Research Article
Predicting the Types of J-Proteins Using Clustered Amino Acids
Table 5
Results obtained in identifying functional types with (a) single amino acid case
and (b) dipeptide case
.
(a) For the single amino acid case |
| Subfamily | Metrics | Feature dimension of for each cluster profile | CP(20) | CP(13) | CP(11) | CP(9) | CP(8) | CP(5) | 20 | 13 | 11 | 9 | 8 | 5 |
| Type I J-protein | Sn | 71.42% | 65.08% | 68.25% | 52.38% | 50.79% | 22.22% | Sp | 98.58% | 98.66% | 98.66% | 98.93% | 98.48% | 98.03% | MCC | 0.71 | 0.67 | 0.69 | 0.60 | 0.56 | 0.26 | Type II J-protein | Sn | 33.96% | 30.19% | 33.96% | 16.98% | 16.98% | 15.09% | Sp | 99.82% | 99.21% | 99.12% | 99.47% | 99.56% | 99.09% | MCC | 0.54 | 0.42 | 0.45 | 0.30 | 0.31 | 0.23 | Type III J-protein | Sn | 98.74% | 98.28% | 98.10% | 99.09% | 98.73% | 98.19% | Sp | 48.12% | 42.86% | 45.52% | 32.31% | 31.54% | 17.46% | MCC | 59.71% | 0.53 | 0.54 | 0.48 | 0.45 | 0.26 | Type IV J-protein | Sn | 4.54% | 0 | 0 | 0 | 0 | 0 | Sp | 99.91% | 100.00% | 100.00% | 100.00% | 100.00% | 100.00% | MCC | 0.15 | 0.53 | 0 | 0 | 0 | 0 |
| OA | 92.93% | 91.97% | 92.13% | 91.48% | 91.08% | 89.08% |
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(b) For the dipeptide case |
| Subfamily | Metrics | Feature dimension of for each cluster profile | CP(20) | CP(13) | CP(11) | CP(9) | CP(8) | CP(5) | 400 | 169 | 121 | 81 | 64 | 25 |
| Type I J-protein | Sn | 74.42% | 60.31% | 73.02% | 60.32% | 58.73% | 49.20% | Sp | 97.58% | 98.59% | 98.76% | 97.71% | 98.32% | 97.79% | MCC | 0.75 | 0.63 | 0.73 | 0.58 | 0.60 | 0.5 | Type II J-protein | Sn | 39.76% | 45.23% | 39.62% | 39.62% | 35.84% | 28.30% | Sp | 94.31% | 99.29% | 99.48% | 99.03% | 98.60% | 97.99% | MCC | 0.57 | 0.57 | 0.54 | 0.49 | 0.42 | 0.31 | Type III J-protein | Sn | 98.88% | 98.10% | 98.82% | 97.74% | 98.01% | 97.31% | Sp | 46.37% | 50.74% | 51.14% | 50.79% | 48.80% | 40.34% | MCC | 60.08% | 0.59 | 0.62 | 0.57 | 0.56 | 0.46 | Type IV J-protein | Sn | 13.16% | 27.27% | 0 | 22.73% | 25.00% | 9.09% | Sp | 99.91% | 99.91% | 100.00% | 100.00% | 100.00% | 99.91% | MCC | 0.13 | 0.48 | 0 | 0.47 | 0.47 | 0.24 |
| OA | 91.47% | 92.93% | 93.25% | 91.97% | 92.04% | 91.16% |
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