Table 5.
Genera with the most contribution on model predictions according to SHAP analysis for each cancer type (in descending order of contribution). Corresponding SHAP scores are provided for each feature.
Overall | Correct predictions | Incorrect predictions | ||||
---|---|---|---|---|---|---|
COAD | Porphyromonas | (0.099) | Porphyromonas | (0.216) | Porphyromonas | (2.005) |
Granulicatella | (0.031) | Akkermansia | (0.033) | Akkermansia | (0.289) | |
Bacteroides | (0.025) | Granulicatella | (0.031) | Barnesiella | (0.202) | |
Solobacterium | (0.021) | Streptococcus | (0.029) | Parabacteroides | (0.115) | |
Fusobacterium | (0.020) | Alistipes | (0.024) | Ruminococcus | (0.072) | |
READ | Porphyromonas | (0.294) | Porphyromonas | (0.965) | Porphyromonas | (0.209) |
Granulicatella | (0.117) | Granulicatella | (0.293) | Parvimonas | (0.156) | |
Streptococcus | (0.070) | Streptococcus | (0.139) | Bacteroides | (0.035) | |
Solobacterium | (0.042) | Solobacterium | (0.131) | Akkermansia | (0.022) | |
Parabacteroides | (0.031) | Campylobacter | (0.111) | Sutterella | (0.022) | |
HNSC | Helicobacter | (0.236) | Helicobacter | (0.230) | Leptotrichia | (0.020) |
Lactobacillus | (0.044) | Lactobacillus | (0.040) | Alloprevotella | (0.011) | |
Fusobacterium | (0.011) | Fusobacterium | (0.013) | Acinetobacter | (0.009) | |
Leptotrichia | (0.006) | Alloprevotella | (0.005) | Prevotella | (0.008) | |
Alloprevotella | (0.005) | Clostridium | (0.005) | Abiotrophia | (0.008) | |
STAD | Helicobacter | (0.336) | Helicobacter | (0.433) | Helicobacter | (0.072) |
Lactobacillus | (0.042) | Capnocytophaga | (0.019) | Prevotella | (0.020) | |
Veillonella | (0.017) | Lactobacillus | (0.013) | Clostridium | (0.013) | |
Fusobacterium | (0.012) | Clostridium | (0.009) | Capnocytophaga | (0.012) | |
Prevotella | (0.012) | Fusobacterium | (0.009) | Actinomyces | (0.009) | |
ESCA | Helicobacter | (0.131) | Helicobacter | (0.203) | Lactobacillus | (0.066) |
Streptococcus | (0.042) | Lactobacillus | (0.097) | Streptococcus | (0.055) | |
Prevotella | (0.031) | Acinetobacter | (0.034) | Prevotella | (0.038) | |
Lactobacillus | (0.030) | Capnocytophaga | (0.018) | Atopobium | (0.026) | |
Aloprevotella | (0.022) | Prevotella | (0.009) | Abiotrophia | (0.011) |