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Table 3 Factors explaining placebo and intervention effects

From: Do randomized clinical trials with inadequate blinding report enhanced placebo effects for intervention groups and nocebo effects for placebo groups?

Univariate

No. of RCTs

ß (P-value) on placebo effect*

ß (P-value) on intervention effect*

Adverse events:

    % Headache in placebo group

48

-0.11 (0.469)

0.02 (0.918)

    % Headache in intervention group

48

-0.28 (0.052)

-0.11 (0.453)

    Risk ratio for headache

48

-0.08 (0.569)

-0.11 (0.472)

    % Flushing in placebo group

37

0.24 (0.135)

0.02 (0.917)

    % Flushing in intervention group

37

0.10 (0.559)

0.30 (0.071)

    Risk ratio for flushing

37

-0.17 (0.278)

0.21 (0.207)

Study related:

    Many follow-ups (≥4 vs 1 or 2)

21

0.05 (0.823)

-0.04 (0.867)

    Sample size

61

-0.012 (0.928)

0.21 (0.098)

    Long duration of double blind (>12 weeks versus ≤4 weeks)

15

0.56 (0.005)

0.52 (0.025)

    % Randomized not analyzed

43

0.43 (0.002)

0.25 (0.102)

    ITT analysis (yes vs no)

51

-0.07 (0.638)

-0.23 (0.094)

    Publication year

61

0.02 (0.881)

-0.42 (<0.001)

    Parallel study design (yes vs no)

61

-0.10 (0.451)

-0.07 (0.589)

    Study run-in placebo

2

NA

NA

    Commercial funding (yes vs no)

36

-0.09 (0.594)

-0.04 (834)

    Continent (North America = ref)**

47

  

    Across continents

19

0.36 (0.038)

0.16 (0.392)

    Asia

6

0.42 (0.005)

-0.07 (0.667)

    Europe

9

0.25 (0.137)

0.21 (0.249)

    Single center study (yes vs no)

56

0.14 (0.308)

-0.07 (0.623)

    Type of PDE-5 inhibitor (tadalafil = ref)

59

  

    Sildenafil

30

0.24 (0.105)

0.11 (0.474)

    Vardenafil

10

0.17 (0.259)

0.19 (0.199)

    % Prior experience with intervention

14

-0.55 (0.013)

-0.05 (0.874)

Patient related:

   

    Prior experience with intervention (yes vs no)

9

-0.86 (<0.001)

-0.10 (0.772)

    % Psychogenic etiology

40

0.11 (0.485)

-0.23 (0.150)

    Prostate cancer or spinal cord injury (yes vs no)

19

0.04 (0.854)

-0.59 (0.003)

    Baseline disease severity***

58

-0.31 (<0.001)

-0.44 (<0.001)

    Disease duration

29

0.06 (0.761)

-0.07 (0.714)

Multivariate

No. of RCTs

ß ( P -value)

 

Model on placebo effect (76% explained)

10****

  

Naïve to intervention (yes vs no)

 

0.52 (0.012)

 

% Randomized not analyzed in placebo groups

 

0.44 (0.033)

 

Model on intervention effect (40% explained)

107

  

Placebo effect

 

0.32 (<0.001)

 

Baseline disease severity***

 

-0.33 (<0.001)

 

Year of publication

 

-0.26 (0.002)

 

Sample size

 

0.23 (0.003)

 
  1. *Negative values represent lowering effects. **Analyses shown only for continents with more than two studies. ***Higher values on the International Index of Erectile Functioning-Erectile Functioning domain score questionnaire represent less severe cases of erectile dysfunction. ****Ten studies reported investigation of participants with prior experience or naïve to intervention. ß, standardized regression coëfficient; ITT, intention-to-treat; NA, not assessable or no data; PDE-5, phosphodiesterase-5; RCT, randomized controlled trial.