Cancer risk |
|
|
|
|
|
Turashvili et al.’s IDC study |
10 |
IDC versus normal |
random effect model |
|
p=0.029 |
Cancer relapse/progression |
|
|
|
|
|
Chanrion et al’s Tamoxifen-Treated Primary Breast Cancer |
155 |
relapse of primary breast cancer |
Continuous risk score: |
|
|
|
|
|
1. logistic regression |
coefficient=0.137 |
p<0.0001 |
|
|
|
2. ROC |
AUC=0.81 |
p<0.0001 |
|
|
|
3. SVM |
Accuracy rate=74% |
|
|
|
|
4. two-sample t-test |
|
p<0.0001 |
|
|
|
Binary risk score: |
|
|
|
|
|
logistic regression |
OR=8.16 |
<0.0001 |
Ma et al’s breast cancer study |
61 |
histological status (ADH, DCIS, IDC) |
correlation analysis |
r=0.50 (Pearson or Spearman) |
<0.0001 |
|
|
|
logistic regression |
OR (DCIS)=2.28 (compared to ADH) |
p=0.016 |
|
|
|
logistic regression |
OR (IDC)=3.31 (compared to ADH) |
p=0.008 |
Prognosis |
|
|
|
|
|
van ‘t Veer et al’s breast metastasis dataset |
training=78 test=263 |
time to metastasis |
Continuous risk score |
|
|
|
|
|
log-rank test |
X2=11.8 (training set); X2=20.4 (test set) |
p=0.0006 (training);p<0.0001 (test) |
|
|
|
Binary risk score: |
|
|
|
|
|
log-rank test |
X2=12.2 (training set); X2=22.4 (test set) |
p=0.0005 (training);p<0.0001 (test) |
Wang et al’s breast cancer relapse free survival study |
286 |
metastasis-free survival |
Continuous risk score: |
|
|
|
|
|
log-rank test |
X2=12.8 |
p=0.0004 |
|
|
|
Binary risk score: |
|
|
|
|
|
log-rank test |
X2=12.6 |
p=0.0004 |
Huang et al’s breast lymph node study |
37 |
lynph node (pos vs. neg) |
Continuous risk score: |
|
|
|
|
|
1. logistic regression |
coefficient=0.2 |
p=0.0107 |
|
|
|
2. ROC |
AUC=0.75 |
p=0.0041 |
|
|
|
3. SVM |
Accuracy rate=73% |
|
|
|
|
4. two-sample t-test |
|
p=0.004 |
|
|
|
Binary risk score: |
|
|
|
|
|
logistic regression |
OR=7.29 |
p=0.007 |