| BC | Bladder Cancer |
| NMIBC | Non-muscle-invasive Bladder Cancer |
| MIBC | Muscle-invasive Bladder Cancer |
| TME | Tumor Microenvironment |
| MR | Mendelian randomization |
| SNPs | Single Nucleotide Polymorphisms |
| rsIDs | Reference SNP IDs |
| IVs | Instrumental Variables |
| IVW | Inverse Variance-weighted |
| TPM | Transcripts Per Million |
| iDEGs | Immune-related Differentially Expressed Genes |
| PPI | Protein–protein Interaction |
| GO | Gene Ontology |
| KEGG | Kyoto Encyclopedia of Genes and Genomes |
| GBM | Gradient Boosting Machine |
| GLM | Generalized Linear Model |
| NNET | Neural Network |
| KNN | K-nearest Neighbors |
| DT | Decision Tree |
| LASSO | Least Absolute Shrinkage and Selection Operator |
| RF | Random Forest |
| SVM | Support Vector Machines |
| XGB | Extreme Gradient Boosting |
| RMSE | Root Mean Square of Residuals |
| AUC | Area Under the Curve |