Table 3.
Identified genes that are involved in vesicle, ion channel, or lipid transportation. The first column contains the Ensembl transcript ID. The second column contains the gene symbol of the transcript. The third column shows the involvement of the transcript in the trained ML classifier. The fourth column shows the biological pathway that the gene is involved in.
| Accession | Symbol | Used in classifiers | Involves in |
|---|---|---|---|
| ENSG00000177076.6 | ACER2 | GLM | Lipid metabolism |
| ENSG00000111269.3 | CREBL2 | Decision tree | Lipid genesis |
| ENSG00000070882.13 | OSBPL3 | GLM | Lipid transport |
| ENSG00000164211.13 | STARD4 | GLM | Lipid transport/vesicle |
| ENSG00000080166.16 | DCT | GLM | Vesicle |
| ENSG00000162654.9 | GBP4 | GLM | Vesicle |
| ENSG00000181619.11 | GPR135 | Random forest | Vesicle |
| ENSG00000005893.15 | LAMP2 | Random forest | Vesicle |
| ENSG00000130592.15 | LSP1 | GLM | Vesicle |
| ENSG00000103111.14 | MON1B | Random forest | Vesicle |
| ENSG00000173947.14 | PIFO | GLM | Vesicle |
| ENSG00000128567.17 | PODXL | GLM | Vesicle |
| ENSG00000181467.4 | RAP2B | GLM | Vesicle |
| ENSG00000078269.15 | SYNJ2 | GLM | Vesicle endocytosis |
| ENSG00000108239.8 | TBC1D12 | Random forest | Vesicle |
| ENSG00000148408.13 | CACNA1B | Random forest | Calcium channel |
| ENSG00000153822.13 | KCNJ16 | Random forest | Potassium channel |
| ENSG00000120457.12 | KCNJ5 | GLM | Potassium channel |
| ENSG00000101198.15 | NKAIN4 | GLM | Sodium–potassium pump |
| ENSG00000065600.12 | PACC1 | Decision tree | Chloride channel |
| ENSG00000115616.2 | SLC9A2 | GLM | Sodium antiporter |