| Literature DB >> 21092089 |
Muhammad M Hammami1, Eman A Al-Gaai, Syed Alvi, Muhammad B Hammami.
Abstract
BACKGROUND: The total effect of a medication is the sum of its drug effect, placebo effect (meaning response), and their possible interaction. Current interpretation of clinical trials' results assumes no interaction. Demonstrating such an interaction has been difficult due to lack of an appropriate study design.Entities:
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Year: 2010 PMID: 21092089 PMCID: PMC2995791 DOI: 10.1186/1745-6215-11-110
Source DB: PubMed Journal: Trials ISSN: 1745-6215 Impact factor: 2.279
Figure 1Model of drug and placebo effects and their interaction. Total effect is inferred from the difference between received caffeine described as caffeine and received placebo described as placebo. Drug effect is inferred from the difference between received caffeine described as placebo and received placebo described as placebo. The model predicts two kinds of measured "placebo effect": a) PLACEBO-1 is inferred from the difference between received placebo described as caffeine and received placebo described as placebo, which contains the placebo effect only, and b) PLACEBO-2 is inferred from the difference between received caffeine described as caffeine and received caffeine described as placebo, which contains the placebo effect and the interaction effect. Note that PLACEBO-1 is depicted here larger than PLACEBO-2 and that the total effect is smaller than the combination of the drug and placebo effects (as measured by PLACEBO-1) to indicate that the drug and placebo effects are less than additive.
Figure 2Flow diagram of study procedures. *Excluded because of failure to abstain from caffeine as reflected on baseline level.
Baseline characteristics of study participants.
| Characteristics | Caffeine Group* | Placebo Group† | Both Groups | ||
|---|---|---|---|---|---|
| Age - mean (SD), yr | 30.6 (6.6) | 28.3 (5.7) | 29.4 (6.4) | ||
| Sex - no. (%) | |||||
| Female | 10 (12) | 17 (20) | 27 (16) | ||
| Male | 73 (88) | 68 (80) | 141 (84) | ||
| Completed education - no. (%) | |||||
| High school | 15 (18) | 7 (8) | 22 (13) | ||
| College | 44 (53) | 54 (64) | 98 (58) | ||
| University | 24 (29) | 24 (28) | 48 (29) | ||
| Caffeine consumption - no. (%) | |||||
| 100-149 mg/dy | 28 (34) | 23 (27) | 51 (30) | ||
| 150-199 mg/dy | 28 (34) | 24 (28) | 52 (31) | ||
| 200-249 mg/dy | 15 (18) | 22 (26) | 37 (22) | ||
| 250-300 mg/dy | 12 (14) | 16 (19) | 28 (17) | ||
| Occupational Status - no. (%) | |||||
| Professional, technical, managerial | 17 (21) | 19 (22) | 36 (22) | ||
| Clerical, sales | 24 (29) | 32 (38) | 56 (34) | ||
| Service | 22 (27) | 25 (29) | 47 (28) | ||
| Agricultural, fishery related | 10 (12) | 1 (1) | 11 (7) | ||
| Students | 6 (7) | 8 (9) | 14 (8) | ||
| Unemployed | 3 (3) | 0 (0) | 3 (2) | ||
| Race or ethnic group - no. (%) | |||||
| Saudi | 3 (4) | 9 (11) | 12 (7) | ||
| Arab, non-Saudi | 14 (17) | 11 (13) | 25 (15) | ||
| Asian | 66 (80) | 65 (76) | 131(78) | ||
| Caffeine level - mean (SD), μg/ml | |||||
| Baseline | 0.26 (0.43) | 0.20 (0.34) | 0.30 (0.56) | 0.29 (0.35) | |
| 3-hour | 9.38 (2.86) | 9.08 (2.77) | 0.17 (0.25) | 0.18 (0.24) | |
| Energy level - mean (SD), mm‡ | 71 (25) | 70 (24) | 74 (19) | 74 (20) | |
| Sleepiness level - mean (SD), mm‡ | 19 (22) | 22 (26) | 20 (25) | 20 (20) | |
| Nausea level - mean (SD), mm‡ | 7 (14) | 6 (13) | 8 (18) | 9 (15) | |
| Systolic blood pressure - mean (SD), mm Hg | 121 (14) | 122 (13) | 121 (12) | 122 (12) | |
*Received 300 mg caffeine twice, described as caffeine (overt) or as placebo (covert) in a balanced randomized cross-over design. †Received placebo twice, described as placebo (overt) or as caffeine (covert) in a balanced randomized cross-over design. ‡ Measured on 100 mm visual analogue scale.
Figure 3Self-reported energy and sleepiness levels on continuous and binary scales over four hours after intervention. A and B: Time course of estimated unadjusted total effect (closed diamond), drug effect (closed squares), placebo effect (closed triangles), and interaction effect (closed circles with interrupted line) on VAS scores of energy and sleepiness level, respectively. C and D: Mean unadjusted VAS Scores for energy and sleepiness, respectively. E and F: Mean unadjusted percentage of time, lack of energy and sleepiness, respectively, were reported. T bars indicate standard errors. Squares indicate receiving 300 mg caffeine, described as caffeine (open square with continuous line) or as placebo (closed square with interrupted line) by 83 subjects in a balanced randomized cross-over design. Triangles indicate receiving placebo described as placebo (open triangle with continuous line) or as caffeine (closed triangle with interrupted line) by 85 subjects in a balanced randomized cross-over design. The difference between open squares and open triangles represents the total effect. The difference between closed squares and open triangles represents the drug effect. The difference between open triangles and closed triangles represents the placebo effect. The difference between open squares and closed squares represents the placebo+interaction effect.
Drug, placebo, placebo+interaction, and total effects on systolic blood pressure, energy, sleepiness, and nausea levels.
| Drug | Placebo | Placebo+ | Total | |
|---|---|---|---|---|
| 20.8 [3.8 to 37.8] | 16.6 [4.1 to 29.0] | 8.4 [-4.2 to 21.0] | 29.5 [11.9 to 47.1] | |
| 0.49 [0.30 to 0.91] | 0.58 [0.39 to 0.86] | 0.69 [0.49 to 0.97] | 0.37 [0.22 to 0.64] | |
| 1.59 [1.00 to 2.52] | 1.43 [0.91 to 2.27] | 1.04 [0.74 to 1.47] | 1.46 [0.91 to 2.34] | |
| 28.4 [20.5 to 36.4] | 1.2 [-3.0 to 5.4] | -0.2 [-4.6 to 4.1] | 29.9 [22.3 to 37.6] |
Data are adjusted point estimate [95% confidence interval]. Point estimate is the difference between means (systolic blood pressure and energy levels) or ratio of geometric means (sleepiness and nausea levels). Drug effect = "receiving caffeine described as placebo" mean - "receiving placebo described as placebo" mean or ratio of their geometric means. Placebo effect = "receiving placebo described as caffeine" mean - "receiving placebo described as placebo" mean or ratio of their geometric means. Placebo+interaction effect = "receiving caffeine described as caffeine" mean - "receiving caffeine described as placebo" mean or ratio of their geometric means. Total effect = "receiving caffeine described as caffeine" mean - "receiving placebo described as placebo" mean or ratio of their geometric means. Unadjusted mean(SE) of energy (mm*hr), sleepiness (mm*hr), nausea (mm*hr), and systolic blood pressure (mm Hg*hr) levels were respectively, 293.5(10.1), 70.3(8.5), 23.8(4.3), and 499(5.2) when caffeine was described as caffeine; 284.9(8.9), 83.5(8.7), 23.8(4.7), and 500(5.1) when caffeine was described as placebo; 275.2(9.2),114.8(10.5), 23.7(5.1), and 469(4.3) when placebo was described as placebo; and 291.8(6.6), 91.1(8.3), 24.1(3.7), and 471(4.7) when placebo was described as caffeine.
Drug, placebo, placebo+interaction, and total effects on self-classification as not-energetic, sleepy, and nauseated.
| Drug | Placebo | Placebo+ | Total | |
|---|---|---|---|---|
| Not-energetic | -6.3 [-15.4 to 2.8] | -7.9 [-14.5 to -1.3] | -2.4 [-7.8 to 3.0] | -8.6 [-17.5 to -1.7] |
| Sleepy | -12.9 [-23.1 to -2.6] | -7.9 [-16.4 to 0.0] | -3.1 [-10.4 to 4.1] | -16.0 [-26.2 to -5.8] |
| Nauseated | -2.1 [-8.1 to 3.8] | -3.4 [-8.8 to 1.9] | 1.2 [-3.8 to 6.3] | -0.9 [-7.3 to 5.5] |
Data are mean [95% confidence interval] percentage of time the particular symptom was reported over 4 hours after intervention.
P values are from 1-tailed t test. Drug effect = "receiving caffeine described as placebo" mean - "receiving placebo described as placebo" mean. Placebo effect = "receiving placebo described as caffeine" mean - "receiving placebo described as placebo" mean. Placebo+interaction effect = "receiving caffeine described as caffeine" mean - "receiving caffeine described as placebo" mean. Total effect = "receiving caffeine described as caffeine" mean - "receiving placebo described as placebo" mean. Mean(SE) percentage of time not-energetic, sleepy, or nauseated, respectively, were reported over 4 hours after intervention were 10.0(2.6), 15.9(3.2), and 7.6(2.1) when caffeine was described as caffeine; 12.4(2.9), 19.0(3.3), and 6.3(1.7) when caffeine was described as placebo; 18.6(3.6), 31.9(4.1), and 8.5(2.4) when placebo was described as placebo; and 10.8(2.7), 24.0(3.5), and 5.0(1.1) when placebo was described as caffeine.
Figure 4Placebo effect on caffeine plasma levels and systolic blood pressure. A & B: Mean plasma caffeine levels over 14 hours after administration of caffeine to 22 participants in a balanced cross-over design before (A) and after natural logarithmic transformation (B). C: Systolic blood pressure over four hours following intervention. Squares indicate receiving 300 mg caffeine described as caffeine (open square with continuous line) or as placebo (closed square with interrupted line). Triangles indicate the administration of placebo described as placebo (open triangle with continuous line) or as caffeine (closed triangle with interrupted line). T bars indicate standard errors.
Pharmacokinetics of caffeine when described as caffeine or placebo.
| Untransformed | Log-transformed | ||||||||
|---|---|---|---|---|---|---|---|---|---|
| AUC14 (μg/ml*hr) | AUC∞ | Cmax | Tmax | t 1/2 | AUC14 | AUC∞ | Cmax | t 1/2 | |
| Described as Caffeine* | 58.4 (4.6) | 82.8 (9.6) | 7.2 (0.5) | 2.9 (0.3) | 6.3 (0.5) | 4.01 (0.08) | 4.30 (0.10) | 1.93 (0.07) | 1.77 (0.08) |
| Described as Placebo* | 56.2 (4.3) | 77.4 (8.7) | 7.1 (0.4) | 2.7 (0.2) | 5.92 (0.5) | 3.97 (0.07) | 4.24 (0.10) | 1.93 (0.06) | 1.71 (0.08) |
| ANOVA† | 2.33 | 5.43 | 0.06 | 0.22 | 0.40 | 1.04 | 1.07 | 1.00 | 1.07 |
| Wilcoxon Signed Ranks‡ | P = 0.02 | P = 0.006 | P = 0.61 | P = 0.46 | P = 0.007 | ||||
*Data are unadjusted mean (SE) before and after natural logarithmic transformation. †Data are adjusted point estimate [95% confidence interval]. Point estimate is "receivng caffeine described as caffeine" mean - "receivng caffeine described as placebo" mean (untransformed data) or ratio of their geometric means (transformed data). The ANOVA model included group, subjects nested in groups, period, and intervention. There was no significant period or group effects (P = 0.45 to 0.80). ‡Comparing "receiving caffeine described as caffeine" to "receiving caffeine described as placebo". AUC14, area under the plasma concentration-time curve from time 0 to 14 hour (calculated by linear trapezoidal method); AUC∞, area under the plasma concentration-time curve from time 0 to infinity (AUC4 + last measured level/terminal rate constant); Cmax and Tmax, maximum measured plasma level and its time; t1/2, plasma half-life (Ln 2/terminal elimination constant [slope of the linear regression line of natural log-transformed last 6 measurable caffeine levels vs time curve]).