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Chou H, Arthur K, Shaw E, Schaber C, Boyle B, Allsworth M, Kelley EF, Stewart GM, Wheatley CM, Schwartz J, Fermoyle CC, Ziegler BL, Johnson KA, Robach P, Basset P, Johnson BD. Metabolic insights at the finish line: deciphering physiological changes in ultramarathon runners through breath VOC analysis. J Breath Res 2024; 18:026008. [PMID: 38290132 DOI: 10.1088/1752-7163/ad23f5] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/05/2023] [Accepted: 01/30/2024] [Indexed: 02/01/2024]
Abstract
Exhaustive exercise can induce unique physiological responses in the lungs and other parts of the human body. The volatile organic compounds (VOCs) in exhaled breath are ideal for studying the effects of exhaustive exercise on the lungs due to the proximity of the breath matrix to the respiratory tract. As breath VOCs can originate from the bloodstream, changes in abundance should also indicate broader physiological effects of exhaustive exercise on the body. Currently, there is limited published data on the effects of exhaustive exercise on breath VOCs. Breath has great potential for biomarker analysis as it can be collected non-invasively, and capture real-time metabolic changes to better understand the effects of exhaustive exercise. In this study, we collected breath samples from a small group of elite runners participating in the 2019 Ultra-Trail du Mont Blanc ultra-marathon. The final analysis included matched paired samples collected before and after the race from 24 subjects. All 48 samples were analyzed using the Breath Biopsy Platform with GC-Orbitrap™ via thermal desorption gas chromatography-mass spectrometry. The Wilcoxon signed-rank test was used to determine whether VOC abundances differed between pre- and post-race breath samples (adjustedP-value < .05). We identified a total of 793 VOCs in the breath samples of elite runners. Of these, 63 showed significant differences between pre- and post-race samples after correction for multiple testing (12 decreased, 51 increased). The specific VOCs identified suggest the involvement of fatty acid oxidation, inflammation, and possible altered gut microbiome activity in response to exhaustive exercise. This study demonstrates significant changes in VOC abundance resulting from exhaustive exercise. Further investigation of VOC changes along with other physiological measurements can help improve our understanding of the effect of exhaustive exercise on the body and subsequent differences in VOCs in exhaled breath.
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Affiliation(s)
- Hsuan Chou
- Owlstone Medical, Cambridge, United Kingdom
| | | | - Elen Shaw
- Owlstone Medical, Cambridge, United Kingdom
| | | | | | | | - Eli F Kelley
- Department of Cardiovascular Diseases, Mayo Clinic, Rochester, MN, United States of America
| | - Glenn M Stewart
- Department of Cardiovascular Diseases, Mayo Clinic, Rochester, MN, United States of America
- Menzies Health Institute Queensland, Griffith University, Brisbane, Australia
| | - Courtney M Wheatley
- Department of Cardiovascular Diseases, Mayo Clinic, Scottsdale, AZ, United States of America
| | - Jesse Schwartz
- Department of Cardiovascular Diseases, Mayo Clinic, Rochester, MN, United States of America
| | - Caitlin C Fermoyle
- Department of Cardiovascular Diseases, Mayo Clinic, Rochester, MN, United States of America
- Utah Vascular Research Laboratory, Salt Lake City, UT, United States of America
| | - Briana L Ziegler
- Department of Cardiovascular Diseases, Mayo Clinic, Rochester, MN, United States of America
| | - Kay A Johnson
- Department of Cardiovascular Diseases, Mayo Clinic, Rochester, MN, United States of America
| | - Paul Robach
- Ecole Nationale des Sports de Montagne, Chamonix, France
| | | | - Bruce D Johnson
- Department of Cardiovascular Diseases, Mayo Clinic, Rochester, MN, United States of America
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Cross TJ, Isautier JMJ, Kelley EF, Hubbard CD, Morris SJ, Smith JR, Duke JW. A Systematic Review of Methods Used to Determine the Work of Breathing during Exercise. Med Sci Sports Exerc 2023; 55:1672-1682. [PMID: 37126027 DOI: 10.1249/mss.0000000000003187] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 05/02/2023]
Abstract
INTRODUCTION Measurement of the work of breathing (Wb) during exercise provides useful insights into the energetics and mechanics of the respiratory muscles across a wide range of minute ventilations. The methods and analytical procedures used to calculate the Wb during exercise have yet to be critically appraised in the literature. PURPOSE The aim of this systematic review was to evaluate the quality of methods used to measure the Wb during exercise in the available literature. METHODS We conducted an extensive search of three databases for studies that measured the Wb during exercise in adult humans. Data were extracted on participant characteristics, flow/volume and pressure devices, esophageal pressure (P oes ) catheters, and methods of Wb analysis. RESULTS A total of 120 articles were included. Flow/volume sensors used were primarily pneumotachographs ( n = 85, 70.8%), whereas the most common pressure transducer was of the variable reluctance type ( n = 63, 52.5%). Esophageal pressure was frequently obtained via balloon-tipped catheters ( n = 114, 95.0%). Few studies mentioned calibration, frequency responses, and dynamic compensation of their measurement devices. The most popular method of measuring the Wb was pressure-volume integration ( n = 51, 42.5%), followed by the modified Campbell ( n = 28, 23.3%) and Dean & Visscher diagrams ( n = 26, 21.7%). Over one-third of studies did not report the methods used to process their pressure-volume data, and the majority (60.8%) of studies used the incorrect Wb units and/or failed to discuss the limitations of their Wb measurements. CONCLUSIONS The findings of this systematic review highlight the need for the development of a standardized approach for measuring Wb, which is informative, practical, and accessible for future researchers.
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Affiliation(s)
- Troy J Cross
- Faculty of Medicine and Health, University of Sydney, NSW, AUSTRALIA
| | | | - Eli F Kelley
- Air Force Research Laboratory, 711HPW/RHBFP, Wright-Patterson Air Force Base, OH
| | - Colin D Hubbard
- Department of Biological Sciences, Northern Arizona University, Flagstaff, AZ
| | - Sarah J Morris
- Faculty of Medicine and Health, University of Sydney, NSW, AUSTRALIA
| | - Joshua R Smith
- Department of Cardiovascular Diseases, Mayo Clinic, Rochester, MN
| | - Joseph W Duke
- Department of Biological Sciences, Northern Arizona University, Flagstaff, AZ
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Kelley EF, Carlson AR, Wentz RJ, Ziegler BL, Johnson BD. Influence of rapidly oscillating inspired O 2 and N 2 concentrations on pulmonary vascular function and lung fluid balance in healthy adults. Front Physiol 2022; 13:1018057. [PMID: 36569769 PMCID: PMC9768664 DOI: 10.3389/fphys.2022.1018057] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/12/2022] [Accepted: 11/15/2022] [Indexed: 12/12/2022] Open
Abstract
Introduction: Aircrew may experience rapidly oscillating inspired O2/N2 ratios owing to fluctuations in the on-board oxygen delivery systems (OBOG). Recent investigations suggest these oscillations may contribute to the constellation of physiologic events in aircrew of high-performance aircraft. Therefore, the purpose of this study was to determine whether these "operationally-relevant" environmental challenges may cause decrements in measures of pulmonary vascular physiology. Methods: Thirty healthy participants (Age: 29 ± 5 years) were recruited and assigned to one of the three exposures. Participants were instrumented for physiologic monitoring and underwent baseline cardiopulmonary physiology testing (ground level) consisting of a rebreathe method for quantifying pulmonary blood flow (Qc), pulmonary capillary blood volume (Vc) and alveolar-capillary conductance (Dm). Ultrasound was used to quantify "comet tails" (measure of lung fluid balance). After baseline testing, the participants had two 45 min exposures to an altitude of 8,000 ft where they breathed from gas mixtures alternating between 80/20 and 30/70 O2/N2 ratios at the required frequency (30 s, 60 s, or 120 s), separated by repeat baseline measure. Immediately and 45 min after the second exposure, baseline measures were repeated. Results: We observed no changes in Qc, Dm or Vc during the 60 s exposures. In response to the 30 s oscillation exposure, there was a significantly reduced Qc and Vc at the post-testing period (p = 0.03). Additionally, exposure to the 120 s oscillations resulted in a significant decrease in Vc at the recovery testing period and an increase in the Dm/Vc ratio at both the post and recovery period (p < 0.01). Additionally, we observed no changes in the number of comet tails. Conclusion: These data suggest "operationally-relevant" changes in inspired gas concentrations may cause an acute, albeit mild pulmonary vascular derecruitment, reduced distention and/or mild pulmonary-capillary vasoconstriction, without significant changes in lung fluid balance or respiratory gas exchange. The operational relevance remains less clear, particularly in the setting of additional environmental stressors common during flight (e.g., g forces).
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Affiliation(s)
- Eli F. Kelley
- AFRL, 711HPW, WPAFB, Dayton, OH, United States,*Correspondence: Eli F. Kelley,
| | - Alex R. Carlson
- Department of Cardiovascular Diseases, Mayo Clinic, Rochester, MN, United States
| | - Robert J. Wentz
- Department of Cardiovascular Diseases, Mayo Clinic, Rochester, MN, United States
| | - Briana L. Ziegler
- Department of Cardiovascular Diseases, Mayo Clinic, Rochester, MN, United States
| | - Bruce D. Johnson
- Department of Cardiovascular Diseases, Mayo Clinic, Rochester, MN, United States
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Kelley EF, Cross TJ, Johnson BD. Inspiratory threshold loading negatively impacts attentional performance. Front Psychol 2022; 13:959515. [PMID: 36186373 PMCID: PMC9524251 DOI: 10.3389/fpsyg.2022.959515] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/01/2022] [Accepted: 08/26/2022] [Indexed: 11/13/2022] Open
Abstract
RationaleThere are growing concerns over the occurrence of adverse physiologic events (PEs) occurring in pilots during operation of United States Air Force and Navy high-performance aircraft. We hypothesize that a heightened inspiratory work of breathing experienced by jet pilots by virtue of the on-board life support system may constitute a “distraction stimulus” consequent to an increased sensation of respiratory muscle effort. As such, the purpose of this study was to determine whether increasing inspiratory muscle effort adversely impacts on attentional performance.MethodsTwelve, healthy participants (age: 29 ± 6 years) were recruited for this study. Participants completed six repetitions of a modified Masked Conjunctive Continuous Performance Task (MCCPT) protocol while breathing against four different inspiratory threshold loads to assess median reaction times (RTs). A computer-controlled threshold loading device was used to set the inspiratory threshold loads. Repeated measures analysis of variances (ANOVAs) were performed to examine: (i) the efficacy of the threshold loading device to impose significantly higher loading at each loading condition; (ii) the effects of loading condition on respiratory muscle effort sensation; and (iii) the influence of hypercapnia on MCCPT scores during inspiratory threshold loading. Generalized additive mixed effects models (GAMMs) were used to examine the potential non-linear effects of respiratory muscular effort sensation, device loading, and hypercapnia, on MCCPT scores during inspiratory threshold loading.ResultsInspiratory threshold loading significantly augmented (P < 0.05) inspiratory effort sensation and the inspiratory pressure-time product (PTP). Our analyses also revealed that median hit RT was positively associated with inspiratory effort sensation during inspiratory loading trials.ConclusionThe findings of this work suggest that it was not increasing inspiratory muscle effort (i.e., PTP) per se, but rather participant’s subjective perception of inspiratory “load” that impacts negatively on attentional performance; i.e., as the degree of inspiratory effort sensation increased, sotoo did median hit RT. As such, it is reasonable to suggest that minimizing inspiratory effort sensation (independent of the mechanical output of the inspiratory muscles) during high-performance flight operations may prove useful in reducing pilot RTs during complex behavioral tasks.
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Affiliation(s)
- Eli F. Kelley
- Air Force Research Laboratory (AFRL), 711HPW/RHBFP, WPAFB, Dayton, OH, United States
- *Correspondence: Eli F. Kelley,
| | - Troy J. Cross
- Faculty of Medicine and Health, The University of Sydney, Sydney, NSW, Australia
| | - Bruce D. Johnson
- Department of Cardiovascular Diseases, Mayo Clinic, Rochester, MN, United States
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Kelley EF, Cross TJ, McDonald CM, Investigators C, Hoffman EP, Spurney CF, Bello L. Influence of β 1 Adrenergic Receptor Genotype on Longitudinal Measures of Left Ventricular Ejection Fraction and Responsiveness to ß-Blocker Therapy in Patients With Duchenne Muscular Dystrophy. Clin Med Insights Cardiol 2022; 16:11795468221116838. [PMID: 36046180 PMCID: PMC9421016 DOI: 10.1177/11795468221116838] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 01/22/2022] [Accepted: 07/11/2022] [Indexed: 11/15/2022]
Abstract
The purpose of this study was to determine whether the longitudinal progression of decline in left ventricular ejection fraction (LVEF) in Duchenne muscular dystrophy (DMD) patients is moderated by ADRB1 genotype and whether the efficacy of ß-blocker therapy is influenced by genotype status. About 147 DMD patients (6-34 years.) were analyzed with a focus on β1 adrenergic receptor (ADRB1) genotype variants. Patients were grouped by ADRB1 genotype resulting in Gly389 patients and Arg389 patients. A generalized additive mixed effects model was used to examine differences in the nonlinear trend of LVEF across patient ages between genotype groups and for ß-blocker use. Both genotype groups displayed a progressive decline in LVEF starting around the mean age of ambulation loss (~12 years). However, there was no difference between genotype groups in the progression of decline in LVEF. There was a significant effect of ß-blocker use on longitudinal LVEF, wherein patients on ß-blockers had systematically lower LVEF when compared to patients not on ß-blockers. However, the effect of ß-blocker therapy on LVEF was not affected by ADRB1 genotype. The current study did not demonstrate an influence of patient ADRB1 genotype on longitudinal LVEF in our cohort. Despite previous literature suggesting a positive influence of ß-blocker use on cardiac function in DMD patients and of an ADRB1 genotypic difference in responsiveness to ß-blocker use, we did not observe this in our cohort. Interestingly, our cohort did not demonstrate a positive influence of ß-blocker use on LVEF measures.
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Affiliation(s)
- Eli F Kelley
- Department of Cardiovascular Diseases, Mayo Clinic, Rochester, MN, USA
| | - Troy J Cross
- Faculty of Medicine and Health, University of Sydney, Sydney, NSW, Australia
| | - Craig M McDonald
- University of California Davis Medical Center, Sacramento, CA, USA
| | - Cinrg Investigators
- Department of Cardiovascular Diseases, Mayo Clinic, Rochester, MN, USA.,Faculty of Medicine and Health, University of Sydney, Sydney, NSW, Australia.,University of California Davis Medical Center, Sacramento, CA, USA.,Binghamton University-SUNY, Binghamton, NY, USA.,Center for Genetic Medicine, Children's Research Institute, Children's National Health System, Washington, DC, USA.,Division of Cardiology, Children's National Heart Institute, Children's National Hospital, Washington, DC, USA.,Department of Neurosciences, University of Padova, Padova, Italy
| | - Eric P Hoffman
- Binghamton University-SUNY, Binghamton, NY, USA.,Center for Genetic Medicine, Children's Research Institute, Children's National Health System, Washington, DC, USA
| | - Christopher F Spurney
- Division of Cardiology, Children's National Heart Institute, Children's National Hospital, Washington, DC, USA
| | - Luca Bello
- Department of Neurosciences, University of Padova, Padova, Italy
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6
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Kelley EF, Cross TJ, Johnson BD. Influence Of β1 Adrenergic Receptor Genotype On Longitudinal Measures Of Left Ventricular Ejection Fraction And Responsiveness To ß-blocker Therapy In Patients With Duchenne Muscular Dystrophy. J Card Fail 2022. [DOI: 10.1016/j.cardfail.2022.03.216] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/29/2022]
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7
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Kelley EF, Whealtey-Guy CM, Stewart GM, Schwartz JC, Fermoyle C, Ziegler BL, Johnson K, Robach P, Basset P, Schaber C, Shaw E, Arthur K, Johnson BD. The Relationship Between Exhaled Volatile Organic Compounds And Respiratory Function In Response To Ultra-endurance Exercise. Med Sci Sports Exerc 2021. [DOI: 10.1249/01.mss.0000760256.26087.01] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/21/2022]
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8
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Kelley EF, Stewart GM, Wheatley-Guy CM, Schwartz JC, Ziegler BL, Jorgenson CC, Johnson BD. Exhaled Volatile Organic Compounds In Ultra-endurance Runners. Med Sci Sports Exerc 2020. [DOI: 10.1249/01.mss.0000678088.66752.3f] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/21/2022]
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9
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Cross TJ, Hardy TA, Isautier JMJ, Kelley EF, Chadwick M, Johnson BD, Taylor BJ. Using Critical Power To Predict Ramp Incremental Cycling Performance: Three Parameters Are Better Than Two. Med Sci Sports Exerc 2020. [DOI: 10.1249/01.mss.0000677592.14800.2d] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/21/2022]
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10
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Kelley EF, Cross TJ, Snyder EM, McDonald CM, Hoffman EP, Bello L. Influence of β 2 adrenergic receptor genotype on risk of nocturnal ventilation in patients with Duchenne muscular dystrophy. Respir Res 2019; 20:221. [PMID: 31619245 PMCID: PMC6796481 DOI: 10.1186/s12931-019-1200-1] [Citation(s) in RCA: 9] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/20/2019] [Accepted: 09/25/2019] [Indexed: 12/23/2022] Open
Abstract
Duchenne muscular dystrophy (DMD) is a progressive neuromuscular disease resulting in severe respiratory derangements. As such, DMD patients are at a high risk of nocturnal hypoventilation, thereby requiring nocturnal ventilation (NV). To this end, NV is an important clinical milestone in the management of DMD. Emerging evidence suggests that ß2 adrenergic receptors (ADRB2) may play a role in determining respiratory function, whereby more functional ADRB2 genotype variants (e.g., Gly16) are associated with improved pulmonary function and respiratory muscle strength. These findings suggest that the more functional ADRB2 genotype may help to preserve respiratory function in patients with DMD. The purpose of this study was to identify the influence of ADRB2 genotype on the risk of NV use in DMD. Data from the CINRG Duchenne Natural History Study including 175 DMD patients (3–25 yrs) were analyzed focusing on ADRB2 genotype variants. Time-to-event analyses were used to examine differences in the age at prescription of full-time NV use between genotypes. There were no differences between genotype groups in age, height, weight, corticosteroid use, proportion of ambulatory patients, or age at loss of ambulation. DMD patients expressing the Gly16 polymorphism had a significantly (P < 0.05) lower mean age at NV prescription compared with those patients expressing the Arg16 polymorphism (21.80 ± 0.59 yrs. vs 25.91 ± 1.31 yrs., respectively). In addition, a covariate-adjusted Cox model revealed that the Gly16 variant group possessed a 6.52-fold higher risk of full-time NV use at any given age compared with the Arg16 polymorphism group. These data suggest that genetic variations in the ADRB2 gene may influence the age at which DMD patients are first prescribed NV, whereby patients with the Gly16 polymorphism are more likely to require NV assistance at an earlier age than their Arg16 counterparts.
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Affiliation(s)
- Eli F Kelley
- Department of Kinesiology, University of Minnesota, Minneapolis, MN, USA. .,Department of Cardiovascular Diseases, Mayo Clinic, RO_GE_MN_10, 1216 2nd Street SW, Rochester, MN, 55902, USA.
| | - Troy J Cross
- Department of Cardiovascular Diseases, Mayo Clinic, RO_GE_MN_10, 1216 2nd Street SW, Rochester, MN, 55902, USA
| | - Eric M Snyder
- Department of Kinesiology, University of Minnesota, Minneapolis, MN, USA
| | - Craig M McDonald
- University of California Davis Medical Center, Sacramento, CA, USA
| | | | - Eric P Hoffman
- Binghamton University - SUNY, Binghamton, NY, USA.,Center for Genetic Medicine, Children's Research Institute, Children's National Health System, Washington, DC, USA
| | - Luca Bello
- Department of Neurosciences, University of Padova, Padova, Italy
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11
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Cross TJ, Kelley EF, Hardy TA, Isautier JMJ, Johnson BD. The syringe potentiometer: a low-cost device for pneumotachograph calibration. J Appl Physiol (1985) 2019; 127:1150-1162. [PMID: 31487222 PMCID: PMC6850981 DOI: 10.1152/japplphysiol.00150.2019] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/08/2019] [Revised: 08/30/2019] [Accepted: 08/30/2019] [Indexed: 11/22/2022] Open
Abstract
The purpose of this report was to 1) detail the construction of a low-cost device that provides a "reference" flow waveform for pneumotachograph (PNT) calibration, i.e., the "syringe potentiometer" (SP), and to compare the 2) accuracy and 3) practical performance of "calibration curves" obtained with the SP device to other more established methods of PNT calibration, i.e., the weighted averaging (WA) and polynomial least-squares (PolyLS) methods. Volume and flow waveforms obtained via the SP device were validated against a motion capture system and were deemed accurate surrogates of actual syringe volume and flows. The SP device was used to construct a calibration curve of a PNT by dividing the flow waveform of the SP by the analog output of the PNT amplifier. A total of 187 inspiratory and 187 expiratory strokes were collected. When the entire data set of expiratory strokes was used, the SP, WA, and PolyLS methods together demonstrated acceptable volume and flow errors as per American Thoracic Society/European Respiratory Society recommendations (less than ±3.5% and less than ±5.0% errors, respectively). The "practical" performance of each method was assessed with a nested subsampling procedure, whereby volume and flow errors were evaluated as the number of strokes was increased (in blocks of 5 strokes). To this end, the SP method demonstrated practical performance superior to that of the WA and PolyLS approaches, whereby acceptable volume and flow errors were achieved after only 5 calibration strokes; the WA and PolyLS methods required 15 and 20 strokes, respectively, to achieve the same level of volume and flow accuracy.NEW & NOTEWORTHY This report describes the construction and validation of a low-cost device for the purposes of pneumotachograph (PNT) calibration: the "syringe potentiometer" (SP). Calibration of a PNT with the SP device yielded acceptable volume and flow errors (<3.5% and 5%, respectively) across a wide range of flows (<0.5 to 15 L/s). The SP device offered superior "practical performance" over other established PNT calibration methods, whereby acceptable volume and flow errors were achieved after only five calibration strokes.
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Affiliation(s)
- Troy J Cross
- Department of Cardiovascular Diseases, Mayo Clinic, Rochester, Minnesota
- Menzies Health Institute Queensland, Griffith University, Brisbane, Queensland, Australia
| | - Eli F Kelley
- Department of Cardiovascular Diseases, Mayo Clinic, Rochester, Minnesota
| | - Tim A Hardy
- School of Biomedical Sciences, University of Leeds, Leeds, United Kingdom
| | | | - Bruce D Johnson
- Department of Cardiovascular Diseases, Mayo Clinic, Rochester, Minnesota
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12
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Snyder EM, Kelley EF, Sprissler R, Olson TP. The importance and challenges of developing a pharmacogenetics test for hypertension. Pharmacogenomics 2019; 20:563-566. [PMID: 31136254 DOI: 10.2217/pgs-2019-0056] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/21/2022] Open
Affiliation(s)
| | - Eli F Kelley
- School of Kinesiology, University of Minnesota, Minneapolis, MN 55455, USA
| | - Ryan Sprissler
- Geneticure, Inc., Rochester, MN 55902, USA.,University of Arizona Genomics Core, Tucson, Arizona, AZ 85721 USA
| | - Thomas P Olson
- Geneticure, Inc., Rochester, MN 55902, USA.,Division of Cardiovascular Diseases, Mayo Clinic College of Medicine, Rochester, MN 55905, USA
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13
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Kelley EF, Olson TP, Curry TB, Sprissler R, Snyder EM. The Effect of Genetically Guided Mathematical Prediction and the Blood Pressure Response to Pharmacotherapy in Hypertension Patients. Clin Med Insights Cardiol 2019; 13:1179546819845883. [PMID: 31105432 PMCID: PMC6501483 DOI: 10.1177/1179546819845883] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/14/2018] [Accepted: 04/03/2019] [Indexed: 01/13/2023] Open
Abstract
Purpose: The purpose of this study was to determine the effectiveness of a simple algorithm to mathematically predict a patients’ response to blood pressure (BP) therapy using functional genes in the 3 major organ systems involved in hypertension. Methods: Eighty-six patients with controlled hypertension completed 1 study visit consisting of a buccal swab collection, measurement of office BP, and a medical chart review for BP history. Genes in the analysis included 14 functional alleles in 11 genes. These genotypes were mathematically summed per organ system to determine whether a patient would likely respond to target therapy. Results: Patients recommended to and taking a diuretic had significantly higher rates of control (<120/<80) than patients recommended but not taking this drug class (0.2 ± 0.1 and 0.03 ± 0.03, respectively). Furthermore, there was a difference between patients genetically recommended and taking an angiotensin receptor blocker (ARB) vs patients recommended but not taking an ARB for the lowest diastolic blood pressure (DBP) and mean arterial pressure (MAP) recorded in the past 2 years (DBP = 66.2 ± 2.9 and 75.3 ± 1.7, MAP = 82.3 ± 2.8 and 89.3 ± 1.5, respectively). In addition, there was a nonsignificant trend for greater reductions in ΔSBP, ΔDBP, and ΔMAP in patients on recommended drug class for beta-blockers, diuretics, and angiotensin II receptor blockers vs patients not on these classes. Conclusion: The present study suggests that simple mathematical weighting of functional genotypes known to control BP may be ineffective in predicting control. This study demonstrates the need for a more complex, weighted, multigene algorithm to more accurately predict BP therapy response.
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Affiliation(s)
- Eli F Kelley
- School of Kinesiology, University of Minnesota, Minneapolis, MN, USA
| | - Thomas P Olson
- Geneticure, Inc, Rochester, MN, USA.,College of Medicine and Science, Mayo Clinic, Rochester, MN, USA
| | - Timothy B Curry
- Geneticure, Inc, Rochester, MN, USA.,College of Medicine and Science, Mayo Clinic, Rochester, MN, USA
| | - Ryan Sprissler
- Geneticure, Inc, Rochester, MN, USA.,Department of Genetics, University of Arizona Genomics Core, Tucson, AZ, USA
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14
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Phelps PK, Kelley EF, Walla DM, Ross JK, Simmons JJ, Bulock EK, Ayres A, Akre MK, Sprissler R, Olson TP, Snyder EM. Relationship between a Weighted Multi-Gene Algorithm and Blood Pressure Control in Hypertension. J Clin Med 2019; 8:jcm8030289. [PMID: 30823438 PMCID: PMC6463118 DOI: 10.3390/jcm8030289] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/25/2019] [Revised: 02/16/2019] [Accepted: 02/25/2019] [Indexed: 01/01/2023] Open
Abstract
Hypertension (HTN) is a complex disease with interactions among multiple organ systems, including the heart, vasculature, and kidney with a strong heritable component. Despite the multifactorial nature of HTN, no clinical guidelines utilize a multi-gene approach to guide blood pressure (BP) therapy. Non-smokers with a family history of HTN were included in the analysis (n = 384; age = 61.0 ± 0.9, 11% non-white). A total of 17 functional genotypes were weighted according to the previous effect size in the literature and entered into an algorithm. Pharmacotherapy was ranked from 1–4 as most to least likely to respond based on the algorithmic assessment of individual patient’s genotypes. Three-years of data were assessed at six-month intervals for BP and medication history. There was no difference in BP at diagnosis between groups matching the top drug recommendation using the multi-gene weighted algorithm (n = 92) vs. those who did not match (n = 292). However, from diagnosis to nadir, patients who matched the primary recommendation had a significantly greater drop in BP when compared to patients who did not. Further, the difference between diagnosis to current 1-year average BP was lower in the group that matched the top recommendation. These data suggest an association between a weighted multi-gene algorithm on the BP response to pharmacotherapy.
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Affiliation(s)
- Pamela K Phelps
- Medical Center, University of Minnesota, Fairview, Minneapolis, MN 55455, USA.
| | - Eli F Kelley
- School of Kinesiology, University of Minnesota, Minneapolis, MN 55455, USA.
| | - Danielle M Walla
- Medical Center, University of Minnesota, Fairview, Minneapolis, MN 55455, USA.
| | - Jennifer K Ross
- Medical Center, University of Minnesota, Fairview, Minneapolis, MN 55455, USA.
| | - Jerad J Simmons
- Medical Center, University of Minnesota, Fairview, Minneapolis, MN 55455, USA.
| | - Emma K Bulock
- Medical Center, University of Minnesota, Fairview, Minneapolis, MN 55455, USA.
| | - Audrie Ayres
- Medical Center, University of Minnesota, Fairview, Minneapolis, MN 55455, USA.
| | | | - Ryan Sprissler
- Geneticure, Inc., Rochester, MN 55902, USA.
- University of Arizona Genomics Core, University of Arizona, Tucson, AZ 85705, USA.
| | - Thomas P Olson
- Geneticure, Inc., Rochester, MN 55902, USA.
- College of Medicine, Mayo Clinic, Rochester, MN 55905, USA.
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Kelley EF, Snyder EM, Johnson BD. Influence of Beta-1 Adrenergic Receptor Genotype on Cardiovascular Response to Exercise in Healthy Subjects. Cardiol Res 2019; 9:343-349. [PMID: 30627284 PMCID: PMC6306116 DOI: 10.14740/cr785] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/01/2018] [Accepted: 10/23/2018] [Indexed: 11/11/2022] Open
Abstract
Background The beta-1 adrenergic receptor (ADRB1) has been shown to play a functional role in cardiomyocyte function and accounts for up to 80% of the cardiac tissue adrenergic receptors with ADRB1 stimulation increasing cardiac rate, contractility and work. Multiple polymorphisms of the ADRB1 have been identified such as the Gly49 polymorphism that includes at least one glycine (Gly) for serine (Ser) at amino acid 49 resulting in either homozygous for Gly (Gly49Gly) or heterozygous for Gly (Gly49Ser) polymorphisms. Heart failure patients with this polymorphism (Gly49) have been shown to have improved cardiac function and decreased mortality risk, but if there is an effect in healthy subjects is less clear. The purpose of this study was to determine the effects of the Gly/Ser polymorphism at position 49 of the ADRB1on the cardiovascular response to exercise in healthy subjects. Methods We performed genotyping of the ADRB1 (amino acid 49) and high-intensity, steady-state exercise on 71 healthy subjects (Ser49Ser = 52, Gly49Ser = 19). Results There were no differences between genotype groups in age, height, weight, body mass index (BMI), or watts achieved (age = 28.9 ± 5.6 years (yrs.), 30.6 ± 6.4yrs., height = 173.6 ± 9.9 cm, 174 ± 7.5 cm, weight = 74.4 ± 13.3 kg, 71.9 ± 13.5 kg, BMI = 24.6 ± 3.5, 23.6 ± 3.3, and watts = 223.8 ± 76.8, 205 ± 49.4, for Ser49Ser and Gly49Ser respectively). Additionally, there were no differences for genotype groups for cardiac output (CO), systolic blood pressure (BPsys), or diastolic blood pressure (BPdias) at rest, maximal exercise, or in change from rest to maximal exercise. The genotype groups differed significantly in heart rate (HRmax) at maximal exercise and cardiac index at rest (CI) (HRmax = 184.2 ± 9.5 bpm, 190.7 ± 10.6 bpm, CI = 0.063 ± 0.014, 0.071 ± 0.013, for Ser49Ser and Gly49Ser respectively). There was a trend towards significance (P = 0.058) for the change in stroke volume from rest to peak exercise (ΔSV) (0.016 ± 0.018 L, 0.0076 ± 0.012 L, for Ser49Ser and Gly49Ser respectively). Conclusions These data suggest genetic variations of the ADRB1 may influence cardiovascular responses to exercise in healthy subjects.
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Affiliation(s)
- Eli F Kelley
- Department of Kinesiology, University of Minnesota, Minneapolis, MN 55455, USA
| | - Eric M Snyder
- Department of Kinesiology, University of Minnesota, Minneapolis, MN 55455, USA
| | - Bruce D Johnson
- Division of Cardiovascular Diseases, Mayo Clinic, Rochester, MN 55905, USA
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Kelley EF, Snyder EM, Alkhatib NS, Snyder SC, Sprissler R, Olson TP, Akre MK, Abraham I. Economic evaluation of a pharmacogenomic multi-gene panel test to optimize anti-hypertension therapy: simulation study. J Med Econ 2018; 21:1246-1253. [PMID: 30280614 DOI: 10.1080/13696998.2018.1531011] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 02/06/2023]
Abstract
AIMS Hypertension is the strongest modifiable risk factor for cardiovascular disease, affecting 80 million individuals in the US and responsible for ∼360,000 deaths, at total annual costs of $93.5 billion. Antihypertension therapies guided by single genotypes are clinically more effective and may avert more adverse events than the standard of care of layering anti-hypertensive drug therapies, thus potentially decreasing costs. This study aimed to determine the economic benefits of the implementation of multi-gene panel guided therapies for hypertension from the payer perspective within a 3-year time horizon. MATERIALS AND METHODS A simulation analysis was conducted for a panel of 10 million insured patients categorized clinically as untreated, treated but uncontrolled, and treated and controlled over a 3-year treatment period. Inputs included research data; empirical data from a 11-gene panel with known functional, heart, blood vessel, and kidney genotypes; and therapy efficacy and safety estimates from literature. Cost estimates were categorized as related to genetic testing, evaluation and management, medication, or adverse events. RESULTS Multi-gene panel guided therapy yielding savings of $6,256,607,500 for evaluation and management, $908,160,000 for medications, and $37,467,508,716 for adverse events, after accounting for incremental genetic testing costs of $2,355,540,000. This represents total 3-year savings of $42,276,736,216, or a 47% reduction, and 3-year savings of $4,228 and annual savings of $1,409 per covered patient. CONCLUSIONS A precision medicine approach to genetically guided therapy for hypertension patients using a multi-gene panel reduced total 3-year costs by 47%, yielding savings exceeding $42.3 billion in an insured panel of 10 million patients. Importantly, 89% of these savings are generated by averting specific adverse events and, thus, optimizing choice of therapy in function of both safety and efficacy.
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Affiliation(s)
- Eli F Kelley
- a University of Minnesota , Minneapolis , MN , USA
| | | | - Nimer S Alkhatib
- c University of Arizona, Center for Health Outcomes and Pharmaco Economic Research , Tucson , AZ , USA
| | | | - Ryan Sprissler
- b Geneticure, Inc. , Rochester , MN , USA
- d University of Arizona Genomics Core , Tucson , AZ , USA
- e University of Arizona, Center for Applied Genetics and Genomic Medicine , Tucson , AZ , USA
| | - Thomas P Olson
- f Mayo Clinic, College of Medicine , Rochester , MN , USA
| | | | - Ivo Abraham
- c University of Arizona, Center for Health Outcomes and Pharmaco Economic Research , Tucson , AZ , USA
- e University of Arizona, Center for Applied Genetics and Genomic Medicine , Tucson , AZ , USA
- g University of Arizona , Department of Family and Community Medicine , Tucson , AZ , USA
- h Matrix45 , Tucson , AZ , USA
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Kelley EF, Snyder EM, Johnson BD. Influence of Beta‐1 Adrenergic Receptor Genotype on Cardiovascular Response to Exercise in Healthy Subjects. FASEB J 2018. [DOI: 10.1096/fasebj.2018.32.1_supplement.lb299] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/11/2022]
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Abstract
Kelley, EF, Johnson, BD, and Snyder, EM. Beta-2 adrenergic receptor genotype influences power output in healthy subjects. J Strength Cond Res 31(8): 2053-2059, 2017-The purpose of this study was to determine the effects of ADRB2 genotypes on muscle function (absolute power and relative power) in healthy subjects. We performed genotyping of the ADRB2 (amino acid 16) and high-intensity, steady-state exercise on 77 healthy subjects (AA = 18, AG = 25, GG = 34). There were no differences between genotype groups in age, height, weight, or body mass index (BMI) (age = 28.9 ± 5.7 years, 27.9 ± 5.7 years, 29.2 ± 5.9 years, height = 170.7 ± 8.6 cm, 174.9 ± 8.7 cm, 173.4 ± 9.6 cm, weight = 68.5 ± 13.0 kg, 75.0 ± 12.9 kg, 74.4 ± 12.9 kg, and BMI = 23.4 ± 3.9, 24.4 ± 2.9, 24.7 ± 3.4, for AA, AG, and GG, respectively). The genotype groups differed significantly in watts, and watts/V[Combining Dot Above]O2 with heavy exercise (watts = 186.3 ± 54.6, 237.8 ± 54.4, 219.4 ± 79.5, watts/V[Combining Dot Above]O2 = 0.08 ± 0.006, 0.09 ± 0.005, 0.08 ± 0.006). There was a trend toward significance (p = 0.058) for W·kg (2.7 ± 0.4, 3.2 ± 0.5, 2.9 ± 0.8, for AA, AG, and GG, respectively). These data suggest that genetic variation of the ADRB2 may influence relative strength in healthy subjects and may become an important genetic determinant of muscular strength and functional capacity in patients with diseases that result in a loss of muscle strength.
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Affiliation(s)
- Eli F Kelley
- 1University of Minnesota, Minneapolis, Minnesota; and 2Mayo Clinic, Rochester, Minnesota
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Kelley EF, Snyder EM, Johnson BD. Genetic Variation Of The Beta-2 Adrenergic Receptor Influences Power Output In Healthy Subjects. Med Sci Sports Exerc 2016. [DOI: 10.1249/01.mss.0000485055.75657.55] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/21/2022]
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