Incident IPV and Pulse Wave Velocity Regression Models (Updated 3/4/15)

N = 60 (20 w/ IPV)

Pulse Wave Velocity

m1PWV = lm(PWV~Age1 * IncidIPV * Sex  * Race + BMIcat + PovStat,IncidIPVbpPWV)
summary(m1PWV)
## 
## Call:
## lm(formula = PWV ~ Age1 * IncidIPV * Sex * Race + BMIcat + PovStat, 
##     data = IncidIPVbpPWV)
## 
## Residuals:
## Pulse wave velocity 
##    Min     1Q Median     3Q    Max 
## -2.489 -0.619 -0.014  0.486  5.606 
## 
## Coefficients:
##                                 Estimate Std. Error t value Pr(>|t|)
## (Intercept)                       3.4240     2.0464    1.67    0.097
## Age1                              0.0487     0.0465    1.05    0.297
## IncidIPV1                         4.8427     4.4077    1.10    0.274
## SexMen                           -0.1151     2.6985   -0.04    0.966
## RaceAfrAm                         3.0884     3.0334    1.02    0.311
## BMIcatObese                       0.1904     0.3275    0.58    0.562
## PovStatBelow                     -0.0146     0.2692   -0.05    0.957
## Age1:IncidIPV1                   -0.0736     0.1100   -0.67    0.505
## Age1:SexMen                       0.0266     0.0651    0.41    0.684
## IncidIPV1:SexMen                  7.5504     7.0161    1.08    0.284
## Age1:RaceAfrAm                   -0.0145     0.0718   -0.20    0.841
## IncidIPV1:RaceAfrAm              -3.4548     5.4769   -0.63    0.530
## SexMen:RaceAfrAm                  3.6113     4.0234    0.90    0.372
## Age1:IncidIPV1:SexMen            -0.1947     0.1644   -1.18    0.239
## Age1:IncidIPV1:RaceAfrAm          0.0304     0.1347    0.23    0.822
## Age1:SexMen:RaceAfrAm            -0.1159     0.0965   -1.20    0.233
## IncidIPV1:SexMen:RaceAfrAm       -8.2029     8.2355   -1.00    0.322
## Age1:IncidIPV1:SexMen:RaceAfrAm   0.2106     0.1938    1.09    0.280
## 
## Residual standard error: 1.21 on 102 degrees of freedom
## Multiple R-squared:  0.381,  Adjusted R-squared:  0.278 
## F-statistic: 3.69 on 17 and 102 DF,  p-value: 1.85e-05

Pulse Wave Velocity - Model 2 - mean arterial pressure (MAP) included as covariate

No BP adjustments for MAP

m2PWV = lm(PWV~Age1 * IncidIPV * Sex  * Race + BMIcat + PovStat + MAP,IncidIPVbpPWV)
summary(m2PWV)
## 
## Call:
## lm(formula = PWV ~ Age1 * IncidIPV * Sex * Race + BMIcat + PovStat + 
##     MAP, data = IncidIPVbpPWV)
## 
## Residuals:
## Pulse wave velocity 
##    Min     1Q Median     3Q    Max 
## -2.475 -0.591 -0.028  0.444  5.624 
## 
## Coefficients:
##                                 Estimate Std. Error t value Pr(>|t|)
## (Intercept)                       2.6378     2.1464    1.23     0.22
## Age1                              0.0407     0.0469    0.87     0.39
## IncidIPV1                         4.2039     4.4314    0.95     0.35
## SexMen                           -0.2209     2.6945   -0.08     0.93
## RaceAfrAm                         3.1165     3.0273    1.03     0.31
## BMIcatObese                       0.1507     0.3285    0.46     0.65
## PovStatBelow                     -0.1008     0.2782   -0.36     0.72
## MAP                               0.0142     0.0119    1.19     0.24
## Age1:IncidIPV1                   -0.0593     0.1104   -0.54     0.59
## Age1:SexMen                       0.0275     0.0650    0.42     0.67
## IncidIPV1:SexMen                  8.7754     7.0771    1.24     0.22
## Age1:RaceAfrAm                   -0.0167     0.0716   -0.23     0.82
## IncidIPV1:RaceAfrAm              -2.5847     5.5145   -0.47     0.64
## SexMen:RaceAfrAm                  3.2777     4.0250    0.81     0.42
## Age1:IncidIPV1:SexMen            -0.2222     0.1657   -1.34     0.18
## Age1:IncidIPV1:RaceAfrAm          0.0101     0.1355    0.07     0.94
## Age1:SexMen:RaceAfrAm            -0.1064     0.0967   -1.10     0.27
## IncidIPV1:SexMen:RaceAfrAm       -9.0145     8.2470   -1.09     0.28
## Age1:IncidIPV1:SexMen:RaceAfrAm   0.2270     0.1939    1.17     0.24
## 
## Residual standard error: 1.21 on 101 degrees of freedom
## Multiple R-squared:  0.389,  Adjusted R-squared:  0.28 
## F-statistic: 3.58 on 18 and 101 DF,  p-value: 2.17e-05

Pulse Wave Velocity - Model 3 - mean arterial pressure (MAP) included as covariate

sBP and dBP adjustments for MAP

m3PWV = lm(PWV~Age1 * IncidIPV * Sex  * Race + BMIcat + PovStat + adjMAP,IncidIPVbpPWV)
summary(m3PWV)
## 
## Call:
## lm(formula = PWV ~ Age1 * IncidIPV * Sex * Race + BMIcat + PovStat + 
##     adjMAP, data = IncidIPVbpPWV)
## 
## Residuals:
## Pulse wave velocity 
##    Min     1Q Median     3Q    Max 
## -2.440 -0.645 -0.055  0.412  5.506 
## 
## Coefficients:
##                                 Estimate Std. Error t value Pr(>|t|)
## (Intercept)                       1.9374     2.1000    0.92    0.358
## Age1                              0.0335     0.0459    0.73    0.468
## IncidIPV1                         4.0049     4.3278    0.93    0.357
## SexMen                           -0.3536     2.6426   -0.13    0.894
## RaceAfrAm                         3.3234     2.9700    1.12    0.266
## BMIcatObese                       0.0965     0.3230    0.30    0.766
## PovStatBelow                     -0.1633     0.2709   -0.60    0.548
## adjMAP                            0.0267     0.0114    2.35    0.021
## Age1:IncidIPV1                   -0.0563     0.1078   -0.52    0.603
## Age1:SexMen                       0.0293     0.0637    0.46    0.647
## IncidIPV1:SexMen                  9.4273     6.9118    1.36    0.176
## Age1:RaceAfrAm                   -0.0241     0.0703   -0.34    0.733
## IncidIPV1:RaceAfrAm              -2.3087     5.3815   -0.43    0.669
## SexMen:RaceAfrAm                  2.6666     3.9575    0.67    0.502
## Age1:IncidIPV1:SexMen            -0.2390     0.1620   -1.48    0.143
## Age1:IncidIPV1:RaceAfrAm          0.0047     0.1322    0.04    0.972
## Age1:SexMen:RaceAfrAm            -0.0902     0.0951   -0.95    0.345
## IncidIPV1:SexMen:RaceAfrAm       -8.8628     8.0636   -1.10    0.274
## Age1:IncidIPV1:SexMen:RaceAfrAm   0.2241     0.1897    1.18    0.240
## 
## Residual standard error: 1.19 on 101 degrees of freedom
## Multiple R-squared:  0.413,  Adjusted R-squared:  0.308 
## F-statistic: 3.95 on 18 and 101 DF,  p-value: 4.63e-06

Pulse Wave Velocity - Model 4 - mean arterial pressure (MAP) included as covariate

sBP adjustments for MAP

m4PWV = lm(PWV~Age1 * IncidIPV * Sex  * Race + BMIcat + PovStat + MAP_adjsBP,IncidIPVbpPWV)
summary(m4PWV)
## 
## Call:
## lm(formula = PWV ~ Age1 * IncidIPV * Sex * Race + BMIcat + PovStat + 
##     MAP_adjsBP, data = IncidIPVbpPWV)
## 
## Residuals:
## Pulse wave velocity 
##    Min     1Q Median     3Q    Max 
## -2.451 -0.601 -0.035  0.446  5.580 
## 
## Coefficients:
##                                 Estimate Std. Error t value Pr(>|t|)
## (Intercept)                      2.26006    2.12737    1.06    0.291
## Age1                             0.03679    0.04648    0.79    0.430
## IncidIPV1                        4.04201    4.38436    0.92    0.359
## SexMen                          -0.28679    2.67186   -0.11    0.915
## RaceAfrAm                        3.20127    3.00211    1.07    0.289
## BMIcatObese                      0.12425    0.32617    0.38    0.704
## PovStatBelow                    -0.13665    0.27499   -0.50    0.620
## MAP_adjsBP                       0.02096    0.01175    1.78    0.077
## Age1:IncidIPV1                  -0.05624    0.10923   -0.51    0.608
## Age1:SexMen                      0.02834    0.06444    0.44    0.661
## IncidIPV1:SexMen                 9.19178    7.00296    1.31    0.192
## Age1:RaceAfrAm                  -0.01992    0.07106   -0.28    0.780
## IncidIPV1:RaceAfrAm             -2.36227    5.45375   -0.43    0.666
## SexMen:RaceAfrAm                 2.99440    3.99606    0.75    0.455
## Age1:IncidIPV1:SexMen           -0.23237    0.16404   -1.42    0.160
## Age1:IncidIPV1:RaceAfrAm         0.00534    0.13398    0.04    0.968
## Age1:SexMen:RaceAfrAm           -0.09884    0.09600   -1.03    0.306
## IncidIPV1:SexMen:RaceAfrAm      -9.06168    8.16300   -1.11    0.270
## Age1:IncidIPV1:SexMen:RaceAfrAm  0.22803    0.19198    1.19    0.238
## 
## Residual standard error: 1.2 on 101 degrees of freedom
## Multiple R-squared:   0.4,   Adjusted R-squared:  0.293 
## F-statistic: 3.74 on 18 and 101 DF,  p-value: 1.11e-05

Pulse Wave Velocity - Model 5 - mean arterial pressure (MAP) included as covariate

dBP adjustments for MAP

m5PWV = lm(PWV~Age1 * IncidIPV * Sex  * Race + BMIcat + PovStat + MAP_adjdBP,IncidIPVbpPWV)
summary(m5PWV)
## 
## Call:
## lm(formula = PWV ~ Age1 * IncidIPV * Sex * Race + BMIcat + PovStat + 
##     MAP_adjdBP, data = IncidIPVbpPWV)
## 
## Residuals:
## Pulse wave velocity 
##    Min     1Q Median     3Q    Max 
## -2.451 -0.601 -0.035  0.446  5.580 
## 
## Coefficients:
##                                 Estimate Std. Error t value Pr(>|t|)
## (Intercept)                      2.26006    2.12737    1.06    0.291
## Age1                             0.03679    0.04648    0.79    0.430
## IncidIPV1                        4.04201    4.38436    0.92    0.359
## SexMen                          -0.28679    2.67186   -0.11    0.915
## RaceAfrAm                        3.20127    3.00211    1.07    0.289
## BMIcatObese                      0.12425    0.32617    0.38    0.704
## PovStatBelow                    -0.13665    0.27499   -0.50    0.620
## MAP_adjdBP                       0.02096    0.01175    1.78    0.077
## Age1:IncidIPV1                  -0.05624    0.10923   -0.51    0.608
## Age1:SexMen                      0.02834    0.06444    0.44    0.661
## IncidIPV1:SexMen                 9.19178    7.00296    1.31    0.192
## Age1:RaceAfrAm                  -0.01992    0.07106   -0.28    0.780
## IncidIPV1:RaceAfrAm             -2.36227    5.45375   -0.43    0.666
## SexMen:RaceAfrAm                 2.99440    3.99606    0.75    0.455
## Age1:IncidIPV1:SexMen           -0.23237    0.16404   -1.42    0.160
## Age1:IncidIPV1:RaceAfrAm         0.00534    0.13398    0.04    0.968
## Age1:SexMen:RaceAfrAm           -0.09884    0.09600   -1.03    0.306
## IncidIPV1:SexMen:RaceAfrAm      -9.06168    8.16300   -1.11    0.270
## Age1:IncidIPV1:SexMen:RaceAfrAm  0.22803    0.19198    1.19    0.238
## 
## Residual standard error: 1.2 on 101 degrees of freedom
## Multiple R-squared:   0.4,   Adjusted R-squared:  0.293 
## F-statistic: 3.74 on 18 and 101 DF,  p-value: 1.11e-05