Table 2.
Univariable and multivariable models for predicting U-TXM (based on log-transformed values). Panel A at registration and panel B at the end of the run-in period.
(A) | ||||||
---|---|---|---|---|---|---|
Baseline characteristic | Univariable models | Multivariable modeld | ||||
Estimate | (95% CI) | P value | Estimate | (95% CI) | P value | |
Tumour type | ||||||
Breast | Reference | – | ||||
Colorectal | 0.28 | (0.16, 0.40) | <0.001 | 0.35 | (0.22, 0.48) | <0.001 |
Gastro-oesophageal | 0.73 | (0.54, 0.92) | <0.001 | 0.71 | (0.51, 0.92) | <0.001 |
Prostate | −0.01 | (−0.13, 0.11) | 0.856 | 0.08 | (−0.12, 0.14) | 0.904 |
Gender | ||||||
Male | Reference | – | ||||
Female | −0.11 | (−0.21, −0.02) | 0.023 | |||
Age at registration (years) | ||||||
<50 years | Reference | − | ||||
50–59 years | 0.03 | (−0.12, 0.18) | 0.656 | |||
60–69 years | 0.02 | (−0.13, 0.16) | 0.836 | |||
70 years or over | 0.15 | (−0.01, 0.31) | 0.063 | |||
BMI | ||||||
BMI < 25 | Reference | – | ||||
BMI 25–29.9 | −0.03 | (−0.15, 0.09) | 0.634 | |||
BMI 30–34.9 | −0.11 | (−0.25, 0.04) | 0.154 | |||
BMI 35 or over | 0.14 | (−0.04, 0.32) | 0.116 | 0.22 | (0.06, 0.39) | 0.008 |
Smoking status | ||||||
Never smoked | Reference | – | ||||
Previous smoker | 0.13 | (0.03, 0.23) | 0.011 | |||
Current smoker | 0.46 | (0.24, 0.68) | <0.001 | |||
Diabetic | ||||||
Not diabetic | Reference | – | ||||
Diabetic | 0.09 | (−0.13, 0.31) | 0.414 | |||
Receiving BP treatment | ||||||
No BP treatment | Reference | – | ||||
On BP treatment | −0.02 | (−0.14, 0.09) | 0.688 | |||
Statin use in last week | ||||||
No recent statin use | Reference | – | ||||
Statins within last week | −0.06 | (−0.19, 0.08) | 0.428 | |||
Neutrophils (109/L) | ||||||
Neutrophils <5.0 × 109/L | Reference | – | ||||
Neutrophils ≥5.0 × 109/L | 0.31 | (0.15, 0.46) | <0.001 | 0.25 | (0.09, 0.41) | 0.003 |
Total WCC (109/L) | ||||||
Total WCC < 8.0 × 109/L | Reference | – | ||||
Total WCC ≥ 8.0 × 109/L | 0.42 | (0.24, 0.60) | <0.001 | |||
Platelet count (109/L) | ||||||
Platelet count <350 × 109/L | Reference | – | ||||
Platelet count ≥350 × 109/L | 0.32 | (0.10, 0.54) | 0.005 | 0.26 | (0.03, 0.50) | 0.027 |
Raised LDL, total cholesterol or non-HDL | ||||||
Normal cholesterol levels | Reference | – | ||||
Raised LDL, total cholesterol or non-HDLa | −0.02 | (−0.13, 0.08) | 0.647 | |||
CRP result (categorised) | ||||||
CRP ≤ 5 | Reference | – | ||||
CRP > 5 | 0.18 | (0.03, 0.33) | 0.017 | 0.16 | (0.003, 0.31) | 0.046 |
Higher-risk disease | ||||||
Lower-risk disease | Reference | – | ||||
Higher-risk diseaseb | 0.10 | (0.00, 0.20) | 0.049 | |||
Primary treatment details | ||||||
Surgery, no adjuvant chemo | Reference | – | ||||
Surgery and adjuvant chemo | 0.21 | (0.10, 0.32) | <0.001 | |||
Radical RT or CRT | −0.05 | (−0.20, 0.11) | 0.538 | |||
Timing of surgery/primary treatment | ||||||
6–12 weeks since surgeryc | Reference | – | ||||
>12 weeks since surgery | 0.11 | (−0.01, 0.24) | 0.074 | |||
Radical RT or CRT | −0.09 | (−0.26, 0.08) | 0.282 |
(B) | ||||||
---|---|---|---|---|---|---|
Baseline characteristic | Univariable modelsd | Multivariable modeld | ||||
Estimate | (95% CI) | P value | Estimate | (95% CI) | P value | |
Tumour type | ||||||
Breast | Reference | – | ||||
Colorectal | 0.11 | (−0.02, 0.24) | 0.086 | |||
Gastro-oesophageal | 0.11 | (−0.10, 0.32) | 0.306 | |||
Prostate | 0.00 | (−0.12, 0.12) | 0.975 | |||
Gender | ||||||
Male | Reference | – | ||||
Female | −0.07 | (−0.17, 0.03) | 0.150 | |||
Age at registration (years) | ||||||
<50 years | Reference | – | ||||
50–59 years | 0.03 | (−0.12, 0.18) | 0.663 | |||
60–69 years | −0.01 | (−0.15, 0.13) | 0.915 | |||
70 years or over | 0.13 | (−0.03, 0.28) | 0.120 | 0.13 | (0.003, 0.27) | 0.045 |
BMI | ||||||
BMI < 25 | Reference | – | ||||
BMI 25–29.9 | −0.09 | (−0.21, 0.03) | 0.162 | |||
BMI 30–34.9 | 0.03 | (−0.11, 0.18) | 0.642 | |||
BMI 35 or over | 0.05 | (−0.13, 0.22) | 0.604 | |||
Smoking status | ||||||
Never smoked | Reference | – | ||||
Previous smoker | 0.12 | (0.02, 0.22) | 0.024 | 0.16 | (0.05, 0.26) | 0.005 |
Current smoker | 0.22 | (−0.01, 0.44) | 0.064 | 0.31 | (0.04, 0.57) | 0.025 |
Diabetic | ||||||
Not diabetic | Reference | – | ||||
Diabetic | 0.30 | (0.08, 0.52) | 0.008 | 0.31 | (0.06, 0.56) | 0.014 |
Receiving BP treatment | ||||||
No BP treatment | Reference | – | ||||
On BP treatment | 0.08 | (−0.03, 0.20) | 0.156 | |||
Statin use in last week | ||||||
No recent statin use | Reference | – | ||||
Statins within last week | 0.11 | (−0.03, 0.24) | 0.134 | |||
Neutrophils (109/L) | ||||||
Neutrophils <5.0 × 109/L | Reference | – | ||||
Neutrophils ≥5.0 × 109/L | 0.21 | (0.05, 0.37) | 0.011 | 0.23 | (0.06, 0.40) | 0.008 |
Total WCC (109/L) | ||||||
Total WCC < 8.0 × 109/L | Reference | – | ||||
Total WCC ≥ 8.0 × 109/L | 0.18 | (−0.01, 0.37) | 0.067 | |||
Platelet count (109/L) | ||||||
Platelet count <350 × 109/L | Reference | – | ||||
Platelet count ≥350 × 109/L | −0.04 | (−0.27, 0.19) | 0.748 | |||
Raised LDL, total cholesterol or non-HDL | ||||||
Normal cholesterol levels | Reference | – | ||||
Raised LDL, total cholesterol or non-HDLa | −0.04 | (−0.14, 0.07) | 0.457 | |||
CRP result (categorised) | ||||||
CRP ≤ 5 | Reference | – | ||||
CRP > 5 | 0.22 | (0.06, 0.37) | 0.006 | |||
Higher-risk disease | ||||||
Lower-risk disease | Reference | – | ||||
Higher-risk diseaseb | −0.09 | (−0.19, 0.01) | 0.083 | |||
Primary treatment details | ||||||
Surgery, no adjuvant chemo | Reference | – | ||||
Surgery and adjuvant chemo | 0.02 | (−0.09, 0.13) | 0.664 | |||
Radical RT or CRT | 0.04 | (−0.11, 0.20) | 0.577 | |||
Timing of surgery/primary treatment | ||||||
6–12 weeks since surgeryc | Reference | – | ||||
>12 weeks since surgery | 0.06 | (−0.07, 0.18) | 0.380 | |||
Radical RT or CRT | 0.07 | (−0.10, 0.24) | 0.418 |
Univariable and multivariable models for predicting U-TXM (based on log-transformed values of U-TXM) at baseline (trial registration) (Panel A) and at the end run-in period (Panel B).
aLDL > 3, total cholesterol >5 or non-HDL > 4; note that participants with at least one of LDL, HDL and total cholesterol measured and in the normal range (and no raised measurements) are included in the normal group even if other measurements are missing.
bBreast Stage III; colorectal Stage III or IV; gastro-oesophageal Stage IIB or III; prostate high risk according to D’Amico classification.
cTiming of surgery was not considered in the multivariate model due to being confounded with the primary treatment variable and since it was non-significant in the univariate model.
dThe final multivariable model at registration is based on n = 552 observations (some observations are not included due to missing covariate information—see earlier table); R2 = 16.8%. At the end of the run-in period the final multivariable model is based on n = 402 observations R2 = 32.3%. All models are adjusted for (log-transformed) baseline U-TXM.