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. Author manuscript; available in PMC: 2010 Dec 1.
Published in final edited form as: J Occup Environ Med. 2009 Dec;51(12):1422–1436. doi: 10.1097/JOM.0b013e3181bf6c8d

Table 3.

Regression coefficients of the prediction models in the training set determined by the LASSO model selection procedures (FULL model).

Tibia lead (n=550) Patella lead (n=548)

Variable β SE P Partial R2a β SE P Partial R2a
Intercept -16.558 16.504 0.32 -29.827 19.140 0.12
Blood lead 1.064 0.126 <.0001 0.0924 1.854 0.186 <0.0001 0.1253
Age 0.539 0.080 <.0001 0.0585 0.861 0.118 <.0001 0.0669
Educationb
 High school diploma -4.070 1.745 0.02 0.0070 -4.249 2.574 0.10 0.0034
 ≥ 4 years of college -7.173 2.093 0.0007 0.0152 -8.634 3.101 0.006 0.0097
White collar -2.962 1.180 0.01 0.0082 -4.020 1.758 0.02 0.0066
Cumulative cigarette smoking (pack-years) 0.023 0.026 0.37 0.0010 0.066 0.038 0.09 0.0037
Smoking statusc
 Former smoker 1.652 1.316 0.21 0.0020 1.753 1.947 0.37 0.0010
 Current smoker 2.416 2.494 0.33 0.0012 3.780 3.692 0.31 0.0013
Serum phosphorus -3.815 1.169 0.001 0.0138 -4.408 1.687 0.01 0.0086
Serum uric acid 1.197 0.428 0.005 0.0101 1.173 0.619 0.06 0.0045
Serum calcium -0.345 1.317 0.79 9E-05 -- -- --
Serum creatinine -0.238 1.283 0.85 4E-05 0.337 1.895 0.86 4E-5
Total cholesterol 0.019 0.014 0.18 0.0024 -- -- --
Total HDL 0.061 0.042 0.14 0.0028 0.134 0.060 0.03 0.0062
Hematocrit -0.188 0.166 0.26 0.0017 -0.053 0.240 0.82 6E-5
Body mass index 0.091 0.147 0.54 0.0005 0.315 0.214 0.14 0.0027
Systolic blood pressure 0.077 0.037 0.04 0.0056 -0.029 0.058 0.62 0.0003
Diastolic blood pressure -0.062 0.069 0.37 0.0010 -0.112 0.103 0.28 0.0015
Diagnosis of cancer 1.306 1.359 0.34 0.0012 -- -- --
Diagnosis of diabetes 4.493 2.188 0.04 0.0055 3.468 3.229 0.28 0.0015
Diagnosis of hypertension -- -- -- 4.737 1.794 0.01 0.0088
AIC 2703.5 3121.9
BIC 2707.1 3125.2
R2 0.316 0.335
Adjusted R2 0.290 0.313
a

Partial R2 was calculated based on type II sum of squares.

b

Reference group is high school dropout.

c

Reference group is never smokers.