Principal Components Analysis

                             PC1     PC2     PC3      PC4      PC5
MedHxMarijStatus_Dich     0.6309  0.2167 -0.6180  0.38646  0.15396
MedHxAlcStatus_Dich       0.2891  0.3133 -0.1465 -0.89227  0.02631
MedHxCigaretteStatus_Dich 0.3960  0.5466  0.7068  0.20232 -0.06266
MedHxCokeStatus_Dich      0.5030 -0.5581  0.1126 -0.07055 -0.64641
MedHxOpiateStatus_Dich    0.3295 -0.4947  0.2904 -0.09265  0.74419

plot of chunk unnamed-chunk-3

Importance of components:
                         PC1   PC2   PC3   PC4    PC5
Standard deviation     0.658 0.418 0.355 0.318 0.2759
Proportion of Variance 0.475 0.191 0.139 0.111 0.0835
Cumulative Proportion  0.475 0.667 0.805 0.917 1.0000

Multiple Regression Models

Men

                                      PhysMeanSBPsitimp     PhysMeanDBPsitimp     PhysMeanPPsitimp    
Age0                                              0.282 ***             0.022                0.260 ***
PovStatBelow                                      0.238                -0.190                0.428    
acasiPTSD                                        -0.192 *              -0.135 *             -0.057    
RaceAfrAm                                        -3.312                -2.186               -1.126    
Substance_Use_PC1                                 2.302                 1.990                0.313    
HseHldEducation                                  -0.425 *              -0.036               -0.390 ** 
CESimp                                            0.028                 0.047               -0.020    
DMMclusterdich                                   -1.070                -1.937 *              0.868    
CVDclusterdich                                   -0.056                -0.456                0.399    
MedHxMedsBP                                       5.730 ***             3.999 ***            1.730 .  
PhysBMI                                           0.476 ***             0.274 ***            0.202 ** 
acasiPTSD:RaceAfrAm                               0.184 .               0.109 .              0.075    
acasiPTSD:Substance_Use_PC1                      -0.015                -0.010               -0.005    
RaceAfrAm:Substance_Use_PC1                      -5.695                -3.431               -2.264    
acasiPTSD:RaceAfrAm:Substance_Use_PC1             0.099                 0.069                0.030    
                                      PhysBMI     PhysWaistSizeimp    
Age0                                    0.008                0.157 *  
PovStatBelow                           -1.443 **            -4.144 ***
acasiPTSD                               0.023                0.088    
RaceAfrAm                              -1.065               -6.479 *  
Substance_Use_PC1                      -1.778               -3.348    
HseHldEducation                        -0.005               -0.025    
CESimp                                 -0.041               -0.099    
DMMclusterdich                          0.860                2.275    
CVDclusterdich                         -0.509                0.949    
rxDiabetes                              4.404 ***           11.692 ***
acasiPTSD:RaceAfrAm                     0.004               -0.001    
acasiPTSD:Substance_Use_PC1             0.015                0.050    
RaceAfrAm:Substance_Use_PC1             0.306                0.541    
acasiPTSD:RaceAfrAm:Substance_Use_PC1   0.010               -0.013    

LabFasting=1 excluded from the following regressions (except for outcome LabResCRP)

                                      LabResCRP     LabResCholimp     LabResHDLimp     LabResLDLcalcimp    
Age0                                      0.007             0.183            0.119 .              0.123    
PovStatBelow                              1.495            -0.876            2.613 *             -2.217    
acasiPTSD                                -0.044            -0.318           -0.113               -0.437 *  
RaceAfrAm                                -1.443            -0.821            4.331               -4.704    
Substance_Use_PC1                        -3.037             3.548           -0.866                2.256    
HseHldEducation                          -0.228            -0.278            0.074                0.343    
CESimp                                    0.019            -0.060            0.141 .             -0.129    
DMMclusterdich_gluc                       0.282           -10.425 *         -4.433 *             -5.921    
CVDclusterdich                           -0.902           -11.889           -6.251 *             -3.616    
MedHxMedsBP                               0.994            -1.788           -1.432                1.558    
MedHxMedsChol                            -0.663             7.052           -2.907               -2.277    
rxDiabetes                                0.047            -5.660           -0.228              -15.202 ** 
PhysBMI                                   0.143 .           0.749 *         -0.798 ***            0.899 ***
acasiPTSD:RaceAfrAm                       0.103            -0.100            0.063                0.095    
acasiPTSD:Substance_Use_PC1               0.084             0.005            0.091               -0.043    
RaceAfrAm:Substance_Use_PC1               3.206            -7.062            2.649               -5.910    
acasiPTSD:RaceAfrAm:Substance_Use_PC1    -0.083             0.074           -0.079                0.124    
                                      LabResTriglycimp     LabResGlucoseimp     LabResInsulinimp     LabResHgbA1C    
Age0                                            -0.370                0.151                0.054            0.007 .  
PovStatBelow                                     4.887                2.379                1.414 .          0.107    
acasiPTSD                                        0.387               -0.027                0.086           -0.003    
RaceAfrAm                                      -35.142               -3.636                3.166 .          0.236    
Substance_Use_PC1                                7.404               -3.197               -3.839 .          0.005    
HseHldEducation                                 -4.133 .             -0.469               -0.060           -0.011    
CESimp                                           0.151                0.223               -0.009            0.005    
DMMclusterdich_gluc                             -9.338               -1.604                0.333           -0.110    
CVDclusterdich                                  -6.415               -7.086               -2.557           -0.097    
MedHxMedsBP                                    -11.110                2.566                1.216            0.169 .  
MedHxMedsChol                                   85.066 ***            0.996                2.549 *          0.027    
rxDiabetes                                      51.126 *             84.875 ***            0.217            2.678 ***
PhysBMI                                          4.054 ***            1.037 ***            0.695 ***        0.030 ***
acasiPTSD:RaceAfrAm                             -0.490               -0.056               -0.090            0.001    
acasiPTSD:Substance_Use_PC1                     -0.642               -0.068                0.077           -0.003    
RaceAfrAm:Substance_Use_PC1                     -7.733                8.076                1.467           -0.045    
acasiPTSD:RaceAfrAm:Substance_Use_PC1            0.652               -0.198                0.002           -0.001    

Women

                                      PhysMeanSBPsitimp     PhysMeanDBPsitimp     PhysMeanPPsitimp    
Age0                                              0.595 ***             0.036                0.559 ***
PovStatBelow                                      1.807 .               1.623 *              0.184    
acasiPTSD                                        -0.003                 0.017               -0.020    
RaceAfrAm                                         5.750 *               2.879 .              2.871    
Substance_Use_PC1                                 3.463                 0.875                2.588    
HseHldEducation                                  -0.312 .              -0.179 .             -0.133    
CESimp                                            0.024                 0.012                0.011    
DMMclusterdich                                    0.055                -1.510 *              1.565 .  
CVDclusterdich                                    0.866                -2.336                3.203    
MedHxMedsBP                                       4.131 ***             3.046 ***            1.085    
PhysBMI                                           0.457 ***             0.180 ***            0.277 ***
acasiPTSD:RaceAfrAm                              -0.047                -0.056                0.009    
acasiPTSD:Substance_Use_PC1                      -0.106                -0.032               -0.074    
RaceAfrAm:Substance_Use_PC1                      -0.351                 1.434               -1.785    
acasiPTSD:RaceAfrAm:Substance_Use_PC1            -0.013                -0.053                0.041    
                                      PhysBMI     PhysWaistSizeimp    
Age0                                   -0.046 .             -0.028    
PovStatBelow                           -0.568               -2.652 *  
acasiPTSD                              -0.016               -0.012    
RaceAfrAm                               1.317                0.524    
Substance_Use_PC1                       1.069                4.752    
HseHldEducation                        -0.309 ***           -0.878 ***
CESimp                                  0.012                0.051    
DMMclusterdich                          0.809                3.277 *  
CVDclusterdich                          0.116                1.339    
rxDiabetes                              5.716 ***           12.129 ***
acasiPTSD:RaceAfrAm                    -0.033               -0.072    
acasiPTSD:Substance_Use_PC1            -0.094 *             -0.261 ** 
RaceAfrAm:Substance_Use_PC1            -1.800               -6.760    
acasiPTSD:RaceAfrAm:Substance_Use_PC1   0.051                0.197    

LabFasting=1 excluded from the following regressions (except for outcome LabResCRP)

                                      LabResCRP     LabResCholimp     LabResHDLimp     LabResLDLcalcimp    
Age0                                      0.004             0.978 ***        0.224 ***            0.723 ***
PovStatBelow                             -0.200            -2.470           -1.125               -2.532    
acasiPTSD                                -0.050             0.268            0.158 *              0.001    
RaceAfrAm                                -2.297            -5.230            7.903 **            -8.159    
Substance_Use_PC1                        -0.759            -2.339           -0.424                0.050    
HseHldEducation                          -0.058            -0.468            0.680 ***           -0.663 .  
CESimp                                   -0.029            -0.277 .         -0.179 **            -0.071    
DMMclusterdich_gluc                       0.082            -4.736           -1.355               -4.510    
CVDclusterdich                            5.392 ***       -31.201 ***       -2.247              -26.211 ***
MedHxMedsBP                               1.471 *           5.404 .          0.199                4.404    
MedHxMedsChol                            -1.447 .           3.448           -0.525               -0.722    
rxDiabetes                               -0.007            -8.477 .         -4.313 *             -9.141 *  
PhysBMI                                   0.306 ***        -0.152           -0.582 ***            0.286 *  
acasiPTSD:RaceAfrAm                       0.070 .          -0.102           -0.053                0.054    
acasiPTSD:Substance_Use_PC1               0.038             0.053            0.028               -0.059    
RaceAfrAm:Substance_Use_PC1               1.520             4.798           10.256 **            -8.765    
acasiPTSD:RaceAfrAm:Substance_Use_PC1    -0.061            -0.284           -0.312 **             0.150    
                                      LabResTriglycimp     LabResGlucoseimp     LabResInsulinimp     LabResHgbA1C    
Age0                                            -0.050                0.188               -0.054            0.014 ***
PovStatBelow                                     8.433 .              2.568                1.637 *          0.082    
acasiPTSD                                        1.031 **            -0.157               -0.019           -0.003    
RaceAfrAm                                      -15.025                0.810               -0.988            0.252    
Substance_Use_PC1                              -21.546               -8.543               -3.312 .         -0.044    
HseHldEducation                                 -2.272 **            -0.399                0.058           -0.016    
CESimp                                          -0.266                0.274 *              0.031            0.005    
DMMclusterdich_gluc                              4.724               -2.486               -0.099            0.021    
CVDclusterdich                                 -18.112               -0.515                0.983           -0.155    
MedHxMedsBP                                      4.861                5.099 .              1.063            0.154 .  
MedHxMedsChol                                   28.819 ***            2.196               -0.274            0.202 *  
rxDiabetes                                      33.657 ***           51.419 ***            1.496            1.721 ***
PhysBMI                                          0.871 **             0.536 ***            0.471 ***        0.016 ***
acasiPTSD:RaceAfrAm                             -0.946 *             -0.136                0.019           -0.002    
acasiPTSD:Substance_Use_PC1                      0.880 *              0.195                0.078            0.001    
RaceAfrAm:Substance_Use_PC1                     30.661                4.680                0.674           -0.011    
acasiPTSD:RaceAfrAm:Substance_Use_PC1           -1.105 .             -0.065               -0.026            0.002