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. 2023 Aug 28;18(7):2019–2028. doi: 10.1007/s11739-023-03397-3

Table 2.

Stepwise forward Cox proportional hazards regression to assess the association between PhenoAgeAccel* and hospital mortality while adjusting for important confounders

Predictor(s) in the model Hazard ratio**
(95%CI)
p value
PhenoAgeAccel*

1.997

(1.568–2.542)

0.001
PhenoAgeAccel + chronological age

1.982

(1.557–2.524)

0.001
PhenoAgeAccel + chronological age + elective surgery

1.672

(1.310–2.133)

0.001
PhenoAgeAccel + chronological age + elective surgery + chronic respiratory disease

1.676

(1.313–2.138)

0.001
PhenoAgeAccel + chronological age + elective surgery + chronic respiratory disease + chronic cardiovascular disease

1.650

(1.292–2.108)

0.001
PhenoAgeAccel + chronological age + elective surgery + chronic respiratory disease + chronic cardiovascular disease + cirrhosis

1.623

(1.270–2.074)

0.001
PhenoAgeAccel + chronological age + elective surgery + chronic respiratory disease + chronic cardiovascular disease + cirrhosis + end-stage renal failure

1.676

(1.308–2.147)

0.001
PhenoAgeAccel + chronological age + elective surgery + chronic respiratory disease + chronic cardiovascular disease + cirrhosis + end-stage renal failure + immune disease

1.678

(1.310–2.150)

0.001
PhenoAgeAccel + chronological age + elective surgery + chronic respiratory disease + chronic cardiovascular disease + cirrhosis + end-stage renal failure + immune disease + immunosuppressed

1.668

(1.302–2.137)

0.001
PhenoAgeAccel + chronological age + elective surgery + chronic respiratory disease + chronic cardiovascular disease + cirrhosis + end-stage renal failure + immune disease + immunosuppressed + AIDS

1.671

(1.304–2.141)

0.001
PhenoAgeAccel + chronological age + elective surgery + chronic respiratory disease + chronic cardiovascular disease + cirrhosis + end-stage renal failure + immune disease + immunosuppressed + AIDS + lymphoma

1.673

(1.306–2.144)

0.001
PhenoAgeAccel + chronological age + elective surgery + chronic respiratory disease + chronic cardiovascular disease + cirrhosis + end-stage renal failure + immune disease + immunosuppressed + AIDS + lymphoma + metastatic cancer

1.673

(1.306–2.144)

0.001
PhenoAgeAccel + chronological age + elective surgery + chronic respiratory disease + chronic cardiovascular disease + cirrhosis + end-stage renal failure + immune disease + immunosuppressed + AIDS + lymphoma + metastatic cancer + leukemia

1.672

(1.304–2.142)

0.001
PhenoAgeAccel + chronological age + elective surgery +  chronic respiratory disease + chronic cardiovascular disease + cirrhosis + end-stage renal failure + immune disease + immunosuppressed + AIDS + lymphoma + metastatic cancer + leukemia + diabetes mellitus

1.720

(1.340–2.207)

0.001
Final full model #
 PhenoAgeAccel   1.386 (1.077–1.784) 0.011
 Chronological age   1.006 (0.998–1.013) 0.152
 Elective surgery   0.421 (0.271–0.653) 0.001
 Chronic respiratory disease   1.401 (0.902–2.176) 0.133
 Chronic cardiovascular disease   1.163 (0.810–1.670) 0.414
 Cirrhosis   1.474 (0.851–2.553) 0.166
 End-stage renal failure   0.574 (0.332–0.992) 0.048
 Immune disease   0.639 (0.308–1.327) 0.230
 Immunosuppressed   1.053 (0.724–1.533) 0.786
 AIDS   2.014 (0.475–8.544) 0.342
 Lymphoma   1.192 (0.650–2.184) 0.571
 Metastatic cancer   0.686 (0.362–1.671) 0.247
 Leukemia   0.797 (0.380–1.671) 0.548
 Diabetes mellitus   1.592 (1.016–2.494) 0.040
 APACHE II score > 15 3.881 (2.703–5.574) 0.001

*PhenoAgeAccel is a dichotomized estimate to reflect whether the biological age of the patient is older than the chronological age while accounting for the PhenoAge of the whole cohort by regressing PhenoAge on chronological age; a positive residual means a patient’s phenotypical or biological age is older than their chronological age compared to other patients included in this study. CI, confidence interval. All comorbidities except diabetes mellitus are defined according to the Acute Physiology and Chronic Health Evaluation (APACHE) II model. #The Harrell’s C index of the final full model was 0.746 (95%CI 0.719–0.773). **Hazard ratio was referring to mortality risk of the PhenoAgeAccel during the stepwise Cox regression, and each predictor in the final full model