Table 3.
Top 10 risk factors ranked by mean absolute Shapley value for cohorts A, B, C, and D (full model).
Risk factor | ShapVal | P value | |||
Cohort A | |||||
|
Age | 0.442 | .002 | ||
|
Treatments taken count | 0.093 | .002 | ||
|
Cystatin C | 0.088 | .002 | ||
|
Waist-to-hip ratio | 0.085 | .002 | ||
|
Townsend deprivation index | 0.059 | .004 | ||
|
HbA1ca | 0.056 | .002 | ||
|
Pulse rate | 0.048 | .002 | ||
|
Hypertension | 0.048 | .002 | ||
|
Apolipoprotein A | 0.027 | .016 | ||
|
HDLb cholesterol | 0.026 | .016 | ||
Cohort B | |||||
|
Age | 0.708 | .002 | ||
|
Testosterone | 0.069 | .002 | ||
|
Treatments taken count | 0.048 | .002 | ||
|
Waist circumference | 0.035 | .002 | ||
|
RBCc distribution width | 0.027 | .002 | ||
|
Cystatin C | 0.024 | .002 | ||
|
Townsend deprivation index | 0.023 | .002 | ||
|
Pulse rate | 0.019 | .004 | ||
|
Systolic blood pressure | 0.016 | .002 | ||
|
Lymphocyte percentage | 0.015 | .004 | ||
Cohort C | |||||
|
Waist-to-hip ratio | 0.113 | .002 | ||
|
Townsend deprivation index | 0.096 | .002 | ||
|
Age | 0.088 | .002 | ||
|
Treatments taken count | 0.063 | .002 | ||
|
Waist circumference | 0.044 | .002 | ||
|
Self-report: noncancer count | 0.043 | .002 | ||
|
Hypertension | 0.036 | .002 | ||
|
Cystatin C | 0.030 | .024 | ||
|
T2DM | 0.030 | .002 | ||
|
Apolipoprotein A | 0.024 | .052 | ||
Cohort D | |||||
|
Age | 0.519 | .002 | ||
|
Townsend deprivation index | 0.136 | .002 | ||
|
Waist-to-hip ratio | 0.131 | .002 | ||
|
Treatments taken count | 0.115 | .002 | ||
|
Waist circumference | 0.110 | .002 | ||
|
Cystatin C | 0.096 | .002 | ||
|
Testosterone | 0.086 | .002 | ||
|
Hypertension | 0.061 | .002 | ||
|
RBC distribution width | 0.046 | .002 | ||
|
Pulse rate | 0.036 | .006 |
aHbA1c: hemoglobin A1c.
bHDL: high-density lipoprotein.
cRBC: red blood cell.
dT2DM: type 2 diabetes mellitus.