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Table 2 Mixed effect regression analysis of effect sizes

From: The effect size, study design, and development experience in commercially sponsored studies for new drug applications in approved drugs

 

Model 1 (N = 182)

Model 2 (N = 182)

Model 3 (N = 149)

Model 4 (N = 149)

Estimate

P value

Estimate

P value

Estimate

P value

Estimate

P value

Number of arms

0.070

0.102

0.055

0.208

0.073

0.282

0.077

0.241

Sample size

-0.001

0.007***

-0.001

0.008***

-0.001

0.002***

-0.001

0.000***

Length of trial

0.004

0.495

0.002

0.697

0.003

0.593

0.000

0.957

Flexible dosing schedule

-0.072

0.190

-0.070

0.205

-0.098

0.062*

-0.112

0.030**

Approval year

0.007

0.028**

0.004

0.307

0.005

0.166

0.000

0.979

Mean number of subjects per site

0.009

0.147

0.007

0.219

0.011

0.065*

0.008

0.171

Type of endpoint (Objective endpointa)

Subjective endpoint (assessment score)

-0.138

0.022**

-0.119

0.048**

-0.090

0.136

-0.067

0.263

Subjective endpoint (Clinical Global Improvement)

-0.115

0.033**

-0.094

0.081*

-0.076

0.190

-0.049

0.395

Statistical purpose

(Othersa)

Superiority

0.245

0.002***

0.215

0.009***

0.287

0.000***

0.229

0.005***

Noninferiority and equivalence

-0.005

0.933

-0.028

0.700

0.012

0.853

-0.055

0.447

Dose response

0.133

0.269

0.124

0.304

-

-

-

-

Primary endpoint

0.095

0.018**

0.086

0.032**

0.061

0.152

0.050

0.234

Comparator with the same mode of action of the test drug

-0.127

0.018**

-0.143

0.006***

-0.083

0.124

-0.129

0.020**

Phase2

-0.067

0.384

-0.059

0.447

-

-

-

-

Mean age of subjects

0.006

0.142

0.008

0.075*

0.013

0.004***

0.015

0.001***

Proportion of female subjects

-0.417

0.053*

-0.453

0.037**

-0.752

0.002***

-0.682

0.004***

Precedent foreign clinical trial data

-

-

0.073

0.329

-

-

0.167

0.029**

Companies‘ domestic development experience with similar drugs

-

-

0.079

0.078*

-

-

0.086

0.051*

Constant

-0.148

0.565

-0.098

0.706

-0.200

0.510

-0.168

0.572

  1. aReference category, *p < 0.1, **p < 0.05, ***p < 0.01.