Table 3.
First author [reference no.] | Year | Intervention | Sample size | Predictive models investigated | Validation procedure | Highest AUC reported |
---|---|---|---|---|---|---|
Crombé [30] | 2019 | NAC | n = 65 | RF, support vector machine, k-nearest neighbors, logistic regression | 10-fold stratified cross-validation | 0.86 |
Peeken [34] | 2021 | Neoadjuvant RT with or without NAC | n = 156 | RF, LogitBoost, elastic net regression | 3-fold nested cross-validation | 0.75 |
Gao [37] | 2020 | Neoadjuvant RT | n = 30 | Support vector machine, logistic regression | 5-fold cross-validation | 0.91 |
Miao [38] | 2022 | Neoadjuvant RT with or without multi-targeted TKI | n = 30 | Logistic regression | None | 0.92 |
NAC neoadjuvant chemotherapy, RT radiotherapy, AUC area under the curve, RF random forest, TKI tyrosine kinase inhibitor