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. 2025 Oct 2;13:e74974. doi: 10.2196/74974

Table 7. Evaluation of the impact of MVPA-DTI modules on performance.

Method AUROCa AUPRb F1-score MCCc
w/od ProSFe 0.963 0.886 0.839 0.828
w/o DruSFf 0.964 0.891 0.840 0.827
w/o ProSF and DruSF 0.957 0.875 0.813 0.804
protBert-MVPA-DTIg 0.964 0.89 0.831 0.822
MVPA-DTIh 0.966 0.901 0.848 0.839
a

AUROC: Area Under the Receiver Operating Characteristic curve.

b

AUPR: Area Under the Precision-Recall Curve.

c

MCC: Matthews Correlation Coefficient.

d

w/o denotes corresponding module was removed.

e

ProSF: protein sequence feature extraction module.

f

DruSF: drug compound structure feature extraction module.

g

protBert-MVPA-DTI replaces the ProSF module with ProtBert processing.

h

MVPA-DTI: multi-view path aggregation for drug-target interaction.