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Table 3 Simulation results from PLSI PH model and Cox PH model

From: A family of partial-linear single-index models for analyzing complex environmental exposures with continuous, categorical, time-to-event, and longitudinal health outcomes

Variable

True rank

True coefficient

PLSI PH rank

PLSI PH estimate

PLSI PH 95% CI

PLSI PH Proportion of contribution (%)

Cox PH rank

Cox PH original estimate

Cox PH original 95% CI

Cox PH normed estimate

Cox PH normed 95% CI

Identity link function

 Environmental factors

  a-Tocopherol

1

0.560

1

0.546

(0.437, 0.656)

29.9

1

0.558

(0.428, 0.688)

0.546

(0.446, 0.646)

  g-tocopherol

2

0.490

2

0.500

(0.427, 0.572)

25.0

2

0.511

(0.417, 0.605)

0.500

(0.428, 0.571)

  Retinyl-palmitate

3

0.420

3

0.408

(0.297, 0.520)

16.7

3

0.418

(0.310, 0.526)

0.409

(0.301, 0.516)

  Retinol

7

0.140

7

0.122

(0.029, 0.216)

1.5

7

0.125

(0.029, 0.221)

0.122

(0.034, 0.210)

  3,3,4,4,5-pncb

8

0.070

8

0.059

(−0.039, 0.158)

0.4

8

0.061

(− 0.040, 0.161)

0.059

(− 0.033, 0.151)

  PCB194

6

−0.210

6

−0.207

(− 0.346, − 0.068)

4.3

6

− 0.212

(− 0.351, − 0.074)

− 0.208

(− 0.329, − 0.087)

  2.3.4.6.7.8.hxcdf

5

− 0.280

5

− 0.270

(− 0.356, − 0.183)

7.3

5

− 0.275

(− 0.367, − 0.183)

− 0.269

(− 0.354, − 0.185)

  trans.b.carotene

4

− 0.350

4

− 0.388

(− 0.467, − 0.310)

15.1

4

− 0.397

(− 0.493, − 0.302)

−0.389

(− 0.465, − 0.313)

 Covariates

  Age

 

0.005

 

0.009

(0.001, 0.017)

  

0.009

(0.002, 0.016)

  

  Sex (female)

 

−0.076

 

−0.039

(− 0.216, 0.138)

  

−0.039

(− 0.217, 0.138)

  

 Race/Ethnicity

  Non-Hispanic white

 

Ref

 

Ref

   

Ref

   

  Non-Hispanic black

 

−0.138

 

−0.135

(− 0.367, 0.097)

  

−0.135

(− 0.361, 0.091)

  

  Mexican American

 

0.175

 

0.114

(−0.116, 0.344)

  

0.114

(−0.107, 0.335)

  

  Other race

 

0.409

 

0.528

(0.118, 0.937)

  

0.528

(0.077, 0.978)

  

  Other Hispanic

 

0.355

 

0.477

(−0.021, 0.975)

  

0.477

(0.018, 0.936)

  

Quadratic link function

 Environmental factors

  a-Tocopherol

1

0.560

1

0.526

(0.403, 0.648)

27.6

1

0.289

(0.124, 0.455)

0.861

(0.621, 1.101)

  g-tocopherol

2

0.490

2

0.513

(0.296, 0.730)

26.3

3

0.098

(−0.011, 0.207)

0.292

(−0.024, 0.607)

  Retinyl-palmitate

3

0.420

3

0.445

(0.231, 0.659)

19.8

6

0.037

(−0.088, 0.161)

0.109

(−0.253, 0.470)

  Retinol

7

0.140

7

0.161

(0.041, 0.281)

2.6

4

−0.041

(− 0.154, 0.072)

− 0.122

(− 0.465, 0.222)

  3,3,4,4,5-pncb

8

0.070

8

0.061

(−0.023, 0.146)

0.4

8

0.013

(−0.102, 0.128)

0.040

(− 0.305, 0.384)

  PCB194

6

−0.210

6

−0.208

(−0.322, − 0.093)

4.3

7

0.020

(−0.132, 0.172)

0.059

(− 0.338, 0.457)

  2.3.4.6.7.8.hxcdf

5

− 0.280

5

−0.252

(− 0.392, − 0.113)

6.4

5

− 0.039

(− 0.138, 0.061)

− 0.115

(− 0.445, 0.215)

  trans.b.carotene

4

− 0.350

4

− 0.355

(− 0.477, − 0.234)

12.6

2

− 0.120

(− 0.228, − 0.012)

−0.358

(− 0.637, − 0.079)

 Covariates

  Age

 

0.005

 

0.003

(−0.002, 0.008)

  

−0.005

(−0.012, 0.003)

  

  Sex (female)

 

− 0.076

 

−0.081

(−0.269, 0.108)

  

−0.103

(−0.297, 0.092)

  

 Ethnicity

  Non-Hispanic white

 

Ref

 

Ref

   

Ref

   

  Non-Hispanic black

 

−0.138

 

0.044

(− 0.211, 0.299)

  

0.083

(−0.154, 0.320)

  

  Mexican American

 

0.175

 

0.100

(−0.152, 0.352)

  

0.125

(−0.118, 0.369)

  

  Other race

 

0.409

 

0.186

(−0.438, 0.811)

  

−0.189

(−0.722, 0.345)

  

  Other Hispanic

 

0.355

 

0.096

(−0.567, 0.759)

  

−0.096

(− 0.634, 0.442)

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