Table 1 Quantitative evaluation of CHH methylation detection by DeepPlant and Dorado
From: Accurate cross-species 5mC detection for Oxford Nanopore sequencing in plants with DeepPlant
Species | Tool | Sequencing depth | |||||
---|---|---|---|---|---|---|---|
5× | 10× | 15× | 20× | 25× | 30× | ||
Training datasets | |||||||
S. miltiorrhiza | DeepPlant | 0.8472 | 0.8524 | 0.8601 | 0.8695 | 0.8780 | – |
Dorado | 0.7604 | 0.7500 | 0.7443 | 0.7420 | 0.7441 | – | |
Dorado* | 0.8069 | 0.7975 | 0.7890 | 0.7821 | 0.7784 | – | |
S. tuberosum | DeepPlant | 0.8048 | 0.8173 | 0.8251 | – | – | – |
Dorado | 0.6964 | 0.6899 | 0.6861 | – | – | – | |
Dorado* | 0.7453 | 0.7412 | 0.7365 | – | – | – | |
R. communis | DeepPlant | 0.8340 | 0.8532 | 0.8592 | 0.8663 | 0.8742 | 0.8814 |
Dorado | 0.7849 | 0.7819 | 0.7752 | 0.7714 | 0.7713 | 0.7735 | |
Dorado* | 0.8098 | 0.8133 | 0.8085 | 0.8048 | 0.8036 | 0.8041 | |
Testing datasets | |||||||
A. thaliana | DeepPlant | 0.6410 | 0.6611 | 0.6733 | 0.6853 | 0.6998 | 0.7139 |
Dorado | 0.5908 | 0.5828 | 0.5813 | 0.5795 | 0.5789 | 0.5787 | |
Dorado* | 0.6322 | 0.6324 | 0.6365 | 0.6378 | 0.6394 | 0.6396 | |
B. vulgaris | DeepPlant | 0.7655 | 0.7740 | 0.7826 | 0.7920 | 0.8006 | 0.8074 |
Dorado | 0.6385 | 0.6242 | 0.6123 | 0.6062 | 0.6054 | 0.6051 | |
Dorado* | 0.7253 | 0.7182 | 0.7076 | 0.6996 | 0.6937 | 0.6904 | |
O. sativa | DeepPlant | 0.6401 | 0.6535 | 0.6659 | 0.6796 | 0.6937 | 0.7051 |
Dorado | 0.3266 | 0.3292 | 0.3269 | 0.3247 | 0.3237 | 0.3240 | |
Dorado* | 0.4833 | 0.4937 | 0.4860 | 0.4728 | 0.4605 | 0.4510 | |
V. vinifera | DeepPlant | 0.7268 | 0.7326 | 0.7445 | 0.7588 | 0.7719 | 0.7832 |
Dorado | 0.6499 | 0.6360 | 0.6284 | 0.6233 | 0.6201 | 0.6193 | |
Dorado* | 0.7082 | 0.7026 | 0.7000 | 0.6976 | 0.6949 | 0.6928 | |
C. sinensis | DeepPlant | 0.7616 | 0.7800 | 0.7949 | 0.8064 | 0.8175 | 0.8259 |
Dorado | 0.6644 | 0.6595 | 0.6563 | 0.6544 | 0.6538 | 0.6533 | |
Dorado* | 0.7165 | 0.7146 | 0.7090 | 0.7055 | 0.7032 | 0.7017 | |
S. lycopersicum | DeepPlant | 0.7808 | 0.7903 | 0.8022 | 0.8157 | 0.8277 | 0.8378 |
Dorado | 0.6759 | 0.6655 | 0.6569 | 0.6546 | 0.6546 | 0.6577 | |
Dorado* | 0.7315 | 0.7260 | 0.7195 | 0.7153 | 0.7134 | 0.7133 |