Table 3

Comparison of regression model estimates

VariableEstimate95% CIP-valueR2Adjusted R2
ERF0.1520.147
 Intercept–1.180–1.872, –0.4890.001
 Age0.021–0.035, 0.0770.461
 Sex (Female)0.006–0.093, 0.1050.901
 Race (African American)–0.070–0.202, 0.0620.297
 BMI0.3520.299, 0.406<0.001
 Former Smoker0.9470.257, 1.6370.007
 Current Smoker1.4290.735, 2.123<0.001
 % Emphysema0.023–0.032, 0.0790.414
 Scanner - Philips0.3790.097, 0.6610.009
 Scanner - Siemens0.1300.025, 0.2350.015
ERF + Common Protein Score0.1570.151
 Intercept–1.138–1.828, –0.4470.001
 Age0.032–0.024, 0.0890.266
 Sex (Female)0.007–0.092, 0.1050.897
 Race (African American)–0.049–0.181, 0.0840.469
 BMI0.3270.271, 0.383<0.001
 Former Smoker0.9110.223, 1.6000.010
 Current Smoker1.3900.697, 2.083<0.001
 % Emphysema0.028–0.028, 0.0830.328
 Scanner - Philips0.4040.123, 0.6860.005
 Scanner - Siemens0.1100.005, 0.2160.041
 Common Protein Score0.0760.023, 0.1300.005
ERF + Common Gene Score0.1530.147
 Intercept–1.169–1.861, –0.4770.001
 Age0.021–0.035, 0.0770.462
 Sex (Female)0.007–0.092, 0.1060.893
 Race (African American)–0.083–0.216, 0.0500.221
 BMI0.3430.288, 0.398<0.001
 Former Smoker0.9320.242, 1.6230.008
 Current Smoker1.4230.729, 2.117<0.001
 % Emphysema0.023–0.033, 0.0790.421
 Scanner - Philips0.3870.105, 0.6690.007
 Scanner - Siemens0.1340.029, 0.2390.013
 Common Gene Score0.035–0.017, 0.0860.185
ERF + Common Scores0.1580.151
 Intercept–1.128–1.819, –0.4370.001
 Age0.032–0.025, 0.0880.270
 Sex (Female)0.007–0.092, 0.1060.890
 Race (African American)–0.061–0.195, 0.0730.373
 BMI0.3200.262, 0.377<0.001
 Former Smoker0.8990.210, 1.5880.011
 Current Smoker1.3850.692, 2.078<0.001
 % Emphysema0.027–0.028, 0.0830.335
 Scanner - Philips0.4110.129, 0.6930.004
 Scanner - Siemens0.1140.008, 0.2200.035
 Common Protein Score0.0740.021, 0.1280.006
 Common Gene Score0.031–0.020, 0.0830.237
ERF + Subgroup Protein Score0.1650.159
 Intercept–1.071–1.760, –0.3830.002
 Age0.014–0.041, 0.0700.614
 Sex (Female)0.007–0.091, 0.1050.891
 Race (African American)–0.035–0.167, 0.0970.605
 BMI0.3120.256, 0.368<0.001
 Former Smoker0.8600.174, 1.5460.014
 Current Smoker1.3350.645, 2.025<0.001
 % Emphysema0.030–0.025, 0.0860.284
 Scanner - Philips0.4180.137, 0.6980.004
 Scanner - Siemens0.079–0.027, 0.1850.146
 Subgroup Protein Score0.1260.072, 0.179<0.001
ERF + Subgroup Gene Score0.1530.147
 Intercept–1.169–1.861, –0.4770.001
 Age0.021–0.035, 0.0770.459
 Sex (Female)0.007–0.092, 0.1060.893
 Race (African American)–0.083–0.217, 0.0500.220
 BMI0.3430.288, 0.398<0.001
 Former Smoker0.9320.242, 1.6220.008
 Current Smoker1.4230.729, 2.117<0.001
 % Emphysema0.023–0.033, 0.0790.421
 Scanner - Philips0.3870.105, 0.6690.007
 Scanner - Siemens0.1340.029, 0.2390.013
 Subgroup Gene Score0.035–0.016, 0.0870.180
ERF + Subgroup Scores0.1660.159
 Intercept–1.064–1.752, –0.3750.003
 Age0.015–0.041, 0.0700.610
 Sex (Female)0.007–0.091, 0.1060.885
 Race (African American)–0.045–0.179, 0.0880.504
 BMI0.3060.249, 0.363<0.001
 Former Smoker0.8500.164, 1.5360.015
 Current Smoker1.3320.642, 2.022<0.001
 % Emphysema0.030–0.025, 0.0850.290
 Scanner - Philips0.4230.142, 0.7040.003
 Scanner - Siemens0.083–0.024, 0.1890.129
 Subgroup Protein Score0.1240.070, 0.177<0.001
 Subtype Gene Score0.027–0.024, 0.0780.304
VariableEstimate95% CIP-valueR2Adjusted R2
ERF0.1520.147
 Intercept–1.180–1.872, –0.4890.001
 Age0.021–0.035, 0.0770.461
 Sex (Female)0.006–0.093, 0.1050.901
 Race (African American)–0.070–0.202, 0.0620.297
 BMI0.3520.299, 0.406<0.001
 Former Smoker0.9470.257, 1.6370.007
 Current Smoker1.4290.735, 2.123<0.001
 % Emphysema0.023–0.032, 0.0790.414
 Scanner - Philips0.3790.097, 0.6610.009
 Scanner - Siemens0.1300.025, 0.2350.015
ERF + Common Protein Score0.1570.151
 Intercept–1.138–1.828, –0.4470.001
 Age0.032–0.024, 0.0890.266
 Sex (Female)0.007–0.092, 0.1050.897
 Race (African American)–0.049–0.181, 0.0840.469
 BMI0.3270.271, 0.383<0.001
 Former Smoker0.9110.223, 1.6000.010
 Current Smoker1.3900.697, 2.083<0.001
 % Emphysema0.028–0.028, 0.0830.328
 Scanner - Philips0.4040.123, 0.6860.005
 Scanner - Siemens0.1100.005, 0.2160.041
 Common Protein Score0.0760.023, 0.1300.005
ERF + Common Gene Score0.1530.147
 Intercept–1.169–1.861, –0.4770.001
 Age0.021–0.035, 0.0770.462
 Sex (Female)0.007–0.092, 0.1060.893
 Race (African American)–0.083–0.216, 0.0500.221
 BMI0.3430.288, 0.398<0.001
 Former Smoker0.9320.242, 1.6230.008
 Current Smoker1.4230.729, 2.117<0.001
 % Emphysema0.023–0.033, 0.0790.421
 Scanner - Philips0.3870.105, 0.6690.007
 Scanner - Siemens0.1340.029, 0.2390.013
 Common Gene Score0.035–0.017, 0.0860.185
ERF + Common Scores0.1580.151
 Intercept–1.128–1.819, –0.4370.001
 Age0.032–0.025, 0.0880.270
 Sex (Female)0.007–0.092, 0.1060.890
 Race (African American)–0.061–0.195, 0.0730.373
 BMI0.3200.262, 0.377<0.001
 Former Smoker0.8990.210, 1.5880.011
 Current Smoker1.3850.692, 2.078<0.001
 % Emphysema0.027–0.028, 0.0830.335
 Scanner - Philips0.4110.129, 0.6930.004
 Scanner - Siemens0.1140.008, 0.2200.035
 Common Protein Score0.0740.021, 0.1280.006
 Common Gene Score0.031–0.020, 0.0830.237
ERF + Subgroup Protein Score0.1650.159
 Intercept–1.071–1.760, –0.3830.002
 Age0.014–0.041, 0.0700.614
 Sex (Female)0.007–0.091, 0.1050.891
 Race (African American)–0.035–0.167, 0.0970.605
 BMI0.3120.256, 0.368<0.001
 Former Smoker0.8600.174, 1.5460.014
 Current Smoker1.3350.645, 2.025<0.001
 % Emphysema0.030–0.025, 0.0860.284
 Scanner - Philips0.4180.137, 0.6980.004
 Scanner - Siemens0.079–0.027, 0.1850.146
 Subgroup Protein Score0.1260.072, 0.179<0.001
ERF + Subgroup Gene Score0.1530.147
 Intercept–1.169–1.861, –0.4770.001
 Age0.021–0.035, 0.0770.459
 Sex (Female)0.007–0.092, 0.1060.893
 Race (African American)–0.083–0.217, 0.0500.220
 BMI0.3430.288, 0.398<0.001
 Former Smoker0.9320.242, 1.6220.008
 Current Smoker1.4230.729, 2.117<0.001
 % Emphysema0.023–0.033, 0.0790.421
 Scanner - Philips0.3870.105, 0.6690.007
 Scanner - Siemens0.1340.029, 0.2390.013
 Subgroup Gene Score0.035–0.016, 0.0870.180
ERF + Subgroup Scores0.1660.159
 Intercept–1.064–1.752, –0.3750.003
 Age0.015–0.041, 0.0700.610
 Sex (Female)0.007–0.091, 0.1060.885
 Race (African American)–0.045–0.179, 0.0880.504
 BMI0.3060.249, 0.363<0.001
 Former Smoker0.8500.164, 1.5360.015
 Current Smoker1.3320.642, 2.022<0.001
 % Emphysema0.030–0.025, 0.0850.290
 Scanner - Philips0.4230.142, 0.7040.003
 Scanner - Siemens0.083–0.024, 0.1890.129
 Subgroup Protein Score0.1240.070, 0.177<0.001
 Subtype Gene Score0.027–0.024, 0.0780.304

Models were fit on all participants in the COPD Data set and adjusted for age, sex, race, BMI, smoking status, percent emphysema, and scanner make (N=1374). Scores were developed using the “stable” proteins and genes selected by HIP (Random). ERF = Established Risk Factors (Age, Sex, Race, BMI, and Smoking Status).

Table 3

Comparison of regression model estimates

VariableEstimate95% CIP-valueR2Adjusted R2
ERF0.1520.147
 Intercept–1.180–1.872, –0.4890.001
 Age0.021–0.035, 0.0770.461
 Sex (Female)0.006–0.093, 0.1050.901
 Race (African American)–0.070–0.202, 0.0620.297
 BMI0.3520.299, 0.406<0.001
 Former Smoker0.9470.257, 1.6370.007
 Current Smoker1.4290.735, 2.123<0.001
 % Emphysema0.023–0.032, 0.0790.414
 Scanner - Philips0.3790.097, 0.6610.009
 Scanner - Siemens0.1300.025, 0.2350.015
ERF + Common Protein Score0.1570.151
 Intercept–1.138–1.828, –0.4470.001
 Age0.032–0.024, 0.0890.266
 Sex (Female)0.007–0.092, 0.1050.897
 Race (African American)–0.049–0.181, 0.0840.469
 BMI0.3270.271, 0.383<0.001
 Former Smoker0.9110.223, 1.6000.010
 Current Smoker1.3900.697, 2.083<0.001
 % Emphysema0.028–0.028, 0.0830.328
 Scanner - Philips0.4040.123, 0.6860.005
 Scanner - Siemens0.1100.005, 0.2160.041
 Common Protein Score0.0760.023, 0.1300.005
ERF + Common Gene Score0.1530.147
 Intercept–1.169–1.861, –0.4770.001
 Age0.021–0.035, 0.0770.462
 Sex (Female)0.007–0.092, 0.1060.893
 Race (African American)–0.083–0.216, 0.0500.221
 BMI0.3430.288, 0.398<0.001
 Former Smoker0.9320.242, 1.6230.008
 Current Smoker1.4230.729, 2.117<0.001
 % Emphysema0.023–0.033, 0.0790.421
 Scanner - Philips0.3870.105, 0.6690.007
 Scanner - Siemens0.1340.029, 0.2390.013
 Common Gene Score0.035–0.017, 0.0860.185
ERF + Common Scores0.1580.151
 Intercept–1.128–1.819, –0.4370.001
 Age0.032–0.025, 0.0880.270
 Sex (Female)0.007–0.092, 0.1060.890
 Race (African American)–0.061–0.195, 0.0730.373
 BMI0.3200.262, 0.377<0.001
 Former Smoker0.8990.210, 1.5880.011
 Current Smoker1.3850.692, 2.078<0.001
 % Emphysema0.027–0.028, 0.0830.335
 Scanner - Philips0.4110.129, 0.6930.004
 Scanner - Siemens0.1140.008, 0.2200.035
 Common Protein Score0.0740.021, 0.1280.006
 Common Gene Score0.031–0.020, 0.0830.237
ERF + Subgroup Protein Score0.1650.159
 Intercept–1.071–1.760, –0.3830.002
 Age0.014–0.041, 0.0700.614
 Sex (Female)0.007–0.091, 0.1050.891
 Race (African American)–0.035–0.167, 0.0970.605
 BMI0.3120.256, 0.368<0.001
 Former Smoker0.8600.174, 1.5460.014
 Current Smoker1.3350.645, 2.025<0.001
 % Emphysema0.030–0.025, 0.0860.284
 Scanner - Philips0.4180.137, 0.6980.004
 Scanner - Siemens0.079–0.027, 0.1850.146
 Subgroup Protein Score0.1260.072, 0.179<0.001
ERF + Subgroup Gene Score0.1530.147
 Intercept–1.169–1.861, –0.4770.001
 Age0.021–0.035, 0.0770.459
 Sex (Female)0.007–0.092, 0.1060.893
 Race (African American)–0.083–0.217, 0.0500.220
 BMI0.3430.288, 0.398<0.001
 Former Smoker0.9320.242, 1.6220.008
 Current Smoker1.4230.729, 2.117<0.001
 % Emphysema0.023–0.033, 0.0790.421
 Scanner - Philips0.3870.105, 0.6690.007
 Scanner - Siemens0.1340.029, 0.2390.013
 Subgroup Gene Score0.035–0.016, 0.0870.180
ERF + Subgroup Scores0.1660.159
 Intercept–1.064–1.752, –0.3750.003
 Age0.015–0.041, 0.0700.610
 Sex (Female)0.007–0.091, 0.1060.885
 Race (African American)–0.045–0.179, 0.0880.504
 BMI0.3060.249, 0.363<0.001
 Former Smoker0.8500.164, 1.5360.015
 Current Smoker1.3320.642, 2.022<0.001
 % Emphysema0.030–0.025, 0.0850.290
 Scanner - Philips0.4230.142, 0.7040.003
 Scanner - Siemens0.083–0.024, 0.1890.129
 Subgroup Protein Score0.1240.070, 0.177<0.001
 Subtype Gene Score0.027–0.024, 0.0780.304
VariableEstimate95% CIP-valueR2Adjusted R2
ERF0.1520.147
 Intercept–1.180–1.872, –0.4890.001
 Age0.021–0.035, 0.0770.461
 Sex (Female)0.006–0.093, 0.1050.901
 Race (African American)–0.070–0.202, 0.0620.297
 BMI0.3520.299, 0.406<0.001
 Former Smoker0.9470.257, 1.6370.007
 Current Smoker1.4290.735, 2.123<0.001
 % Emphysema0.023–0.032, 0.0790.414
 Scanner - Philips0.3790.097, 0.6610.009
 Scanner - Siemens0.1300.025, 0.2350.015
ERF + Common Protein Score0.1570.151
 Intercept–1.138–1.828, –0.4470.001
 Age0.032–0.024, 0.0890.266
 Sex (Female)0.007–0.092, 0.1050.897
 Race (African American)–0.049–0.181, 0.0840.469
 BMI0.3270.271, 0.383<0.001
 Former Smoker0.9110.223, 1.6000.010
 Current Smoker1.3900.697, 2.083<0.001
 % Emphysema0.028–0.028, 0.0830.328
 Scanner - Philips0.4040.123, 0.6860.005
 Scanner - Siemens0.1100.005, 0.2160.041
 Common Protein Score0.0760.023, 0.1300.005
ERF + Common Gene Score0.1530.147
 Intercept–1.169–1.861, –0.4770.001
 Age0.021–0.035, 0.0770.462
 Sex (Female)0.007–0.092, 0.1060.893
 Race (African American)–0.083–0.216, 0.0500.221
 BMI0.3430.288, 0.398<0.001
 Former Smoker0.9320.242, 1.6230.008
 Current Smoker1.4230.729, 2.117<0.001
 % Emphysema0.023–0.033, 0.0790.421
 Scanner - Philips0.3870.105, 0.6690.007
 Scanner - Siemens0.1340.029, 0.2390.013
 Common Gene Score0.035–0.017, 0.0860.185
ERF + Common Scores0.1580.151
 Intercept–1.128–1.819, –0.4370.001
 Age0.032–0.025, 0.0880.270
 Sex (Female)0.007–0.092, 0.1060.890
 Race (African American)–0.061–0.195, 0.0730.373
 BMI0.3200.262, 0.377<0.001
 Former Smoker0.8990.210, 1.5880.011
 Current Smoker1.3850.692, 2.078<0.001
 % Emphysema0.027–0.028, 0.0830.335
 Scanner - Philips0.4110.129, 0.6930.004
 Scanner - Siemens0.1140.008, 0.2200.035
 Common Protein Score0.0740.021, 0.1280.006
 Common Gene Score0.031–0.020, 0.0830.237
ERF + Subgroup Protein Score0.1650.159
 Intercept–1.071–1.760, –0.3830.002
 Age0.014–0.041, 0.0700.614
 Sex (Female)0.007–0.091, 0.1050.891
 Race (African American)–0.035–0.167, 0.0970.605
 BMI0.3120.256, 0.368<0.001
 Former Smoker0.8600.174, 1.5460.014
 Current Smoker1.3350.645, 2.025<0.001
 % Emphysema0.030–0.025, 0.0860.284
 Scanner - Philips0.4180.137, 0.6980.004
 Scanner - Siemens0.079–0.027, 0.1850.146
 Subgroup Protein Score0.1260.072, 0.179<0.001
ERF + Subgroup Gene Score0.1530.147
 Intercept–1.169–1.861, –0.4770.001
 Age0.021–0.035, 0.0770.459
 Sex (Female)0.007–0.092, 0.1060.893
 Race (African American)–0.083–0.217, 0.0500.220
 BMI0.3430.288, 0.398<0.001
 Former Smoker0.9320.242, 1.6220.008
 Current Smoker1.4230.729, 2.117<0.001
 % Emphysema0.023–0.033, 0.0790.421
 Scanner - Philips0.3870.105, 0.6690.007
 Scanner - Siemens0.1340.029, 0.2390.013
 Subgroup Gene Score0.035–0.016, 0.0870.180
ERF + Subgroup Scores0.1660.159
 Intercept–1.064–1.752, –0.3750.003
 Age0.015–0.041, 0.0700.610
 Sex (Female)0.007–0.091, 0.1060.885
 Race (African American)–0.045–0.179, 0.0880.504
 BMI0.3060.249, 0.363<0.001
 Former Smoker0.8500.164, 1.5360.015
 Current Smoker1.3320.642, 2.022<0.001
 % Emphysema0.030–0.025, 0.0850.290
 Scanner - Philips0.4230.142, 0.7040.003
 Scanner - Siemens0.083–0.024, 0.1890.129
 Subgroup Protein Score0.1240.070, 0.177<0.001
 Subtype Gene Score0.027–0.024, 0.0780.304

Models were fit on all participants in the COPD Data set and adjusted for age, sex, race, BMI, smoking status, percent emphysema, and scanner make (N=1374). Scores were developed using the “stable” proteins and genes selected by HIP (Random). ERF = Established Risk Factors (Age, Sex, Race, BMI, and Smoking Status).

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