Table 3. Performance of NetTar, NNfun and Zhao et al.’s38.
| Therapeutic category (ATC code) | Data sourcea | NetTar |
NNfun |
Zhao et al.’s38 |
||||||
|---|---|---|---|---|---|---|---|---|---|---|
| Recall | Precision | F1 | Recall | Precision | F1 | Recall | Precision | F1 | ||
| A | (1) | 0.3636 | 0.1125 | 0.1719 | 0.3146 | 0.0409 | 0.0724 | 0.0059 | 0.0357 | 0.0101 |
| (2) | N/A | N/A | N/A | 0.3257 | 0.0441 | 0.0777 | 0.0065 | 0.0270 | 0.0106 | |
| (3) | N/A | N/A | N/A | N/A | N/A | N/A | 0.1000 | 0.0064 | 0.0121 | |
| B | (1) | 0.4000 | 0.1538 | 0.2222 | 0.1681 | 0.0917 | 0.1187 | 0.0860 | 0.0628 | 0.0726 |
| (2) | N/A | N/A | N/A | N/A | N/A | N/A | 0.0948 | 0.0773 | 0.0852 | |
| (3) | 0.6833 | 0.0796 | 0.1426 | 0.2266 | 0.0548 | 0.0883 | 0.1192 | 0.1056 | 0.1120 | |
| C | (1) | 0.1845 | 0.0900 | 0.1210 | 0.1176 | 0.1590 | 0.1352 | 0.0915 | 0.0010 | 0.0020 |
| (2) | 0.1789 | 0.2328 | 0.2023 | 0.19 | 0.0379 | 0.0632 | 0.0084 | 0.0009 | 0.0017 | |
| (3) | 0.0952 | 0.2307 | 0.1348 | 0.0985 | 0.0357 | 0.0524 | 0.0571 | 0.0013 | 0.0026 | |
| D | (1) | 0.7347 | 0.0238 | 0.0462 | 0.3333 | 0.0147 | 0.0283 | 0.0327 | 0.0022 | 0.0042 |
| (2) | N/A | N/A | N/A | N/A | N/A | N/A | 0.1064 | 0.0009 | 0.0018 | |
| (3) | 0.5294 | 0.0654 | 0.1165 | 0.1578 | 0.0185 | 0.0331 | 0.0416 | 0.0063 | 0.0109 | |
| L | (1) | 0.4109 | 0.1165 | 0.1815 | 0.2713 | 0.0596 | 0.0978 | 0.0269 | 0.0897 | 0.0414 |
| (2) | 0.3504 | 0.1108 | 0.1683 | 0.2436 | 0.0434 | 0.0737 | 0.0182 | 0.0213 | 0.0197 | |
| (3) | 0.2727 | 0.2051 | 0.2341 | 0.2 | 0.0732 | 0.1072 | 0.0288 | 0.0269 | 0.0278 | |
| N | (1) | 0.2935 | 0.0903 | 0.1381 | 0.2952 | 0.0512 | 0.0873 | 0.2566 | 0.0018 | 0.0036 |
| (2) | 0.3125 | 0.2403 | 0.2717 | 0.3048 | 0.0485 | 0.0837 | 0.1996 | 0.0015 | 0.0030 | |
| (3) | N/A | N/A | N/A | N/A | N/A | N/A | 0.0674 | 0.0039 | 0.0075 | |
| R | (1) | 0.1923 | 0.0327 | 0.0558 | 0.1379 | 0.0192 | 0.0337 | 0.1681 | 0.0014 | 0.0028 |
| (2) | N/A | N/A | N/A | N/A | N/A | N/A | 0.2209 | 0.0008 | 0.0017 | |
| (3) | 0.1052 | 0.16 | 0.1269 | 0.0769 | 0.0247 | 0.0375 | 0.1463 | 0.0030 | 0.0059 | |
| Overall | (1) | 0.3692 | 0.0851 | 0.1284 | 0.2225 | 0.0654 | 0.0833 | 0.1112 | 0.0324 | 0.0227 |
| (2) | 0.2806 | 0.1936 | 0.2141 | 0.2660 | 0.0434 | 0.0745 | 0.1091 | 0.0216 | 0.0206 | |
| (3) | 0.3371 | 0.1481 | 0.1509 | 0.1519 | 0.0413 | 0.0637 | 0.0934 | 0.0255 | 0.0298 | |
In predicting the target proteins of drugs with distinct therapeutic effects, where N/A means no predictions available. aData source (1) is the PTRN network, (2) is the network consists of kinase-protein regulations from Tan et al.39 and protease data from MEROPS database57 and Lopez-Otin et al.3, (3) is the network consists of kinase-protein regulations from PhosphoSitePlus40 and protease data from MEROPS database57 and Lopez-Otin et al.3.