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. 2021 Sep 30;7(9):e29544. doi: 10.2196/29544

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.