Lumped constant (LC)
The lumped constant for formulated by Sokoloff et al (1977), 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 [18F]FDG uptake rate to glucose uptake rate.
The concept of lumped constant can be used with any metabolism PET tracer which competes with a natural substrate, for example to estimate the rates of amino acid and and fatty acid uptake.
LC of [18F]FDG
A common assumption in FDG PET studies is that lumped constant is uniform over the whole brain and in all subject and patient groups, but this is not strictly true: 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):
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.
, where Ki* is the unidirectional clearance from the circulation to the metabolic compartment (net influx rate), 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 τ=1.67 and φ=0.55 in rat studies.
In irreversible 2-tissue compartment model Ki=K1*k3/(k2+k3), and thus (Gejl et al., 2012)
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 Patlak plot without kLOSS), and LC=0.81, if dephosphorylation is considered (4-parameter model or Patlak plot with kLOSS) (Wu et al. 2003). Graham et al. (2002) obtained value LC=0.89±0.08 for normal brain, and 0.78±0.11 for cerebellum, using reversible two-tissue compartmental model, but, in comparison to other studies, suggested that 0.80 should be used.
Lumped constant for [18F]FDG in myocardium is dependent on the serum insulin concentration (Hariharan et al., 1995; Bøtker et al., 1997 and 1999; Ng et al 1998). LC was estimated to be 1.44±0.14 in fasting state and 0.99±0.07 during insulin infusion (Ng et al 1998). Values for τ and φ in myocardium in humans were determined to be 2.26 and 0.43, respectively (Bøtker et al., 1997), and these values have been used later by the same group (Wiggers et al., 1999; Bøtker et al., 2000; Gejl et al., 2002). In isolated working rat hearts values were 1.73 and 0.15, respectively (Bøtker et al., 1999). If LC is not determined from the dynamic FDG PET data, the recommended LC for Patlak and FUR analysis of heart FDG studies is 1.
LC of [18F]FTHA
Lumped constant for [18F]FTHA represents the ratio of the probability that arterial tracer molecule, [18F]FTHA, will be activated to [18F]FTHA-CoA, to the probability that an arterial long-chain fatty acid (palmitate and other FFAs) molecule will undergo activation to fatty acyl-CoA. If the kinetics of the tracer and of the average native compound would be identical, LC would equal 1.
Because LC is difficult to measure in human subjects, it is often assumed to equal 1. This may cause bias in results and should be taken into account in interpretation of the results.
Alternatives to LC
Correction using Michaelis constant
Williams et al. (2012a and 2012b) have proposed an alternative method to traditional measure of metabolic rate of glucose (MRgluc). In this method, the metabolic rate is extrapolated to the hypothetical condition of glucose saturation:
This method has been shown in mice studies to provide results with smaller variation than the traditional method. Michaelis-Menten constant KM=130 mg/dL was used in the mice studies.
Bass L, Sørensen M, Munk OL, Keiding S. Analogue tracers and lumped constant in capillary beds. J Theor Biol. 2011; 285(1): 177-181. doi: 10.1016/j.jtbi.2011.06.034.
Iozzo P, Jarvisalo MJ, Kiss J, Borra R, Naum GA, Viljanen A, Viljanen T, Gastaldelli A, Buzzigoli E, Guiducci L, Barsotti E, Savunen T, Knuuti J, Haaparanta-Solin M, Ferrannini E, Nuutila P. Quantification of liver glucose metabolism by positron emission tomography: validation study in pigs. Gastroenterology. 2007; 132(2): 531-542. doi: 10.1053/j.gastro.2006.12.040.
Keiding S. How should lumped constant be estimated for hepatic 18F-FDG glucose in humans? J Nucl Med. 2015; 56(9): 1302-1303. doi: 10.2967/jnumed.115.161422.
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.
Kuwabara H, Evans AC, Gjedde A. Michaelis-Menten constraints improved cerebral glucose metabolism and regional lumped constant measurements with [18F]fluorodeoxyglucose. J Cereb Blood Flow Metab. 1990; 10: 180-189. doi: 10.1038/jcbfm.1990.33.
Kuwabara H, Gjedde A. Measurements of glucose phosphorylation with FDG and PET are not reduced by dephosphorylation of FDG-6-phosphate. J Nucl Med. 1991; 32: 692-698.
Muzi M, Freeman SD, Burrows RC, Wiseman RW, Link JM, Krohn KA, Graham MM, Spence AM. Kinetic characterization of hexokinase isoenzymes from glioma cells: implications for FDG imaging of human brain tumors. Nucl Med Biol. 2001; 28: 107-116. doi: 10.1016/S0969-8051(00)00201-8.
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(5): E1122-E1130. doi: 10.1152/ajpendo.2000.279.5.E1122.
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.
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. doi: 10.1038/jcbfm.1986.78.
Sokoloff L, Reivich M, Kennedy C, Des Rosiers MH, Patlak CS, Pettigrew KD, Sakurada O, Shinohara M. The [14C]deoxyglucose method for the measurement of local cerebral glucose utilization: theory, procedure, and normal values in the conscious and anesthetized albino rat. J Neurochem. 1977; 28: 897-916. doi: 10.1111/j.1471-4159.1977.tb10649.x.
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.
Virtanen KA, Peltoniemi P, Marjamäki P, Asola M, Strindberg L, Parkkola R, Huupponen R, Knuuti J, Lönnroth P, Nuutila P. Human adipose tissue glucose uptake determined using [18F]-fluoro-deoxy-glucose ([18F]FDG) and PET in combination with microdialysis. Diabetologia. 2001; 44(12): 2171-2179. doi: 10.1007/s001250100026.
Wienhard K, Gjedde A, Heiss W-D, Herholz K, Pawlik G. Improved measurement of regional glucose metabolism by individual determination of the lumped and kinetic constants in stroke patients. In: Hartmann A, Kuschinsky W (eds.) Cerebral Ischemia and Hemorheology. Springer, 1987. p 186-201. doi: 10.1007/978-3-642-71787-1_19.
Williams S-P, Flores-Mercado JE, Port RE, Bengtsson T. Quantification of glucose uptake in tumors by dynamic FDG-PET has less glucose bias and lower variability when adjusted for partial saturation of glucose transport. EJNMMI Res. 2012a; 2:6. doi: 10.1186/2191-219X-2-6.
Williams S-P, Flores-Mercado JE, Baudy AR, Port RE, Bengtsson T. The power of FDG PET to detect treatment effects is increased by glucose correction using a Michaelis constant. EJNMMI Res. 2012b; 2:35. doi: 10.1186/2191-219X-2-35.
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. doi: 10.1016/S1536-1632(02)00122-1.
Updated at: 2019-01-02
Created at: 2009-01-09
Written by: Vesa Oikonen