italy
| | - Dajana Polito
- Cardiology Unit, Fondazione Policlinico Universitario Campus Bio-Medico, Via Alvaro del Portillo, 200-00128 Roma, Italy
- Research Unit of Cardiovascular Science, Department of Medicine and Surgery, Università Campus Bio-Medico di Roma, Via Alvaro del Portillo, 21-00128 Roma, Italy
| | - Emiliano Guerra
- Cardiology Division, Department of Biomedical, Metabolic and Neural Sciences, University of Modena and Reggio Emilia, Policlinico di Modena, Via del Pozzo, 71-41124 Modena, Italy
| | - Andrea Zampoli
- Research Unit of Orthopaedic and Trauma Surgery, Department of Medicine and Surgery, Università Campus Bio-Medico di Roma, Via Alvaro del Portillo, 21-00128 Roma, Italy
- Research Unit of Orthopaedic and Trauma Surgery, Fondazione Policlinico Universitario Campus Bio-Medico, Via Alvaro del Portillo, 200-00128 Roma, Italy
| | - Giorgio Albimonti
- Research Unit of Orthopaedic and Trauma Surgery, Department of Medicine and Surgery, Università Campus Bio-Medico di Roma, Via Alvaro del Portillo, 21-00128 Roma, Italy
- Research Unit of Orthopaedic and Trauma Surgery, Fondazione Policlinico Universitario Campus Bio-Medico, Via Alvaro del Portillo, 200-00128 Roma, Italy
| | - Biagio Zampogna
- Research Unit of Orthopaedic and Trauma Surgery, Department of Medicine and Surgery, Università Campus Bio-Medico di Roma, Via Alvaro del Portillo, 21-00128 Roma, Italy
- Research Unit of Orthopaedic and Trauma Surgery, Fondazione Policlinico Universitario Campus Bio-Medico, Via Alvaro del Portillo, 200-00128 Roma, Italy
| | - Sebastiano Vasta
- Department of Movement, Human and Health Sciences, University of Rome "Foro Italico", Piazza Lauro de Bosis, 15-00135 Roma, Italy
- Research Unit of Orthopaedic and Trauma Surgery, Department of Medicine and Surgery, Università Campus Bio-Medico di Roma, Via Alvaro del Portillo, 21-00128 Roma, Italy
- Research Unit of Orthopaedic and Trauma Surgery, Fondazione Policlinico Universitario Campus Bio-Medico, Via Alvaro del Portillo, 200-00128 Roma, Italy
| | - Rocco Papalia
- Research Unit of Orthopaedic and Trauma Surgery, Department of Medicine and Surgery, Università Campus Bio-Medico di Roma, Via Alvaro del Portillo, 21-00128 Roma, Italy
- Research Unit of Orthopaedic and Trauma Surgery, Fondazione Policlinico Universitario Campus Bio-Medico, Via Alvaro del Portillo, 200-00128 Roma, Italy
| | - Raffaele Antonelli Incalzi
- Research Unit of Geriatrics, Department of Medicine and Surgery, Università Campus Bio-Medico di Roma, Via Alvaro del Portillo, 21-00128 Roma, Italy
- Operative Research Unit of Internal Medicine, Fondazione Policlinico Universitario Campus Bio-Medico, Via Alvaro del Portillo, 200-00128 Roma, Italy
| | - Fabio Pigozzi
- Department of Movement, Human and Health Sciences, University of Rome "Foro Italico", Piazza Lauro de Bosis, 15-00135 Roma, Italy
| | - Francesco Grigioni
- Cardiology Unit, Fondazione Policlinico Universitario Campus Bio-Medico, Via Alvaro del Portillo, 200-00128 Roma, Italy
- Research Unit of Cardiovascular Science, Department of Medicine and Surgery, Università Campus Bio-Medico di Roma, Via Alvaro del Portillo, 21-00128 Roma, Italy
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7
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Segreti A, Fossati C, Mulè MT, Fanale V, Crispino SP, Coletti F, Parisi FR, Zampogna B, Vasta S, Mannacio E, Papalia R, Antonelli-Incalzi R, Pigozzi F, Grigioni F. Assessment of cardiopulmonary capacity in deconditioned athletes because of knee injury. J Sports Med Phys Fitness 2024; 64:615-623. [PMID: 38916084 DOI: 10.23736/s0022-4707.24.15496-5] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 06/26/2024]
Abstract
BACKGROUND An athlete's career inevitably goes through periods of forced physical exercise interruption like a knee injury. Advanced echocardiographic methods and cardiopulmonary exercise testing (CPET) are essential in evaluating athletes in the period elapsing after the injury. However, the feasibility of a maximal pre-surgery CPET and the capacity of resting advanced echocardiographic techniques to predict cardiorespiratory capacity still need to be clarified. METHODS We evaluated 28 non-professional athletes aged 18-52, involved in prevalently aerobic or alternate aerobic/anaerobic sports activities, affected by a knee pathology with indications for surgical treatment. The evaluation was performed at rest by trans-thoracic echocardiography, including global longitudinal strain (GLS) and myocardial work (MW) assessment, and during exercise by CPET. RESULTS The percent-predicted peak oxygen consumption (peak VO2%) was 82.8±13.7%, the mean respiratory exchange ratio was 1.16±0.08, and the mean ventilation/carbon dioxide (VE/VCO2) slope was 24.23±3.36. Peak VO2% negatively correlated with GLS (r=-0.518, P=0.003) and global wasted work (GWW) (r =-0.441, P=0.015) and positively correlated with global work efficiency (GWE) (r=0.455, P=0.012). Finally, we found that the VE/VCO2 slope during exercise was negatively correlated with GWE (r=-0.585, P=0.001) and positively correlated with GWW (r=0.499, P=0.005). CONCLUSIONS A maximal CPET can be obtained in deconditioned athletes because of a knee injury, allowing a comprehensive functional pre-surgery evaluation. In these patients, peak VO2 is reduced due to decreased physical activity after injury; however, a lower cardiopulmonary efficiency may be a concause of the injury itself. In addition, we demonstrated that the MW indexes obtained at rest could predict exercise capacity and ventilatory efficiency as evaluated by CPET.
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Affiliation(s)
- Andrea Segreti
- Unit of Cardiovascular Science, Fondazione Policlinico Universitario Campus Bio-Medico, Rome, Italy -
- Department of Movement, Human and Health Sciences, Foro Italico University, Rome, Italy -
| | - Chiara Fossati
- Department of Movement, Human and Health Sciences, Foro Italico University, Rome, Italy
| | - Maria T Mulè
- Unit of Cardiovascular Science, Fondazione Policlinico Universitario Campus Bio-Medico, Rome, Italy
| | - Valerio Fanale
- Unit of Cardiovascular Science, Fondazione Policlinico Universitario Campus Bio-Medico, Rome, Italy
| | - Simone P Crispino
- Unit of Cardiovascular Science, Fondazione Policlinico Universitario Campus Bio-Medico, Rome, Italy
| | - Federica Coletti
- Unit of Cardiovascular Science, Fondazione Policlinico Universitario Campus Bio-Medico, Rome, Italy
| | - Francesco R Parisi
- Research Unit of Orthopedics and Trauma Surgery, Department of Medicine and Surgery, Fondazione Policlinico Universitario Campus Bio-Medico, Rome, Italy
- Research Unit of Orthopedics and Trauma Surgery, Fondazione Policlinico Universitario Campus Bio-Medico, Rome, Italy
| | - Biagio Zampogna
- Research Unit of Orthopedics and Trauma Surgery, Department of Medicine and Surgery, Fondazione Policlinico Universitario Campus Bio-Medico, Rome, Italy
- Research Unit of Orthopedics and Trauma Surgery, Fondazione Policlinico Universitario Campus Bio-Medico, Rome, Italy
| | - Sebastiano Vasta
- Department of Movement, Human and Health Sciences, Foro Italico University, Rome, Italy
- Research Unit of Orthopedics and Trauma Surgery, Department of Medicine and Surgery, Fondazione Policlinico Universitario Campus Bio-Medico, Rome, Italy
- Research Unit of Orthopedics and Trauma Surgery, Fondazione Policlinico Universitario Campus Bio-Medico, Rome, Italy
| | - Elena Mannacio
- Center for Exercise Science and Sports Medicine, Foro Italico University, Rome, Italy
| | - Rocco Papalia
- Research Unit of Orthopedics and Trauma Surgery, Department of Medicine and Surgery, Fondazione Policlinico Universitario Campus Bio-Medico, Rome, Italy
- Research Unit of Orthopedics and Trauma Surgery, Fondazione Policlinico Universitario Campus Bio-Medico, Rome, Italy
| | | | - Fabio Pigozzi
- Department of Movement, Human and Health Sciences, Foro Italico University, Rome, Italy
| | - Francesco Grigioni
- Unit of Cardiovascular Science, Fondazione Policlinico Universitario Campus Bio-Medico, Rome, Italy
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8
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Sevinyan L, Asaalaarchchi H, Tailor A, Williams P, Evans M, Hodnett D, Arakkal D, Prabhu P, Flint MS, Madhuri TK. Head-to-Head Comparison: P-POSSUM and ACS-NSQIP ® in Predicting Perioperative Risk in Robotic Surgery for Gynaecological Cancers. Cancers (Basel) 2024; 16:2297. [PMID: 39001360 PMCID: PMC11240461 DOI: 10.3390/cancers16132297] [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: 04/24/2024] [Revised: 06/02/2024] [Accepted: 06/17/2024] [Indexed: 07/16/2024] Open
Abstract
Purpose: In this retrospective pilot study, we aim to evaluate the accuracy and reliability of the P-POSSUM and ACS-NSQIP surgical risk calculators in predicting postoperative complications in gynaecological-oncological (GO) robotic surgery (RS). Methods: Retrospective data collection undertaken through a dedicated GO database and patient notes at a tertiary referral cancer centre. Following data lock with the actual post-op event/complication, the risk calculators were used to measure predictive scores for each patient. Baseline analysis of 153 patients, based on statistician advice, was undertaken to evaluate P-POSSUM and ACS-NSQIP validity and relevance in GO patients undergoing RS performed. Results: P-POSSUM reports on mortality and morbidity only; ACS-NSQIP reports some individual complications as well. ACS-NSQIP risk prediction was most accurate for venous thromboembolism (VTE) (area under the curve (AUC)-0.793) and pneumonia (AUC-0.657) and it showed 90% accuracy in prediction of five major complications (Brier score 0.01). Morbidity was much better predicted by ACS-NSQIP than by P-POSSUM (AUC-0.608 vs. AUC-0.551) with the same result in mortality prediction (Brier score 0.0000). Moreover, a statistically significant overestimation of morbidity has been shown by the P-POSSUM calculator (p = 0.018). Conclusions: Despite the limitations of this pilot study, the ACS-NSQIP risk calculator appears to be a better predictor of major complications and mortality, making it suitable for use by GO surgeons as an informed consent tool. Larger data collection and analyses are ongoing to validate this further.
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Affiliation(s)
- Lusine Sevinyan
- Department of Gynaecological Oncology, Royal Surrey NHS Foundation Trust, Guildford GU2 7XX, UK
- School of Applied Sciences, University of Brighton, Brighton BN2 4GJ, UK
| | - Hasanthi Asaalaarchchi
- Department of Gynaecological Oncology, Royal Surrey NHS Foundation Trust, Guildford GU2 7XX, UK
| | - Anil Tailor
- Department of Gynaecological Oncology, Royal Surrey NHS Foundation Trust, Guildford GU2 7XX, UK
| | - Peter Williams
- Department of Maths and Statistics, University of Surrey, Guildford GU2 7XH, UK
| | - Matthew Evans
- Department of Anaesthetics, Royal Surrey NHS Foundation Trust, Guildford GU2 7XX, UK
| | - Darragh Hodnett
- Department of Anaesthetics, Royal Surrey NHS Foundation Trust, Guildford GU2 7XX, UK
| | - Darshana Arakkal
- Department of Gynaecological Oncology, Royal Surrey NHS Foundation Trust, Guildford GU2 7XX, UK
| | - Pradeep Prabhu
- Department of Anaesthetics, Royal Surrey NHS Foundation Trust, Guildford GU2 7XX, UK
| | - Melanie S Flint
- School of Applied Sciences, University of Brighton, Brighton BN2 4GJ, UK
| | - Thumuluru Kavitha Madhuri
- Department of Gynaecological Oncology, Royal Surrey NHS Foundation Trust, Guildford GU2 7XX, UK
- School of Applied Sciences, University of Brighton, Brighton BN2 4GJ, UK
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9
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Bailey DM, Davies RG, Rose GA, Lewis MH, Aldayem AA, Twine CP, Awad W, Jubouri M, Mohammed I, Mestres CA, Chen EP, Coselli JS, Williams IM, Bashir M, The International Academic Surgical Consortium (THALAMUS). Myths and methodologies: Cardiopulmonary exercise testing for surgical risk stratification in patients with an abdominal aortic aneurysm; balancing risk over benefit. Exp Physiol 2023; 108:1118-1131. [PMID: 37232485 PMCID: PMC10988440 DOI: 10.1113/ep090816] [Citation(s) in RCA: 2] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/09/2023] [Accepted: 05/03/2023] [Indexed: 05/27/2023]
Abstract
The extent to which patients with an abdominal aortic aneurysm (AAA) should exercise remains unclear, given theoretical concerns over the perceived risk of blood pressure-induced rupture, which is often catastrophic. This is especially pertinent during cardiopulmonary exercise testing, when patients are required to perform incremental exercise to symptom-limited exhaustion for the determination of cardiorespiratory fitness. This multimodal metric is being used increasingly as a complementary diagnostic tool to inform risk stratification and subsequent management of patients undergoing AAA surgery. In this review, we bring together a multidisciplinary group of physiologists, exercise scientists, anaesthetists, radiologists and surgeons to challenge the enduring 'myth' that AAA patients should be fearful of and avoid rigorous exercise. On the contrary, by appraising fundamental vascular mechanobiological forces associated with exercise, in conjunction with 'methodological' recommendations for risk mitigation specific to this patient population, we highlight that the benefits conferred by cardiopulmonary exercise testing and exercise training across the continuum of intensity far outweigh the short-term risks posed by potential AAA rupture.
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Affiliation(s)
- Damian M. Bailey
- Neurovascular Research Laboratory, Faculty of Life Sciences and EducationUniversity of South WalesGlamorganUK
| | - Richard G. Davies
- Neurovascular Research Laboratory, Faculty of Life Sciences and EducationUniversity of South WalesGlamorganUK
- Department of AnaestheticsUniversity Hospital of WalesCardiffUK
| | - George A. Rose
- Neurovascular Research Laboratory, Faculty of Life Sciences and EducationUniversity of South WalesGlamorganUK
| | - Michael H. Lewis
- Neurovascular Research Laboratory, Faculty of Life Sciences and EducationUniversity of South WalesGlamorganUK
| | | | | | - Wael Awad
- Neurovascular Research Laboratory, Faculty of Life Sciences and EducationUniversity of South WalesGlamorganUK
- Department of Cardiothoracic SurgeryBart's Heart Centre, St Bartholomew's Hospital, Bart's Health NHS TrustLondonUK
| | | | - Idhrees Mohammed
- Institute of Cardiac and Aortic DisordersSRM Institutes for Medical Science (SIMS Hospital)ChennaiTamil NaduIndia
| | - Carlos A. Mestres
- Department of Cardiac SurgeryUniversity Hospital ZürichZürichSwitzerland
| | - Edward P. Chen
- Division of Cardiovascular and Thoracic SurgeryDuke University Medical CenterDurhamNorth CarolinaUSA
| | - Joseph S. Coselli
- Division of Cardiothoracic Surgery, Michael E. DeBakey Department of SurgeryBaylor College of MedicineHoustonTexasUSA
- The Texas Heart InstituteHoustonTexasUSA
- St Luke's‐Baylor St. Luke's Medical CenterHoustonTexasUSA
| | - Ian M. Williams
- Neurovascular Research Laboratory, Faculty of Life Sciences and EducationUniversity of South WalesGlamorganUK
- Department of Vascular SurgeryUniversity Hospital of WalesCardiffUK
| | - Mohamad Bashir
- Neurovascular Research Laboratory, Faculty of Life Sciences and EducationUniversity of South WalesGlamorganUK
- Vascular and Endovascular SurgeryHealth & Education Improvement WalesCardiffUK
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10
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Franssen RFW, Sanders BHE, Takken T, Vogelaar FJ, Janssen-Heijnen MLG, Bongers BC. Influence of different data-averaging methods on mean values of selected variables derived from preoperative cardiopulmonary exercise testing in patients scheduled for colorectal surgery. PLoS One 2023; 18:e0283129. [PMID: 36928094 PMCID: PMC10019694 DOI: 10.1371/journal.pone.0283129] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/14/2022] [Accepted: 03/03/2023] [Indexed: 03/18/2023] Open
Abstract
INTRODUCTION Patients with a low cardiorespiratory fitness (CRF) undergoing colorectal cancer surgery have a high risk for postoperative complications. Cardiopulmonary exercise testing (CPET) to assess CRF is the gold standard for preoperative risk assessment. To aid interpretation of raw breath-by-breath data, different methods of data-averaging can be applied. This study aimed to investigate the influence of different data-averaging intervals on CPET variables used for preoperative risk assessment, as well as to evaluate whether different data-averaging intervals influence preoperative risk assessment. METHODS A total of 21 preoperative CPETs were interpreted by two exercise physiologists using stationary time-based data-averaging intervals of 10, 20, and 30 seconds and rolling average intervals of 3 and 7 breaths. Mean values of CPET variables between different data averaging intervals were compared using repeated measures ANOVA. The variables of interest were oxygen uptake at peak exercise (VO2peak), oxygen uptake at the ventilatory anaerobic threshold (VO2VAT), oxygen uptake efficiency slope (OUES), the ventilatory equivalent for carbon dioxide at the ventilatory anaerobic threshold (VE/VCO2VAT), and the slope of the relationship between the minute ventilation and carbon dioxide production (VE/VCO2-slope). RESULTS Between data-averaging intervals, no statistically significant differences were found in the mean values of CPET variables except for the ventilatory equivalent for carbon dioxide at the ventilatory anaerobic threshold (P = 0.001). No statistically significant differences were found in the proportion of patients classified as high or low risk regardless of the used data-averaging interval. CONCLUSION There appears to be no significant or clinically relevant influence of the evaluated data-averaging intervals on the mean values of CPET outcomes used for preoperative risk assessment. Clinicians may choose a data-averaging interval that is appropriate for optimal interpretation and data visualization of the preoperative CPET. Nevertheless, caution should be taken as the chosen data-averaging interval might lead to substantial within-patient variation for individual patients. CLINICAL TRIAL REGISTRATION Prospectively registered at ClinicalTrials.gov (NCT05353127).
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Affiliation(s)
- Ruud F. W. Franssen
- Department of Clinical Physical Therapy, VieCuri Medical Center, Venlo, The Netherlands
- Department of Epidemiology, GROW School for Oncology and Reproduction, Faculty of Health, Medicine and Life Sciences, Maastricht University, Maastricht, The Netherlands
- * E-mail:
| | - Bart H. E. Sanders
- Department of Sports Medicine, VieCuri Medical Center, Venlo, The Netherlands
| | - Tim Takken
- Child Development and Exercise Center, Wilhelmina Children’s Hospital, University Medical Center Utrecht, Utrecht, The Netherlands
| | - F. Jeroen Vogelaar
- Department of Epidemiology, GROW School for Oncology and Reproduction, Faculty of Health, Medicine and Life Sciences, Maastricht University, Maastricht, The Netherlands
| | - Maryska L. G. Janssen-Heijnen
- Department of Epidemiology, GROW School for Oncology and Reproduction, Faculty of Health, Medicine and Life Sciences, Maastricht University, Maastricht, The Netherlands
- Department of Epidemiology, VieCuri Medical Center, Venlo, The Netherlands
| | - Bart C. Bongers
- Department of Nutrition and Movement Sciences, Nutrition and Translational Research in Metabolism (NUTRIM), Faculty of Health, Medicine and Life Sciences, Maastricht University, Maastricht, The Netherlands
- Department of Surgery, Nutrition and Translational Research in Metabolism (NUTRIM), Faculty of Health, Medicine and Life Sciences, Maastricht University, Maastricht, The Netherlands
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11
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Sivakumar J, Forshaw MJ, Lam S, Peters CJ, Allum WH, Whibley J, Sinclair RCF, Snowden CP, Hii MW, Sivakumar H, Read M. Identifying the limitations of cardiopulmonary exercise testing prior to esophagectomy using a pooled analysis of patient-level data. Dis Esophagus 2022; 35:doac005. [PMID: 35138383 DOI: 10.1093/dote/doac005] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 08/18/2021] [Revised: 10/28/2021] [Indexed: 12/11/2022]
Abstract
Preoperative cardiopulmonary exercise testing (CPET) provides an objective assessment of aerobic fitness in patients undergoing surgery. While peak oxygen uptake during exercise (VO2peak) and anaerobic threshold have demonstrated a moderate correlation with the development of complications following esophagectomy, no clinically useful threshold values have been defined. By pooling patient level data from existing studies, we aimed to define optimal thresholds for preoperative CPET parameters to predict patients at high risk of postoperative complications. Studies reporting on the relationship between preoperative CPET variables and post-esophagectomy complications were determined from a comprehensive literature search. Patient-level data were obtained from six contributing centers for pooled-analyses. Outcomes of interest included cardiopulmonary and non-cardiopulmonary complications, unplanned intensive care unit readmission, and 90-day and 12-month all-cause mortality. Receiver operating characteristic curves and logistic regression models estimated the predictive value of CPET parameters for each individual outcome of interest. This analysis comprised of 621 patients who underwent CPET prior to esophagectomy during the period from January 2004 to March 2017. For both anaerobic threshold and VO2peak, none of the receiver operating characteristic curves achieved an area under the curve value > 0.66 for the outcomes of interest. The discriminatory ability of CPET for determining high-risk patients was found to be poor in patients undergoing an esophagectomy. CPET may only carry an adjunct role to clinical decision-making.
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Affiliation(s)
- Jonathan Sivakumar
- Department of Surgery, The University of Melbourne, Melbourne, Australia
- Department of Upper Gastrointestinal Surgery, St Vincent's Hospital Melbourne, Melbourne, Australia
| | - Matthew J Forshaw
- Department of Upper Gastrointestinal Surgery, Glasgow Royal Infirmary, Glasgow, UK
| | - Stephen Lam
- Department of Upper Gastrointestinal Surgery, Norfolk and Norwich University Hospital, Norwich, UK
| | - Christopher J Peters
- Department of Surgery and Cancer, Imperial College London of St Mary's Hospital, London, UK
| | | | - Jessica Whibley
- Department of Physiotherapy, Royal Marsden Hospital, London, UK
| | - Rhona C F Sinclair
- Department of Anaesthesia, Royal Victoria Infirmary, Newcastle Upon Tyne, UK
| | | | - Michael W Hii
- Department of Surgery, The University of Melbourne, Melbourne, Australia
- Department of Upper Gastrointestinal Surgery, St Vincent's Hospital Melbourne, Melbourne, Australia
| | - Harry Sivakumar
- Department of Anaesthesia, The Alfred Hospital, Melbourne, Australia
| | - Matthew Read
- Department of Surgery, The University of Melbourne, Melbourne, Australia
- Department of Upper Gastrointestinal Surgery, St Vincent's Hospital Melbourne, Melbourne, Australia
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12
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Silvapulle E, Darvall J. Objective methods for preoperative assessment of functional capacity. BJA Educ 2022; 22:312-320. [PMID: 36097575 PMCID: PMC9463693 DOI: 10.1016/j.bjae.2022.03.003] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 03/10/2022] [Indexed: 11/19/2022] Open
Affiliation(s)
- E. Silvapulle
- The Royal Melbourne Hospital, Victoria, Australia
- University of Melbourne, Parkville, Victoria, Australia
| | - J. Darvall
- The Royal Melbourne Hospital, Victoria, Australia
- University of Melbourne, Parkville, Victoria, Australia
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13
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Ozova M, Chomakhidze P, Poltavskaya M, Vychuzhanin D, Kopylov P, Saner H, Andreev D. Cardiopulmonary exercise testing for cardiovascular risk assessment in patients undergoing gastric and oesophageal cancer surgery: results from a prospective interventional cohort study. Open Heart 2022; 9:openhrt-2021-001932. [PMID: 35840177 PMCID: PMC9295652 DOI: 10.1136/openhrt-2021-001932] [Citation(s) in RCA: 6] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 12/08/2021] [Accepted: 04/21/2022] [Indexed: 11/17/2022] Open
Abstract
Background Cardiopulmonary exercise testing (CPET) has shown to be useful for preoperative risk stratification in various types of intra-abdominal and thoracic surgery. However, data about the predictive value of CPET for cardiovascular outcome after gastric or oesophageal cancer surgery are inconclusive. The aim of this study was to evaluate the prognostic value of CPET parameters for the prediction of cardiovascular complications in patients with this type of surgery. Methods This is a prospective single-centre interventional cohort study including 200 consecutive patients who underwent elective surgery for oesophageal and/or gastric cancer. Symptom-limited CPET was performed preoperatively to evaluate the potential of various test-derived parameters including anaerobic threshold (AT) to predict cardiovascular complications within 30 days after surgery. Results 200 patients (mean age 68±14.2 years) met inclusion and exclusion criteria: oesophageal surgery 54 pts, gastric surgery 132 pts and combined oesophageal/gastric surgery 14 pts. 41/200 pts (20.5%) experienced cardiovascular complications during and within 30 days after surgery including 4 non-fatal myocardial infarctions (2%), 1 stroke (0.5%); 6 dead from cardiovascular causes (3%) and less serious complications in 30 patients (15%) including angina attacks and antiarrhythmic therapy for ventricular arrhythmias or for atrial fibrillation/flutter. Results from preoperative CPET indicate that an AT level below 11 mL/kg/min was highly predictive for any cardiovascular complication (p=0.02, OR 6.33, 95% CI 1.78 to 22.47). An AT level <9.5 had the best predictive accuracy for major perioperative cardiac complications (sensitivity 93%, specificity 68%, positive predicative value 75%, negative predicative value 98.8%). Conclusion CPET is a useful perioperative risk assessment tool for patients undergoing surgery for oesophageal and gastric cancer, which carries a particularly high risk for cardiovascular complications. An AT <9.5 mL/kg/min turned out to be the most reliable predictor for major cardiovascular complications.
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Affiliation(s)
- Maryam Ozova
- Clinic for Cardiology, Sechenov University, Moskva, Russian Federation
| | - Petr Chomakhidze
- Research Center "Digital Biodesign and Personalized Healthcare"; Department of Cardiology, Functional and Ultrasound Diagnostics of N.V. Sklifosovsky Institute for Clinical Medicine, Sechenov University, Moskva, Russian Federation
| | - Maria Poltavskaya
- Department of Cardiology, Functional and Ultrasound Diagnostics of N.V. Sklifosovsky Institute for Clinical Medicine, Sechenov University, Moskva, Russian Federation
| | | | - Philippe Kopylov
- Research Center "Digital Biodesign and Personalized Healthcare"; Department of Cardiology, Functional and Ultrasound Diagnostics of N.V. Sklifosovsky Institute for Clinical Medicine, Sechenov University, Moskva, Russian Federation.,Precision Medicine, Sechenov University, Moskva, Russian Federation
| | - Hugo Saner
- Clinic for Cardiology, Sechenov University, Moskva, Russian Federation .,ARTORG Center for Biomedical Engineering Research, University of Bern, Bern, Switzerland
| | - Denis Andreev
- Clinic for Cardiology, Sechenov University, Moskva, Russian Federation.,Department of Cardiology, Functional and Ultrasound Diagnostics of N.V. Sklifosovsky Institute for Clinical Medicine, Sechenov University, Moskva, Russian Federation
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14
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Gillis C, Martinez MC, Mina DS. Tailoring prehabilitation to address the multifactorial nature of functional capacity for surgery. J Hum Nutr Diet 2022; 36:395-405. [PMID: 35716131 DOI: 10.1111/jhn.13050] [Citation(s) in RCA: 7] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/07/2022] [Accepted: 06/07/2022] [Indexed: 11/30/2022]
Abstract
Mounting evidence suggests that recovery begins before the surgical incision. The pre-surgery phase of recovery - the preparation for optimal surgical recovery - can be reinforced with prehabilitation. Prehabilitation is the approach of enhancing the functional capacity of the individual to enable them to withstand a stressful event. With this narrative review, we apply the Wilson & Cleary conceptual model of patient outcomes to specify the complex and integrative relationship of health factors that limit functional capacity before surgery. To have the greatest impact on patient outcomes, prehabilitation programs require individualized and coordinated care from medical, nutritional, psychosocial, and exercise services. This article is protected by copyright. All rights reserved.
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Affiliation(s)
- Chelsia Gillis
- School of Human Nutrition, McGill University.,Anesthesia Department, McGill University
| | | | - Daniel Santa Mina
- Faculty of Kinesiology and Physical Education, University of Toronto.,Department of Anesthesia and Pain Management, University Health Network
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15
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Matthews L, Levett DZH, Grocott MPW. Perioperative Risk Stratification and Modification. Anesthesiol Clin 2022; 40:e1-e23. [PMID: 35595387 DOI: 10.1016/j.anclin.2022.03.001] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/18/2022]
Abstract
This article discusses the important topic of perioperative risk stratification and the interventions that can be used in the perioperative period for risk modification. It begins with a brief overview of the commonly used scoring systems, risk-prediction models, and assessments of functional capacity and discusses some of the evidence behind each. It then moves on to examine how perioperative risk can be modified through the use of shared decision making, management of multimorbidity, and prehabilitation programs, before considering what the future of risk stratification and modification may hold.
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Affiliation(s)
- Lewis Matthews
- Perioperative and Critical Care Theme, NIHR Southampton Biomedical Research Centre, University Hospital Southampton/University of Southampton, Tremona Road, Southampton SO16 6YD, United Kingdom; Integrative Physiology and Critical Illness Group, Clinical and Experimental Sciences, Faculty of Medicine, University of Southampton, Southampton, United Kingdom; Shackleton Department of Anaesthesia, University Hospital Southampton NHS Foundation Trust, Tremona Road, Southampton SO16 6YD, United Kingdom.
| | - Denny Z H Levett
- Perioperative and Critical Care Theme, NIHR Southampton Biomedical Research Centre, University Hospital Southampton/University of Southampton, Tremona Road, Southampton SO16 6YD, United Kingdom; Integrative Physiology and Critical Illness Group, Clinical and Experimental Sciences, Faculty of Medicine, University of Southampton, Southampton, United Kingdom
| | - Michael P W Grocott
- Perioperative and Critical Care Theme, NIHR Southampton Biomedical Research Centre, University Hospital Southampton/University of Southampton, Tremona Road, Southampton SO16 6YD, United Kingdom; Integrative Physiology and Critical Illness Group, Clinical and Experimental Sciences, Faculty of Medicine, University of Southampton, Southampton, United Kingdom
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16
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Franssen RFW, Eversdijk AJJ, Kuikhoven M, Klaase JM, Vogelaar FJ, Janssen-Heijnen MLG, Bongers BC. Inter-observer agreement of preoperative cardiopulmonary exercise test interpretation in major abdominal surgery. BMC Anesthesiol 2022; 22:131. [PMID: 35490221 PMCID: PMC9055752 DOI: 10.1186/s12871-022-01680-y] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/08/2022] [Accepted: 04/22/2022] [Indexed: 11/10/2022] Open
Abstract
BACKGROUND Accurate determination of cardiopulmonary exercise test (CPET) derived parameters is essential to allow for uniform preoperative risk assessment. The objective of this prospective observational study was to evaluate the inter-observer agreement of preoperative CPET-derived variables by comparing a self-preferred approach with a systematic guideline-based approach. METHODS Twenty-six professionals from multiple centers across the Netherlands interpreted 12 preoperative CPETs of patients scheduled for hepatopancreatobiliary surgery. Outcome parameters of interest were oxygen uptake at the ventilatory anaerobic threshold (V̇O2VAT) and at peak exercise (V̇O2peak), the slope of the relationship between the minute ventilation and carbon dioxide production (V̇E/V̇CO2-slope), and the oxygen uptake efficiency slope (OUES). Inter-observer agreement of the self-preferred approach and the guideline-based approach was quantified by means of the intra-class correlation coefficient. RESULTS Across the complete cohort, inter-observer agreement intraclass correlation coefficient (ICC) was 0.76 (95% confidence interval (CI) 0.57-0.93) for V̇O2VAT, 0.98 (95% CI 0.95-0.99) for V̇O2peak, and 0.86 (95% CI 0.75-0.95) for the V̇E/V̇CO2-slope when using the self-preferred approach. By using a systematic guideline-based approach, ICCs were 0.88 (95% CI 0.74-0.97) for V̇O2VAT, 0.99 (95% CI 0.99-1.00) for V̇O2peak, 0.97 (95% CI 0.94-0.99) for the V̇E/V̇CO2-slope, and 0.98 (95% CI 0.96-0.99) for the OUES. CONCLUSIONS Inter-observer agreement of numerical values of CPET-derived parameters can be improved by using a systematic guideline-based approach. Effort-independent variables such as the V̇E/V̇CO2-slope and the OUES might be useful to further improve uniformity in preoperative risk assessment in addition to, or in case V̇O2VAT and V̇O2peak are not determinable.
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Affiliation(s)
- Ruud F W Franssen
- Department of Clinical Physical Therapy, VieCuri Medical Center, Tegelseweg 210, 5912, BL, Venlo, the Netherlands. .,Department of Epidemiology, GROW School for Oncology and Developmental Biology, Faculty of Health, Medicine and Life Sciences, Maastricht University, Maastricht, the Netherlands.
| | - Anne J J Eversdijk
- Department of Sports Medicine, VieCuri Medical Center, Venlo, the Netherlands
| | - Mayella Kuikhoven
- Fanaticus Sports Medicine, Sports Medical Center, Groningen and Arnhem, the Netherlands
| | - Joost M Klaase
- Department of Hepatopancreatobiliary Surgery and Liver Transplantation, University Medical Center Groningen, Groningen, the Netherlands
| | - F Jeroen Vogelaar
- Department of Surgery, VieCuri Medical Center, Venlo, the Netherlands
| | - Maryska L G Janssen-Heijnen
- Department of Epidemiology, GROW School for Oncology and Developmental Biology, Faculty of Health, Medicine and Life Sciences, Maastricht University, Maastricht, the Netherlands.,Department of Epidemiology, VieCuri Medical Center, Venlo, the Netherlands
| | - Bart C Bongers
- Department of Epidemiology, Care and Public Health Research Institute (CAPHRI), Faculty of Health, Medicine and Life Sciences, Maastricht University, Maastricht, the Netherlands.,Department of Nutrition and Movement Sciences, School of Nutrition and Translational Research in Metabolism (NUTRIM), Faculty of Health, Medicine and Life Sciences, Maastricht University, Maastricht, the Netherlands
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17
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Milliken D, Rooms M, Moonesinghe SR, Jhanji S. Peak power output testing: novel method for preoperative assessment of exercise capacity. Br J Surg 2021; 109:220-226. [PMID: 34931236 DOI: 10.1093/bjs/znab408] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/16/2021] [Accepted: 10/28/2021] [Indexed: 11/14/2022]
Abstract
BACKGROUND Assessment of exercise capacity is an important component of risk assessment before major surgery. Cardiopulmonary exercise testing (CPET) provides comprehensive assessment but is resource-intensive, limiting widespread adoption. Measurement of a patient's peak power output (PPO) using a simplified test on a cycle ergometer has the potential to identify patients likely to have abnormal CPET findings and to be at increased perioperative risk. The aim of this study was to investigate the potential for PPO to identify those with abnormal CPET and to determine whether PPO predicted the risk of adverse postoperative outcomes. METHODS In a retrospective analysis of a single-centre cohort, the ability of PPO to predict a high-risk CPET result in patients undergoing major cancer surgery was analysed. The assessment was validated in patients undergoing major abdominal surgery from a UK national multicentre cohort. The association between PPO and adverse postoperative outcomes to traditional CPET-derived variables were compared. RESULTS In 2262 patients from a single centre, PPO was an excellent discriminator of high-risk CPET, with an area under the receiver operating characteristic curve (AUROC) of 0.901 (95 per cent c.i. 0.888 to 0.913). In the national cohort of 2742 patients, there was excellent discrimination, with an AUROC of 0.856 (0.842 to 0.871). A PPO cut-off of 1.5 W/kg may be appropriate for use in screening, with a sensitivity of 90 per cent in both cohorts. PPO and traditional CPET-derived predictors demonstrated similar discrimination of major postoperative complications and death. The association between PPO and major postoperative complications persisted on multivariable analysis. CONCLUSION These results suggest a role for the PPO test in preoperative screening and risk stratification for major surgery. Prospective evaluation is recommended.
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Affiliation(s)
- Don Milliken
- Department of Perioperative Medicine, Anaesthesia, Pain and Critical Care, Royal Marsden NHS Foundation Trust, London, UK
| | - Martin Rooms
- Department of Perioperative Medicine, Anaesthesia, Pain and Critical Care, Royal Marsden NHS Foundation Trust, London, UK
| | - S Ramani Moonesinghe
- Surgical Outcomes Research Centre, Centre for Perioperative Medicine, University College London, London, UK
| | - Shaman Jhanji
- Anaesthesia, Perioperative and Critical Care Medicine, Royal Marsden NHS Foundation Trust, London, UK.,Perioperative and Critical Care Outcomes Group, Division of Cancer Biology, Institute of Cancer Research, London, UK
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18
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Ferguson M, Shulman M. Cardiopulmonary Exercise Testing and Other Tests of Functional Capacity. CURRENT ANESTHESIOLOGY REPORTS 2021; 12:26-33. [PMID: 34840532 PMCID: PMC8605465 DOI: 10.1007/s40140-021-00499-6] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 10/27/2021] [Indexed: 11/29/2022]
Abstract
Purpose of Review Assessment of functional capacity is a cornerstone of preoperative risk assessment. While subjective clinician assessment of functional capacity is poorly predictive of postoperative outcomes, other objective functional assessment measures may provide more useful information. Recent Findings Cardiopulmonary exercise testing (CPET) is generally accepted as the gold standard for functional capacity assessment. However, CPET is resource-intensive and not universally available. Simpler objective tests of functional capacity such as the Duke Activity Status Index (DASI) and the 6-min walk test (6MWT) are cheap and efficient. In addition, they predict important postoperative outcomes including death, disability, and myocardial infarction. Summary Simple preoperative tests such as the DASI may be useful for routine preoperative assessment. CPET may be helpful to investigate further patients with functional status limitation, and to guide prehabilitation and perioperative shared decision-making in high-risk patients.
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Affiliation(s)
| | - Mark Shulman
- Austin Hospital, 145 Studley Rd, Heidelberg, VIC Australia
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19
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Franssen RFW, Janssen-Heijnen MLG, Barberan-Garcia A, Vogelaar FJ, Van Meeteren NLU, Bongers BC. Moderate-intensity exercise training or high-intensity interval training to improve aerobic fitness during exercise prehabilitation in patients planned for elective abdominal cancer surgery? Eur J Surg Oncol 2021; 48:3-13. [PMID: 34600787 DOI: 10.1016/j.ejso.2021.08.026] [Citation(s) in RCA: 19] [Impact Index Per Article: 4.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/17/2020] [Revised: 07/27/2021] [Accepted: 08/22/2021] [Indexed: 01/01/2023] Open
Abstract
Low preoperative aerobic fitness is associated with an increased risk of postoperative complications and delayed recovery in patients with abdominal cancer. Surgical prehabilitation aims to increase aerobic fitness preoperatively to improve patient- and treatment-related outcomes. However, an optimal physical exercise training program that is effective within the short time period available for prehabilitation (<6 weeks) has not yet been established. In this comparative review, studies (n = 8) evaluating the effect of short-term (<6 weeks) moderate-intensity exercise training (MIET) or high-intensity interval training (HIIT) on objectively measured aerobic fitness were summarized. The content of exercise interventions was critically appraised regarding the frequency, intensity, time, type, volume, and - monitoring of - progression (FITT-VP) principles. Three out of four studies evaluating HIIT showed statistically significant improvements in oxygen uptake at peak exercise (VO2peak) by more than 4.9%, the coefficient of variation for VO2peak. None of the two studies investigating short-term MIET showed statistically significant pre-post changes in VO2peak. Although short-term HIIT seems to be a promising intervention, concise description of performed exercise based on the FITT-VP principles was rather inconsistent in studies. Hence, interpretation of the results is challenging, and a translation into practical recommendations is premature. More emphasis should be given to individual responses to physical exercise training. Therefore, adequate risk assessment, personalized physical exercise training prescription using the FITT-VP principles, full reporting of physical exercise training adherence, and objective monitoring of training progression and recovery is needed to ensure for a personalized and effective physical exercise training program within a multimodal prehabilitation program.
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Affiliation(s)
- Ruud F W Franssen
- Department of Clinical Physical Therapy, VieCuri Medical Center, Venlo, the Netherlands; Department of Epidemiology, GROW School for Oncology and Developmental Biology, Faculty of Health, Medicine and Life Sciences, Maastricht University, Maastricht, the Netherlands.
| | - Maryska L G Janssen-Heijnen
- Department of Epidemiology, GROW School for Oncology and Developmental Biology, Faculty of Health, Medicine and Life Sciences, Maastricht University, Maastricht, the Netherlands; Department of Clinical Epidemiology, VieCuri Medical Center, Venlo, the Netherlands
| | - Anael Barberan-Garcia
- Respiratory Medicine Department, Hospital Clinic de Barcelona, IDIBAPS, University of Barcelona, Spain
| | - F Jeroen Vogelaar
- Department of Surgery, VieCuri Medical Center, Venlo, the Netherlands
| | - Nico L U Van Meeteren
- Department of Anesthesiology, Erasmus Medical Center, Rotterdam, the Netherlands; Top Sector Life Sciences and Health (Health∼Holland), The Hague, the Netherlands
| | - Bart C Bongers
- Department of Epidemiology, Care and Public Health Research Institute (CAPHRI), Faculty of Health, Medicine and Life Sciences, Maastricht University, Maastricht, the Netherlands; Department of Nutrition and Movement Sciences, School of Nutrition and Translational Research in Metabolism (NUTRIM), Faculty of Health, Medicine and Life Sciences, Maastricht University, Maastricht, the Netherlands
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20
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Steffens D, Pillinger N, Solomon MJ. ASO Author Reflections: The Importance of the Preoperative Cardiopulmonary Exercise Test in Patients Undergoing Cancer Surgery. Ann Surg Oncol 2021; 28:7147-7148. [PMID: 34100168 DOI: 10.1245/s10434-021-10266-w] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/24/2021] [Accepted: 05/24/2021] [Indexed: 11/18/2022]
Affiliation(s)
- Daniel Steffens
- Surgical Outcomes Research Centre (SOuRCe), Royal Prince Alfred Hospital, Sydney, NSW, Australia. .,Central Clinical School, Faculty of Medicine and Health, The University of Sydney, Sydney, NSW, Australia.
| | - Neil Pillinger
- Central Clinical School, Faculty of Medicine and Health, The University of Sydney, Sydney, NSW, Australia.,Department of Anaesthetics, Royal Prince Alfred Hospital, Sydney, NSW, Australia
| | - Michael J Solomon
- Surgical Outcomes Research Centre (SOuRCe), Royal Prince Alfred Hospital, Sydney, NSW, Australia.,Central Clinical School, Faculty of Medicine and Health, The University of Sydney, Sydney, NSW, Australia.,RPA Institute of Academic Surgery, Royal Prince Alfred Hospital, Sydney, NSW, Australia.,Department of Colorectal Surgery, Royal Prince Alfred Hospital, Sydney, NSW, Australia
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21
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Waterland JL, McCourt O, Edbrooke L, Granger CL, Ismail H, Riedel B, Denehy L. Efficacy of Prehabilitation Including Exercise on Postoperative Outcomes Following Abdominal Cancer Surgery: A Systematic Review and Meta-Analysis. Front Surg 2021; 8:628848. [PMID: 33816546 PMCID: PMC8017317 DOI: 10.3389/fsurg.2021.628848] [Citation(s) in RCA: 111] [Impact Index Per Article: 27.8] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/10/2020] [Accepted: 02/22/2021] [Indexed: 12/11/2022] Open
Abstract
Objectives: This systematic review set out to identify, evaluate and synthesise the evidence examining the effect of prehabilitation including exercise on postoperative outcomes following abdominal cancer surgery. Methods: Five electronic databases (MEDLINE 1946-2020, EMBASE 1947-2020, CINAHL 1937-2020, PEDro 1999-2020, and Cochrane Central Registry of Controlled Trials 1991-2020) were systematically searched (until August 2020) for randomised controlled trials (RCTs) that investigated the effects of prehabilitation interventions in patients undergoing abdominal cancer surgery. This review included any form of prehabilitation either unimodal or multimodal that included whole body and/or respiratory exercises as a stand-alone intervention or in addition to other prehabilitation interventions (such as nutrition and psychology) compared to standard care. Results: Twenty-two studies were included in the systematic review and 21 studies in the meta-analysis. There was moderate quality of evidence that multimodal prehabilitation improves pre-operative functional capacity as measured by 6 min walk distance (Mean difference [MD] 33.09 metres, 95% CI 17.69-48.50; p = <0.01) but improvement in cardiorespiratory fitness such as preoperative oxygen consumption at peak exercise (VO2 peak; MD 1.74 mL/kg/min, 95% CI -0.03-3.50; p = 0.05) and anaerobic threshold (AT; MD 1.21 mL/kg/min, 95% CI -0.34-2.76; p = 0.13) were not significant. A reduction in hospital length of stay (MD 3.68 days, 95% CI 0.92-6.44; p = 0.009) was observed but no effect was observed for postoperative complications (Odds Ratio [OR] 0.81, 95% CI 0.55-1.18; p = 0.27), pulmonary complications (OR 0.53, 95% CI 0.28-1.01; p = 0.05), hospital re-admission (OR 1.07, 95% CI 0.61-1.90; p = 0.81) or postoperative mortality (OR 0.95, 95% CI 0.43-2.09, p = 0.90). Conclusion: Multimodal prehabilitation improves preoperative functional capacity with reduction in hospital length of stay. This supports the need for ongoing research on innovative cost-effective prehabilitation approaches, research within large multicentre studies to verify this effect and to explore implementation strategies within clinical practise.
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Affiliation(s)
- Jamie L. Waterland
- Department of Anaesthesia, Perioperative and Pain Medicine, Peter MacCallum Cancer Centre, Melbourne, VIC, Australia
- Department of Physiotherapy, The University of Melbourne, Melbourne, VIC, Australia
- Division of Allied Health, Peter MacCallum Cancer Centre, Melbourne, VIC, Australia
| | - Orla McCourt
- Cancer Institute, University College London, London, United Kingdom
| | - Lara Edbrooke
- Department of Physiotherapy, The University of Melbourne, Melbourne, VIC, Australia
- Division of Allied Health, Peter MacCallum Cancer Centre, Melbourne, VIC, Australia
| | - Catherine L. Granger
- Department of Physiotherapy, The University of Melbourne, Melbourne, VIC, Australia
- Physiotherapy Department, The Royal Melbourne Hospital, Melbourne, VIC, Australia
| | - Hilmy Ismail
- Department of Anaesthesia, Perioperative and Pain Medicine, Peter MacCallum Cancer Centre, Melbourne, VIC, Australia
- Centre for Integrated Critical Care, The University of Melbourne, Melbourne, VIC, Australia
| | - Bernhard Riedel
- Department of Anaesthesia, Perioperative and Pain Medicine, Peter MacCallum Cancer Centre, Melbourne, VIC, Australia
- Centre for Integrated Critical Care, The University of Melbourne, Melbourne, VIC, Australia
| | - Linda Denehy
- Department of Physiotherapy, The University of Melbourne, Melbourne, VIC, Australia
- Division of Allied Health, Peter MacCallum Cancer Centre, Melbourne, VIC, Australia
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22
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The role of cardiopulmonary exercise testing in perioperative risk assessment. Int Anesthesiol Clin 2020; 59:22-29. [PMID: 33252572 DOI: 10.1097/aia.0000000000000306] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/27/2022]
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23
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Hanley C, Donahoe L, Slinger P. "Fit for Surgery? What's New in Preoperative Assessment of the High-Risk Patient Undergoing Pulmonary Resection". J Cardiothorac Vasc Anesth 2020; 35:3760-3773. [PMID: 33454169 DOI: 10.1053/j.jvca.2020.11.025] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 07/17/2020] [Revised: 11/10/2020] [Accepted: 11/11/2020] [Indexed: 12/21/2022]
Abstract
Advances in perioperative assessment and diagnostics, together with developments in anesthetic and surgical techniques, have considerably expanded the pool of patients who may be suitable for pulmonary resection. Thoracic surgical patients frequently are perceived to be at high perioperative risk due to advanced age, level of comorbidity, and the risks associated with pulmonary resection, which predispose them to a significantly increased risk of perioperative complications, increased healthcare resource use, and costs. The definition of what is considered "fit for surgery" in thoracic surgery continually is being challenged. However, no internationally standardized definition of prohibitive risk exists. Perioperative assessment traditionally concentrates on the "three-legged stool" of pulmonary mechanical function, parenchymal function, and cardiopulmonary reserve. However, no single criterion should exclude a patient from surgery, and there are other perioperative factors in addition to the tripartite assessment that need to be considered in order to more accurately assess functional capacity and predict individual perioperative risk. In this review, the authors aim to address some of the more erudite concepts that are important in preoperative risk assessment of the patient at potentially prohibitive risk undergoing pulmonary resection for malignancy.
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Affiliation(s)
- Ciara Hanley
- Department of Anesthesia and Pain Management, University of Toronto, Toronto General Hospital, Toronto, Ontario, Canada.
| | - Laura Donahoe
- Division of Thoracic Surgery, Toronto General Hospital, University of Toronto, Toronto, Ontario, Canada
| | - Peter Slinger
- Department of Anesthesia and Pain Management, University of Toronto, Toronto General Hospital, Toronto, Ontario, Canada
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