Volume 19, Number 2/May 1981 Published by the MIT Press ISSN 0028-3967 NEUROSCIENCES Research Program Bulletin: The F.O. Schmitt Lecture in Neuroscience 1980 THE RELATIONSHIP BETWEEN FUNCTION AND ENERGY METABOLISM: ITS USE IN THE LOCALIZATION OF FUNCTIONAL ACTIVITY IN THE NERVOUS SYSTEM Louis Sokoloff NEUROSCIENCES RESEARCH PROGRAM 165 Allandale Street, Jamaica Plain Station, Boston, MA 02130 Telephone: (617) 522-6700 Cable: NEUROCENT The Neurosciences Research Program, a research center of the Massachusetts Institute of Technology, is an interdisciplinary, interuniversity organization with the primary goal of facilitating the investigation of how the nervous system medi- ates behavior including the mental processes of man. To this end, the NRP, as one of its activities, conducts scientific meetings to explore the crucial problems in the neurosciences and publishes reports of these Work Sessions in the Neurosciences Research Program Bulletin. 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Postmaster: Send address changes to Neurosciences Research Program Bulletin, 28 Carleton Street, Cambridge, MA 02142. © 1981 by the Massachusetts Institute of Technology THE F.O. SCHMITT LECTURE IN NEUROSCIENCE 1980 THE RELATIONSHIP BETWEEN FUNCTION AND ENERGY METABOLISM: ITS USE IN THE LOCALIZATION OF FUNCTIONAL ACTIVITY IN THE NERVOUS SYSTEM Louis Sokoloff National Institute of Mental Health Bethesda, Maryland Louis Sokoloff is Chief of the Laboratory of Cerebral Metabolism of the National Institute of Mental Health, Bethesda, Maryland. This text is based in part on the author’s F.O. Schmitt Lecture in Neuroscience, delivered at Kresge Auditorium, Massachusetts Institute of Technology, March 18, 1980. It was the seventh in this series of lectures. FOREWORD The F.O. Schmitt Lecture and Prize in Neuroscience was established by the Associates of the Neurosciences Research Program in 1973 to mark the seventienth birthday of Francis O. Schmitt, founder of the organization. The purpose of the award is to recognize, encourage, and advance the achievement of excellence in neuroscience. John Z. Young was the first recipient of the award and subsequent awardees have been Solomon H. Snyder and Leslie Iversen, Vernon B. Mountcastle, Victor Hamburger, Roger Guillemin, and Stephen W. Kuffler. Louis Sokoloff received the F.O. Schmitt Prize for 1980 in recog- nition of his contributions to neurochemistry and cerebral physiology. The Prize was presented with the following citation: “For his synthesis of neurochemistry, enzyme kinetics, and circula- tory physiology in the development of techniques to quantitate cerebral metabolism and cerebral blood flow; for his use of these techniques to demonstrate the relations between glucose utilization and the functional activity of the brain and, in particular, to elucidate brain mechanisms of visual information processing, of psychotropic drug action, and of circadian rhythmicity; for his catalytic contribu- tions to the work of other neuroscientists in their applications of his discoveries in clinical determinations of cerebral blood flow and metabolism by positron emission tomography; and for his pioneering work, which helped develop the field of modern neurochemistry.” INTRODUCTION The brain is a complex, heterogeneous organ composed of many anatomical and functional components with markedly different levels of activity that vary independently with time and function. Other tissues are generally far more homogeneous, with most of their cells acting similarly and synchronously in response to a common stimulus or regulatory influence. The central nervous system, however, consists of innumerable subunits, each integrated into its own set of functional pathways and networks and subserving only one or a few of the many activities in which the nervous system participates. Understanding how the nervous system functions requires knowledge not only of the mechanisms of excitation and inhibition but even more so of their precise localization in the nervous system and the relationships of neural subunits to specific functions. Historically, studies of the central nervous system have concentrated heavily on localization of function and mapping of pathways related to specific functions. These have been carried out neuroanatomically and histologically with staining and degeneration techniques, behav- iorally with ablation and stimulation techniques, electrophysiologicaily with electrical recording and evoked electrical responses, and histo- chemically with a variety of techniques, including fluorescent and immunofluorescent methods and autoradiography of orthograde and retrograde axoplasmic flow. Many of these conventional methods suffer from a sampling problem. They generally permit examination of only one potential pathway at a time, and only positive results are interpretable. Furthermore, the demonstration of a pathway reveals only a potential for function; it does not reveal its significance in normal function. Tissues that do physical and/or chemical work, such as heart, kidney, and skeletal muscle, exhibit a close relationship between energy metab- olism and functional activity. From measurement of energy metabolism it is then possible to estimate the level of functional activity. The ex- istence of a similar relationship in the tissues of the central nervous system has been more difficult to prove, partly because of uncertainty about the nature of the work associated with nervous functional activity, but mainly because of the difficulty in assessing the levels of functional and metabolic activities in the same functional component of the brain at the same time. Much of our present knowledge of cerebral energy metabolism in vivo has been obtained by means of the nitrous oxide technique of Kety and Schmidt (1948a) and its modifications (Scheinberg and Stead, 1949; Lassen and Munck, 1955; Ekl6df et al., 1973; Gjedde et al., 1975), which measure the average Neurosciences Res. Prog. Bull., Vol. 19, No. 2 159 160 Energy Metabolism for Functional Localization in the Nervous System rates of energy metabolism in the brain as a whole. These methods have demonstrated changes in cerebral metabolic rate in association with gross or diffuse alterations of cerebral function and/or structure, as, for example, those that occur during postnatal development, aging, senility, anesthesia, disorders of consciousness, and convulsive states (Kety, 1950, 1957; Lassen, 1959; Sokoloff, 1960, 1976). They have not detected changes in cerebral metabolic rate in a number of con- ditions with, perhaps, more subtle alterations in cerebral functional activity; for example, deep slow-wave sleep, performance of mental arithmetic, sedation and tranquilization, schizophrenia, and LSD- induced psychosis (Kety, 1950; Lassen, 1959; Sokoloff, 1969). It is possible that there are no changes in cerebral energy metabolism in these conditions. The apparent lack of change could also be explained by either a redistribution of local levels of functional and metabolic activity without significant change in the average of the brain as a whole or the restriction of altered metabolic activity to regions too small to be detected in measurements of the brain as a whole. What has clearly been needed is a method that measures the rates of energy metabolism in specific discrete regions of the brain in normal and altered states of functional activity. Kety and his associates (Landau et al., 1955; Freygang and Sokoloff, 1958; Kety, 1960; Reivich et al., 1969) developed a quantitative auto- radiographic technique to measure the local tissue concentrations of chemically inert, diffusible, radioactive tracers that they used to deter- mine the rates of blood flow simultaneously in all the structural com- ponents visible and identifiable in autoradiographs of serial sections of the brain. The application of this quantitative autoradiographic tech- nique to the determination of local cerebral metabolic rate has proved to be more difficult because of the inherently greater complexity of the problem and the unsuitability of the labeled species of the normal substrates of cerebral energy metabolism, oxygen and glucose. The radioisotopes of oxygen have too short a physical half-life. Both oxygen and glucose are too rapidly converted to carbon dioxide, and CO, is too rapidly cleared from the cerebral tissues. Sacks (1957), for example, has found in man significant losses of '*CO, from the brain within two minutes after the onset of an intravenous infusion of ['*C] glucose, labeled either uniformly, in the C-1, C-2, or C-6 posi- tions. These limitations of [14C] glucose have been avoided by the use of 2-deoxy-D-['4C] glucose, a labeled analogue of glucose with special properties that make it particularly appropriate for this application (Sokoloff et al., 1977). It is metabolized through part of the pathway of glucose metabolism at a definable rate relative to that of glucose. Unlike glucose, however, its product, ['4C] deoxyglucose-6-phosphate, Neurosciences Res. Prog. Bull., Vol. 19, No. 2 161 is essentially trapped in the tissues, allowing the application of the quantitative autoradiographic technique. The use of radioactive 2- deoxyglucose (DG) to trace glucose utilization and the autoradiographic technique to achieve regional localization has recently led to the development of amethod that measures the rates of glucose utilization simultaneously in all components of the central nervous system in the normal conscious state and during experimental physiological, pharmacological, and pathological conditions (Sokoloff et al., 1977). Because the procedure is so designed that the concentrations of radio- activity in the tissues during autoradiography are more or less propor- tional to the rates of glucose utilization, the autoradiographs provide pictorial representations of the relative rates of glucose utilization in all the cerebral structures visualized. Numerous studies with this method have established that there is a close relationship between functional activity and energy metabolism in the central nervous sys- tem (Sokoloff, 1977; Plum et al., 1976), and the method has become a potent new tool for mapping functional neural pathways on the basis of evoked metabolic responses. THEORY The method is derived from a model based on the biochemical proper- ties of 2-deoxyglucose (Figure 1) (Sokoloff et al., 1977). DG is trans- ported bidirectionally between blood and brain by the same carrier that transports glucose across the blood-brain barrier (Bidder, 1968; Bachelard, 1971; Oldendorf, 1971). In the cerebral tissues it is phos- phorylated by hexokinase to 2-deoxyglucose-6-phosphate (DG- 6-P) (Sols and Crane, 1954). Deoxyglucose and glucose are, therefore, competitive substrates for both blood-brain transport and hexokinase- catalyzed phosphorylation. Unlike glucose-6-phosphate (G-6-P), how- ever, which is metabolized further eventually to CO, and water and to a lesser degree via the hexosemonophosphate shunt, DG-6-P cannot be converted to fructose-6-phosphate and is not a substrate for G-6-P dehydrogenase (Sols and Crane, 1954). There is very little glucose-6- phosphatase activity in brain (Hers, 1957) and even less deoxyglucose- 6-phosphatase activity (Sokoloff et al., 1977). Deoxyglucose-6- phosphate, once formed, is, therefore, essentially trapped in the cere- bral tissues, at least long enough for the duration of the measurement. The half-lives of ['*C] deoxyglucose-6-phosphate in the various cere- bral tissues have been experimentally estimated; the average half-lives are 7.7 (S.D. = + 1.6) and 9.7 (S.D. = + 2.6) hours in gray and white matter, respectively (Sokoloff et al., 1977). The shortest half-life is 6.1 hours in the inferior colliculus (Sokoloff et al., 1977). 162 Energy Metabolism for Functional Localization in the Nervous System - PLASMA BRAIN TISSUE Precursor Poot I Metabolic Products . 1. [4C] Deoxyglucose = (l4C]Deoxyglucase © fuc}Deoxyglucose-6-Phosphate (Cp) (Cz) (Ca) TOTALS COMETATN = Cj = Ce + Cy Glucose =—4 Glucose — —+ Glucose-6-Phosphate (Cp) () (Cy) | t i | CO2 + H20 I Figure 1. Diagrammatic representation of the theoretical model. ce represents the total '*C concen- tration in a single homogeneous tissue of the brain. C ‘3 and Cp represent the concentrations of ['*C]}deoxyglucose and glucose, respectively, in the arterial plasma; Cf and Cp represent their respective concentrations in the tissue pools that serve as substrates for hexokinase. C*, represents the concentration of [?*C] deoxyglucose-6-phosphate in the tissue. The con- stants k*, k*, and k¥, represent the rate constants for carrier-mediated transport of ['*C]- deoxyglucose from plasma to tissue, for carrier-mediated transport back from tissue to plasma, and for phosphorylation by hexokinase, respectively. The constants k,,k,,andk, are the equivalent rate constants for glucose. ['*C]Deoxyglucose and glucose share and compete for the carrier that transports both between plasma and tissue and for hexokinase, which phosphorylates them to their respective hexose-6-phosphates. The dashed arrow rep- resents the possibility of glucose-6-phosphate hydrolysis by glucose-6-phosphatase activity, if any. [Sokoloff et al., 1977] If the interval of time is kept short enough, for example less than one hour, to allow the assumption of negligible loss of [!4C] DG-6-P from the tissues, then the quantity of ['*C] DG-6-P accumulated in any cerebral tissue at any given time following the introduction of (44C] DG into the circulation is equal to the integral of the rate of [4C] DG phosphorylation by hexokinase in that tissue during that interval of time. This integral is in turn related to the amount of glucose that has been phosphorylated over the same interval, depend- ing on the time courses of the relative concentrations of [!'*C] DG and glucose in the precursor pools and the Michaelis-Menten kinetic con- stants for hexokinase with respect to both ['*C]DG and glucose. With cerebral glucose consumption in a steady state, the amount of glucose phosphorylated during the interval of time equals the steady state flux of glucose through the hexokinase-catalyzed step times the duration of the interval, and the net rate of flux of glucose through this step equals the rate of glucose utilization. These relationships can be mathematically defined and an opera- tional equation derived if the following assumptions are made: (1) a steady state for glucose (i.c., constant plasma glucose concentration and constant rate of glucose consumption) throughout the period of Neurosciences Res. Prog. Bull., Vol. 19, No. 2 163 the procedure; (2) homogeneous tissue compartment within which the concentrations of [!*C] DG and glucose are uniform and exchange directly with the plasma; and (3) tracer concentrations of [*C]DG (i.e., molecular concentrations of free {!4C] DG essentially equal to zero). The operational equation that defines R;, the rate of glucose consumption per unit mass of tissue, i, in terms of measurable vari- ables is presented in Figure 2. The rate constants are determined in a separate group of animals by a nonlinear, iterative process. This process provides the least squares best-fit of an equation that defines the time course of total tissue '4C concentration in terms of the time, the history of the plasma concentration, and the rate constants to the experimentally determined time courses of tissue and plasma concentrations of !*C General Equation for Measurement of Reaction Rates with Tracers: Labeled Product Formed in Interval of Time, O to T Rate of Reaction = e oF eae Isotope Effect Integrated Specific Activity Correction Factor of Precursor Operational Equation of ['*c] Deoxyglucose Method: Labeled Product Formed in Interval of Time, O to T Total “C in Tissue '4C in Precursor Remaining in Tissue ot Time, T at Time, T _—_— t cHT) - kt euroannt/ ch elke+ks)t dt 0 Ri = T T Vin'Km || f (8 (ke 4) T [ (SB) ole +t ieee | (ae) at e7 2 7K3 I ()e 27Kgll dt tsotope Effect Integrated Plasma Correction for Lag in Tissue Correction Specific Activity Equilibration with Plasma Factor Integrated Precursor Specific Activity in Tissue Figure 2. Operational equation of radioactive deoxyglucose method and its functional anatomy. 7 rep- resents the time at the termination of the experimental period; A equals the ratio of the distribution space of deoxyglucose in the tissue to that of glucose; ® equals the fraction of glucose that, once phosphorylated, continues down the glycolytic pathway; and Kn and Vy, and K,, and V,, represent the familiar Michaelis-Menten kinetic constants of hexo- kinase for deoxyglucose and glucose, respectively. The other symbols are the same as those defined in Figure 1. [Sokoloff, 1978] Table 1 Values of Rate Constants in the Normal Conscious Albino Rat [Sokoloff et al., 1977] Distribution Rate constants volume Structure (min7!) (ml/g) kt kt kt kY/(kE+k2) Gray matter Visual cortex 0.189 + 0.048 0.279 + 0.176 0.063 + 0.040 0.553 Auditory cortex 0.226 + 0.068 0.241 + 0.198 0.067 + 0.057 0.734 Parietal cortex 0.194 + 0.051 0.257 + 0.175 0.062 + 0.045 0.608 Sensory-motor cortex 0.193 + 0.037 0.208 + 0.112 0.049 + 0.035 0.751 Thalamus 0.188 + 0.045 0.218 + 0.144 0.053 + 0.043 0.694 Medial geniculate body 0.219 + 0.055 0.259 + 0.164 0.055 + 0.040 0.697 Lateral geniculate body 0.172 + 0.038 0.220 + 0.134 0.055 + 0.040 0.625 Hypothalamus 0.158 + 0.032 0.266 + 0.119 0.043 + 0.032 0.587 Hippocampus 0.169 + 0.043 0.260 + 0.166 0.056 + 0.040 0.535 Amygdala 0.149 + 0.028 0.235 + 0.109 0.032 + 0.026 0.558 Caudate-putamen 0.176 + 0.041 0.200 + 0.140 0.061 + 0.050 0.674 Superior colliculus 0.198 + 0.054 0.240 + 0.166 0.046 + 0.042 0.692 Pontine gray matter 0.170 + 0.040 0.246 + 0.142 0.037 + 0.033 0.601 Cerebellar cortex 0.225 + 0.066 0.392 + 0.229 0.059 + 0.031 0.499 Cerebellar nucleus 0.207 + 0.042 0.194 40.111 0.038 + 0.035 0.892 Mean ¢ S.E.M. 0.189 + 0.012 0.245 + 0.040 0.052 + 0.010 0.647 + 0.073 White matter Corpus callosum 0.085 + 0.015 0.135 + 0.075 0.019 + 0.033 0.552 Genu of corpus callosum 0.076 + 0.013 0.131 + 0.075 0.019 + 0.034 0.507 Internal capsule 0.077 + 0.015 0.134 + 0.085 0.023 + 0.039 0.490 Mean + S.E.M. 0.079 + 0.008 0.133 + 0.046 0.020 + 0.020 0.516 + 0.171 Half-life of Precursor pool (min) Log ,2/(k* +k*) 2.03 2.25 2.17 2.70 2.56 2.21 2.52 2.58 2.19 2.60 2.66 2.42 2.45 1.54 2.99 2.39 + 0.40 4.50 4.62 4.41 4.51 + 0.90 ol WI9ISAG SNOAION 9Y] Ul UOTJEZTeIO'T [euooUN 10} wWsToqejap AsIoug Neurosciences Res. Prog. Bull., Vol. 19, No. 2 165 (Sokoloff et al., 1977). The rate constants have thus far been com- pletely determined only in normal, conscious albino rats (Table 1). Partial analyses indicate that the values are quite similar in the con- scious monkey (Kennedy et al., 1978). The A, ®, and the enzyme kinetic constants are grouped together to constitute a single, lumped constant (Figure 2). It can be shown mathematically that this lumped constant is equal to the asymptotic value of the product of the ratio of the cerebral extraction ratios of [4C] DG and glucose and the ratio of the arterial blood to plasma specific activities when the arterial plasma [1*C]DG concentration is maintained constant (Sokoloff et al., 1977). The lumped constant is also determined in a separate group of animals from arterial and venous cerebral blood samples drawn during a programmed intravenous infusion that produces and maintains a constant arterial plasma [4C] DG concentration (Sokoloff et al., 1977). An example of such a determination in a conscious monkey is illustrated in Figure 3. Thus far the lumped constant has been determined only in the albino rat, monkey, cat, and dog (Table 2). The lumped constant appears to be characteristic of the species and does not appear to change significantly in a wide range of physiological conditions (Table 2) (Sokoloff et al., 1977). Despite its complex appearance, the operational equation is really nothing more than a general statement of the standard relationship by which rates of enzyme-catalyzed reactions are determined from measurements made with radioactive tracers (Figure 2). The numerator of the equation represents the amount of radioactive product formed in a given interval of time; it is equal to C# the combined concentra- tions of [14*C] DG and [!4C] DG-6-P in the tissue at time, 7, measured by the quantitative autoradiographic technique, less a term that rep- resents the free unmetabolized [!*C]DG still remaining in the tissue. The denominator represents the integrated specific activity of the pre- cursor pool times a factor, the lumped constant, which is equivalent to a correction factor for an isotope effect. The term with the ex- ponential factor in the denominator takes into the account the lag in the equilibration of the tissue precursor pool with the plasma. EXPERIMENTAL PROCEDURE FOR MEASUREMENT OF LOCAL CEREBRAL GLUCOSE UTILIZATION Theoretical Considerations in the Design of the Procedure The operational equation of the method specifies the variables to be measured in order to determine R;, the local rate of glucose con- 166 Energy Metabolism for Functional Localization in the Nervous System 2007 {¢c]DEOxYGLUCOSE A 2 4 Og ne P Ny ct (50- 3 St r 2 GLUCOSE a 3 (4/6) NOLLVHLNSONOD 3S00T19 [4doG CONCENTRATION fumCi/ml} 3 °o (cR-c¥ sox P| (Ca- Cy Cy, wo A/Cp B/C; E i minus LUMPED CONSTANT Ch/Cp (Cy Cyc ° CA Calfick- ch cK ° 5 to 5 20 25 30 35 TIME (min) Figure 3. Data obtained and their use in determination of the lumped constant and the combination of rate constants, (K* + &¥), in a representative experiment. A. Time courses of arterial blood and plasma concentrations of ['*C] DG and glucose and cerebral venous blood concentrations of ['*C] DG and glucose during programmed intravenous infusion of ['*C] DG. B. Arithmetic plot of the function derived from the variables in A and combined as indicated in the formula on the ordinate against time. This function declines exponentially, with a rate constant equal to (k*¥ +k), until it reaches an asymptotic value equal to the lumped constant, 0.35, in this experiment (dashed line). C. Semilogarithmic plot of the curve in B less the lumped con- stant, i.e., its asymptotic value. Solid circles represent actual values. This curve is analyzed into two components by a standard curve-peeling technique to yield the two straight lines representing the separate components. Open circles are points for the fast component, ob- tained by subtracting the values for the slow component from the solid circles. The rate constants for these two components represent the values of (k¥ + K¥) for two compartments; the fast and slow compartments are assumed to represent gray and white matter, respectively. In this experiment the values for (k¥ + k¥) were found to equal 0.462 (half-time = 1.5 min) and 0.154 (half-time = 4.5 min) in gray and white matter, respectively. [Kennedy et al., 1978] Neurosciences Res. Prog. Bull., Vol. 19, No. 2 167 Table 2 Values of the Lumped Constant in the Albino Rat, Rhesus Monkey, Cat, and Dog [Sokoloff, 1979] Animal No. of animals Mean ¢ S.D. S.E.M. Albino rat: Conscious 15 0.464 + 0.099* + 0.026 Anesthetized 9 0.512 + 0.118* + 0.039 Conscious (5% CO, ) 2 0.463 + 0.122* + 0.086 Combined 26 0.481 + 0.119 + 0.023 Rhesus monkey: Conscious 7 0.344 + 0.095 + 0.036 Cat: Anesthetized 6 0.411 + 0.013 + 0.005 Dog (beagle puppy): Conscious 7 0.558 + 0.082 + 0.031 *No statistically significant difference between normal conscious and anesthetized rats (0.3 < p < 0.4) and conscious rats breathing 5% CO, (p > 0.9). The values were obtained as follows: rat, Sokoloff et al., 1977; monkey, Kennedy et al., 1978; cat, (M. Miyaoka, J. Magnes, C. Kennedy, M. Shinohara, and L. Sokoloff, unpuplished data); dog, Duffy et al., 1979. sumption in the brain. The following variables are measured in each experiment: (1) the entire history of the arterial plasma [!4C] deoxy- glucose concentration, C*, from zero time to the time of killing, 7; (2) the steady-state arterial plasma glucose level, G , over the same interval; and (3) the local concentration of !*C in the tissue at the time of killing, C}(T). The rate constants, k¥, kz, and k*, and the lumped constant, y Ve K,,/® Vin KX, are not "measured in each ex- periment; the values for these constants that are used are those deter- mined separately in other groups of animals, as described above and presented in Tables 1} and 2. The operational equation is generally applicable with all types of arterial plasma ['*C]DG concentration curves. Its configuration, however, suggests that a declining curve, approaching zero by the time of killing, is the choice to minimize certain potential errors. The quantitative autoradiographic technique measures only total “C concentration in the tissue and does not distinguish between [!4C] DG- 6-P and ['4C]DG. It is, however, [!4C]DG-6-P concentration that must be known to determine glucose consumption. ['*C]DG-6-P concentration is calculated in the numerator of the operational equation, which equals the total tissue C content, C*(7), minus 168 Energy Metabolism for Functional Localization in the Nervous System the [}4C] DG concentration present in the tissue, estimated by the term containing the exponential factor and rate constants. In the denom- inator of the operational equation there is also a term containing an exponential factor and rate constants. Both these terms have the use- ful property of approaching zero with increasing time if Cr is also allowed to approach zero. The rate constants, k*, k}, and k}, are not measured in the same animals in which local glucose consumption is being measured. It is conceivable that the rate constants in Table 1 are not equally applicable in all physiological, pharmacological, and pathological states. One possible solution is to determine the rate constants for each condition to be studied. An alternative solution, and the one chosen, is to administer the ['*C] DG as a single intra- venous pulse at zero time and to allow sufficient time for the clear- ance of {!*C]DG from the plasma and the terms containing the rate constants to fall to levels too low to influence the final result. To wait until these terms reach zero is impractical because of the long time required and the risk of effects of the small but finite rate of loss of ['*C]DG-6-P from the tissues. A reasonable time interval is 45 minutes; by this time the plasma level has fallen to very low levels, and, on the basis of the values of (ki + k}) in Table 1, the expo- nential factors have declined through at least ten half-lives. The time courses of the concentrations of ['*C]DG and [!*C] DG- 6-P in arterial plasma and representative gray and white matter fol- lowing an intravenous pulse of [!4C]DG are illustrated in Figure 4. As the plasma concentration falls from its peak following the pulse, the tissue concentrations of ['4C]DG first rise until the tissues and plasma reach equilibrium. As the plasma concentration continues to fall below its equilibrium levels, there is a net loss of [1*C]DG back to the plasma, as well as continued conversion of tissue ['*C]DG to ['4C] DG-6-P, and the concentrations of free [!4C]DG in the tissues then decline (Figure 4A). The higher the blood flow of the tissue, the more rapidly it initially takes up [!'4C] DG, but it reaches equilibrium with plasma sooner and loses [!*C] DG more rapidly after the point of equilibrium. These opposing effects of blood flow before and after equilibrium tend to cancel out the effects of blood flow. By 45 minutes the tissue and plasma levels of free ['*C]DG have reached very low levels. On the other hand, the ['*C] DG-6-P concentrations in the tissues rise continuously and by 45 minutes are responsible for most of the '4C in the tissues, particularly in gray matter (Figure 4A). The numerator of the operational equation represents the final total tissue 4C concentration, measured autoradiographically, minus the final point on the tissue [‘4C] DG curve and is equal, therefore, to the final ['4C] DG-6-P concentration in the tissue (Figure 4A). T T T T T T T T T T T F T T T T T t A J c 1600 |¢ ['*C] Deoxyglucose ('*C] Deoxyglucose- 41600 — 1000 B 8 6-Phosphate 2 g 900 Integrals = 1400 o—+ Plasma 1400 9° 3 300 —_ Plasma a | 8 5 1200 1200 3 8 oO init 2 a 4 % = > 70H ----- White 8698 4 ya — % = 1000 41000 8 = 3 E 600 4 8 5 3 8 8 2 500 4 3 2 goof 4800 = > 3a eo 23 = 00 4 ka 600 4600 o 5 3 : get > 8 O 300} 4 a 4400 2 3 Qo = i e = ™ : | 200}, : +200 100k J LT = rn 1 1 1 1 1 1. 1 1 1 1 1 L 1 5 10 15 20 25 30 35 40 45 5 10 15 20 25 30 35 40 45 Time (minutes) Time (minutes) Figure 4. Graphical representation of the significant variables in the operational equation used to calculate local cerebral glucose utilization. A. Time courses of ['*C] DG concentrations in arterial plasma and in average gray and white matter and {'4C] DG-6-P concentrations in average gray and white matter following an intra- venous pulse of 50 uCi of ['*C]deoxyglucose. The plasma curve is derived from measurements of plasma [!*C] DG concentration. The tissue concentrations were calculated from the plasma curve and the mean values of k¥*, KE, and k¥ for gray and white matter in Table 1 according to the second term in the numerator of the operational equation. The [*C] DG-6-P concentrations in the tissues were calculated from the same variables by integration of the product of k# and the tissue concentration of [**C] DG. The arrows point to the concentrations of (?*C] DG and [!*C] DG-6-P in the tissues at the time of killing; the autoradiographic technique measures the total 44C content (i.e., the sum of these concentrations) at that time, which is equal to C*(T), the first term in the numerator of the operational equation. Note that at the time of killing, the total “C content represents mainly [?*C] deoxyglucose-6-phosphate concentra- tion, especially in gray matter. B. Time courses of ratios of [14C] deoxyglucose to glucose concentrations (i.e., specific activities) in plasma and average gray and white matter. The curve for plasma was determined by division of the plasma curve in (A) by the plasma glucose concentrations. The curves for the tissues were calculated by differentation of the function in brackets in the denominator of the operational equation. The integrals in (B) are the integrals of the specific activities with respect to time and represent the areas under the curves. The integrals under the tissue curves are equivalent to all of the denom- inator of the operational equation, except for the lumped constant. Note that by the time of killing, the integrals of the tissue curves approach equality with each other and with that of the plasma curve. [Sokoloff et al., 1977] Z ‘ON ‘61 ‘IOA “‘TIng ‘301g ‘soy soousTosOINEN, 691 170 Energy Metabolism for Functional Localization in the Nervous System The physical significance of the denominator of the operational equation is illustrated in Figure 4B. The curves in Figure 4B are derived from the curves for ['4C]DG concentration in plasma and average gray and white matter in Figure 4A by dividing them by the glucose concentrations in those tissues. They represent, in effect, the time courses of the specific activities in those tissues. The integrals in Figure 4B are the integrated specific activities, i.e., the areas under each of the curves between zero and 45 minutes. The denominator of the operational equation is equal to the product of the lumped constant and the integral appropriate to the tissue. It should be noted that the integrals for gray and white matter are almost equal to the integral for plasma (Figure 4B). As can be seen from the operational equation, this phenomenon merely reflects the diminished contribu- tions of the terms containing the exponential factors at 45 minutes after the pulse of ['*C] DG; at infinite time all the integrals would be equal to the integral of the plasma curve. It may be recalled that the model assumes only a single compartment for free [!*C] DG in each tissue. It can be shown that, at infinite time following a pulse, the integrals of the specific activities of all compartments, either in series or parallel, that derive their (!4C] DG ultimately from the plasma com- partment become equal to each other and to the integral of the plasma specific activity.* It would then be immaterial if there were, indeed, more than one compartment, and 45 minutes is sufficiently close to infinity (i.e., at least 10 half-lives) to minimize possible errors due to that assumption. Experimental Protocol The animals are prepared for the experiment by the insertion of polyethylene catheters in an artery and vein. Any convenient artery or vein can be used. In the rat the femoral or the tail arteries and veins have been found satisfactory. In the monkey and cat the femoral vessels are probably most convenient. The catheters are inserted under anesthesia, and anesthetic agents without long-lasting aftereffects should be used. Light halothane anesthesia, with or without supple- mentation with nitrous oxide, has been found to be quite satisfactory. At least two hours are allowed for recovery from the surgery and anesthesia before initiation of the experiment. The design of the experimental procedure for the measurement of local cerebral glucose utilization was based on the theoretical con- siderations discussed above. At zero time a pulse of 125 wCi (no more than 2.5 pmoles) of [!4C]deoxyglucose per kg of body weight is *C, Patlak, unpublished. Neurosciences Res. Prog. Bull., Vol. 19, No. 2 171 administered to the animal via the venous catheter. Arterial sampling is initiated with the onset of the pulse, and timed 50- to 100-yl samples of arterial blood are collected consecutively as rapidly as possible during the early period so as not to miss the peak of the arterial curve. Arterial sampling is continued at less frequent intervals later in the experimental period but at sufficient frequency to define fully the arterial curve. The arterial blood samples are immediately centrifuged to separate the plasma, which is stored on ice until assayed for ['*C] DG by liquid scintillation counting and glucose concentrations by standard enzymatic methods. At approximately 45 minutes the animal is de- capitated, and the brain is removed and frozen in Freon XII or iso- pentane maintained between -50° and -75°C with liquid nitrogen. When fully frozen, the brain is stored at -70°C until sectioned and autoradiographed. The experimental period may be limited to 30 minutes. This is theoretically permissible and may sometimes be necessary for reasons of experimental expediency, but greater errors due to possible inaccuracies in the rate constants may result. Autoradiographic Measurement of Tissue '*C Concentration The !*C concentrations in localized regions of the brain are measured by a modification of the quantitative autoradiographic technique previously decribed (Reivich et al., 1969). The frozen brain is coated with chilled embedding medium (Lipshaw Manufacturing Co., Detroit MI) and fixed to object-holders appropriate to the microtome to be used. Brain sections, precisely 20 wm in thickness, are prepared in a cryo- stat maintained at -21°C to -22°C. The brain sections are picked up on glass cover slips, dried on a hot plate at 60°C for at least 5 minutes, and placed sequentially in an X-ray cassette. A set of [!4C] methyl- methacrylate standards (Amersham Corp., Arlington Heights, IL), which include a blank and a series of progressively increasing '*C con- centration, is also placed in the cassette. These standards must pre- viously have been calibrated for their autoradiographic equivalence to the !*C concentrations in brain sections, 20 wm in thickness, prepared as described above. The method of calibration has been described previously (Reivich et al., 1969). Autoradiographs are prepared from these sections directly in the X- ray cassette with Kodak single-coated, blue-sensitive Medical X-ray Film, Type SB-5 (Eastman Kodak Co., Rochester, NY). The exposure time is generally 5 to 6 days with the doses used as described above, and the exposed films are developed according to the instructions supplied with the film. The SB-5 X-ray film is rapid but coarse-grained. For finer-grained autoradiographs and, therefore, better-defined 172 Energy Metabolism for Functional Localization in the Nervous System images with higher resolution, it is possible to use mammographic films, such as DuPont LoDose or Kodak MR-1 films, or fine-grain panchromatic film, such as Kodak Plus-X, but the exposure times are 2 to 3 times longer. The autoradiographs provide a pictorial representation of the relative ‘*C concentrations in the various cere- bral structures and the plastic standards. A calibration curve of the relationship between optical density and tissue '*C concentrations for each film is obtained by densitometric measurements of the portions of the film representing the various standards. The local tissue concentrations are then determined from the calibration curve and the optical densities of the film in the regions representing the cerebral structures of interest. Local cerebral glucose utilization is calculated from the local tissue concentrations of *C and the plasma [14C] DG and glucose concentrations according to the operationai equation (Figure 2). Computerized Color-Coded Image-Processing The autoradiographs provide pictorial representations of only the rela- tive and not the actual rates of glucose utilization in all the structures of the nervous system. Furthermore, the resolution of differences in rela- tive rates is limited by the ability of the human eye to recognize the dif- ferences in shades of gray. Manual densitometric analysis permits the computation of actual rates of glucose utilization with a fair degree of re- solution, but it generates enormous tables of data that fail to convey the tremendous heterogeneity of metabolic rates, even within anatomic structures, or the full information contained within the autoradio- graphs. Goochee and coworkers (1980) have developed a compu- terized image-processing system to analyze and transform the audio- radiographs into color-coded maps of the distribution of the actual rates of glucose utilization exactly where they are located throughout the central nervous system. The autoradiographs are scanned auto- matically by a computer-controlled scanning microdensitometer. The optical density of each spot in the autoradiograph, from 25 to 100 um as selected, is stored in a computer, converted to 4C concentration on the basis of the optical densities of the calibrated 14C plastic standards, and then converted to local rates of glucose utilization by solution of the operational equation of the method. Colors are assigned to narrow ranges of the rates of glucose utilization, and the auto- radiographs are then displayed in a color TV monitor in color, along with a calibrated color scale for identifying the rate of glucose utiliza- tion in each spot of the autoradiograph from its color. These color maps add a third dimension, the rate of glucose utilization on a color scale, to the spatial dimensions already present on the autoradiographs. Neurosciences Res. Prog. Bull., Vol. 19, No. 2 173 RATES OF LOCAL CEREBRAL GLUCOSE UTILIZATION IN THE NORMAL CONSCIOUS STATE Thus far quantitative measurements of local cerebral glucose utilization have been reported only for the albino rat (Sokoloff et al., 1977) and monkey (Kennedy et al., 1978). These values are presented in Table 3. The rates of local cerebral glucose utilization in the normal conscious rat vary widely throughout the brain. The values in white structures tend to group together and are always considerably below those of gray structures. The average value in gray matter is approximately three times that of white matter, but the individual values vary from approximately 50 to 200 umoles of glucose/100 g/min. The highest values are in the structures involved in auditory functions, with the inferior colliculus clearly the most metabolically active structure in the brain. The rates of local cerebral glucose utilization in the conscious mon- key exhibit similar heterogeneity, but they are generally one-third to one-half the values in corresponding structures of the rat brain (Table 3). The differences in rates in the rat and monkey brain are consistent with the different cellular packing densities in the brains of these two species. EFFECTS OF GENERAL ANESTHESIA General anesthesia produced by thiopental reduces the rates of glucose utilization in all structures of the rat brain (Table 4) (Sokoloff et al., 1977). The effects are not uniform, however. The greatest reductions occur in the gray structures, particularly those of the primary sensory pathways. The effects in white matter, though definitely present, are relatively small compared to those of gray matter. These results are in agreement with those of previous studies in which anesthesia has been found to decrease the cerebral metabolic rate of the brain as a whole (Kety, 1950; Lassen, 1959; Sokoloff, 1976). RELATION BETWEEN LOCAL FUNCTIONAL ACTIVITY AND ENERGY METABOLISM The results of a variety of applications of the method demonstrate a clear relationship between local cerebral functional activity and glu- cose consumption. The most striking demonstrations of the close coupling between function and energy metabolism are seen with experimentally inducéd local alterations in functional activity that are restricted to a few specific areas in the brain. The effects on local glucose consumption are then so pronounced that they are not only 174 Energy Metabolism for Functional Localization in the Nervous System Table 3 Representative Values for Local Cerebral Glucose Utilization in the Normal Albino Rat and Monkey (umoles/100g/min) Structure Albino rat* (10) Monkeyf (7) Gray matter Visual cortex 107+ 6 59+2 Auditory cortex j62+ 5 719+4 Parietal cortex 112+ 5 47+4 Sensory-motor cortex 120+ 5 44+3 Thalamus: lateral nucleus 116+ 5 5442 Thalamus: ventral nucleus 109+ 5 4342 Medial geniculate body 131+ 5 65 +3 Lateral geniculate body 96+ 2 3941 Hypothalamus 54+ 2 2541 Mamillary body 121+ 5 57 +3 Hippocampus 79+ 3 39 +2 Amygdala §2+ 2 25 +2 Caudate-putamen 1102 4 52 +3 Nucleus accumbens 82+ 3 3642 Globus-pallidus 58+ 2 26+2 Substantia nigra 58+ 3 29+2 Vestibular nucleus 128+ 5 66 +3 Cochlear nucleus 113+ 7 5123 Superior olivary nucleus 133+ 7 6344 Inferior colliculus 197 +10 103 +6 Superior colliculus 95+ 5 5544 Pontine gray matter 62+ 3 28 +1 Cerebellar cortex 57+ 2 31+2 Cerebellar nuclei 100+ 4 45+2 White matter Corpus callosum : 40+ 2 il+1 Internal capsule 334 2 1341 Cerebellar white matter 37+ 2 1221 The values are the means + standard errors from measurements made in the number of animals indicated in parentheses. *From Sokoloff et al., 1977. +From Kennedy et al., 1978. Neurosciences Res. Prog. Bull., Vol. 19, No. 2 Table 4 175 Effects of Thiopental Anesthesia on Local Cerebral Glucose Utilization in the Rat* [Sokoloff et al., 1977] Local cerebral glucose utilization (umoles/100g/min) Structure Control (6)+ Anesthetized (8)} % Effect Gray matter Visual cortex 11145 6423 -42 Auditory cortex 157 +5 81+3 ~ 48 Parietal cortex 107 +3 65122 - 39 Sensory-motor cortex 118 +3 67+2 - 43 Lateral geniculate body 9242 53+3 -42 Medial geniculate body 126 +6 63 +3 ~ 50 Thalamus: lateral nucleus 108 +3 5842 ~ 46 Thalamus: ventral nucleus 98+3 $541 ~44 Hypothalamus 63 +3 43+2 - 32 Caudate-putamen 111+4 72+3 - 35 Hippocampus: Ammon’s horn 7941 5641 -29 Amygdala 5644 41+2 -27 Cochlear nucleus 12447 79+5 - 36 Lateral lemniscus 11447 75+4 - 34 Inferior colliculus 198 +7 131 +8 - 34 Superior olivary nucleus 141+5 10447 - 26 Superior colliculus 99 +3 59 +3 ~40 Vestibular nucleus 13344 81+4 ~ 39 Pontine gray matter 69 +3 46 +3 ~ 33 Cerebellar cortex 6642 44+2 - 33 Cerebellar nucleus 106 +4 75+4 -29 White matter Corpus callosum 42+2 30+2 -29 Genu of corpus callosum 3545 30+2 -14 Internal capsule 3542 20+2 -17 Cerebellar white matter 38 +2 29+2 -24 *Determined at 30 min following pulse of ['*C] deoxyglucose. {The values are the means + standard errors obtained in the number of animals indicated in parentheses. All the differences are statistically significant at the p < 0.05 level. 176 Energy Metabolism for Functional Localization in the Nervous System observed in the quantitative results but can be visualized directly on the autoradiographs, which are really pictorial representations of the relative rates of glucose utilization in the various structural com- ponents of the brain. Effects of Increased Functional Activity Effects of Sciatic Nerve Stimulation Electrical stimulation of one sciatic nerve in the rat under barbiturate anesthesia causes pronounced increases in glucose consumption (i.e., increased optical density’ in the autoradiographs) in the ipsilateral dorsal horn of the lumbar spinal cord (Kennedy et al., 1975). Effects of Olfactory Stimulation The [!4C] deoxyglucose method has been used to map the olfactory system of the rat (Sharp et al., 1975). Olfactory stimulation with amyl acetate has been found to produce increased labeling in localized regions of the olfactory bulb. Preliminary results obtained with other odors, such as camphor and cheese, suggest different spatial patterns of increased metabolic activity with different odors. Effects of Experimental Focal Seizures The local injection of penicillin into the hand-face area of the motor cortex of the Rhesus monkey has been shown to induce electrical discharges in the adjacent cortex and to result in recurrent focal seizures involving the face, arm, and hand on the contralateral side (Caveness, 1969). Such seizure activity causes selective increases in glucose consumption in areas of motor cortex adjacent to the penicillin locus and in small discrete regions of the putamen, globus pallidus, caudate nucleus, thalamus, and substantia nigra of the same side (Figure 5) (Kennedy et al., 1975). Similar studies in the rat have led to comparable results and have provided evidence on the basis of an evoked metabolic response of a “mirror” focus in the motor cortex contralateral to the penicillin-induced epileptogenic focus (Collins et al., 1976). Effects of Decreased Functional Activity Decrements in functional activity result in reduced rates of glucose utilization. These effects are particularly striking in the auditory and visual systems of the rat and the visual system of the monkey. Figure 5. Effects of focal seizures produced by local application of penicillin to motor cortex on local cerebral glucose utilization in the Rhesus monkey. The penicillin was applied to the hand and face area of the left motor cortex. The left side of the brain is on the left in each of the autoradiographs in the figure. The numbers are the rates of local cerebral glucose utilization in wmol/100 g tissue/min. Note the following: upper left, motor cortex in region of penicillin application and corresponding region of contralateral motor cortex; lower left, ipsilateral and contralateral motor cortical regions remote from area of penicillin applications; upper right, ipsilateral and contralateral putamen and globus pallidus; lower right, ipsilateral and contralateral thalamic nuclei and substantia nigra. [Sokoloff, 1977] Z ‘ON ‘61 ‘TOA “Ting ‘301g ‘soy sooustosorneNy LLI 178 Energy Metabolism for Functional Localization in the Nervous System Effects of Auditory Deprivation In the albino rat some of the highest rates of local cerebral glucose utilization are found in components of the auditory system; i.e., auditory cortex, medial geniculate ganglion, inferior colliculus, lateral lemniscus, superior olive, and cochlear nucleus (Table 3). Bilateral auditory deprivation by occlusion of both external auditory canals with wax markedly depresses the metabolic activity in all of these areas (Sokoloff, 1977). The reductions are symmetrical bilaterally and range from 35 to 60%. Unilateral auditory deprivation also de- presses the glucose consumption of these structures, but to a lesser degree, and some of the structures are asymmetrically affected. For example, the metabolic activity of the ipsilateral cochlear nucleus equals 75% of the activity of the contralateral nucleus. The lateral lemniscus, superior olive, and medial geniculate ganglion are slightly lower on the contralateral side, while the contralateral inferior col- liculus is markedly lower in metabolic activity than the ipsilateral structure. These results demonstrate that there is some degree of lateralization and crossing of auditory pathways in the rat. Visual Deprivation in the Rat In the rat, the visual system is 80 to 85% crossed at the optic chiasma (Lashley, 1934; Montero and Guillery, 1968), and unilateral enuclea- tion removes most of the visual input to the central visual structures of the contralateral side. In the conscious rat studied 2 to 24 hours after unilateral enucleation, there are marked decrements in glucose utilization in the contralateral superior colliculus, lateral geniculate ganglion, and visual cortex as compared to the ipsilateral side (Kennedy et al., 1975). Visual Deprivation in the Monkey In animals with binocular visual systems, such as the Rhesus monkey, there is only approximately 50% crossing of the visual pathways, and the structures of the visual system on each side of the brain receive equal inputs from both retinas. Although each retina projects more or less equally to both hemispheres, their projections remain segregated and terminate in six well-defined laminas in the lateral geniculate ganglia, three each for the ipsilateral and contralateral eyes (Hubel and Wiesel, 1968, 1972; Wiesel et al., 1974; Rakic, 1976). This segre- gation is preserved in the optic radiations that project the monocular representations of the two eyes for any segment of the visual field to adjacent regions of Layer IV of the striate cortex (Hubel and Wiesel, 1968, 1972). The cells responding to the input of each monocular terminal zone are distributed transversely through the thickness of the Neurosciences Res. Prog. Bull., Vol. 19, No. 2 179 striate cortex, resulting in a mosaic of columns, 0.3 to .5 mm in width, alternately representing the monocular inputs of the two eyes. The nature and distribution of these ocular dominance columns have pre- viously been characterized by electrophysiological techniques (Hubel and Wiesel, 1968), Nauta degeneration methods (Hubel and Wiesel, 1972), and by autoradiographic visualization of axonal and trans- neuronal transport of [°H]proline- and {?H]fucose-labeled protein and/or glycoprotein (Wiesel et al., 1974; Rakic, 1976). Bilateral or unilateral visual deprivation, either by enucleation or by the insertion of opaque plastic discs, produces consistent changes in the pattern of distribution of the rates of glucose consumption, all clearly visible in the autoradiographs, that coincide closely with the changes in func- tional activity expected from known physiological and anatomical properties of the binocular visual system (Kennedy et al., 1976). In animals with intact binocular vision, no bilateral asymmetry is seen in the autoradiographs of the structures of the visual system (Figures 6A and 7A). The lateral geniculate ganglia and oculomotor nuclei appear to be of fairly uniform density and essentially the same on both sides (Figure 6A). The visual cortex is also the same on both sides (Figure 7A), but throughout all of Area 17 there is heterogene- ous density distributed in a characteristic laminar pattern. These observations indicate that, in animals with binocular visual input, the rates of glucose consumption in the visual pathways are essentially equal on both sides of the brain and relatively uniform in the oculo- motor nuclei and lateral geniculate ganglia but markedly different in the various layers of the striate cortex. Autoradiographs from animals with both eyes occluded exhibit generally decreased labeling of all components of the visual system, but the bilateral symmetry is fully retained (Figures 6B and 7B), and the density within each lateral geniculate body is for the most part fairly uniform (Figure 6B). In the striate cortex, however, the marked differences in the densities of the various layers seen in the animals with intact bilateral vision (Figure 7A) are virtually absent so that, except for a faint delineation of a band within Layer IV, the concen- tration of the label is essentially homogeneous throughout the striate cortex (Figure 7B). Autoradiographs from monkeys with only monocular input, because of unilateral visual occlusion, exhibit markedly different patterns from those described above. Both lateral geniculate bodies exhibit exactly inverse patterns of alternating dark and light bands, corresponding to the known laminae representing the regions receiving the different inputs from the retinas of the intact and occluded eyes (Figure 6C). Bilateral asymmetry is also seen in the oculomotor nuclear complex; 180 Energy Metabolism for Functional Localization in the Nervous System me 5 aa 5.0mm Figure 6. Autoradiography of coronal brain sections of monkey at the level of the lateral geniculate bodies. Large arrows point to the lateral geniculate bodies; small arrows point to oculo- motor nuclear complex. A. Animal with intact binocular vision. Note the bilateral sym- metry and relative homogeneity of the lateral geniculate bodies and oculomotor nuclei. B. Animal with bilateral visual occlusion. Note the reduced relative densities, the relative homogeneity, and the bilateral symmetry of the lateral geniculate bodies and oculomotor nuclei. C. Animal with right eye occluded. The left side of the brain is on the left side of the photograph. Note the laminae and the inverse order of the dark and light bands in the two lateral geniculate bodies. Note also the lesser density of the oculomotor nuclear complex on the side contralateral to the occluded eye. [Kennedy et al., 1976] Neurosciences Res. Prog. Bull., Vol. 19, No. 2 181 Figure 7. Autoradiographs of coronal brain sections from Rhesus monkeys at the level of the striate cortex. A. Animal with normal binocular vision. Note the laminar distribution of the density ; the dark band corresponds to Layer IV. B. Animal with bilateral visual deprivation. Note the almost uniform and reduced relative density, especially the virtual disappearance of the dark band corresponding to Layer IV. C. Animal with right eye occluded. The half-brain on the left side of the photograph represents the left hemisphere contralateral to the oc- cluded eye. Note the alternate dark and light striations, each approximately 0.3 to 0.4 mm in width, that represent the ocular dominance columns. These columns are most apparent in the dark band corresponding to Layer IV but extend through the entire thickness of the cortex. The arrows point to regions of bilateral asymmetry where the ocular dominance columns are absent. These are presumably areas with normally only monocular input. The one on the left, contralateral to occluded eye, has a continuous dark lamina corresponding to Layer IV, which is completely absent on the side ipsilateral to the occluded eye. These regions are believed to be the loci of the cortical representations of the blind spots. [Kennedy et al., 1976] 182 Energy Metabolism for Functional Localization in the Nervous System a lower density is apparent in the nuclear complex contralateral to the occluded eye (Figure 6C). In the striate cortex, the pattern of distribution of the ['*C]DG-6-P appears to be a composite of the patterns seen in the animals with intact and bilaterally occluded visual input. The pattern found in the former regularly alternates with that of the latter in columns oriented perpendicularly to the cortical surface (Figure 7C). The dimensions, arrangement, and distribution of these columns are identical to those of the ocular dominance columns described by Hubel and Wiesel (Hubel and Wiesel, 1968, 1972; Wiesel et al., 1974). These columns reflect the interdigitation of the represen- tations of the two retinas in the visual cortex. Each element in the visual fields is represented by a pair of contiguous bands in the visual cortex, one for each of the two retinas or their portions that cor- respond to agiven point in the visual fields. With symmetrical visual in- put bilaterally, the columns representing the two eyes are equally active and, therefore, not visualized in the autoradiographs (Figure 7A). When one eye is blocked, however, only those columns representing the blocked eye become metabolically less active, and the autoradio- graphs then display the alternate bands of normal and depressed ac- tivities corresponding to the regions of visual cortical representation of the two eyes (Figure 7C). There can be seen in the autoradiographs from the animals with uni- lateral visual deprivation a pair of regions in the folded calcarine cortex that exhibit bilateral asymmetry (Figure 7C). The ocular domi- nance columns are absent on both sides, but on the side contralateral to the occluded eye this region has the appearance of visual cortex from an animal with normal bilateral vision, and on the ipsilateral side this region looks like cortex from an animal with both eyes occluded (Figure 7). These regions are the loci of the cortical representation of the blind spots of the visual fields and normally have only monocular input (Kennedy et al., 1975, 1976). The area of the optic disc in the nasal half of each retina cannot transmit to this region of the con- tralateral striate cortex which, therefore, receives its sole input from an area in the temporal half of the ipsilateral retina. Occlusion of one eye deprives this region of the ipsilateral striate cortex of all input, while the corresponding region of the contralateral striate cortex re- tains uninterrupted input from the intact eye. The metabolic re- flection of this ipsilateral monocular input is seen in the autoradio- graph in Figure 7C. The results of these studies with the ['* C] deoxyglucose method in the binocular visual system of the monkey represent the most dra- Neurosciences Res. Prog. Bull., Vol. 19, No. 2 183 matic demonstration of the close relationship between physiological changes in functional activity and the rate of energy metabolism in specific components of the central nervous system. MECHANISM OF COUPLING OF LOCAL FUNCTIONAL ACTIVITY AND ENERGY METABOLISM In tissues like heart muscle, skeletal muscle, and kidney, which do readily recognizable physical work, there is a clear quantitative re- lationship between the work performed and the rate of energy metabolism. Presumably, at least part of the energy derived from metabolism is equivalent to the energy expenditure associated with the physical work and serves to resynthesize high-energy phosphate bonds consumed in the process. It is less clear what physical work is performed by nervous tissue. The finding of a close coupling between local functional activity and glucose utilization suggests, however, that neural functional activity is associated with some energy-consuming physical and/or chemical processes. Electrical activity appears to be the physical process most intimately involved with functional activity in nervous tissue. Action potentials are generated by the movement of ions, mainly Na‘ and K*, across cell membranes down ionic gradients, and energy must be consumed to restore the ionic gradients to their resting levels. Increased electrical activity, i.e., increased frequency of action potentials, might be ex- pected to lead to greater ionic fluxes and require, therefore, more energy to restore the ionic gradients. Indeed, Yarowsky and coworkers (1979) have recently found in the superior cervical ganglion in vivo a direct linear relationship between the frequency of the electrical spike input and the rate of glucose utilization (see below). The energy re- quired to transport the ions back across the cell membrane to restore the ionic gradients is presumably derived from the splitting of ATP by Na’, K*-ATPase (Albers, 1967; Caldwell, 1968). Once ATP is split, there are adequate biochemical mechanisms to explain the increased glucose utilization and energy metabolism. It has been estimated that more than 40% of the energy consumption of the brain is used for the maintenance and restoration of ionic gradients and membrane poten- tials (Whittam, 1962). This hypothesis implies that the Nat, K*ATPase is a key link in the coupling of glucose utilization to functional activity. To test this hypothesis, Mata and coworkers, (1980) have used the [!4C] deoxy- glucose technique in vitro with electrically stimulated preparations of 184 Energy Metabolism for Functional Localization in the Nervous System SUPERIOR COLLICULUS 160 z 140 STRATUM 2 GRISEUM PERFICIAI s 120 SUPERFICIALE = 2¢ BE 100 8 a 38 STRATUM aS 80 LEMNISCI go BS gy STRATUM @ E OPTICUM ws Ww C40 F a 8 aol -- ALBINO a 2 — PIGMENTED oO te 7 700 7000 Osi yp, 1 1 fu 1 li ha 0 0.1 1 10 100 1000 10000 LIGHT INTENSITY (lux) POSTEROLATERAL NUCLEUS OF THE THALAMUS 160 140 + Zz Ss & 8 = e -¢ ne Og os 2° ot 2 Zs ee ws vs ua Oo 40 z S -- ALBINO QS 20+ g — PIGMENTED 0.3 14 7 700 7000 0 J pol | at lu 1 bi ja 0 0.1 1 10 100 1000 10000 LIGHT INTENSITY (lux) Figure 8. Effects of intensity of retinal illumination with randomly spaced light flashes on local cerebral glucose utilization in components of the visual system of the albino and Norway brown rat. rat posterior pituitary. Electrical stimulation led to increased glucose utilization that was blocked by ouabain, an inhibitor of the Na’, Kt-ATPase but not of the spike activity or the release of vasopressin by the gland. It is noteworthy that veratridine, an alkaloid that opens Neurosciences Res. Prog. Bull., Vol. 19, No. 2 185 LATERAL GENICULATE NUCLEUS NUCLEUS VENTRAL NUCLEUS (umoles/100g/min) -- ALBINO LOCAL CEREBRAL GLUCOSE UTILIZATION 207 — PIGMENTED 0 0.3 14 7 70 7000 Ly, 1 1 L 1 ‘ 1 0 0.1 1 10 100. 1000 10000 LIGHT INTENSITY (lux) VISUAL CORTEX 160 z 140+ 2 e a = — °e Be og eo ae ° > a So ge ws i oO 40 r 3 -- ALBINO a 207 — PIGMENTED o3 1.4 7 700 7000 Ole ypz | 14 ba 1. m 4 1 0 0.1 1 10 100. 1000 10000 LIGHT INTENSITY (lux) Note that the local glucose utilization is proportional to the logarithm of the intensity of il- lumination, at least at lower levels of intensity, in the primary projection areas of the retina. [Miyaoka et al., 1979a] Nat channels, depolarizes the cell membranes, and, therefore, activates Na‘, K*-ATPase activity, also stimulated glucose utilization in the posterior pituitary, and this effect was also blocked by ouabain or tetrodotoxin. These results strongly support the hypothesis that 186 Energy Metabolism for Functional Localization in the Nervous System COLOR PLATES Figure 9. Metabolic activation of ‘whisker barrel” in right sensory cortex of rat by stroking of single vibrissa on left side of face. The upper left panel includes the entire section of the rat brain at the level of the “whisker: barrel”. Successive panels illustrate the results of rescanning at higher resolution and/or zooming. The lower right panel includes a scan at highest resolution; each pixel is equivalent to 25 um. The experiment was carried out by Hand and coworkers (1978), and the color-coded image-processing was done by the method of Goochee and co- workers (1980). {Hand, 1981] Figure 10A. : Metabolic activation of the motor and sensory systems of conscious monkey conditioned to move its left hand and arm 10 to 20 times per min throughout the experimental period. Sections through brain and cervical spinal cord. Upper right: note increased metabolic activity in the contralateral motor and sensory cortex and the thalamus. Lower right: note the in- creased glucose utilization in the contralateral motor and sensory cortex and globus pallidus. Lower left: note the increased metabolism in the ipsilateral cerebellum and cuneate nucleus. Upper left: note the increased metabolic rate in the ventral and dorsal horns of the cervical spinal cord on the side ipsilateral to the arm movement. [Kennedy et al., 1980] Figure 10B. Metabolic activation of the motor and sensory systems of conscious monkey conditioned to move its left hand and arm 10 to 20 times/min throughout the experimental period. Sections through spinal cord between first cervical and first thoracic segments. Note increased metabolic activities in left ventral and dorsal horns of segments of cervical cord involved in movement of left hand and arm. [Kennedy et al., 1980] Figure 13. Retina-dependent activation of metabolic activity by apomorphine in superficial layer of superior colliculus of the rat. Left, control rat, with right eye enucleated, administered saline intrvenously. Right, experimental rat, with right eye unucleated, administered 1.5 mg/kg of apomorphine intravenously. Note the bilateral metabolic activation of the deep layers of the superior colliculus but metabolic activation in the superficial layer only in the ipsilateral superior colliculus and no response in the superficial layer contralateral to the enucleated eye. [McCulloch et al., 1980b] Figure 15. Influence of visual input on glucose utilization of human cerebral cortex. Left column: three horizontal sections of brain of normal conscious man studied with ['*F] fluorodeoxy- glucose technique while eyes were open. Right column: same three sections studied with eyes closed. Note the decreased glucose utilization in the occipital cortex and the increased meta- bolic activity in the frontal cortex when the eyes are closed. [Phelps et al., 1980] Figure 16. Changes in local cerebral utilization in a human patient with partial complex epilepsy during seizures. The three images were obtained from the same section of brain studied three times with the {!®F] fluorodeoxyglucose technique. Left: patient in interictal state. Note the area with the low rate of glucose utilization in the left temporal cortex compared to the compar- able area on the right. Middle: patient suffering from severe seizure. Note the marked increase in glucose utilization in the left temporal cortex and the generalized decrease in metabolic activity throughout the remainder of the cerebral cortex. Right: patient suffering from more moderate seizure. Note the increased glucose utilization in the left temporal cortex and the decreased metabolic activity in the remainder of the cerebral cortex of the left side only. {Kuhl et al., in press] de Tyh oa | | LOCAL CEREBRAL GLUCOSE UTILIZATION | Te ID SALINE UNILATERAL ENUCLEATION MONKEY USING LEFT ARM | as cet as a} a APOMORPHINE Us Mes) tee ye Ne St OTe a2, es eee e/ sd UMOLES 71886 “MIN mee TY Pee ESSE PE Re PRE Poe GLUCOSE UTILIZATION IN SPINAL CORD A eo ds ee er rad 74 Pees E ee eae ea Re oe t/a) hoes Pea eS Figure 10B EYES OPEN EYES CLOSED ECAT IMAGES BY PHELPS AND KUHL / COLOR-CODING BY LOM:NIMH Figure 15 INTERICTAL Figure 16 ICTAL I ICTAL II Neurosciences Res. Prog. Bull., Vol. 19, No. 2 187 energy metabolism is coupled to functional activity through the activity of the Na‘, K* -ATPase. The posterior pituitary is highly enriched with axon terminals that account for more than 42% of the gland’s total volume (Nordmann, 1977). The gland contains, therefore, an extraordinarily high content of elements with large areas of membrane surface relative to their volumes. Such structures are likely to suffer relatively large changes in ‘jonic concentration gradients for a given amount of electrical spike activity. The increased glucose utilization observed by Mata and colleagues (1980) in the electrically stimulated posterior pituitary in vitro probably reflected mainly the metabolic activity of the axonal terminals. Schwartz and coworkers (1979) have studied the entire hypothalamo-hypophysial pathway in vivo by means of the [!4C]- deoxyglucose method. Stimulation of this pathway physiologically by salt-loading also led to markedly increased glucose utilization in the posterior pituitary, but surprisingly, there were no detectable effects in the supraoptic and paraventricular nuclei, the loci of the cell bodies with projections to the posterior pituitary. Obviously the path- way had been activated by the osmotic stimulation. The discrepancy in the effects in the cell bodies and in the regions of termination of their projections may well reflect the greater sensitivity of axonal terminals and/or synaptic elements than that of perikarya to metabolic activation. Indeed, the results of the studies on the binocular system of the monkey described above also lend support to this possibility. In the animals with both eyes open, Layer IVB, the layer with pre- dominantly neuropil and axodendritic connections, is clearly the most metabolically active portion of the striate cortex (Kennedy et al., 1976) (Figure 7A). It is precisely this region that shows the greatest reduction in glucose utilization when both eyes are patched; the other layers also exhibit some reductions in metabolism but much less so, and Layer IVB can then hardly be distinguished from the other layers in the autoradiographs (Figure 7B). It seems likely, then, that the changes in local cerebral glucose utilization in response to altered functional activity revealed by the [!4C]deoxyglucose method repre- sent mainly alterations in the metabolic activity of synaptic terminals triggered by changes in Na‘, K*-ATPase activity. APPLICATIONS OF THE DEOXYGLUCOSE METHOD The results of studies like those described above on the effects of ex- perimentally induced focal alterations of functional activity on local 188 Energy Metabolism for Functional Localization in the Nervous System glucose utilization have demonstrated a close coupling between local functional activity and energy metabolism in the central nervous system. The effects are often so pronounced that they can be visual- ized directly on the autoradiographs, which provide pictorial repre- sentations of the relative rates of glucose utilization throughout the brain. This technique of autoradiographic visualization of evoked metabolic responses offers a powerful tool to map functional neural pathways simultaneously in all anatomical components of the central nervous system, and extensive use has been made of it for this purpose (Plum et al., 1976). The results have clearly demonstrated the effec- tiveness of metabolic responses, either positive or negative, in identify- ing regions of the central nervous system involved in specific functions. The method has been used most extensively in qualitative studies in which regions of altered functional activity are identified by the change in their visual appearance relative to other regions in the auto- radiographs. Such qualitative studies are useful only when the effects are lateralized to one side or when only a few discrete regions are affected; other regions serve as the controls. Quantitative comparisons cannot, however, be made for equivalent regions between two or more animals. To make quantitative comparisons between animals, the fully quantitative method must be used, which takes into account the various factors, particularly the plasma glucose level, that influence the magnitude of labeling of the tissues. The method must be used quantitatively when the experimental procedure produces systemic effects and alters metabolism in many regions of the brain. A comprehensive review of the many qualitative and quantitative applications of the method is beyond the scope of this report. Only some of the many neurophysiological, neuroanatomical, pharmacolog- ical, and pathophysiological applications of the method will be briefly noted merely to illustrate the broad extent of its potential usefulness. Neurophysiological and Neuroanatomical Applications Many of the physiological applications of the ['*C]deoxyglucose method were in studies designed to test the method and to examine the relationship between local cerebral functional and metabolic activities. These applications have been described above. The most dramatic results have been obtained in the visual systems of the mon- key and the rat. The method has, for example, been used to define the nature, conformation, and distribution of the ocular dominance columns in the striate cortex of the monkey (Figure 7C) (Kennedy et al., 1976). It has been used by Hubel and coworkers (1978) to do the same for the orientation columns in the striate cortex of the mon- Neurosciences Res. Prog. Bull., Vol. 19, No. 2 189 key. A by-product of the studies of the ocular dominance columns was the identification of the loci of the visual cortical representation of the blind spots of the visual fields (Figure 7C) (Kennedy et al., 1976). Studies are currently in progress to map the pathways of higher visual functions beyond the striate cortex; the results thus far demonstrate extensive areas of involvement of the inferior temporal cortex in visual processing (Jarvis et al., 1978). Des Rosiers and colleagues (1978) have used the method to demonstrate functional plasticity in the striate cortex of the infant monkey. The ocular domi- nance columns are already present on the first day of life, but if one eye is kept patched for three months, the columns representing the open eye broaden and completely take over the adjacent regions of cortex containing the columns for the eye that had been patched. Inasmuch as there is no longer any cortical representation for the patched eye, the animal becomes functionally blind in one eye. This phenomenon is almost certainly the basis for the cortical blindness or amblyopia that often occurs in children with uncorrected strabismus. There have also been extensive studies of the visual system of the rat. This species has little if any binocular vision and, therefore, lacks the ocular dominance columns. Batipps and collaborators (1981) have compared the rates of local cerebral glucose utilization in albino and Norway brown rats. The rates were essentially the same throughout the brain except in the components of the primary visual system. The metabolic rates in the superior colliculus, lateral geniculate, and visual cortex of the albino rat were significantly lower than those in the pigmented rat. Miyaoka and coworkers (1979a) have studied the in- fluence of the intensity of retinal stimulation with randomly spaced light flashes on the metabolic rates in the visual systems of the two strains. In dark-adapted animals there is relatively little difference be- tween the two strains. With increasing intensity of light, the rates of glucose utilization first increase in the primary projection areas of the retina, e.g., superficial layer of the superior colliculus and lateral geniculate body, and the slopes of the increase are steeper in the albino rat (Figure 8). At 7 lux, however, the metabolic rates peak in the albino rat and then decrease with increasing light intensity. In contrast, the metabolic rates in the pigmented rat rise until they reach a plateau at about 700 lux, approximately the ambient light intensity in the laboratory. At this level, the metabolic rates in the visual struc- tures of the albino rat are considerably below those of the pigmented rat. These results are consistent with the greater intensity of light reaching the visual cells of the retina in the albino rats because of lack of pigment and the subsequent damage to the rods at higher light intensities. It is of considerable interest that the rates of glucose 190 Energy Metabolism for Functional Localization in the Nervous System utilization in these visual structures obey the Weber-Fechner Law, i.e., the metabolic rate is directly proportional to the logarithm of the intensity of stimulation (Miyaoka et al., 1979a). Inasmuch as this law was first developed from behavioral manifestations, these results simply imply that there is a quantitative relationship between be- havioral and metabolic responses. Although less extensive, there have also been applications of the method to other sensory systems. Studies of the olfactory system (Sharp et al., 1975) have been discussed above. In addition to the ex- periments in the auditory system described above, there have been studies of tonotopic representation in the auditory system. Webster and coworkers (1978) have obtained clear evidence of selective regions of metabolic activation in the cochlear nucleus, superior olivary com- plex, nuclei of the lateral lemnisci, and the inferior colliculus in cats in response to different frequencies of auditory stimulation. Similar results have been obtained by Silverman and coworkers (1977) in the rat and guinea pig. Studies of the sensory cortex have demonstrated metabolic activation of the “‘whisker barrels” by stimulation of the whiskers in the rat (Durham and Woolsey, 1977; Hand et al., 1978). Each whisker is represented in a discrete region of the sensory cortex; their precise location and extent have been elegantly mapped by Hand and coworkers (1978) and Hand (1980) by means of the [!*C] deoxy- glucose method (Figure 9: see color insert). Thus far, there has been relatively little application of the method to the physiology of motor functions. Kennedy and collaborators (1980) have studied monkeys that were conditioned to perform a task with one hand in response to visual cues; in the monkeys that were per- forming, they observed metabolic activation throughout the appro- priate areas of the motor as well as sensory systems from the cortex to the spinal cord (Figure 10: see color. insert). An interesting physiological application of the [!4C]deoxyglucose method has been to the study of circadian rhythms in the central nervous system. Schwartz and his coworkers (1977, 1980) found that the suprachiasmatic nucleus in the rat exhibits circadian rhythmicity in metabolic activity, high during the day and low during the night (Figure 11). None of the other structures that they examined in the brain showed rhythmic activity. The normally low activity present in the nucleus in the dark could be markedly increased by light, but darkness did not reduce the glucose utilization during the day. The rhythm is entrained to light; reversal of the light-dark cycle leads not only to reversal of the rhythm in running activity but also in the cycle of metabolic activity in the suprachiasmatic nucleus. These studies lend support to the idea that the suprachiasmatic nucleus has ior 100 12 HR LIGHT: 12 HR DARK (LD) 2 HR DARK :12 HR LIGHT (DL) 90 Fr BOF 70 F gE F g < € fe = & so FT BE = 3 —4 5 8 38 He wis lu 40. ws 33 | ge 33 33 3 30 F o 20 - 10 F d 3 " 4. _ - Jini rt i 4 i be ni CLOCK TIME C600 1900 4600 1800 2200 0200 0600 CLOCK TIME 0600 .1000 400 i800 2200 0200 600 WHE EL-RUNNING | WHE EL- RUNNING crue ACTIVITY = wi wie » be Wale call Figure 11. Circadian rhythms in glucose utilization in suprachiasmatic nucleus in the rat. Left panel, animals entrained to 12 hours of light during day and 12 hours of darkness during night. Right panel, animals entrained to opposite light-dark regimen. [Schwartz et al., 1980] TON ‘6T TOA “T[Ng “301g "Soy SoousTOSOINSN| 161 192 Energy Metabolism for Functional Localization in the Nervous System a role in the organization of circadian rhythms in the central nervous system. Much of our knowledge of neurophysiology has been derived from studies of the electrical activity of the nervous system. Indeed, from the heavy emphasis that has been placed on electrophysiology, one might gather that the brain is really an electric organ rather than a chemical one that functions mainly by the release of chemical trans- mitters at synapses. Nevertheless, electrical activity is unquestionably fundamental to the process of conduction, and it is appropriate to inquire how the local metabolic activities revealed by the ['*C] deoxy- glucose method are related to the electrical activity of the nervous system. This question is currently being examined by Yarowsky and his coworkers (1979) in the superior cervical ganglion of the rat. The advantage of this structure is that its preganglionic input and post- ganglionic output can be isolated and electrically stimulated and/or monitored in vivo. The results thus far indicate a clear relationship between electrical input to the ganglion and its metabolic activity. In normal conscious rats the ganglion’s rate of glucose utilization equals approximately 35 pmoles/100 g/min. This rate is markedly depressed by anesthesia or denervation and enhanced by electri- cal stimulation of the afferent nerves. The metabolic activation is frequency-dependent in the range of 5 to 15 Hz, increasing linearly in magnitude with increasing frequency of the stimulation (Figure 12). Similar effects of electrical stimulation on the oxygen and glucose consumption of the excised ganglion studied in vitro have been ob- served (Larrabee, 1958; Horowicz and Larrabee, 1958; Friedli, 1977). Recent studies have also shown that antidromic stimulation of the postganglionic efferent pathways from the ganglion has similar effects; stimulation of the external carotid nerve antidromically activates glucose utilization in the region of distribution of the cell bodies of this efferent pathway, indicating that not only the preganglionic axonal terminals are metabolically activated, but the postganglionic cell bodies as well (Yarowsky et al., 1980). As in the neurohypophysial pathway (Mata et al., 1980), the effects of electrical stimulation on energy metabolism in the superior cervical ganglion are probably due to the ionic currents associated with the spike activity and the con- sequent activation of the Na‘, K*-ATPase activity to restore the ionic gradients. Electrical stimulation of the afferents to sympathetic ganglia have been shown to increase extracellular K* concentration (Friedli, 1977; Galvan et al., 1979). Each spike is normally associated with a sharp transient rise in extracellular K* concentration, which then rapidly falls and transiently undershoots before returning to the nor- mal level (Galvan et al., 1979); ouabain slows the decline in K* con- Neurosciences Res. Prog. Bull., Vol. 19, No. 2 193 5B + LINEAR REGRESSION EQUATION: Y = 27.8 + 1.8 X T Ba + CORRELATION COEFFICIENT = 8.77 (P ¢ B.@B1) J Ss 1 Ld (3) pd +--+ a) GLUCOSE UTILIZATION Cumo les/1@@g/min) a) Tt ia + b a 2 4 5 a a i2 14 16 STIMULATION FREQUENCY (Hz) 44 tt ttt MERN +/- S.E.M. + Figure 12. Relationship between average glucose utilization in the superior cervical ganglion of the rat and the frequency of electrical stimulation of the cervical sympathetic trunk (i.c., pregang- lionic input). The animals were under urethane anesthesia. The cervical sympathetic trunk was . transected, and the distal portion was stimulated with 0.3 to 0.4 msec monopolar pulses administered via a stimulation isolation unit at a maximum current of 500 ywamps and at the frequency indicated. [Yarowsky et al., 1979] centration after the spike and eliminates the undershoot. Continuous stimulation at a frequency of 6 Hz produces a sustained increase in cellular K* concentration (Galvan et al., 1979). It is likely that the increased extracellular K* concentration and, almost certainly, in- creased intracellular Na* concentration activate the Na‘, K*-ATPase, which in turn leads to the increased glucose utilization. Pharmacological Applications The ability of the deoxyglucose method to map the entire brain for localized regions of altered functional activity on the basis of changes in energy metabolism offers a potent tool to identify the neural sites of action of agents with neuropharmacological and psychopharma- cological actions. It does not, however, discriminate between the direct and indirect effects of the drug. An entire pathway may be activated even though the direct action of the drug may be exerted only at the origin of the pathway. This is of advantage for relating behavioral effects to central actions, but it is a disadvantage if the goal is to identify the primary site of action of the drug. To discrim- inate between direct and indirect actions of a drug, the ['*C] deoxy- 194 Energy Metabolism for Functional Localization in the Nervous System glucose method must be combined with selectively placed lesions in the CNS that interrupt afferent pathways to the structure in question. If the metabolic effect of the drug then remains, then it is due to direct action; if lost, the effect is likely to be indirect and mediated via the interrupted pathway. Nevertheless, the method has proved to be useful in a number of pharmacological studies. Effects of y-Butyrolactone y-Hydroxybutyrate and y-butyrolactone, which is hydrolyzed to y-hydroxybutyrate in plasma, produce trance-like behavioral states associated with marked suppression of electroencephalographic activity (Roth and Giarman, 1966). These effects are reversible, and these drugs have been used clinically as anesthetic adjuvants. There is evidence that these agents lower neuronal activity in the nigrostriatal pathway and may act by inhibition of dopaminergic synapses (Roth, 1976). Studies in rats with the ['*C]deoxyglucose technique have demonstrated that y-butyrolactone produces profound dose-dependent reductions of glucose utilization throughout the brain (Wolfson et al., 1977). At the highest doses studied, 600 mg/kg of body weight, glu- cose utilization was reduced by approximately 75% in gray matter and 33% in white matter, but there was no obvious further specificity with respect to the local cerebral structures affected. The reversibility of the effects and the magnitude and diffuseness of the depression of cerebral metabolic rate suggest that this drug might be considered as a chemical substitute for hypothermia in conditions in which pro- found reversible reduction of cerebral metabolism is desired. Effects of D-Lysergic Acid Diethylamide The effects of the potent psychotomimetic agent, D-lysergic acid diethylamide, have been examined in the rat (Shinohara et al., 1976). In doses of 12.5 to 125 yg/kg, it caused dose-dependent reductions in glucose utilization in a number of cerebral structures. With increas- ing dosage, more structures were affected and to a greater degree. There was no pattern in the distribution of the effects, at least none discernible at the present level of resolution, that might contribute to the understanding of the drug’s psychotomimetic actions. Effects of Morphine Addiction and Withdrawal Acute morphine administration depresses glucose utilization in many areas of the brain, but the specific effects of morphine could not be distinguished from those of the hypercapnia produced by the associated respiratory depression (Sakurada et al., 1976). In contrast, morphine addiction, produced within 24 hours by a single subcutaneous in- Neurosciences Res. Prog. Bull., Vol. 19, No. 2 195 jection of 150 mg/kg of morphine base in an oil emulsion, reduces glucose utilization in a large number of gray structures in the absence of changes in arterial pCO,. White matter appears to be unaffected. Naloxone (1 mg/kg subcutaneously) reduces glucose utilization in a number of structures when administered to normal rats, but when given to the morphine-addicted animals produces an acute withdrawal syndrome and reverses the reductions of glucose utilization in several structures, most strikingly in the habenula (Sakurada et al., 1976). Pharmacological Studies of Dopaminergic Systems The most extensive applications of the deoxyglucose method to pharmacology have been in studies of dopaminergic systems. Ascend- ing dopaminergic pathways appear to have a potent influence on glucose utilization in the forebrain of rats. Electrolytic lesions placed unilaterally in the lateral hypothalamus or pars compacta of the sub- stantia nigra caused marked ipsilateral reductions of glucose metab- olism in numerous forebrain structures rostral to the lesion, particularly the frontal cerebral cortex, caudate-putamen, and parts of the thala- mus (Schwartz et al., 1976; Schwartz, 1978). Similar lesions in the locus coeruleus had no such effects. Enhancement of dopaminergic synaptic activity by administration of the agonist of dopamine, apomorphine (Brown and Wolfson, 1978), or of amphetamine (Wechsler et al., 1979), which stimulates release of dopamine at the synapse, produces marked increases in glucose consumption in some of the components of the extrapyramidal sys- tem known or suspected to contain dopamine-receptive cells. With both drugs, the greatest increases noted were in the zona reticulata of the substantia nigra and the subthalamic nucleus. Surprisingly, none of the components of the dopaminergic mesolimbic system appeared to be affected. The studies with amphetamine (Wechsler et al., 1979) were carried out with the fully quantitative [1*C]deoxyglucose method. The re- sults in Table 5 illustrate the comprehensiveness with which this method surveys the entire brain for sites of altered activity due to actions of the drug. It also allows for quantitative comparison of the relative potencies of related drugs. For example, in Table 5, the com- parative effects of d-amphetamine and the less potent dopaminergic agent, l-amphetamine, are compared; the quantitative results clearly reveal that the effects of l-amphetamine on local cerebral glucose utilization are more limited in distribution and of less magnitude than those of d-amphetamine. Indeed, in similar quantitative studies with apomorphine, McCulloch and colleagues (1979, 1980a) have been able to generate complete dose-response curves for the effects of 196 Energy Metabolism for Functional Localization in the Nervous System the drug on the rates of glucose utilization in various components of dopaminergic systems. They have also demonstrated metabolically the development of supersensitivity to apomorphine in rats maintained chronically on the dopamine antagonist, haloperidol.* In the course of these studies with apomorphine, McCulloch and coworkers (1980b) obtained evidence of a retinal dopaminergic system that projects specifically to the superficial layer of the superior colliculus in the rat. Apomorphine administration activated metabolism in the superficial layer of the superior colliculus, as well as in other structures, but the effect in the superficial layer was prevented by prior enucleation (Fig- ure 13: see color insert). Miyaokat subsequently observed that intra- ocular administration of minute amounts of apomorphine caused increased glucose utilization only in the superficial layer of the superior colliculus of the contralateral side. Effects of o- and B-Adrenergic Blocking Agents Savaki and coworkers (1978) have studied the effects of the a-adren- ergic blocking agent, phentolamine, and the B-adrenergic blocking agent, propranolol. Both drugs produce widespread dose-dependent depressions of glucose utilization throughout the brain but exhibit particularly striking and opposite effectsin the complete auditory path- way from the cochlear nucleus to the auditory cortex. Propranolol markedly depressed and phentolamine markedly enhanced glucose utilization in this pathway. The functional significance of these effects is unknown, but they seem to correlate with corresponding effects on the electrophysiological responsiveness of this sensory system. Pro- pranolol depresses and phentolamine enhances the amplitude of all components of evoked auditory responses.f t Pathophysiological Applications The application of the DG method to the study of pathological states has been limited because of uncertainties about the values for the lumped and rate constants to be used. There are, however, patho- physiological states in which there is no structural damage to the tissue, and the standard values of the constants can be used. Several of these conditions have been and are continuing to be studied by the ['4C] deoxyglucose technique, both qualitatively and quantitatively. *J, McCulloch, H.E. Savaki, A. Pert, W. Bunney, and L. Sokoloff, unpublished observations. +M. Miyaoka, unpublished observations. ++T. Furlow and J. Hallenbeck, personal communication. Neurosciences Res. Prog. Bull., Vol. 19, No. 2 197 Table 5 Effects of d-Amphetamine and 1-Amphetamine on Local Cerebral Glucose Utilization in the Conscious Ratt [Wechsler et al., 1979] Structure Control d-Amphetamine 1-Amphetamine Gray matter Visual cortex 102+ 8 135 + 11* 105+ 8 Auditory cortex 160 +11 162+ 6 141+ 6 Parietal cortex 109+ 9 125 +10 116+ 4 Sensory-motor cortex 118+ 8 139+ 9 1ll+ 4 Olfactory cortex 100+ 6 93+ § 94+ 3 Frontal cortex 109 +10 130+ 8 105+ 4 Prefrontal cortex 146210 166+ 7 154+ 4 Thalamus — lateral nucleus 97+ 5 114+ 8 117+ 6 — ventral nucleus 85+ 7 108+ 6* 96+ 4 — habenula 118+10 Fist 5** 822 2** — dorsomedial nucleus 92+ 6 1ll+ 8 106+ 6 Medial geniculate 116+ 5 119+ 4 116+ 4 Lateral geniculate 19+ 5§ 882 § 84+ 4 Hypothalamus 542 § 56+ 3 522 3 — suprachiasmatic nucleus 94+ 4 754 4** 67+ 1** — mamillary body 117+ 8 134+ § 1422+ 5* Lateral olfactory nucleus 8 92+ 6 95+ 5 99+ 6 Au 71+ 4 91+ 4** 81+ 4 Hippocampus — Ammon’s hom 719+ 5 73+ 2 81+ 6 — dentate gyrus 60+ 4 55+ 3 67+ 7 Amygdala 46+ 3 46+ 3 44+ 2 Septal nucleus 56+ 3 55+ 2 544 3 Caudate nucleus 109+ 5 132+ 8* 127: 3* Nucleus accumbens 76+ § 80+ 3 78+ 3 Globus pallidus 53+ 3 64+ 2* 65+ 3* Subthatamic nucleus 89+ 6 149 + 10** 107 + 2 Substantia nigra — zona reticulata 58+ 2 105+ 4** 72+ 4 — zona compacta 65+ 4 88+ 6** 72+ 3 Red nucleus 76+ 5 94+ 5* 86+ 2 Vestibular nucleus 121 +11 137+ 5 1302 4 Cochlear nucleus 139+ 6 126+ 1 141+ 5 Superior olivary nucleus 144+ 4 143+ 4 147+ 6 Lateral lemniscus 107+ 3 96+ 5 98+ 3 Inferior colliculus 193 +10 169+ 5 150+ 8** Dorsal tegmental nucleus 109+ 5 112+ 7 122+ 6 Superior colliculus 80+ 5 89 3 91+ 3 Pontine gray 58:2 4 65+ 3 60+ 1 Cerebellar flocculus 124+10 146:15 153 +10 Cerebellar hemispheres §5+ 3 68+ 6 64+ 2 198 Energy Metabolism for Functional Localization in the Nervous System Table 5 (continued) Structure Control d-Amphetamine 1-Amphetamine Cerebellar nuclei 102+ 4 105+ 8 110+ 3 White matter ; Corpus callosum 23+ 3 24+ 2 23+ 1 Genu of corpus callosum 29+ 2 30+ 2 26+ 2 Internal capsule 2i+ 1 24+ 2 19+ 2 Cerebellar white 28+ 1 31+ 2 31+ 2 + All values are the means + standard error of the mean for five animals. * Significant difference from the control at the p < 0.05 level. ** Sionificant difference from the control at the p < 0.01 level. §It was not possible to correlate precisely this area on autoradiographs with a specific struc- ture in the rat brain. It is, however, most likely the lateral olfactory nucleus. Convulsive States The local injection of penicillin into the motor cortex produces focal seizures manifested in specific regions of the body contralaterally. The [!*C] deoxyglucose method has been used to map the spread of seizure activity within the brain and to identify the structures with altered functional activity during the seizure. The partial results of one such experiment in the monkey are illustrated in Figure 5. Discrete regions of markedly increased glucose utilization, sometimes as much as 200%, are observed ipsilaterally in the motor cortex, basal ganglia, particularly the globus pallidus, thalamic nuclei, and contralaterally in the cerebellar cortex (Kennedy et al., 1975). Kato and coworkers (1980), Caveness and coworkers (1980), Hosokawa and collaborators (1980), and Caveness (1980) have carried out the most extensive studies of the propagation of the seizure activity in newborn and pubescent monkeys. The results indicate that the brain of the new- born monkey exhibits similar increases of glucose utilization in specific structures, but the pattern of distribution of the effects is less well defined than in the pubescent monkeys. Collins and colleagues (1976) have carried out similar studies in the rat with similar results but also obtained evidence on the basis of a local stimulation of glu- cose utilization of a “mirror focus” in the motor cortex contralateral to the side with the penicillin-induced epileptogenic focus. Engel and coworkers (1978) have used the ['*C]DG method to study seizures kindled in rats by daily electroconvulsive shocks. After a period of such treatment, the animals exhibit spontaneous seizures. Their results show marked increases in the limbic system, particularly the amygdala. The daily administration of the local anesthetic, lido- caine, kindles similar seizures in rats; Post and colleagues (1979) have Neurosciences Res. Prog. Bull., Vol. 19, No. 2 199 obtained similar results in such seizures, with particularly pronounced increases in glucose utilization in the amygdala, hippocampus, and the entorhinal cortex. Spreading Cortical Depression Shinohara and coworkers (1979) studied the effects of local applica- tions of KC] on the dura overlying the parietal cortex of conscious rats or directly on the pial surface of the parietal cortex of anesthetized rats, in order to determine if K* stimulates cerebral metabolism in vivo as it is well known to do in vitro. The results demonstrate a marked increase in cerebral cortical glucose utilization in response to the application of KCl; NaCl has no such effect (Figure 14). Such application of KCl, however, also produces the phenomenon of spreading cortical depression. This condition is characterized by a spread of transient, intense neuronal activity followed by membrane depolarization, electrical depression, and a negative shift in the cor- tical DC potential in all directions from the site of initiation at a rate of 2 to 5 mm/min. The depressed cortex also exhibits a number of chemical changes, including an increase in extracellular K*, lost, pre- sumably, from the cells. At the same time that the cortical glucose utilization is increased, most subcortical structures that are function- ally connected to the depressed cortex exhibit decreased rates of glu- cose utilization. During recovery from the spreading cortical depression, the glucose utilization in the cortex is still increased, but it is dis- tributed in columns oriented perpendicularly through the cortex. This columnar arrangement may reflect the columnar functional and morphological arrangement of the cerebral cortex. It is likely that the increased glucose utilization in the cortex during spreading cortical depression is the consequence of the increased extracellular K* and activation of the Na", K*-ATPase. Opening of Blood-Brain Barrier Unilateral opening of the blood-brain barrier in rats by unilateral carotid injection with a hyperosmotic mannitol solution leads to widely distributed discrete regions of intensely increased glucose utilization in the ipsilateral hemisphere (Pappius et al., 1979). These focal regions of hypermetabolism may reflect local regions of seizure activity. The prior administration of diazepam in most cases prevents the appearance of these areas of increased metabolism (Pappius et al., 1979), and electroencephalographic recordings under similar experi- mental conditions reveal evidence of seizure activity.* *C, Fieschi, personal communication. 200 Energy Metabolism for Functional Localization in the Nervous System A 8. @) FRONTAL CORTEX CONTROL DURING SPREADING DEPRESSION _PARIETAL” CORTEX DURING RECOVERY FROM SPREADING. DEPRESSION Figure 14. Autoradiographs of sections of rat brains during spreading cortical depression and during recovery. The autoradiographs are pictorial representations of the relative rates of glucose utilization in various parts of the brain; the greater the density, the greater the rate of glucose utilization. The left sides of the brain are represented by the left hemispheres in the auto- radiographs. In all the experiments illustrated, the control hemisphere was treated the same as the experimental side except that equivalent concentrations of NaCl rather than KCl were used. The NaCl did not lead to any detectable differences from hemispheres over which the skull was left intact and no NaCl was applied. A. Autoradiographs of sections of brain at different levels of cerebral cortex from a conscious rat during spreading cortical depression induced on the left side by application of 5M KCI to the intact dura overlying the left parietal cortex. The spreading depression was sustained by repeated applications of KCl at 15- to 20- minute intervals throughout the experimental period. B. Autoradiographs from sections of brain at the level of the parietal cortex from three animals under barbiturate anesthesia. The top section is from a normal anesthetized animal; the middle section is from an animal during unilateral spreading cortical depression induced and sustained by repeated applications of 80 mM KCl in artificial cerebrospinal fluid directly on the surface of the left parieto-occipital cortex. At the bottom is a comparable section from an animal studied immediately after the return of cortical d-c potential to normal after a single wave of spreading depression induced by a single application of 80 mM KC! to the parieto-occipital cortex of the left side. [Shino- hara et al., 1979] Neurosciences Res. Prog. Bull., Vol. 19, No. 2 201 Hypoxemia Pulsinelli and Duffy (1979) have studied the effects of controlled hypoxemia on local cerebral glucose utilization by means of the qualitative [!*C]deoxyglucose method. Hypoxemia was achieved by artificial ventilation of the animals with a mixture of N,, N,O, and O,, adjusted to maintain the arterial pO, between 28 and 32 mm Hg. All the animals had had one common carotid artery ligated to limit the increase in cerebral blood flow and the amount of O, delivered to the brain. Their autoradiographs provide striking evidence of marked and disparate changes in glucose utilization in the various structural components of the brain. The hemisphere ipsilateral to the carotid ligation was, not unexpectedly, more severely affected. The most striking effects were markedly higher increases in glucose util- ization in white matter than in gray matter, presumably due to the Pas- teur effect, and the appearance of transverse cortical columns of high activity alternating with columns of low activity. By studies with black plastic microspheres, Pulsinelli and Duffy were able to show that the cortical columns were anatomically related to penetrating cortical arteries, with the columns of high metabolic activity lying between the arteries. Miyaoka and coworkers (1979b) have also studied the effects of moderate hypoxemia in normal, spontaneously breathing, conscious rats without carotid ligation. The hypoxemia was produced by lower- ing the O, in the inspired air to approximately 7%. Although this pro- cedure reduced arterial pO, to approximately 30 mm Hg, the cerebral hypoxia was probably less than in the studies of Pulsinelli and Duffy (1979) because of the intact cerebral circulation. The animals re- mained fully conscious under these experimental conditions, although they appeared subdued and less active. The quantitative [!4C] deoxy- glucose method was employed, and rates of glucose utilization were determined. The results revealed many similarities to those of Pulsinelli and Duffy (1979). There was a complete redistribution of the local rates of glucose utilization from the normal pattern. Metabolism in white matter was markedly increased. Many areas showed decreased rates of metabolism. Columns were seen in the cerebral cortex, and the caudate nucleus exhibited a strange lace-like heterogeneity quite distinct from its normal homogeneity. Despite the widespread changes, however, overall average glucose utilization remained un- changed. These results are of relevance to the studies by Kety and Schmidt (1948b), who found in man that the breathing of 10% O, produced a wide variety of mental symptoms without altering the average O, consumption of the brain as a whole. The mental symptoms were probably the result of metabolic and functional 202 Energy Metabolism for Functional Localization in the Nervous System changes in specific regions of the brain, detectable only by methods like the deoxyglucose method that measure metabolic rate in the structural components of the brain. Normal Aging Although, strictly speaking, aging is not a pathophysiological con- dition, many of its behavioral consequences are directly attributable to decrements in functions of the central nervous system (Birren et al., 1963). Normal human aging has been found to be associated with a decrease in average glucose utilization of the brain as a whole (Sokoloff, 1966). Smith and coworkers (1980) have employed the quantitative [!*C]deoxyglucose method to study normal aging in Sprague-Dawley rats between 5 to 6 and 36 months of age. Their results show widespread but not homogeneous reductions of local cerebral glucose utilization with age. The sensory systems, partic- ularly auditory and visual, are particularly severely affected. The caudate nucleus is metabolically depressed, and preliminary experi- ments indicate that it loses responsivity to dopamine agonists, such as apomorphine, with age.* A striking effect was the loss of metabol- ically active neuropil in the cerebral cortex; Layer 4 is markedly de- creased in metabolic activity and extent. Some of these changes may be related to specific functional disabilities that develop in old age. MICROSCOPIC RESOLUTION The resolution of the present ['*C]deoxyglucose method is at best approximately 100 um. The use of [*H]deoxyglucose does not greatly improve the resolution when the standard autoradiographic procedure is used. The limiting factor is the diffusion and migration of the water-soluble labeled compound in the tissue during the freezing of the brain and the cutting of the brain sections. Des Rosiers and Descarries (1978) have been working to extend the resolution of the method to the light and electron microscopic levels. They use [3H] deoxyglucose and dipping emulsion techniques. They have reported that fixation, postfixation, dehydration, and embedding of the brain by perfusion in situ results in negligible loss or migration of the label in the tissue. They can localize grain counts over individual cells or portions of them. Although the method is at present only qualitative, it is likely that it can eventually be adopted for quantitative use. An alternative promising approach to microscopic resolution is the use of freeze-substitution techniques (Ornberg et al., 1979; Sejnowski et al., 1980). *C. Smith and J. McCulloch, unpublished observations. Neurosciences Res. Prog. Bull., Vol. 19, No. 2 203 THE ['®F] FLUORODEOXYGLUCOSE TECHNIQUE Because the deoxyglucose method requires the measurement of local concentrations of radioactivity in the individual components of the brain, it cannot be applied, as originally designed, to man. Recent developments in computerized emission tomography, however, have made it possible to measure local concentrations of labeled com- pounds in vivo in man. Emission tomography requires the use of y-tadiation, preferably annihilation y-rays derived from positron emission. A positron-emitting derivative of deoxyglucose, 2-[1!8F] fluoro-2-deoxy-D-glucose has been synthesized and found to retain the necessary biochemical properties of 2-deoxyglucose (Reivich et al., 1979). The method has, therefore, been adapted for use in man with ['8F]fluorodeoxyglucose and positron-emission tomography (Reivich et al., 1979; Phelps et al., 1979). The resolution of the method is still relatively limited, approximately 1 cm, but it is already proving to be useful in studies of the human visual system (Figure 15: see color insert) (Phelps et al., 1980) and of clinical conditions, such as focal epilepsy (Figure 16: see color insert) (Kuhl et al., 1979, 1980). This technique is of immense potential usefulness for studies of hu- man local cerebral energy metabolism in normal states and in neurolog- ical and psychiatric disorders. 204 Energy Metabolism for Functional Localization in the Nervous System CONCLUDING REMARKS The deoxyglucose method provides the means to determine quantita- tively the rates of glucose utilization simultaneously in all structural and functional components of the central nervous system and to dis- play them pictorially superimposed on the anatomical structures in which they occur. Because of the close relationship between local functional activity and energy metabolism, the method makes it possible to identify all structures with increased or decreased func- tional activity in various physiological, pharmacological, and patho- physiological states. The images provided by the method do resemble histological sections of nervous tissue, and the method is, therefore, sometimes misconstrued to be a neuroanatomical method and con- trasted with physiological methods, such as electrophysiological re- cording. This classification obscures the most significant and unique feature of the method. The images are not of structure but of a dynamic biochemical process, glucose utilization, which is as physio- logical as electrical activity. In most situations, changes in functional activity result in changes in energy metabolism, and the images can be used to visualize and identify the sites of altered activity. The images are, therefore, analogous to infra-red maps; they record quantitatively the rates of a kinetic process and display them pictorially exactly where they exist. 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