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Relating pulmonary oxygen uptake to muscle oxygen consumption at exercise onset: in vivo and in silico studies

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Abstract

Assessment of the rate of muscle oxygen consumption, UO2m, in vivo during exercise involving a large muscle mass is critical for investigating mechanisms regulating energy metabolism at exercise onset. While UO2m is technically difficult to obtain under these circumstances, pulmonary oxygen uptake, VO2p, can be readily measured and used as a proxy to UO2m. However, the quantitative relationship between VO2p and UO2m during the nonsteady phase of exercise in humans, needs to be established. A computational model of oxygen transport and utilization—based on dynamic mass balances in blood and tissue cells—was applied to quantify the dynamic relationship between model-simulated UO2m and measured VO2p during moderate (M), heavy (H), and very heavy (V) intensity exercise. In seven human subjects, VO2p and muscle oxygen saturation, StO2m, were measured with indirect calorimetry and near infrared spectroscopy (NIRS), respectively. The dynamic responses of VO2p and StO2m at each intensity were in agreement with previously published data. The response time of muscle oxygen consumption, \(\tau_{{\rm UO}_{{2{\rm m}}}},\) estimated by direct comparison between model results and measurements of StO2m was significantly faster (P < 0.001) than that of pulmonary oxygen uptake, \(\tau_{{\rm VO}_{{2{\rm p}}}},\) (M: 13 ± 4 vs. 65 ± 7 s; H: 13 ± 4 vs. 100 ± 24 s; V: 15 ± 5 vs. 82 ± 31 s). Thus, by taking into account the dynamics of oxygen stores in blood and tissue and determining muscle oxygen consumption from muscle oxygenation measurements, this study demonstrates a significant temporal dissociation between UO2m and VO2p at exercise onset.

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Abbreviations

A :

Response of VO2p, VO2m, and UO2m at the onset of exercise (l O2 min−1)

A ss :

Response of VO2p, VO2m, and UO2m at steady state condition (l O2 min−1)

C Hb :

Concentration of Hb in the whole body (g l−1)

C rbc,Hb :

Concentration of Hb in the red blood cell (mM)

C mc,Mb :

Concentration of Mb in myocyte (mM)

\(C_{x}^{{\rm B}}\) :

Bound oxygen concentration in artery, capillary, and tissue (mM)

\(C_{x}^{{\rm F}}\) :

Free oxygen concentration in artery, capillary, and tissue (mM)

\(C_{x}^{{\rm T}}\) :

Total oxygen concentration in artery, capillary, and tissue (mM)

H body :

Body height (m)

Hct:

Hematocrit (fraction of red blood cells in blood) (–)

HR:

Heart rate (beat min−1)

K Hb :

Hill constant at which Hb is 50% saturated by O2 (mMn)

K Mb :

Hill constant at which Mb is 50% saturated by O2 (mM−1)

M body :

Body mass (kg)

MWHb :

Molecular weight of hemoglobin (g mol−1)

n :

Hill coefficient (–)

OD:

Oxygen deficit (l O2)

PScap :

Permeability surface area product (l min−1)

Q m :

Muscle blood flow (l min−1)

Q p :

Cardiac output (l min−1)

S cap,Hb :

Oxygen hemoglobin saturation in blood capillary (–)

S tis,Mb :

Oxygen myoglobin saturation in muscle tissue (–)

StO2m :

Muscle oxygen saturation (–)

SV:

Stroke volume (ml beat−1)

t :

Time (min)

t ex :

Time at the end of exercise (min)

t 0 :

Time at the onset of the exercise (min)

UO2m :

Muscle oxygen utilization (l O2 min−1)

V cap, V mus, V tis :

Anatomical volume of capillary, muscle, and tissue (l)

\(V_{{{\rm cap},{\rm O}_{2}}},\,V_{{{\rm tis},{\rm O}_{2}}}\) :

Effective volume of O2 in capillary and tissue (l)

VCO2p :

Pulmonary carbon dioxide output (l CO2 min−1)

V I, V E :

Flow rate inspired and exhaled air (l min−1)

VO2m :

Muscle oxygen uptake (l O2 min−1)

VO2p :

Pulmonary oxygen uptake (l O2 min−1)

VO2p,peak :

Maximum pulmonary oxygen uptake (l O2 min−1)

WR:

Work rate (W)

W mc :

Myocyte volume fraction (–)

ΔQ m :

Amplitude of response of muscle blood flow (l min−1)

Δ UO2m, Δ VO2p :

Amplitude of response of UO2m and VO2p (l O2 min−1)

ΔWR:

Exercise incremental work rate (W)

η:

Mechanical efficiency (–)

τA :

Mean response time (s)

τHR :

Time constant of heart rate (s)

τPCr :

Time constant of the Phosphocreatine kinetics (s)

\(\tau_{{Q_{{\rm m}}}}\) :

Time constant of the muscle blood flow rate (s)

\(\tau_{{{\rm UO}_{2{\rm m}} }}\) :

Time constant of the muscle oxygen utilization (s)

\(\tau_{{{\rm VO}_{2{\rm m}} }}\) :

Mean response time of the muscle oxygen uptake (s)

\(\tau_{{{\rm VO}_{2{\rm p}} }}\) :

Mean response time of the pulmonary oxygen uptake (s)

B:

Bound oxygen concentration

F:

Free oxygen concentration

H:

Heavy condition

j:

Exercise intensity

M:

Moderate condition

R:

Resting condition

T:

Total oxygen concentration

V:

Very heavy condition

W:

Warm-up condition

References

  • Andersen P, Saltin B (1985) Maximal perfusion of skeletal muscle in man. J Physiol 366:233–249

    PubMed  CAS  Google Scholar 

  • Auchincloss JH Jr, Gilbert R, Baule GH (1966) Effect of ventilation on oxygen transfer during early exercise. J Appl Physiol 21:810–818

    PubMed  Google Scholar 

  • Audi SH, Linehan JH, Krenz GS, Dawson CA (1998) Accounting for the heterogeneity of capillary transit times in modeling multiple indicator dilution data. Ann Biomed Eng 26:914–930

    Article  PubMed  CAS  Google Scholar 

  • Barstow TJ, Lamarra N, Whipp BJ (1990) Modulation of muscle and pulmonary O2 uptakes by circulatory dynamics during exercise. J Appl Physiol 68:979–989

    Article  PubMed  CAS  Google Scholar 

  • Beard DA (2001) Computational framework for generating transport models from databases of microvascular anatomy. Ann Biomed Eng 29:837–843

    Article  PubMed  CAS  Google Scholar 

  • Beard DA, Schenkman KA, Feigl EO (2003) Myocardial oxygenation in isolated hearts predicted by an anatomically realistic microvascular transport model. Am J Physiol Heart Circ Physiol 285:H1826–H1836

    PubMed  CAS  Google Scholar 

  • Beaver WL, Wasserman K, Whipp BJ (1986) A new method for detecting anaerobic threshold by gas exchange. J Appl Physiol 60:2020–2027

    PubMed  CAS  Google Scholar 

  • Behnke BJ, Barstow TJ, Poole DC (2005) Relationship between VO2 responses at the mouth and across the exercising muscles. In: Jomes AM, Poole DC (eds) O2 uptake kinetics in sport, exercise and medicine, Chap 6. Routledge Taylor & Franci Group, London

  • Bhambhani YN (2004) Muscle oxygenation trends during dynamic exercise measured by near infrared spectroscopy. Can J Appl Physiol 29:504–523

    PubMed  Google Scholar 

  • Binzoni T (2003) Human skeletal muscle energy metabolism: when a physiological model promotes the search for new technologies. Eur J Appl Physiol 90:260–269

    Article  PubMed  Google Scholar 

  • Binzoni T, Colier W, Hiltbrand E, Hoofd L, Cerretelli P (1999) Muscle O2 consumption by NIRS: a theoretical model. J Appl Physiol 87:683–688

    PubMed  CAS  Google Scholar 

  • Capelli C, Cautero M, di Prampero PE (2001) New perspectives in breath-by-breath determination of alveolar gas exchange in humans. Pflugers Arch 441:566–577

    Article  PubMed  CAS  Google Scholar 

  • Cautero M, di Prampero PE, Capelli C (2003) New acquisitions in the assessment of breath-by-breath alveolar gas transfer in humans. Eur J Appl Physiol 90:231–241

    Article  PubMed  CAS  Google Scholar 

  • Cautero M, Prampero PE, Tam E, Capelli C (2005) Alveolar oxygen uptake kinetics with step, impulse and ramp exercise in humans. Eur J Appl Physiol 95:474–485

    Article  PubMed  CAS  Google Scholar 

  • Cerretelli P, Grassi B, (2001) Gas exchange, MRS and NIRS assessment of metabolic transients in skeletal muscle. Am Zool 41:229–246

    Article  Google Scholar 

  • Cerretelli P, di Prampero PE (1987) Gas exchange in exercise. In: Farlin LE, Tenney SM (eds) Handbook of physiology, Sect 3, the respiratory system, vol IV, gas exchange, Chap 16. American Physiological Society, Bethesda, pp 297–340

  • Cerretelli P, Shindell D, Pendergast DP, di Prampero PE, Rennie DW (1977) Oxygen uptake transients at the onset and offset of arm and leg work. Respir Physiol 30:81–97

    Article  PubMed  CAS  Google Scholar 

  • Chuang ML, Ting H, Otsuka T, Sun XG, Chiu FY, Hansen JE, Wasserman K (2002) Muscle deoxygenation as related to work rate. Med Sci Sports Exerc 34:1614–1623

    Article  PubMed  CAS  Google Scholar 

  • Chung Y, Mole PA, Sailasuta N, Tran TK, Hurd R, Jue T (2005) Control of respiration and bioenergetics during muscle contraction. Am J Physiol Cell Physiol 288:C730–C738

    Article  PubMed  CAS  Google Scholar 

  • Clausen JP (1976) Circulatory adjustments to dynamic exercise and effect of physical training in normal subjects and in patients with coronary artery disease. Prog Cardiovasc Dis 18:459–495

    Article  PubMed  CAS  Google Scholar 

  • Cooper DM, Weiler-Ravell D, Whipp BJ, Wasserman K (1984) Aerobic parameters of exercise as a function of body size during growth in children. J Appl Physiol 56:628–634

    PubMed  CAS  Google Scholar 

  • Dash RK, Bassingthwaighte JB (2004) Blood HbO2 and HbCO2 dissociation curves at varied O2, CO2, pH, 2,3-DPG and temperature levels. Ann Biomed Eng 32:1676–1693

    Article  PubMed  Google Scholar 

  • Dash RK, Bassingthwaighte JB (2006) Simultaneous blood–tissue exchange of oxygen, carbon dioxide, bicarbonate and hydrogen Ion. Ann Biomed Eng (in press)

  • DeLorey DS, Kowalchuk JM, Paterson DH (2003) Relationship between pulmonary O2 uptake kinetics and muscle deoxygenation during moderate-intensity exercise. J Appl Physiol 95:113–120

    PubMed  Google Scholar 

  • DeLorey DS, Kowalchuk JM, Paterson DH (2004) Effects of prior heavy-intensity exercise on pulmonary O2 uptake and muscle deoxygenation kinetics in young and older adult humans. J Appl Physiol 97:998–1005

    Article  PubMed  Google Scholar 

  • Delp MD, O’Leary DS (2004) Integrative control of the skeletal muscle microcirculation in the maintenance of arterial pressure during exercise. J Appl Physiol 97:1112–1118

    Article  PubMed  Google Scholar 

  • Dennis JE, Gay DM, Welsch RE (1981) An adaptive nonlinear least squares algorithm. ACM Trans Math Softw 7(3):348–383

    Article  Google Scholar 

  • Engoren M, Barbee D (2005) Comparison of cardiac output determined by bioimpedance, thermodilution, and the Fick method. Am J Crit Care 14:40–45

    PubMed  Google Scholar 

  • Ferrari M, Mottola L, Quaresima V (2004) Principles, techniques, and limitations of near infrared spectroscopy. Can J Appl Physiol 29:463–487

    PubMed  Google Scholar 

  • Ferreira LF, Poole DC, Barstow TJ (2005a) Muscle blood flow-O2 uptake interaction and their relation to on-exercise dynamics of O2 exchange. Respir Physiol Neurobiol 147:91–103

    Article  PubMed  Google Scholar 

  • Ferreira LF, Townsend DK, Lutjemeier BJ, Barstow TJ (2005b) Muscle capillary blood flow kinetics estimated from pulmonary O2 uptake and near-infrared spectroscopy. J Appl Physiol 98:1820–1828

    Article  PubMed  Google Scholar 

  • Grassi B (2005) Delayed metabolic activation of oxidative phosphorylation in skeletal muscle at exercise onset. Med Sci Sports Exerc 37:1567–1573

    Article  PubMed  CAS  Google Scholar 

  • Grassi B, Poole DC, Richardson RS, Knight DR, Erickson BK, Wagner PD (1996) Muscle O2 uptake kinetics in humans: implications for metabolic control. J Appl Physiol 80:988–998

    PubMed  CAS  Google Scholar 

  • Grassi B, Pogliaghi S, Rampichini S, Quaresima V, Ferrari M, Marconi C, Cerretelli P (2003) Muscle oxygenation and pulmonary gas exchange kinetics during cycling exercise on-transitions in humans. J Appl Physiol 95:149–158

    PubMed  Google Scholar 

  • Hindmarsh AC (1983) ODEPACK a systematized collection of ode solvers. In: Stepleman RS (ed) Scientific computing. North Holland, Amsterdam, pp 55–64

    Google Scholar 

  • Jaquez JT (1985) Physiological system with flow: the modeling of flow and exchange in capillary bed. In: Compartmental analysis in biology and medicine, Chap 10. Elsevier, Amsterdam

  • Kemp G (2005) Kinetics of muscle oxygen use, oxygen content, and blood flow during exercise. J Appl Physiol 99:2463–2468

    Article  PubMed  Google Scholar 

  • Knight DR, Poole DC, Schaffartzik W, Guy HJ, Prediletto R, Hogan MC, Wagner PD (1992) Relationship between body and leg VO2 during maximal cycle ergometry. J Appl Physiol 73:1114–1121

    PubMed  CAS  Google Scholar 

  • Lador F, Azabji KM, Moia C, Cautero M, Morel DR, Capelli C, Ferretti G (2006) Simultaneous determination of the kinetics of cardiac output, systemic O2 delivery and lung O2 uptake at exercise onset in men. Am J Physiol Regul Integr Comp Physiol 290:R1071–R1079

    PubMed  CAS  Google Scholar 

  • MacPhee SL, Shoemaker JK, Paterson DH, Kowalchuk JM (2005) Kinetics of O2 uptake, leg blood flow, and muscle deoxygenation are slowed in the upper compared with lower region of the moderate-intensity exercise domain. J Appl Physiol 99:1822–1834

    Article  PubMed  Google Scholar 

  • Mader A (2003) Glycolysis and oxidative phosphorylation as a function of cytosolic phosphorylation state and power output of the muscle cell. Eur J Appl Physiol 88:317–338

    Article  PubMed  CAS  Google Scholar 

  • Mancini DM, Bolinger L, Li H, Kendrick K, Chance B, Wilson JR (1994) Validation of near-infrared spectroscopy in humans. J Appl Physiol 77:2740–2747

    PubMed  CAS  Google Scholar 

  • Miyamoto Y, Hiura T, Tamura T, Nakamura T, Higuchi J, Mikami T (1982) Dynamics of cardiac, respiratory, and metabolic function in men in response to step work load. J Appl Physiol 52:1198–1208

    PubMed  CAS  Google Scholar 

  • Myers DE, Anderson LD, Seifert RP, Ortner JP, Cooper CE, Beilman GJ, Mowlem JD (2005) Noninvasive method for measuring local hemoglobin oxygen saturation in tissue using wide gap second derivative near-infrared spectroscopy. J Biomed Opt 10:034017

    Article  PubMed  CAS  Google Scholar 

  • Neary JP (2004) Application of near infrared spectroscopy to exercise sports science. Can J Appl Physiol 29:488–503

    PubMed  Google Scholar 

  • Niwayama M, Lin L, Shao J, Kudo N, Yamamoto K (2000) Quantitative measurement of muscle hemoglobin oxygenation using near-infrared spectroscopy with correction for the influence of a subcutaneous fat layer. Rev Sci Instrum 71:4571–4575

    Article  CAS  Google Scholar 

  • Piiper J, di Prampero PE, Cerretelli P (1968) Oxygen debt and high-energy phosphates in gastrocnemius muscle of the dog. Am J Physiol 215:523–531

    PubMed  CAS  Google Scholar 

  • Poole DC, Gaesser GA, Hogan MC, Knight DR, Wagner PD (1992) Pulmonary and leg VO2 during submaximal exercise: implications for muscular efficiency. J Appl Physiol 72:805–810

    PubMed  CAS  Google Scholar 

  • Poole DC, Behnke BJ, Padilla DJ (2005) Dynamics of muscle microcirculatory oxygen exchange. Med Sci Sports Exerc 37:1559–1566

    Article  PubMed  CAS  Google Scholar 

  • Popel AS (1989) Theory of oxygen transport to tissue. Crit Rev Biomed Eng 17:257–321

    PubMed  CAS  Google Scholar 

  • di Prampero PE (1981) Energetics of muscular exercise. Rev Physiol Biochem Pharmacol 89:143–222

    Article  PubMed  Google Scholar 

  • di Prampero PE, Margaria R (1968) Relationship between O2 consumption, high energy phosphates and the kinetics of the O2 debt in exercise. Pflugers Arch 304:11–19

    Article  PubMed  Google Scholar 

  • di Prampero PE, Davies CT, Cerretelli P, Margaria R (1970) An analysis of O2 debt contracted in submaximal exercise. J Appl Physiol 29:547–551

    PubMed  Google Scholar 

  • di Prampero PE, Boutellier U, Pietsch P (1983) Oxygen deficit and stores at onset of muscular exercise in humans. J Appl Physiol 55:146–153

    PubMed  Google Scholar 

  • Richard R, Lonsdorfer-Wolf E, Dufour S, Doutreleau S, Oswald-Mammosser M, Billat VL, Lonsdorfer J (2004) Cardiac output and oxygen release during very high-intensity exercise performed until exhaustion. Eur J Appl Physiol 93:9–18

    Article  PubMed  Google Scholar 

  • Rolfe P (2000) In vivo near-infrared spectroscopy. Annu Rev Biomed Eng 2:715–754

    Article  PubMed  CAS  Google Scholar 

  • Rosenthal M, Bush A (1998) Haemodynamics in children during rest and exercise: methods and normal values. Eur Respir J 11:854–865

    Article  PubMed  CAS  Google Scholar 

  • Rossiter HB, Ward SA, Doyle VL, Howe FA, Griffiths JR, Whipp BJ (1999) Inferences from pulmonary O2 uptake with respect to intramuscular [phosphocreatine] kinetics during moderate exercise in humans. J Physiol 518 (pt 3):921–932

    Article  PubMed  CAS  Google Scholar 

  • Rowell LB (1993) Human cardiovascular control. Oxford Press, New York

    Google Scholar 

  • Rowland T, Obert P, (2002) Doppler echocardiography for the estimation of cardiac output with exercise. Sports Med 32:973–986

    Article  PubMed  Google Scholar 

  • Rowland T, Popowski B, Ferrone L (1997) Cardiac responses to maximal upright cycle exercise in healthy boys and men. Med Sci Sports Exerc 29:1146–1151

    PubMed  CAS  Google Scholar 

  • Sheel AW, Richards JC, Foster GE, Guenette JA (2004) Sex differences in respiratory exercise physiology. Sports Med 34:567–579

    Article  PubMed  Google Scholar 

  • Shoemaker JK, Hughson RL (1999) Adaptation of blood flow during the rest to work transition in humans. Med Sci Sports Exerc 31:1019–1026

    Article  PubMed  CAS  Google Scholar 

  • de Simone G, Devereux RB, Daniels SR, Mureddu G, Roman MJ, Kimball TR, Greco R, Witt S, Contaldo F (1997) Stroke volume and cardiac output in normotensive children and adults. Assessment of relations with body size and impact of overweight. Circulation 95:1837–1843

    PubMed  Google Scholar 

  • Stringer WW, Whipp BJ, Wasserman K, Porszasz J, Christenson P, French WJ (2005) Non-linear cardiac output dynamics during ramp-incremental cycle ergometry. Eur J Appl Physiol 93:634–639

    Article  PubMed  Google Scholar 

  • Tordi N, Mourot L, Matusheski B, Hughson RL, (2004) Measurements of cardiac output during constant exercises: comparison of two non-invasive techniques. Int J Sports Med 25:145–149

    Article  PubMed  CAS  Google Scholar 

  • Tran TK, Sailasuta N, Kreutzer U, Hurd R, Chung Y, Mole P, Kuno S, Jue T, (1999) Comparative analysis of NMR and NIRS measurements of intracellular PO2 in human skeletal muscle. Am J Physiol 276:R1682–R1690

    PubMed  CAS  Google Scholar 

  • Tschakovsky ME, Sheriff DD, (2004) Immediate exercise hyperemia: contributions of the muscle pump vs. rapid vasodilation. J Appl Physiol 97:739–747

    Article  PubMed  Google Scholar 

  • Vaniushin YS, Sitdikov FG (2001) Adaptation of cardiac performance to physical exercise of increasing power in adolescents. Hum Physiol 27:210–215

    Article  Google Scholar 

  • Varma A, Morbidelli M (1997) Mathematical methods in chemical engineering. Oxford University Press, New York

    Google Scholar 

  • Whipp BJ, Rossiter HB (2005) The kinetics of oxygen uptake. In: Jones AM and Poole DC (eds) Oxygen uptake kinetics in sport, exercise and medicine, Chap 3. Routledge Taylor & Franci Group, London

  • Whipp BJ, Ward SA, Rossiter HB (2005) Pulmonary O2 uptake during exercise: conflating muscular and cardiovascular responses. Med Sci Sports Exerc 37:1574–1585

    Article  PubMed  CAS  Google Scholar 

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Acknowledgments

We thank the reviewers for providing thoughtful and constructive criticisms. We are grateful to Dean E. Myers for his expert technical assistance in the use of the near infrared spectroscopy device. This research was supported by the grant GM-66309-01 from the National Institute for General Medical Science (NIGMS) of the National Institute of Health (NIH) for establishing the Center for Modeling Integrated Metabolic Systems (MIMS) at Case Western Reserve University, and by a grant (NCC3-988) from NASA.

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Lai, N., Dash, R.K., Nasca, M.M. et al. Relating pulmonary oxygen uptake to muscle oxygen consumption at exercise onset: in vivo and in silico studies. Eur J Appl Physiol 97, 380–394 (2006). https://doi.org/10.1007/s00421-006-0176-y

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