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[18F]FDG

[18F]FDG model

The autoradiographic method for measuring regional metabolic rate of glucose in the brain of rat using [14C]deoxyglucose (Sokoloff et al. 1977) has been modified for human studies using positron emission tomography (PET) and [18F]2-fluoro-2-deoxy-D-glucose ([18F]FDG) by Phelps et al. (1979) and Reivich et al. (1979).

The three-compartment model with four rate constants K1*, k2*, k3* and k4* is often simplified by assuming that the dephosphorylation rate of FDG-6-phosphate in brain tissue is small enough that it can be ignored (k4*=0). At least a part of the observed k4* may be explained by tissue heterogeneity (Schmidt et al., 1992). Metabolic rate of glucose (MRglu) can be calculated from equation
equation
, where Cglu is the concentration of glucose in plasma and LC is the lumped constant.

Originally FDG studies were always analyzed using compartment model with the three or four rate constants. Only later it was found out that a graphical method, s.c. Gjedde-Patlak plot (Patlak and Blasberg, 1985) can be used to directly estimate the combination of the model rate constants. This combined term, uptake rate for FDG (Ki*=K1*k3*/(k2*+k3*)) is robust and very fast to calculate, and is therefore also suitable for computation of parametric images.

Lumped constant (LC)

The lumped constant of Sokoloff et al. (1977) is based on the biochemical principles of competitive substrate kinetics. It accounts for the differences in transport and phosphorylation rates between D-glucose and 2-fluoro-2-deoxy-D-glucose, and is used to transform the FDG uptake rate to glucose uptake rate.

A common assumption in brain FDG studies is that lumped constant is uniform over the whole brain and in all subject and patient groups. Hexokinase favours glucose over FDG, and transport favours FDG over glucose. Although there are several different estimates on the normal value of LC in the brain, the estimates are always less than 1.0, representing that in normal condition the phosphorylation is the rate-limiting step in glucose uptake. In supply limited conditions (hypoglycemia and ischemia) LC increases as shown by Crane et al. (1981) and Hawkins et al. (1981).

Lumped constant is a function of the rate constants (Sokoloff et al. 1977). The variability of LC results primarily from changes in k3/k2 for glucose and for FDG (k3*/k2*) as is expressed in below (Phelps et al. 1983):
equation

Phelps et al. (1983) used values p=0.50 and q=1.67 (q/p=3.34) to estimate the changes in LC between normal and ischemic brain regions. This equation was used by Sasaki et al. (1986) to estimate whether LC is uniform over the whole brain.

Kuwabara and Gjedde (1990; 1991) derived equation for LC which is independent of the model used:
equation
, where Ki* is the unidirectional clearance from the circulation to the metabolic compartment (Ki*=K1*k3*/(k2*+k3*)), τ is the ratio between FDG and glucose clearances (K1*/K1), and φ is the phosphorylation ratio between FDG and glucose (k3*/k3). Kuwabara and Gjedde (1991) used estimates τ=1.10 and φ=0.30. Before that, Crane et al. (1983) have used estimates 1.67 and 0.55, respectively, in rat studies.

Recommended values for using as LC

The recommended LC for brain [18F]FDG studies is 0.65, if irreversible uptake is assumed (3-parameter model or Gjedde-Patlak plot without kLOSS), and LC=0.81, if dephosphorylation is considered (4-parameter model or Gjedde-Patlak plot with kLOSS) (Wu et al. 2003).

In rat brain studies, lumped constant of 0.71 is recommended (Tokugawa et al., 2007; Krohn et al., 2007).

Estimation of metabolic rate of glucose

Use always Gjedde-Patlak graphical analysis for calculation of metabolic rate of glucose:

Estimation of parameters of compartmental model for brain

PET data

ROIs can be drawn and calculated from dynamic images as usual.

If old regional data is in *.roi.kbq file, it must be converted to DFT format using nci2dft, e.g.

nci2dft ua2826dy1.roi.kbq ua2826dy1.dft

Plasma data

Usually, manual samples are collected for the measurement of concentration of FDG in plasma. Blood samples are processed in the PET blood laboratory to time-activity curves, which can be used as such.

For better understanding, see also the documentation on blood data processing.

Correction for time delay

For Gjedde-Patlak analysis, correction for time delay is not required, but the estimates of compartmental model parameters may be very sensitive to the effect of time delay.

Estimation of K1, k2, k3 and k4 for FDG

Compartment model fit for the brain can be calculated using fcmrglu, e.g.:

fcmrglu ua2826ap.delay.kbq ua2826dy1.dft 5.2 ua2826fcmrglu.res

This programs writes the results in an ASCII text file (*.res); more information on result files.

This program can also be used to estimate the LC at different study conditions; in that case, make sure that you are using appropriate values for τ and φ. Note that the brain model must not be applied to skeletal muscle!

Myocardium

Please read MET5731. Recommended LC for Patlak analysis of heart FDG studies is 1.

Skeletal muscle

Please read MET5736 and Bertoldo et al., 2001. Recommended LC for Patlak analysis of skeletal muscle FDG studies is 1.2 (Peltoniemi et al., 2000).

Lungs

Lung-specific model may be required (Schroeder et al., 2008).



References:

Bertoldo A, Peltoniemi P, Oikonen V, Knuuti J, Nuutila P, Cobelli C. Kinetic modeling of [18F]FDG in skeletal muscle by PET: a four-compartment five-rate-constant model. Am J Physiol Endocrinol Metab. 2001; 281:E524-E536.

Crane PD, Pardridge WM, Braun LD, Nyerges AM, Oldendorf WH. The interaction of transport and metabolism on brain glucose utilization: a reevaluation of the lumped constant. J Neurochem 1981; 36: 1601-1604.

Hawkins RA, Phelps ME, Huang S-C, Kuhl DE. Effect of ischemia on quantitation of local cerebral glucose metabolic rate in man. J Cereb Blood Flow Metab 1981; 1: 37-51.

Kalliokoski KK, Bojsen-Møller J, Seppänen M, Johansson J, Kjaer M, Teräs M, Magnusson SP. Contraction-induced [18F]-fluoro-deoxy-glucose uptake can be measured in human calf muscle using high-resolution PET. Clin Physiol. Functional Imag. 2007; 27(4): 239-241.

Krohn KA, Muzi M, Spence AM. What is in a number? The FDG lumped constant in the rat brain. J Nucl Med 2007; 48(1): 5-7.

Patlak CS, Blasberg RG. Graphical evaluation of blood-to-brain transfer constants from multiple-time uptake data. Generalizations. J Cereb Blood Flow Metab 1985; 5:584-590.

Peltoniemi P, Lönnroth P, Laine H, Oikonen V, Tolvanen T, Grönroos T, Strindberg L, Knuuti J, Nuutila P. Lumped constant for [18F]fluorodeoxyglucose in skeletal muscles of obese and nonobese humans. Am J Physiol Endocrinol Metab 2000; 279: E1122–E1130.

Phelps ME, Huang S-C, Hoffman EJ, Selin C, Sokoloff L, Kuhl DE. Tomographic measurement of local cerebral glucose metabolic rate in humans with[F-18]2-fluoro-2-deoxy-D-glucose: validation of method. Ann Neurol 1979; 6: 371-388.

Phelps ME, Huang S-C, Mazziotta JC, Hawkins RA. Alternate approach for examining stability of the deoxyglucose model lumped constant. J Cereb Blood Flow Metab 1983; 3(Suppl 1): S13-S14.

Reivich M, Kuhl D, Wolf A, Greenberg J, Phelps M, Ido T, Casella V, Fowler J, Hoffman E, Alavi A, Som P, Sokoloff L. The [18F]fluorodeoxyglucose method for the measurement of local cerebral glucose utilization in man. Circ Res 1979; 44: 127-137.

Sasaki H, Kanno I, Murakami M, Shishido F, Uemura K. Tomographic mapping of kinetic rate constants in the fluorodeoxyglucose model using dynamic positron emission tomography. J Cereb Blood Flow Metab 1986; 6: 447-454.

Schmidt K, Lucignani G, Moresco RM, Rizzo G, Gilardi MC, Messa C, Colombo F, Fazio F, Sokoloff L. Errors introduced by tissue heterogeneity in estimation of local cerebral glucose utilization with current kinetic models of the [18F]fluorodeoxyglucose method. J Cereb Blood Flow Metab 1992; 12: 823-834.

Schroeder T, Melo MFV, Musch G, Harris RS, Venegas JG, Winkler T. Modeling Pulmonary kinetics of 2-deoxy-2-[18F]fluoro-D-glucose during acute lung injury. Acad Radiol. 2008; 15(6): 763-775.

Slimani L, Oikonen V, Hällsten K, Savisto N, Knuuti J, Nuutila P, Iozzo P. Exercise restores skeletal muscle glucose delivery but not insulin-mediated glucose transport and phosphorylation in obese subjects. J Clin Endocrinol Metab 2006; 91(9): 3394-3403.

Sokoloff L, Reivich M, Kennedy C, Des Rosiers MH, Patlak CS, Pettigrew KD, Sakurada O, Shinohara M. J Neurochem 1977;28:897-916.

Tokugawa J, Ravasi L, Nakayama T, Schmidt K, Sokoloff L. Operational lumped constant for FDG in normal adult male rats. J Nucl Med 2007; 48(1): 94-99.

Varrone A, Asenbaum S, Borght T, Booij J, Nobili F, Någren K, Darcourt J, Kapucu ÖL, Tatsch K, Bartenstein P, Laere K. EANM procedure guidelines for PET brain imaging using [18F]FDG, version 2. Eur J Nucl Med Mol Imaging 2009; 36: 2103–2110.

Wu H-M, Bergsneider M, Glenn TC, Yeh E, Hovda DA, Phelps ME, Huang S-C. Measurement of the global lumped constant for 2-deoxy-2-[18F]fluoro-D-glucose in normal human brain using [15O]water and 2-deoxy-2-[18F]fluoro-D-glucose positron emission tomography imaging: a method with validation based on multiple methodologies. Mol Imaging Biol 2003; 5: 32-41.



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