To investigate the interaction between alprazolam and caffeine,
performance on a differential reinforcement of low-rate behavior schedule and the respective pharmacokinetics (PK) were explored in
concurrent studies. Alprazolam PK was not altered by caffeine, but
alprazolam retarded caffeine absorption indirectly, as inferred by the
lack of i.v. drug administration PK interaction, thereby decreasing
serum methylxanthine concentrations. Inasmuch as alprazolam was more
potent and short-lived than caffeine in decreasing the reinforcement
rate (consonant with their respective t1/2
values, 0.44 and 3.1 hr), the alprazolam/caffeine potency ratio
decreased across the session time, which determined the expression of
the combined effects. Thus, the decreased methylxanthine level yielded slightly less disruption in performance for the observed combined effect, compared to the expected calculated effect, only near the end
of a session. The interaction was PK linked and mainly not
distinguishable from independence as indicated by the Pöch dose-response curve method and the integration of PK and
pharmacodynamics. The sigmoid maximal effect-link pharmacodynamic model
indicated that caffeine did not alter the concentration at half of the
maximal effect value of alprazolam and suggested that the interaction is not competitive, but independent. Although the nature of the benzodiazepine-methylxanthine interaction has been controversial in
other behavioral studies, as is the role of PK in determining behavior,
this and our previous study make it evident that the interaction is
independent not only across doses and routes of administration, but
also with respect to two indices of differential reinforcement of low
rate performance.
 |
Introduction |
BZs are safe and widely
prescribed for the chronic treatment of epilepsy, movement and panic
disorders. They are given for the acute and subchronic treatment of
insomnia, agitated psychosis and in surgery as effective preanesthetic
and anesthetic agents (Martin and Haefely, 1995
). However, interactions
can occur with combinations of BZs and central nervous system
stimulants (e.g., caffeine, cocaine), where one agent is
prescribed and the other is ingested by choice (Boulenger et
al., 1984
; Charney et al., 1985
). BZs exert their
effects through the GABA-BZ receptor complex (Haefely et
al., 1985
). It is generally recognized that the antagonism of
adenosine receptors at least partly underlies the pharmacological effects of low doses of MXs, whereas phosphodiesterase inhibition and
calcium mobilization become more significant at higher doses (Choi
et al., 1988
; Daly, 1993
; Snyder et al., 1981
).
Several studies have indicated that caffeine competes for binding at BZ sites, and conversely, that BZ may interact with adenosine receptors, although with low affinity in both cases, raising the question of the
physiological relevance for these kinds of interactions (Bruns et
al., 1983
; Marangos et al., 1979
; Weir and Hruska,
1983
). Thus, the interactions between caffeine and the GABA-BZ system remain poorly defined.
Additive (Beer et al., 1972
; Coffin and Spealman, 1985
;
Valentine and Spealman, 1983
), antagonistic (Kaplan et al.,
1990
; Polc et al., 1981
; Rush et al., 1994
; Tang
et al., 1989
), functional antagonistic (Baldwin and File,
1989
; Roache and Griffiths, 1987
) and synergistic (Falk and Lau, 1991
;
Katims et al., 1983
; Lau and Falk, 1991
) interactions have
been reported after concurrent BZ and MX administration using various
kinds of behavioral paradigms in animals and humans. One of the major
reasons for these differences arose from describing the combined
effects qualitatively rather than from using quantitative methods
specifically developed for that purpose.
Inasmuch as the pharmacological response often can be predicted from
the respective PK, it is rational to investigate the role of PK on drug
action and interaction before receptor mechanisms. However, the
predictability of PK during drug interaction is not as simple and
direct as it is when a drug is given alone. One needs not only to
analyze the resultant PK changes of the parent drugs and their active
metabolites after concurrent drug administration but also consider the
potency relation of the two agents before inferring the role of PK in
drug interaction. Failure to explore the potency relation may account,
in part, for the conflicting findings relating PK to PD in BZ-MX
combined effects (Ghoneim et al., 1986
; Henauer et
al., 1983
; Kaplan et al., 1990
; Tuncok et
al., 1994
).
Differential reinforcement of low rate schedules (e.g., DRL
45-s) produce low rates of responding as only those responses that
occur after a minimum time interval (
45 sec) after a previous response are reinforced. Responses that occur before this time has
elapsed are not reinforced, and they reset the timing of the interval.
DRL behavior reaches baseline performance after sufficient training,
and the effects of drug treatments can be compared to the performance
baseline. The DRL schedule contingency not only involves time
discrimination but also requires an appropriate inhibition of
responding for reinforcement to occur, and involves other memory,
sensory and motor capacities (Kramer and Riling, 1970). It has been
suggested that the effect of many kinds of drug is to reduce the
inhibition of behavior associated with signals of punishment or
nonreward in DRL behavior (Gray, 1981
). DRL performance satisfies many
of the criteria proposed as ideal for PD measurement (Dingemanse et
al., 1988
; Laurijssens and Greenblatt, 1996
). The fulfilling of a
required, objectively defined, behavioral contingency by the subject,
rather than using a passive measure of an unconditioned drug effect
(e.g., EEG recording), affords the DRL method a distinct advantage. The performance measure is a continuous process rather than
one limited to temporally discrete trials. Furthermore, it is sensitive
to drug effects, and the effects are reproducible, an important feature
for defining and evaluating drug interaction (Lau et al.,
1996
). Finally, after drug administration, reinforced and nonreinforced
responses, which generally exhibit decreases and increases,
respectively, can be used to evaluate the combined drug effects.
Recently, we used the DRC method proposed by Pöch and his
colleagues (Pöch, 1993
, 1992
; Pöch and Pancheva, 1995
;
Pöch et al., 1990
) to quantitatively analyze the
combined effects of alprazolam and caffeine by using 3-hr sessions of
DRL 45-sec performance (Lau and Wang, 1996
). This method permits the
evaluation of the combined effects not only from a phenomenologic
(e.g., larger or smaller effect) but also from a mechanistic
(additivity or independence) point of view. The assumptions used in the
DRC method also can be applied to behavior-time profiles to extend the
results obtained from DRC analyses. Values derived from the usual
dose-response analyses (e.g., potency ratio of these agents)
can aid in predicting the outcome of the combined effect, whereas the
response-time curve describes the ongoing interaction profile.
An independent or additive interaction, which was neither synergistic
nor antagonistic, characterized the combined effects of alprazolam and
caffeine by the i.p. route using reinforcement rate as the PD measure
(Lau and Wang, 1996
). In that study, PK interaction was also
characterized by using tail-tip blood samples between 15 and 180 min.
It was concluded that the PK of alprazolam, caffeine and their
combination were predictive of the resultant behavior-time profiles.
The differences in potency and PK between the two drugs accounted for
the expressions of the combined effects. The PK of alprazolam was not
altered by the presence of caffeine, but the PK of caffeine was
affected by alprazolam. Inasmuch as the PK drug interaction was not
evaluated by the i.v. route in that study, the effects of alprazolam on
caffeine PK were difficult to interpret.
Different types of interaction for BZ-MX sometimes were obtained from
the same laboratory with the use of different behavioral measures or
paradigms (De Angelis et al., 1982
; Ghoneim et
al., 1986
; Loke et al., 1985
). Our study is an
expansion of the previous work on both behavior and PK, which aims to
validate the interaction of alprazolam and caffeine by using: 1)
different routes of administration; 2) not one but two different kinds
of response measures, reinforced and nonreinforced, to investigate
whether they were in conformity with each other; 3) blood samples from
jugular vein between 2 and 180 min after drug administration to
characterize the respective PK; 4) the i.v. route to calculate the PK
parameters (e.g., volume of distribution, clearance, and
bioavailability) and to define the pure PK drug interaction without
having to consider drug absorption and 5) integration of PK and PD to
delineate the nature of BZ-MX interaction and the predictive ability of
the model.
Both alprazolam and caffeine are metabolized by the P-450 cytochrome
enzyme system (Aldridge et al., 1977
; von Moltke et
al., 1993
). Factors (e.g., food restriction) affecting
this enzyme system will affect the PK of these agents and will lead to
PD changes (Lau et al., 1995
; Lau et al., 1996
;
Sachan, 1982
). Both alprazolam and caffeine are absorbed rapidly in
rats with an elimination half-life of 0.5 to 0.9 and 3 hr, respectively
(Lau and Wang, 1996
; Lau et al., 1995
; Owens et
al., 1991
). In humans, food deprivation or restriction can occur
for cosmetic, health or economic reasons. In DRL behavior, a
food-deprivation regimen is applied to animals to implement a
food-reinforced behavioral DRL performance baseline. Thus, it is
important to investigate the PK of alprazolam, caffeine and their
combinations in food-limited rats, especially because these drugs are
metabolized by the P-450 cytochrome enzyme system. Furthermore, based
on their half-lives, a 3-hr session was used, a period necessary to
investigate the interaction at the onset, peak and disappearance of
serum alprazolam concentration, while that of caffeine remained
constant, so that we could achieve a better understanding of the
mechanisms of drug action and interaction.
Different routes of administration provided an opportunity to examine
the interaction of drug concentration-time profiles that might differ
from that of the i.p. route, as PK parameters are generally route
dependent (e.g., absorption rate constant, metabolite
formation and bioavailability). In our study, alprazolam and caffeine
were given s.c. and p.o., respectively. There are considerations for
choosing these routes of administration. As in the case of midazolam
(Lau et al., 1996
), we found the s.c. route to be the route
of choice owing to its high absolute bioavailability, as well as its
dependability in producing consistent within-subject serum
concentration-time profiles for repeated doses, whereas for caffeine,
the oral route is used by humans for its consumption with high
bioavailability (Axelrod and Reichental, 1953
).
Although DRL performance has been used extensively in behavioral
pharmacology to study the effects of various drugs from different classes, it has not been used for PK-PD studies, except in our laboratory. We have found not only that the DRL 45-sec reinforcement rate-time profiles correlated well with serum alprazolam, caffeine and
midazolam concentration-time profiles but also that bioavailability values derived from those profiles mirrored those estimated from PK for
midazolam following i.v., s.c., i.p. and p.o. routes of administration
(Lau and Wang, 1996
; Lau et al., 1996
). Integrating PK and
PD permits the investigation and possible prediction of drug
concentration-effect relations, which are sensitive to variables such
as drug interaction, aging and the disease state. Examination of the
alprazolam concentration-effect relation in the presence and absence of
caffeine can shed light on the nature of the interaction. The
competitive interaction between flumazenil and midazolam was demonstrated in humans (Breimer et al. 1991
) and in rats
(Mandema et al. 1991
) with PK-PD modeling by parallel shifts
in the concentration-electroencephalography effect relation of
midazolam with increasing flumazenil concentration.
 |
Materials and Methods |
DRL Performance
Animals.
Seven male, albino, Sprague-Dawley rats from HSD
(Indianapolis, IN) were used. They were housed individually in a
temperature-regulated room with a daily cycle of illumination from 7:00
A.M. to 7:00 P.M. They were reduced to 80% of
their initial, adult free-feeding body weights (mean = 383 g;
range: 380-388 g) over a 2-wk period by limiting daily food rations:
5 g for the first day, 10 g for the next 5 days and a food
supplement (range 14-16 g) to maintain their 80% body weights. Water
was continuously available in the living cages. Experiments were
executed in accordance with the Guide for the Care and Use of
Laboratory Animals (National Institute of Health Publ. no. 85-23,
revised 1985).
Drugs.
Alprazolam was obtained from Upjohn Laboratories
(Kalamazoo, MI). Alprazolam (5 mg) was dissolved in 50 µl of 1.2 N
HCl and further diluted to working concentration with 0.9% NaCl
solution. Caffeine was purchased from Sigma Chemical Co. (St. Louis,
MO) and was dissolved in sodium benzoate (37.5 mg/ml) solution.
Alprazolam and caffeine were administered s.c. and p.o. by gavage,
respectively, in an injection volume of 1 ml/kg body weight.
Apparatus.
Four operant Plexiglas chambers were used and
have been described previously (Lau and Wang, 1996
). Each chamber,
equipped with a response lever and a stainless steel food-pellet
receptacle into which 45-mg dustless pellets (BioServ, Frenchtown, NJ)
could be delivered, was enclosed in a sound-attenuating shell and was controlled by an IBM-type 486 X computer. Session contingencies were
programmed and data recorded using QuickBasic.
Procedure.
Animals were magazine trained on a noncontingent
random-time schedule initially for 15 min and responses on the lever
were shaped by successive approximation and reinforced when IRTs were greater than 3 sec. The temporal requirement was slowly increased to an
IRT of 45 sec over 10 to 20 sessions. A 3-hr operant session was
conducted daily. After performance had stabilized, a
drug-administration series began. The series consisted of: 1)
Alprazolam dose-response determination (vehicle, 0.125, 0.4, 1.25, 4 and 7 mg/kg); 2) caffeine dose-response determination (vehicle, 5, 10, 20, 40, 80 and 120 mg/kg); 3) alprazolam-caffeine combinations: (a)
alprazolam + 30 mg/kg caffeine, i.e., vehicle + vehicle; vehicle + 30 mg/kg caffeine; 0.125 to 7 mg/kg
alprazolam + 30 mg/kg caffeine (b) alprazolam + 20 mg/kg
caffeine, i.e., vehicle + 20 mg/kg caffeine; 0.125 to 7 mg/kg alprazolam + 20 mg/kg caffeine. At the end of each
combination series, the caffeine dose for that series (e.g., vehicle + 20 mg/kg caffeine) was redetermined. Injections were given immediately before the start of a session and separated by 3 to 5 days. Injections within each series were given in a quasirandom order.
Each drug series was separated by 10 noninjection sessions.
Data analyses.
The IRT distributions after the
administration of vehicle, alprazolam, caffeine and alprazolam-caffeine
combinations were analyzed for 3-hr sessions, omitting the first 2 min,
which was treated as the settling time. Baseline IRT distributions for
each session that immediately preceded an injection also were analyzed. Behavioral parameters were derived from the IRT distributions: shorter
(nonreinforced)-response rate, reinforcement rate, total response rate
and efficiency. Total number of responses consisted of responses with
IRT
45 and < 45 sec, which are the reinforced and
nonreinforced responses, respectively. These responses were calculated
as rates (responses per min). Efficiency was calculated as the ratio of
reinforcement rate to the total response rate. We have found that both
the reinforcement rate in the 45-to-55- and
45-sec bins decreased
equivalently as a function of dosage for alprazolam and caffeine by the
i.p. route. The 45- to 55-sec bin function required a lower dose to
reach Emax for both drugs, and consequently resulted in
smaller ED50 values (Lau and Wang, 1996
). The 45- to 55-sec
bin function has been used successfully to characterize the
alprazolam-caffeine interaction, and justification will be given in
"Results" referring to figures 4A-C. Specific attention was given
to the 45- to 55-sec bin data in this study, facilitating the
comparison of our results with those from the previous study.

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Fig. 4.
Mean reinforcement rate-, efficiency-, total-, and
shorter-response-rate-time profiles: (A) baseline; (B) 1.25 mg/kg
alprazolam and (C) 20 mg/kg caffeine. Reinforcement rate and efficiency
measures on left ordinate scales. Total respond and shorter-response
rate measures on right ordinate scales.
|
|
Peak deviation analysis developed by Richards et al. (1993)
was used for characterizing effects of alprazolam and caffeine with the
parameters, peak area and peak location that determine the size and the
center of the IRT distribution peak, respectively. Reduction in peak
area indicates that the IRTs are more disrupted, suggesting a decrease
in temporal stimulus control.
DRCs for caffeine, alprazolam and alprazolam-caffeine combinations were
constructed using a four-parameter, logistic function of the following
equation by the ALLFIT curve-fitting program written for the IBM PC
(DeLean et al., 1978
, 1992
):
where, y is the percent of baseline performance in 45- to 55-sec
bin and x is the drug dose administered. The four fitted parameters
were: a, the Emin, i.e., the % baseline
performance when x = 0; d, the Emax,i.e.,
the % baseline performance for "infinite" dose; b, the slope
factor that determines the steepness of the curve; c, the
ED50, i.e., the dose resulting in a response
halfway between a and d.
Characterization of alprazolam-caffeine interaction by DRC method
proposed by Pöch.
Alprazolam-caffeine interactions were
evaluated by comparing the dose-response curves for alprazolam in the
presence and absence of two caffeine doses following the method of
combined effects proposed by Pöch and his colleagues (Pöch,
1993
; Pöch et al., 1990
) and have been described
previously (Lau and Wang, 1996
). From the results of seven-animal
medians, rather than means, values of both observed and expected DRCs
of the DRL behavior were used for statistical evaluation of observed
versus expected frequencies by the
2 goodness-of-fit
test.
There are two models in the Pöch DRC method, additivity and
independence. The additivity model of dose-additive combinations is
based on the assumption that alprazolam and caffeine act alike, i.e., that alprazolam acts like caffeine or vice versa.
Then, the combination of alprazolam plus caffeine should behave as if it were a combination of alprazolam and alprazolam. The Pöch DRC
method assumes that alprazolam and caffeine act at the same receptor.
Briefly, theoretical additive interactions for the DRC method can be
derived from the dose-response relation of alprazolam alone: the same
effect obtained with alprazolam alone can be expected at doses of
alprazolam minus the x dose of alprazolam with which a fixed dose of
caffeine is equieffective. For example, observing that 10 mg/kg
caffeine is equieffective with a dose of x mg/kg alprazolam, then the
expected effect of y mg/kg alprazolam in an additive curve would be
equivalent to a dose of (y-x) mg/kg alprazolam. Thus, the expected
additive curve can be constructed for all the dose levels of alprazolam
in the presence of a fixed dose of caffeine. By the same principle, the
calculated additive curve for the combined effects in a
behaviortime profile also can be calculated from the DRCs at
different time periods.
The second model of the Pöch DRC method, independent action,
implies that the response to alprazolam is unaffected by the presence
of caffeine, i.e., the net effect of alprazolam is not altered by caffeine and vice versa. It assumes that these two agents
act at different receptors. The combined effects of theoretical independent actions are not simply the sum of the individual effects, and can be calculated for both the DRC and time course curves by
setting DRL baseline performance level at 1:
where, PBalp+caff, PBalp,
PBcaff are the PB values for alprazolam-caffeine
combination, alprazolam, and caffeine, respectively, assuming drugs
decrease the reinforcement rate. For example, if PBalp = 0.25, PBcaff = 0.6, then PBalp+caff = 0.25 × 0.6 = 0.15. Thus, the fractions by which alprazolam and
caffeine decrease the reinforcement rate are not altered in the
combined effect if alprazolam and caffeine act independently. In this
example, alprazolam reduces the reinforcement rate to 1/4 from 0.6 to
0.15 in the presence of caffeine and from 1.0 to 0.25 in the absence of
caffeine.
Median rather than mean values were used to construct dose-response
curves of these agents and their combinations, and
2
analyses were used to compare the observed combined effects to theoretical values of independent and additive interactions. If the
combined effects are greater or smaller than the theoretical curves,
then synergism or antagonism occurred, respectively. In addition, mean
rather than median behavior-time profiles were constructed with respect
to the mean expected independent curves. Statistical analyses for the
comparison of behavior-time profiles were performed by repeated
measures, two-way analyses of variance using SigmaStat, followed by
Newman-Keuls tests (Jandel, San Rafael, CA).
Pharmacokinetics of Alprazolam, Caffeine and their Combinations
Animals.
Eight male, albino rats of the same strain
were used under the conditions and food-limitation regimen used above.
The mean initial, adult free-feeding body weight was 388 g (range
380-391 g).
Drugs and reagents.
Alprazolam,
-hydroxyalprazolam and
4-hydroxyalprazolam were obtained from Upjohn Laboratories, Kalamazoo,
MI. Caffeine, theobromine, paraxanthine, theophylline and
-hydroxyethyltheophylline were purchased from Sigma Chemical Company
Co., St. Louis, MO. Reagents were obtained from standard commercial
sources.
HPLC determination of alprazolam, caffeine and their metabolites
and serum sampling. HPLC.
Serum microsample HPLC methods for
determination of alprazolam, caffeine and their metabolites have been
described previously (Jin and Lau, 1994
; Lau and Falk, 1991
).
Separation for both drugs was performed on Beckman Ultrasphere
C18 columns (5-µm particle size, 150 × 2 mm I.D.).
Programmable absorbance UV detectors 785A (Applied Biosystems
Instruments, Foster City, CA) were operated at 230 and 270 nm for
alprazolam and caffeine methods, respectively. The capacity factors for
demoxepam used as internal standard, 4-hydroxyalprazolam,
-hydroxyalprazolam and alprazolam were 2.08, 2.73, 3.37 and 4.43, respectively, whereas for theobromine, paraxanthine, theophylline,
-hydroxyethyltheophylline (internal standard) and caffeine were
1.31, 2.52, 2.97, 3.73 and 6.45, respectively. There was no mutual
interference between these two agents or among their metabolites with
respect to the HPLC methods.
Catheterization. Right jugular vein cannulation was perfomed
under sterile conditions and has been described earlier (Lau et
al., 1996
). The proximal end of the silastic catheter was inserted into jugular vein and the distal end of the catheter was threaded s.c.
and exited through a small incision in the back of the animal. The
catheter was flushed with 0.9% saline with 50 U of heparin and sealed
with fishing line when not in use.
Drug administration and blood sampling. Animals were allowed
to recover for at least 2 days from the jugular vein catheterization before the drug administration series. Animals in group 1 (N = 4) initially received an i.v. dose of alprazolam
(1.25 mg/kg) via the jugular vein catheter as their first drug
treatment, followed on other days by s.c. alprazolam doses into the
skin on the back of the neck in the presence and absence of 20 mg/kg
p.o. caffeine by gavage (1.25 mg/kg alprazolam; 20 mg/kg caffeine; 1.25 mg/kg alprazolam + 20 mg/kg caffeine; 4 mg/kg alprazolam; 4 mg/kg
alprazolam + 20 mg/kg caffeine; 7 mg/kg alprazolam; 7 mg/kg
alprazolam + 20 mg/kg caffeine). Animals then received p.o. doses
of caffeine, 80, 10, 40 and 120 mg/kg. Animals in group 2 (N = 4) were used to study PK interaction between
alprazolam and caffeine by the i.v. route. Three i.v. bolus doses were
administered in random order on different days: 1.25 mg/kg alprazolam,
10 mg/kg caffeine and their combination. Drug doses were separated by 3 to 5 days for both groups of animals. Drugs were given in a volume of 1 ml/kg body weight. Although two caffeine doses (20 and 30 mg/kg) were
used for the evaluation of the PD interaction, only 20 mg/kg caffeine
was used for the PK interaction because of the limitation of catheter
life. Alprazolam and caffeine doses used for the i.v. route were chosen
mainly to approximate the respective, comparable serum
concentration-time profiles of the extravascular routes of
administration. This made possible comparisons between pairs of
profiles despite the initial profile differences during the absorption
phase, owing to the diverse nature of the i.v. and extravascular routes
of administration. The use of 1.25 i.v. mg/kg alprazolam dose was
arbitrary as the bioavailability of s.c. alprazolam is complete (table
1). However, the use of 10 mg/kg i.v. caffeine dose was
the one most appropriate producing a serum caffeine concentration-time profile corresponding to that of 20 mg/kg p.o. caffeine for the time
when DRL performance was evaluated.
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TABLE 1
Mean PK parameters (±S.D.) for alprazolam after i.v. 1.25 mg/kg
administration and three s.c. doses of alprazolam in the presence and
absence of p.o. 20 mg/kg caffeine in rats (N = 4)
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Blood samples (100 µl) from the jugular catheter were obtained after
drug administration at 2, 5, 15, 30, 45, 60, 90, 120, 180, 240 and 360 min postinjection. To maintain the feeding regimen and also avoid the
effect of food on drug PK, especially for the oral route, drug doses
were given 6 hr before the feeding time. Thus, the daily food
supplements were given immediately after the last blood samples.
Data analyses. PK analysis was performed using
SAAM II (SAAM Institute, Seattle, WA, 1994). The data were described by
an open two-compartment model for alprazolam and fit to the following equation:
where, Cp is the total serum drug concentration at
time t, the terms A and B are the extrapolated zero intercepts, and
and
represent the apparent first-order distribution and elimination rate constants, respectively. The t1/2 for the distribution
or elimination phase, and Vc, were calculated by the
following equations: t1/2 = 0.693/
or
and
Vc = dose/(A + B). For the s.c. route of alprazolam
administration, an absorption rate constant, ka, was also
calculated. The PK parameters, Cl and Vss were calculated using noncompartmental methodology. The area under the serum drug concentration-time curve (AUC0-
) and area under the
first moment of the serum drug concentration-time curve
(AUMC0-
) were calculated by the following equations:
AUC0-
= A/
+ B/
; AUMC0-
= A/
^2 + B/
^2. Total Cl was then defined as
dose/AUC0-
and Vss as dose × AUMC0-
/AUC20-
. The values
reported as the Cmax and Tmax are the actual observed values. The F for s.c. alprazolam (1.25 mg/kg) can be calculated by the following formula:
where, for the s.c. and i.v. routes, Ds.c. and
Di.v. are the respective doses;
(AUC0-
)s.c. and
(AUC0-
)i.v. are the respective AUCs.
Inasmuch as the half-life of caffeine is 3 hr (Lau et al.,
1995
) PK analysis was not conducted. Statistical analyses for the comparison of PK parameters and serum concentration-time profiles were
performed by repeated measures, one-way and two-way analyses of
variance, respectively, followed by Newman-Keuls tests, where appropriate.
PK-PD Modeling: PK and DRL Performance
Data Analysis.
Integration of PK and PD was based on the
relation between mean serum alprazolam concentration-time profiles for
the three s.c. doses (1.25-7 mg/kg) in the presence and absence of
p.o. 20 mg/kg caffeine of group 1 in PK studies (N = 4)
and the respective mean behavior-time profiles in PD studies
(N = 7).
PK-PD modeling was also performed by using SAAM II. The model consists
of two parts (fig. 1). The first was a classical PK model with two or three compartments (cpts) with elimination occurring from the central compartment to describe the PK of alprazolam by the
i.v. (cpts 1 and 2) or s.c. (cpts 1, 2 and 3) routes of administration,
respectively. The k(1, 2) and k(2, 1) were the intercompartmental rate
constants, and k(0, 1) was the elimination rate constant from the
central cpt.

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Fig. 1.
Diagrammatic representation of the integrated PK-PD
model used to describe the reinforcement rate in the 45- to 55-sec bin (effect-link model) after s.c. administration of a single dose of
alprazolam. The k(1, 2) and k(2, 1) are the inter-cpt rate constants,
and k(0, 1) is the elimination rate constant.
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Linked to the PK model is a PD model that relates the observed
concentration of alprazolam in the central PK cpt to the observed effect. The effect-link model proposed by (Sheiner et al.,
1979
) was used in this study. This model has a hypothetical effect
compartment connected to a PK model. Alprazolam was assumed to enter
and leave the effect compartment according to first-order kinetics with rate constants, kle and keo, respectively. The
central cpt of the PK model is linked to the effect compartment by
kle. The general assumption is that mass loss via
kle is "negligible" (Sheiner et al., 1979
);
however, to ensure no loss of mass to the effect site, a "dummy"
compartment was linked to the central compartment via the rate constant
-kle. The addition of this compartment did not increase the
complexity of the model, as the rate constant was fixed. Therefore, the
effect cpt did not alter the serum concentration-time profile, making
an additional exponential term unnecessary in the PK model. Under these
assumptions the value of kle is unimportant, and
keo (i.e., the elimination rate constant of
alprazolam from the effect compartment) characterizes the equilibrium
time between serum concentrations and pharmacological effect. The time
required to reach 50% of the steady-state effect is the half-time of
effect equilibrium and is calculated as 0.693/keo. The
decrement in the mean % baseline reinforcement rate produced by
alprazolam in the 45- to 55-sec bin was related to the serum alprazolam
concentration using a modified sigmoid Emax model (Wald
et al., 1991
).
where E0 is the effect when alprazolam concentration
is zero in the presence and absence of caffeine, and IC50
is the concentration (C) that decreased E0 to 50%. N
determines the sigmoid shape of the function and contributes to the
steepness of the slope. This produces a PD model that describes effects
as a function of time. In PK-PD modeling, the PK model is first defined
by obtaining the PK parameters derived from the serum alprazolam
concentration-time profiles, and then are used as constants in the PD
model, with the DRL behavior-time profiles as input, to estimate the PD
model parameters, E0 and IC50, as well as the
value of keo. Assessment of the goodness of fit of each
model to experimental data was based on correlation matrix, residual
and weighted residual plots, visual plots, and error in parameter
estimation (S.D.) that is derived from the covariance matrix provided
by SAAM II.
 |
Results |
DRL Performance
Figure 2A-B, as an example, show the effects of
alprazolam and caffeine on IRT distributions for the first 30 min of
the sessions. For baseline days and vehicle administration, the highest
response rate occurred in the 40- to 50-sec band. Both alprazolam and
caffeine decreased the reinforced, and increased the nonreinforced
response rate in a dose-related fashion.

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Fig. 2.
Mean effects of (A) s.c. alprazolam (0-7 mg/kg); (B)
p.o. caffeine (0-120 mg/kg) on IRT distributions for 2 to 30 min after drug administration. All the responses were nonreinforced (<45 sec)
before the first arrow and reinforced ( 45 sec) after the first arrow.
Responses between the two arrows were the 45- to 55-sec bin
responses.
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Figure 3A-F show an overview of DRL performance for the
3-hr session after vehicle and drug administration. Decreases in
reinforcement rate in the 45- to 55-sec bin, and in bins larger than 45 sec, were linear with respect to alprazolam dose, whereas these
functions for caffeine reached a plateau at higher doses (fig. 3A). At
higher doses, both alprazolam and caffeine increased shorter IRTs (<45 sec); however, the increases were more profound for caffeine than for
alprazolam (fig. 3B). The opposing relation between the reinforced and
nonreinforced response rate after drug administration resulted in a
higher total response rate only at the 40-mg/kg caffeine dose (fig.
3C). Consequently, efficiency for both drugs was similar to the
reinforcement-rate function across doses (fig. 3D). For both alprazolam
and caffeine, dose-response relations for the peak area measure were
similar to those in the 45- to 55-sec bin (fig. 3E), whereas the center
of the IRT distribution peak shifted to the shorter IRTs as shown by
the peak location measure (fig. 3F).

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Fig. 3.
Mean (S.E.) % baseline dose-response curves of
alprazolam and caffeine for 3-hr sessions: (A) reinforcement rate in
the 45- and 45- to 55-sec bins; (B) shorter-response rate; (C) total
response rate; (D) efficiency; (E) peak area and (F) peak location. % B, percent baseline.
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Figure 4A shows that the mean behavioral performance
measures (reinforcement rate for both the responses >45 sec and in the 45- to 55-sec bin, shorter response rate, total response rate and
efficiency) during baseline days were similar across the duration of
the 3-hr sessions. The respective performance measures for 1.25 mg/kg
alprazolam and 20 mg/kg caffeine (one dose from each drug as examples)
are shown in Figures 4B and C, respectively. During baseline days, the
ratio of reinforcement rate in the 45- to 55-sec bin to the total
reinforcement rate was approximately 0.9 (e.g.,
0.69/0.79 = 0.87 for time point at 60 min, fig. 4A), which implied
that 90% of the reinforced responses occurred in the 45- to 55-sec
bin. For the 1.25-mg/kg dose, the ratios were 0.25 and 0.9 at 15 and
180 min, respectively (fig. 4B). The smaller the ratio, the more IRTs
occurred in the bins larger than 55 sec. Although both alprazolam and
caffeine decreased reinforcement rate, it is apparent that alprazolam
effects were short-lived, whereas they remained relatively constant for
caffeine across the session. For example, at time point 150 min, the
reinforcement rate in the 45- to 55-sec bin was approximately at the
baseline level for alprazolam (0.64 min
1), whereas it
remained low for caffeine (0.34 min
1). Reinforcement rate
in the 45- to 55-sec bin was more sensitive to drug effects than the
total reinforcement rate was, especially during the phase when
performance was returning to baseline. It also required lower doses to
reach Emax than the total reinforcement rate measure did.
Therefore, the 45- to 55-sec bin was used to characterize the effects
of drugs when given alone and in combination to minimize the
possibility of behavioral toxicity that might occur if higher doses
were necessary to perform the analysis. The highest efficiency occurred
at the time when the shorter-response rate was the lowest.
Inasmuch as effects of alprazolam were short-lived, DRCs for alprazolam
and caffeine in the 45- to 55-sec bin were constructed by ALLFIT using
four time periods (fig. 5A-D). Performance attained a
plateau for alprazolam for the first two time periods, but they differed in Emax values, 13.08 and 4.9% for 2 to 30 and 31 to 60 min, respectively. The Emax value in the second time
period was used for the two later time periods because the
dose-response relation for alprazolam is unlikely to change across time
after it had reached Emax. DRCs of alprazolam shifted to
the right across the four time periods, whereas those curves remained
similar for caffeine (fig. 5A-D). Thus, ED50 values for
alprazolam changed across the four time periods from 0.26, 0.5, 1.72 to
5.26 mg/kg (i.e., 0.84, 1.62, 5.57 to 17.04 µmol/kg,
respectively), whereas for caffeine those values, 14.13, 18.04, 20.42 and 16.71 mg/kg (i.e., 72.8, 92.9, 105.2 and 86.1 µmol/kg,
respectively) remained relatively similar throughout the session. As a
result, the potency ratios of these two agents in terms of µmol/kg
changed during a session from 86 to 5. The slope values for alprazolam
and caffeine were similar, 1.82 and 1.86, respectively. For the first
hour, the effect of alprazolam on DRL performance plateaued at 4 mg/kg, but approximately linear dose-response relations occurred for the
second and third hours, with a disappearance of effect for the lower
alprazolam doses.

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Fig. 5.
Alprazolam and caffeine DRCs constructed by using
median % baseline reinforcement rate in the 45-55 s bin for four time
periods: (A) 2 to 30 min; (B) 31 to 60 min; (C) 61 to 120 min; (D) 121 to 180 min.
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As described in "Methods," for each drug combination series, s.c.
saline + a fixed dose of p.o. caffeine (20 or 30 mg/kg) was given
not only in the beginning, but also at the end of a series, and these
points are also shown in figure 5A-D. There were only minor variations
observed for the 30-mg/kg caffeine dose in the time periods 31 to 60 and 61 to 120 min, which implied that the effects of a fixed dose of
caffeine did not vary across a combination series. Thus, mean value of
the two treatments in the series of a given caffeine dose was used to
characterize the combined effects below.
Using the 31- to 60-min time period as an example, the effects of
alprazolam in the presence of two fixed doses of caffeine (20-30
mg/kg) in the reinforcement rate in the 45- to 55-sec bin were analyzed
by the Pöch DRC method for the combined effects (Fig.
6B-C). Both the expected independent and additive
curves for all the caffeine combinations (10, 20, 30, 40, 80 and 120 mg/kg) can be obtained simply and predicted from the DRCs of alprazolam and caffeine (fig. 5A-D) as described in "Methods," an advantage of the Pöch method, and the expected curves are shown in sequence as pairs in figure 6A. The combined effects of alprazolam in the presence of two doses of caffeine did not differ from either the theoretical expected independent or additive curves as reflected by the
2 statistics, although there were two observed median
values deviant from the expected (e.g., 1.25 mg/kg
alprazolam + 30 mg/kg caffeine). Thus, the combined effects were
neither synergistic nor antagonistic.

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Fig. 6.
Alprazolam DRCs in the presence and absence of a
fixed dose of caffeine (20 or 30 mg/kg) constructed by using median % baseline reinforcement rate in the 45- to 55-sec bin for time period 31 to 60 min. (A) Theoretical expected additive and independent curves shown as pairs for each caffeine dose (10-120 mg/kg); (B)
alprazolam + 20 mg/kg caffeine and (C) alprazolam + 30 mg/kg
caffeine. The observed values and the two expected curves are shown for
each combination series with 2 statistics.
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The mean performance of behavior-time profiles in the 45- to 55-sec bin
for caffeine, alprazolam in the presence and absence of two fixed doses
of caffeine (20-30 mg/kg) and the expected independent curves from 15 to 180 min, are shown in figs. 7 and 8.
The effects of vehicle administration (saline, sodium benzoate and
their combination) were close to baseline (100%) on the DRL behavior-time profiles except at the 15 min for the vehicle
combinations. Each of these vehicle treatments is shown in separate
quadrants for a clear view and to avoid repetition. Generally, the
decrements in the 45- to 55-sec bin for the three highest alprazolam
doses (1.25-7 mg/kg) in the presence of 20 mg/kg caffeine were similar to those occurring when alprazolam was given alone. Although, in the
presence of 30 mg/kg caffeine the combined effects deviated from
alprazolam effects after 60 min in a dose-related fashion and
approached independence. However, for the lowest alprazolam dose (0.125 mg/kg), the combined effects were closer to those of caffeine or
independent effects rather than to those of alprazolam. The mean
expected additive curves are not shown for the combination series as
those curves were not separable from the independent curves. The two
drug combination series showed independent interaction for all the time
points across the 3-hr session (figs. 7 and 8), except the time point
at 180 min for 7 mg/kg alprazolam + 20 mg/kg caffeine; the
decrement in reinforcement rate was less than the expected independent
effect, although it did not differ from the effect of alprazolam given
alone. These results demonstrate that comparing observed combined
effects to calculated expected curves is crucial for characterizing
drug interaction.

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Fig. 7.
Mean (S.E.) % baseline reinforcement rate- (45- to
55-sec) time profiles after 20 mg/kg caffeine alone, and alprazolam
(0.125-7 mg/kg) in the presence and absence of 20 mg/kg caffeine.
Expected independent curves (S.E.) are shown for each combination.
Saline and sodium benzoic acid are the vehicles for alprazolam and
caffeine, respectively. *P < .05 relative to the respective
independent curve.
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Fig. 8.
Mean (S.E.) % baseline reinforcement rate- (45- to
55-sec) time profiles after 30 mg/kg caffeine alone, and alprazolam
(0.125-7 mg/kg) in the presence and absence of 30 mg/kg caffeine.
Saline, and sodium benzoic acid are the vehicles for alprazolam and
caffeine, respectively. Expected independent curves (S.E.) are shown
for each combination.
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For the three higher doses of alprazolam (1.25-7 mg/kg) in the
presence and absence of caffeine (20 mg/kg p.o.), the shorter-response rate decreased to baseline level after the initial stimulation, but
again increased in a dose-related fashion in terms of its time to peak
and the duration of the peak (fig. 9). For example, the
peak times were at 60, 90, and 150 min for 1.25, 4 and 7 mg/kg, respectively, and the peak durations progressively increased. In each
case the second peak lasted longer, but was less elevated, compared to
the first peak. Caffeine at 20 mg/kg produced a milder stimulation
(150% of baseline) across the session except a 350% increase was
observed in shorter response rate at 5 min. Thus, the pattern of
effects for the shorter-response rate differed for the two drugs.
However, the presence of caffeine did not alter the dynamics of the
above two-peak phenomenon (P > .05).

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Fig. 9.
Mean (S.E.) % baseline shorter-response rate-
(<45-sec-time profiles after alprazolam (1.25-7 mg/kg) in the
presence and absence of 20 mg/kg caffeine.
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Pharmacokinetics of Alprazolam, Caffeine and their
Combinations
Alprazolam PK by the s.c. route in the presence and
absence of 20 mg/kg p.o. caffeine.
After i.v. administration,
alprazolam was eliminated according to a biphasic process. Alprazolam
was rapidly distributed with a mean distribution
t1/2
of 5.14 min, and was eliminated with a
mean terminal elimination t1/2
of 40.58 min
(table 1). The Vc, Vss and clearance were 1.65 liter/kg, 3.85 liter/kg and 6.15 liter/hr/kg, respectively. Alprazolam
metabolites, the two oxidative metabolites, 4-hydroxyalprazolam and
-hydroxyalprazolam, were not detectable.
Fig. 10A-B and table 1 show the concentration-time
profiles and PK parameters of the three s.c. doses (1.25-7 mg/kg) of
alprazolam in the presence and absence of 20 mg/kg p.o. caffeine,
respectively. For the three alprazolam doses, caffeine did not alter
the rate and extent of alprazolam absorption and elimination. The
absorption of alprazolam was rapid, as is evident in the values of
Tmax, 10 to 20 min and the large ka values.
After reaching the peak concentrations, there were rapid decreases in
alprazolam serum concentration, followed by a slower decay, for the
three alprazolam doses (table 1). Alprazolam was short-lived with a
t1/2 in the range of 29.1 to 56.89 min for the
three doses in the presence and absence of caffeine. Furthermore,
caffeine did not alter the alprazolam AUC(0-
) values,
and these were a linear function of dose. The mean F% for alprazolam
was close to 100% (80.2-128.4%).

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Fig. 10.
Mean (S.E.) serum alprazolam concentration-time
profiles and the fitted curves after PK modeling following
administration: (A) alprazolam s.c. 1.25 to 7 mg/kg and (B) alprazolam
s.c. 1.25 to 7 mg/kg + p.o 20 mg/kg caffeine.
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The two metabolites, 4-hydroxyalprazolam and
-hydroxyalprazolam, were only detected in two animals after s.c.
alprazolam administration. For one animal, caffeine did not alter the
formation and elimination of the two metabolites (data not shown). For
the other animal, serum concentrations of the two metabolites were markedly low at all the time points.
Oral caffeine PK in the presence and absence of three s.c. doses of
alprazolam (1.25-7 mg/kg).
The serum caffeine and its three DMX
metabolites (theobromine, paraxanthine and theophylline)
concentration-time profiles after five doses of p.o. caffeine (10-120
mg/kg) are shown in Fig. 11A-D. For the doses of 10, 40 and 120 mg/kg caffeine, not all the serum samples were obtained from
jugular vein catheters. In two of the four animals, their jugular vein
catheters became occluded and blood could not be withdrawn after nine
blood-sampling series as described in "Materials and Methods" Thus,
for these two animals, tail-tip blood samples were used for determining the serum concentrations of caffeine and the three DMXs. Blood samples
of one animal in this group, who had completed the blood sampling
series, was used to determine whether the values estimated from the
tail-tip samples were in accordance with those values obtained from the
jugular vein samples by simultaneously collecting both samples at 5, 15, 30 and 60 min after 40 mg/kg p.o. caffeine administration. Serum
caffeine concentrations at 5, 15, 30 and 60 min for tail-tip and
jugular vein samples, respectively, were 3.26 and 8.88 µg/ml; 13.21 and 15.91 µg/ml; 17.8 and 19.62 µg/ml; 20.85 and 21.73 µg/ml,
respectively. Serum caffeine concentration was much lower in tail-tip
than in the jugular vein sample at 5 min, but progressively indifferent
for the two samples with time. Similar results were found for the serum
DMX concentrations. Thus, for these three caffeine doses (10, 40 and
120 mg/kg), mean serum caffeine and DMX concentrations were only
calculated between 15 to 180 min.

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Fig. 11.
Mean (S.E.) serum concentration-time profiles after
p.o. caffeine (10-120 mg/kg) administration: (A) caffeine; (B)
theobromine; (C) paraxanthine and (D) theophylline.
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Caffeine attained its Cmax after about 2 hr, and serum
caffeine concentrations remained close to Cmax values for
the 6 hr measured after the five p.o. doses of caffeine (fig. 11A).
Serum caffeine concentrations showed a dose-related increase except for
the 40- and 80-mg/kg doses. Caffeine metabolizes to the three DMXs, in
equal amounts and the formation of the three DMXs continue to progress
at the sixth hour as shown in fig. 11B-D. Serum DMX concentrations
were lower for the 10-mg/kg caffeine dose, but reached plateaus for all
the caffeine doses.
Figure 12 shows the serum caffeine and total DMX
concentration-time profiles of 20 mg/kg caffeine in the presence and
absence of three doses of alprazolam (1.25-7 mg/kg). All three
alprazolam doses significantly decreased the serum DMX concentrations
by a two-way repeated measures analyses of variance (P < .05).
However, only 4 mg/kg alprazolam significantly decreased the serum
caffeine concentrations, although those values were markedly, but not
statistically, lower between 60 to 120 min in the presence of 1.25 and
7 mg/kg alprazolam doses. Furthermore, caffeine concentrations were
noticeably lower in the presence of the two higher alprazolam doses (4 and 7 mg/kg) between 3 to 6 hr compared to 1.25-mg/kg dose.

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Fig. 12.
Mean (S.E.) serum caffeine and total DMX
concentration-time profiles after p.o. 20 mg/kg caffeine in the
presence and absence of 1.25 to 7 mg/kg alprazolam administration.
*P < .05 relative to the respective serum caffeine and DMX
concentrations without alprazolam.
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PK interaction between alprazolam and caffeine by the i.v.
route.
Both alprazolam and caffeine i.v. serum concentration-time
profiles were not altered by concurrent administration of i.v. caffeine
and alprazolam, respectively (fig. 13A-B). The PK
parameters for alprazolam were not influenced by caffeine (table
2). After i.v. administration, alprazolam was eliminated
according to a biphasic process and the PK parameter values estimated
from the concentration-time profiles were similar to those for the
group 1 (table 1). Caffeine PK parameters ± alprazolam could not
be determined accurately using the data in figure 13B, as the
t1/2 of caffeine was much longer than that of
alprazolam. Caffeine PK parameters listed in table 2 were obtained from
a different group of animals (N = 4) under feeding
conditions similar to those used in this experiment (C.E. Lau, Y. Wang
and F. Ma, unpublished data). After i.v. administration, caffeine was
eliminated according to a monophasic process. Vc and
Vss for alprazolam were larger than those for caffeine.
Alprazolam clearance was markedly greater than for caffeine, 6.9 vs. 0.29 liter/hr/kg, which accounted for its shorter
t1/2 compared to caffeine (24.8 vs.
187 min). The two hydroxy metabolites of alprazolam were not detectable
by the i.v. route in the presence or absence of caffeine. Alprazolam also did not alter the AUC(0-6 hr) values of caffeine or the three DMXs (table 2, bottom panel).

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Fig. 13.
Mean (S.E.) serum concentration-time profiles for:
(A) alprazolam (1.25 mg/kg alprazolam ± 10 mg/kg caffeine); (B)
caffeine (10 mg/kg caffeine ± 1.25 mg/kg alprazolam) by the i.v.
route.
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TABLE 2
Mean (±S.D.) PK parameters for alprazolam and mean (± S.D.)
AUC(0-6 h) values for caffeine and its three DMX metabolites after i.v. 1.25 mg/kg alprazolam ± i.v. 10 mg/kg; mean (±S.D.) PK parameters for caffeine after i.v. 10 mg/kg caffeine dose
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PK-PD Modeling: PK and DRL performance
PK-PD model of serum alprazolam concentration-time profiles in the
presence and absence of caffeine (20 mg/kg, p.o.).
Alprazolam
metabolite concentrations were either low or not detectable, and with
their relative low potency compared to the parent compound, these
metabolites were not included in the PD analysis. Alprazolam
distribution and elimination characteristics were determined initially
for the i.v. 1.25-mg/kg dose using the mean alprazolam serum
concentration-time profile. The bioavailability values of the three
s.c. alprazolam doses were complete using the mean data. All the values
of the intercompartmental rate constants derived from the i.v. route
describe the three s.c. alprazolam doses ± 20 mg/kg caffeine
profiles well, except the elimination rate constant values from the
central cpt varied somewhat for the two higher alprazolam doses when
given alone, as shown in table 3. Figure 10A-B show the
mean observed and fitted serum alprazolam concentration-time profiles
of the three alprazolam doses ± 20 mg/kg caffeine using these PK
parameters, respectively.
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TABLE 3
PK and PD parameters (S.D.) for alprazolam (1.25-7 mg/kg) in the
presence and absence of p.o. 20 mg/kg caffeine; PD measure: % baseline in the reinforcement rate in the 45 to 55 sec bin
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The integrated PK-PD model predicted that decreases in reinforcement
rate in the 45- to 55-sec bin occur within 5 min, and reach maximum
effect at approximately 15 to 45 min after alprazolam (1.25-7 mg/kg) ± 20 mg/kg caffeine administration (fig. 14A-B). When
alprazolam was given alone, the DRL performance returned to baseline
(101.1%, E0) in a dose-related fashion (fig. 14A). For the
combined effects, the DRL performance did not return to baseline, but
rather, remained at the effect level produced by caffeine (65.5%,
E0), Figure 14B and table 3. The equilibration half-lives
between serum alprazolam concentration in the central and effect cpts
(t1/2keo) for alprazolam ± 20 mg/kg caffeine are 4.4 and 3.0 min, respectively. The IC50
values were similar for the two dose regimens, 0.0201 and 0.0199 µg/ml for alprazolam alone and alprazolam in the presence of 20 mg/kg
caffeine, respectively. These results suggested that the interaction
between alprazolam and caffeine is not competitive, but independent.
Figure 14C shows that DRL performance can be predicted or simulated for
any alprazolam dose in the linear range administered alone or in
combination with 20 mg/kg caffeine by using the estimated PD
parameters.

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Fig. 14.
Mean % baseline reinforcement rate in the 45- to
55-sec bin time profiles and the predicted curves after PK-PD modeling
following administration of alprazolam (1.25-7 mg/kg). (A) alprazolam
alone; (B) alprazolam + p.o. 20 mg/kg caffeine and (C) simulated
effect-time profiles for alprazolam doses ± p.o. 20 mg/kg
caffeine by using the estimated PK-PD parameters.
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Relation between serum drug concentrations and DRL
performance.
The data for the first 10 min for both PK and PD
(shorter-response and reinforcement rate in the 45- to 55-sec bin)
measures were not used in these analyses owing to the equilibration
time required for serum alprazolam concentration to the effect cpts (fig. 14). Figure 15 shows the relations between mean
serum alprazolam or mean caffeine concentration (N = 4 rats) and mean DRL performance in the 45- to 55-sec bin
(N = 7 rats) as constructed using ALLFIT. The 0.125- and 0.4-mg/kg serum alprazolam concentrations were obtained from
simulation of the PK parameters (table 3, fig. 10A). The effects of
alprazolam on DRL performance were concentration related regardless of
alprazolam doses (0.125-7 mg/kg). For example, for the 1.25-mg/kg
alprazolam dose, a full concentration-effect relation (from
E0 to Emax) was observed, whereas other doses
exhibited only partial functions, i.e., high or low
doses associated with larger or smaller effects, respectively.

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Fig. 15.
Mean % baseline reinforcement rate in the 45- to
55-sec bin (N = 7) vs. mean serum alprazolam
or caffeine concentrations (N = 4). Lines are the
curves fitted by ALLFIT.
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Unlike alprazolam, for caffeine no single dose possessed a full
concentration-effect relation. At the lowest dose (10 mg/kg), acute
tolerance occurred, i.e., low concentrations of caffeine produced larger effects than did the higher concentrations (open circles of the right curve in fig. 15). For the higher caffeine doses
(20-120 mg/kg), the concentration-effect relations remained approximately similar within a dose. However, construction of the
caffeine concentration-effect function for 3-hr session length required
all the doses (10-120 mg/kg). It was apparent that alprazolam was more
potent than caffeine in affecting the DRL performance as reflected by
their IC50 values, 0.0375 and 8.07 µg/ml, respectively.
The relation of the shorter-response rate to the serum alprazolam
concentration after alprazolam doses (1.25-7 mg/kg) ± p.o. 20 mg/kg
caffeine are shown in fig. 16A-C. After drug
administration, the initial stimulation occurred approximately at the
highest alprazolam concentration for each dose (the right-most points), although it was less noticeable because the first two time points, 5 and 10 min, were omitted. The shorter-response rate increased again at
60, 90, and 150 min for 1.25, 4 and 7 mg/kg alprazolam doses,
respectively, with the respective serum alprazolam concentrations at
about 0.06, 0.1 and 0.13 µg/ml, respectively, regardless of the
presence of caffeine. For the highest dose (7 mg/kg), the shorter-response rate remained plateaued ± caffeine even at the end of the session with serum alprazolam concentrations in the range of
0.1 µg/ml (fig. 16C).

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Fig. 16.
Mean (S.E.) % baseline shorter-response rate vs.
alprazolam serum concentrations for the three doses of alprazolam
(1.25-7 mg/kg) ± p.o. 20 mg/kg caffeine.
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Discussion |
This study investigated PK and PD interactions between
alprazolam and caffeine initiated by our previous research (Lau and Wang, 1996
), but extended the findings to additional routes of administration, doses, as well as two indices of DRL performance. Two
DRL performance measures, reinforced and nonreinforced response rates,
not only yielded similar conclusions with respect to drug interaction,
but also bore interesting differential relations to serum alprazolam
concentrations. Behavior-time profile is the method of choice for
studying this kind of drug action and interaction. It would have
been simpler to analyze the 3-hr session data in a collapsed form to
make inferences, but that would have omitted the dynamics of the
on-going behavior and its relation to PK. The bioavailabilities of s.c.
alprazolam in the presence and absence of caffeine were high, and were
not determined for the i.p. route in the previous study. The lack of PK
interaction between alprazolam and caffeine by the i.v. route suggested
that the effect of s.c. alprazolam on p.o. caffeine PK was an indirect
effect of caffeine absorption. PK models permit the prediction of
serum alprazolam concentration for other doses in the linear range,
especially for lower doses that yielded drug concentrations below
analytical sensitivity. Although the combined effects are not
distinguishable in terms of additivity or independence by using the
Pöch DRC method, independent interaction is suggested by PK-PD
modeling as reflected in the IC50 values (table 3).
To study drug interaction, drug effects need to be reproducible,
otherwise tolerance and sensitization might be interpreted as
antagonism and synergism, respectively. We have found that within-subject variability in reinforcement rate on DRL 45-sec was not
different after two consecutive s.c. doses of midazolam separated by 3 to 5 days (Lau et al., 1996
). The effects of alprazolam on
DRL performance were similar to those of midazolam, not only in
reinforcement rate, but also in shorter-response rate (unpublished data). Furthermore, effects of caffeine + saline at the beginning and end of a combination series on reinforcement rate in the 45- to 55 sec bin (fig. 5) and on shorter-response rate were approximately similar (data not shown), suggesting no tolerance or sensitization occurred as a result of the acute repeated caffeine administration. Thus, the observed combined effects resulted from drug interaction.
The PK of s.c. alprazolam, p.o. caffeine and their combinations mainly
mirrored the respective behavior-time profiles of the reinforcement
rate in the 45- to 55-sec bin in 3-hr sessions. The onset of alprazolam
action was rapid and its duration of action short, although the effect
of caffeine remained mainly constant throughout the session, except for
the 10-mg/kg dose that showed acute tolerance (fig. 15). As a result,
the potency r