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Systematic review of 
animal studies 
The case of statins 
Pecoraro V, Moja L, Dall'Olmo L, Cappellini G, Garattini S. Most appropriate 
animal models to study the efficacy of statins: a systematic review. 
Eur J Clin Invest. 2014;44(9):848-71. doi: 10.1111/eci.12304. 
Moja L, Pecoraro V, Ciccolallo L, Dall'Olmo L, Virgili G, Garattini S. Flaws 
in animal studies exploring statins and impact on meta-analysis. 
Eur J ClinInvest. 2014;44(6):597-612. doi: 10.1111/eci.12264.
Our work evaluates the efficacy of statins in animal 
studies to provide an overall synthesis that facilitate the 
interpretation of aggregated data from the basic 
research conducted so far. 
Methods: We have aggregated the findings in animal 
models - mice, rats and rabbits - using the technique of 
systematic review and meta-analysis. 
We included 161 animal studies and we analysed 120 
studies, accounting for 2432 animals.
Total Cholesterol (TC): reduction in all animal 
models 
Rats 
-10% 
Mice 
-20% 
Rabbits 
-30%
Pecoraro et al. Eur J Clin Invest. 2014;44(9):848-71
Pecoraro et al. Eur J Clin Invest. 2014;44(9):848-71
Pecoraro et al. Eur J Clin Invest. 2014;44(9):848-71
Pecoraro et al. Eur J Clin Invest. 2014;44(9):848-71
Pecoraro et al. Eur J Clin Invest. 2014;44(9):848-71
Overall estimate for blood pressure reduction and infarct size 
in each animal model and strain 
Blood pressure reduction 
Animal 
model 
Strain Studies included Studies Total 
sample 
Overall estimate (mmHg) Heterogene 
ity† 
Test for 
subgroup 
differenc 
es* 
N N MD 95% CI P I² P 
MICE Apo E-/- All ‡ 3 84 -4 [-8 ; -1] 0,01 0% 
RATS Spontaneously 
Hypertensive 
All 14 239 -17 [-24 ; -10] <0,001 95% 
St diet 11 201 -20 [-32 ; -9] <0,001 94% <0,001 
HC diet 3 38 -6 [-15 ; 2] 0,2 91% 
Sprague 
Dawley 
All ‡ 10 201 -5 [-12 ; 1] 0,1 49% 
Wistar All ‡ 5 82 -10 [-26 ; 7] 0,3 86% 
Infarct size 
Animal 
model 
Strain Included studies Studies Total 
sample 
Overall estimate (%) Heterogene 
ity† 
N N SMD 95% CI P I² 
RATS Sprague 
Dawley 
All 6 101 -1 [-2 ; -0,3] 0,009 75% 
Wistar All 3 65 -0,5 [-1,6 ; 0,6] 0,4 77%
Main results 
Statins lowered the total cholesterol across all species, 
although with large differences in the effect size: -30% in 
rabbits, -20% in mice and -10% in rats. 
The reduction was larger in animals fed on a high-cholesterol 
diet. 
Statins reduced infarct volume but did not consistently 
reduce the blood pressure or effect the overall survival. 
Few studies considered strains at high risk of 
cardiovascular diseases or hard outcomes.
Review authors’ judgments about each risk of bias item 
presented as percentages across all included studies 
Moja et al. Eur J Clin Invest. 2014;44(6):597-612
Meta-analysis 
graph 
for Rats using 
Ratio Of Means 
•Point estimate 
•Confidence interval 
•Prediction interval 
•Fixed vs random effects 
model 
Moja et al. Eur J Clin Invest. 2014;44(6):597-612
Meta-analysis graph for Mice using 
Ratio Of Means 
Moja et al. Eur J Clin Invest. 2014;44(6):597-612
Meta-analysis 
graph 
for Rabbits 
using 
Ratio Of Means 
Moja et al. Eur J Clin Invest. 2014;44(6):597-612
Counter-enhanced funnel plots to explore small studies effects in 
Mice, Rabbits and Rats 
The funnel plots of the three animal models suggested that the effect 
size of studies were highly variable, overall, in both direction and 
magnitude. 
Most of the studies had high precision; this was clearly displayed in the 
general funnel plot in which most of them gathered at the top 
Moja et al. Eur J Clin Invest. 2014;44(6):597-612
Main results 
• Our systematic review highlights the inadequate experimental 
reporting: over half did not report design quality components 
(randomisation and blinding), many omitted information about 
animal gender, age or weight, all did not report the sample size. 
• The description of characteristics was consistently 
unsatisfactory and it can result in such studies being un-interpretable 
and difficult to reproduce. 
• Fixed- and random-effects models gave different results: ratio 
of effect size increased by !! five folds !! 
• Ratio Of Means model occasionally preferable in animal 
studies. 
• Heterogeneity was consistently substantial. Accounting for 
covariates had minimal impact. 
• Publication bias is highly suspected across studies.
Taylor 2012, The Cochnale Library Issue 5 
Humans 
Pecoraro et al. Eur J Clin Invest. 2014;44(9):848-71 
Mortality 
Rats 
Mice
Conclusions 
Heterogeneity was consistently substantial, raising questions 
about the appropriateness of a cumulative approach. 
Results of meta-analyses in animal studies – statins - were 
difficult to interpret and reproduce. 
Different meta-analytic approaches were proved to be largely 
inconsistent, suggesting tha reliable meta-analystic approaches 
cannot be not widely used in animal studies. 
Policies that address these issues are required from 
investigators, editors and institutions that care about the quality 
standards and ethics of animal research.
Systematic review of animal studies. The case of statins. Pecoraro, Moja

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Systematic review of animal studies. The case of statins. Pecoraro, Moja

  • 1. Systematic review of animal studies The case of statins Pecoraro V, Moja L, Dall'Olmo L, Cappellini G, Garattini S. Most appropriate animal models to study the efficacy of statins: a systematic review. Eur J Clin Invest. 2014;44(9):848-71. doi: 10.1111/eci.12304. Moja L, Pecoraro V, Ciccolallo L, Dall'Olmo L, Virgili G, Garattini S. Flaws in animal studies exploring statins and impact on meta-analysis. Eur J ClinInvest. 2014;44(6):597-612. doi: 10.1111/eci.12264.
  • 2. Our work evaluates the efficacy of statins in animal studies to provide an overall synthesis that facilitate the interpretation of aggregated data from the basic research conducted so far. Methods: We have aggregated the findings in animal models - mice, rats and rabbits - using the technique of systematic review and meta-analysis. We included 161 animal studies and we analysed 120 studies, accounting for 2432 animals.
  • 3. Total Cholesterol (TC): reduction in all animal models Rats -10% Mice -20% Rabbits -30%
  • 4. Pecoraro et al. Eur J Clin Invest. 2014;44(9):848-71
  • 5. Pecoraro et al. Eur J Clin Invest. 2014;44(9):848-71
  • 6. Pecoraro et al. Eur J Clin Invest. 2014;44(9):848-71
  • 7. Pecoraro et al. Eur J Clin Invest. 2014;44(9):848-71
  • 8. Pecoraro et al. Eur J Clin Invest. 2014;44(9):848-71
  • 9. Overall estimate for blood pressure reduction and infarct size in each animal model and strain Blood pressure reduction Animal model Strain Studies included Studies Total sample Overall estimate (mmHg) Heterogene ity† Test for subgroup differenc es* N N MD 95% CI P I² P MICE Apo E-/- All ‡ 3 84 -4 [-8 ; -1] 0,01 0% RATS Spontaneously Hypertensive All 14 239 -17 [-24 ; -10] <0,001 95% St diet 11 201 -20 [-32 ; -9] <0,001 94% <0,001 HC diet 3 38 -6 [-15 ; 2] 0,2 91% Sprague Dawley All ‡ 10 201 -5 [-12 ; 1] 0,1 49% Wistar All ‡ 5 82 -10 [-26 ; 7] 0,3 86% Infarct size Animal model Strain Included studies Studies Total sample Overall estimate (%) Heterogene ity† N N SMD 95% CI P I² RATS Sprague Dawley All 6 101 -1 [-2 ; -0,3] 0,009 75% Wistar All 3 65 -0,5 [-1,6 ; 0,6] 0,4 77%
  • 10. Main results Statins lowered the total cholesterol across all species, although with large differences in the effect size: -30% in rabbits, -20% in mice and -10% in rats. The reduction was larger in animals fed on a high-cholesterol diet. Statins reduced infarct volume but did not consistently reduce the blood pressure or effect the overall survival. Few studies considered strains at high risk of cardiovascular diseases or hard outcomes.
  • 11. Review authors’ judgments about each risk of bias item presented as percentages across all included studies Moja et al. Eur J Clin Invest. 2014;44(6):597-612
  • 12. Meta-analysis graph for Rats using Ratio Of Means •Point estimate •Confidence interval •Prediction interval •Fixed vs random effects model Moja et al. Eur J Clin Invest. 2014;44(6):597-612
  • 13. Meta-analysis graph for Mice using Ratio Of Means Moja et al. Eur J Clin Invest. 2014;44(6):597-612
  • 14. Meta-analysis graph for Rabbits using Ratio Of Means Moja et al. Eur J Clin Invest. 2014;44(6):597-612
  • 15. Counter-enhanced funnel plots to explore small studies effects in Mice, Rabbits and Rats The funnel plots of the three animal models suggested that the effect size of studies were highly variable, overall, in both direction and magnitude. Most of the studies had high precision; this was clearly displayed in the general funnel plot in which most of them gathered at the top Moja et al. Eur J Clin Invest. 2014;44(6):597-612
  • 16. Main results • Our systematic review highlights the inadequate experimental reporting: over half did not report design quality components (randomisation and blinding), many omitted information about animal gender, age or weight, all did not report the sample size. • The description of characteristics was consistently unsatisfactory and it can result in such studies being un-interpretable and difficult to reproduce. • Fixed- and random-effects models gave different results: ratio of effect size increased by !! five folds !! • Ratio Of Means model occasionally preferable in animal studies. • Heterogeneity was consistently substantial. Accounting for covariates had minimal impact. • Publication bias is highly suspected across studies.
  • 17. Taylor 2012, The Cochnale Library Issue 5 Humans Pecoraro et al. Eur J Clin Invest. 2014;44(9):848-71 Mortality Rats Mice
  • 18. Conclusions Heterogeneity was consistently substantial, raising questions about the appropriateness of a cumulative approach. Results of meta-analyses in animal studies – statins - were difficult to interpret and reproduce. Different meta-analytic approaches were proved to be largely inconsistent, suggesting tha reliable meta-analystic approaches cannot be not widely used in animal studies. Policies that address these issues are required from investigators, editors and institutions that care about the quality standards and ethics of animal research.