Table 1. Examples of significant associations of LINE, SINE, LTR and DNA transposons with genes that were previously linked to breast cancer as TEffectR outputs along with multiple covariates.
Expression levels of TEs within the upstream 5 kb regions of the given genes and other covariates such as the tissue type (healthy vs. tumor) or patient number were included in the linear regression model. The p-value of the model indicates the significance of the linear model. P-values for each covariate indicate whether these factors have significant associations with the expression of the given gene. Adjusted r-square score indicates the precision of the model with significant covariate associations in terms of predicting the expression of the gene. For example, an adjusted R square of 0.8422 indicates that the linear model could explain 84.22% of the gene’s expression.
Link to breast cancer | Gene name | TE name | r squared | Adjusted r-squared | Model p-value | Individual p-values |
---|---|---|---|---|---|---|
Biomarkera | KRT8 (CK8) | L2c (LINE) | 0.8532 | 0.8422 | 1.026E–16 | L2c: 1.356E–13 Tissue type: 0.0332 Patient: 0.7974 |
Prognosisb | SLC39A6 (LIV-1) | L2b (LINE) |
0.7231 | 0.7023 | 3.100E–11 | L2b: 7.536E–08 Tissue type: 0.0013 Patient: 0.1024 |
Molecular pathogenesisc | SAFB | L1MB7 (LINE) | 0.5131 | 0.4766 | 2.107E–06 | L1MB7: 1.114E–07 Tissue type: 0.6112 Patient: 0.1394 |
Susceptibilitydand prognosise | CHEK2 | AluJb, AluSx AluS (SINE) |
0.6362 | 0.5883 | 1.645E–07 | AluJb: 0.0433 AluSx: 0.0426 AluSz: 0.0005 Tissue type: 0.0023 Patient: 0.0033 |
Susceptibilityfand prognosisg | FEN1 | MIR3 (SINE) |
0.5545 | 0.5211 | 3.703E–07 | MIR3: 2.572E–06 Tissue type: 0.0122 Patient: 0.3886 |
Molecular genetics and pathogenesish | CENPL | AluSx3, AluY (SINE) |
0.5489 | 0.5027 | 2.118E–06 | AluSx3: 0.0007 AluY: 0.2000 Tissue type: 0.0066 Patient: 0.2467 |
Prognosisi | MCM4 | MLT1D (LTR) |
0.5733 | 0.5413 | 1.587E–07 | MLT1D: 0.0012 Tissue type: 1.544E–06 Patient: 0.1674 |
Susceptibilityj | RMND1 | LTR5_Hs (LTR) |
0.4318 | 0.3892 | 4.279E–05 | LTR5_Hs: 1.782E–05 Tissue type: 0.4280 Patient: 0.1193 |
Molecular pathogenesis and prognosisk | CPNE3 | MLT1H2 (LTR) |
0.3910 | 0.3453 | 0.0002 | MLT1H2: 0.0002 Tissue type: 0.0055 Patient: 0.9407 |
Biomarker and prognosisl | HLA-DPB1 | hAT-1_Mam (DNA) |
0.8318 | 0.8192 | 1.548E–15 | hAT-1_Mam: 1.092E–14 Tissue type: 0.5467 Patient: 0.2850 |
Molecular pathogenesismand biomarkern | HSPB2 (HSP27) | MER5B (DNA) |
0.7756 | 0.7587 | 4.791E–13 | MER5B: 8.050E–07 Tissue type: 0.5756 Patient: 0.1733 |
Molecular pathogenesiso | PARP9 | MER5B (DNA) |
0.5929 | 0.5624 | 6.287E–08 | MER5B: 1.141E–06 Tissue type: 0.0054 Patient: 0.5464 |
Notes.