Tissue | Expression Dynamics | Abbreviation |
Breast | ![The image shows the transcriptomic changes along malignancy continuum.log2FC in expression of this searched gene in stem-like cells from each diseased tissue sample relative to stem-like cells in normal samples in each tissue plotted against the malignancy continuum. Samples are colored based on if they are from different disease stage.](images/deg_images/Breast/RAN_pca_on_diff_genes.png) | IDC: Invasive ductal carcinoma |
DCIS: Ductal carcinoma in situ |
Precancer(BRCA1-mut): Precancerous lesion from BRCA1 mutation carriers |
Cervix | ![The image shows the transcriptomic changes along malignancy continuum.log2FC in expression of this searched gene in stem-like cells from each diseased tissue sample relative to stem-like cells in normal samples in each tissue plotted against the malignancy continuum. Samples are colored based on if they are from different disease stage.](images/deg_images/Cervix/RAN_pca_on_diff_genes.png) | CC: Cervix cancer |
HSIL_HPV: HPV-infected high-grade squamous intraepithelial lesions |
N_HPV: HPV-infected normal cervix |
Colorectum (GSE201348) | ![The image shows the transcriptomic changes along malignancy continuum.log2FC in expression of this searched gene in stem-like cells from each diseased tissue sample relative to stem-like cells in normal samples in each tissue plotted against the malignancy continuum. Samples are colored based on if they are from different disease stage.](images/deg_images/Colorectum/Becker/RAN_pca_on_diff_genes.png) | FAP: Familial adenomatous polyposis |
CRC: Colorectal cancer |
Colorectum (HTA11) | ![The image shows the transcriptomic changes along malignancy continuum.log2FC in expression of this searched gene in stem-like cells from each diseased tissue sample relative to stem-like cells in normal samples in each tissue plotted against the malignancy continuum. Samples are colored based on if they are from different disease stage.](images/deg_images/Colorectum/Chen/RAN_pca_on_diff_genes.png) | AD: Adenomas |
SER: Sessile serrated lesions |
MSI-H: Microsatellite-high colorectal cancer |
MSS: Microsatellite stable colorectal cancer |
Endometrium | ![The image shows the transcriptomic changes along malignancy continuum.log2FC in expression of this searched gene in stem-like cells from each diseased tissue sample relative to stem-like cells in normal samples in each tissue plotted against the malignancy continuum. Samples are colored based on if they are from different disease stage.](images/deg_images/Endometrium/RAN_pca_on_diff_genes.png) | AEH: Atypical endometrial hyperplasia |
EEC: Endometrioid Cancer |
Esophagus | ![The image shows the transcriptomic changes along malignancy continuum.log2FC in expression of this searched gene in stem-like cells from each diseased tissue sample relative to stem-like cells in normal samples in each tissue plotted against the malignancy continuum. Samples are colored based on if they are from different disease stage.](images/deg_images/Esophagus/RAN_pca_on_diff_genes.png) | ESCC: Esophageal squamous cell carcinoma |
HGIN: High-grade intraepithelial neoplasias |
LGIN: Low-grade intraepithelial neoplasias |
GC | ![The image shows the transcriptomic changes along malignancy continuum.log2FC in expression of this searched gene in stem-like cells from each diseased tissue sample relative to stem-like cells in normal samples in each tissue plotted against the malignancy continuum. Samples are colored based on if they are from different disease stage.](images/deg_images/GC/RAN_pca_on_diff_genes.png) | CAG: Chronic atrophic gastritis |
CAG with IM: Chronic atrophic gastritis with intestinal metaplasia |
CSG: Chronic superficial gastritis |
GC: Gastric cancer |
SIM: Severe intestinal metaplasia |
WIM: Wild intestinal metaplasia |
Liver | ![The image shows the transcriptomic changes along malignancy continuum.log2FC in expression of this searched gene in stem-like cells from each diseased tissue sample relative to stem-like cells in normal samples in each tissue plotted against the malignancy continuum. Samples are colored based on if they are from different disease stage.](images/deg_images/Liver/RAN_pca_on_diff_genes.png) | HCC: Hepatocellular carcinoma |
NAFLD: Non-alcoholic fatty liver disease |
Oral Cavity | ![The image shows the transcriptomic changes along malignancy continuum.log2FC in expression of this searched gene in stem-like cells from each diseased tissue sample relative to stem-like cells in normal samples in each tissue plotted against the malignancy continuum. Samples are colored based on if they are from different disease stage.](images/deg_images/OralCavity/RAN_pca_on_diff_genes.png) | EOLP: Erosive Oral lichen planus |
LP: leukoplakia |
NEOLP: Non-erosive oral lichen planus |
OSCC: Oral squamous cell carcinoma |
Prostate | ![The image shows the transcriptomic changes along malignancy continuum.log2FC in expression of this searched gene in stem-like cells from each diseased tissue sample relative to stem-like cells in normal samples in each tissue plotted against the malignancy continuum. Samples are colored based on if they are from different disease stage.](images/deg_images/Prostate/RAN_pca_on_diff_genes.png) | BPH: Benign Prostatic Hyperplasia |
Skin | ![The image shows the transcriptomic changes along malignancy continuum.log2FC in expression of this searched gene in stem-like cells from each diseased tissue sample relative to stem-like cells in normal samples in each tissue plotted against the malignancy continuum. Samples are colored based on if they are from different disease stage.](images/deg_images/Skin/RAN_pca_on_diff_genes.png) | AK: Actinic keratosis |
cSCC: Cutaneous squamous cell carcinoma |
SCCIS:squamous cell carcinoma in situ |
Thyroid | ![The image shows the transcriptomic changes along malignancy continuum.log2FC in expression of this searched gene in stem-like cells from each diseased tissue sample relative to stem-like cells in normal samples in each tissue plotted against the malignancy continuum. Samples are colored based on if they are from different disease stage.](images/deg_images/Thyroid/RAN_pca_on_diff_genes.png) | ATC: Anaplastic thyroid cancer |
HT: Hashimoto's thyroiditis |
PTC: Papillary thyroid cancer |
GO ID | Tissue | Disease Stage | Description | Gene Ratio | Bg Ratio | pvalue | p.adjust | Count |
GO:00460391 | Prostate | Tumor | GTP metabolic process | 10/3246 | 25/18723 | 6.30e-03 | 2.89e-02 | 10 |
GO:001407512 | Prostate | Tumor | response to amine | 16/3246 | 49/18723 | 6.74e-03 | 3.07e-02 | 16 |
GO:009006813 | Prostate | Tumor | positive regulation of cell cycle process | 56/3246 | 236/18723 | 7.35e-03 | 3.28e-02 | 56 |
GO:001820814 | Prostate | Tumor | peptidyl-proline modification | 18/3246 | 58/18723 | 7.57e-03 | 3.37e-02 | 18 |
GO:014001412 | Prostate | Tumor | mitotic nuclear division | 66/3246 | 287/18723 | 8.19e-03 | 3.60e-02 | 66 |
GO:000838027 | Skin | AK | RNA splicing | 111/1910 | 434/18723 | 1.85e-20 | 5.49e-17 | 111 |
GO:000691320 | Skin | AK | nucleocytoplasmic transport | 69/1910 | 301/18723 | 7.63e-11 | 1.29e-08 | 69 |
GO:005116920 | Skin | AK | nuclear transport | 69/1910 | 301/18723 | 7.63e-11 | 1.29e-08 | 69 |
GO:007259426 | Skin | AK | establishment of protein localization to organelle | 81/1910 | 422/18723 | 1.48e-08 | 9.11e-07 | 81 |
GO:005116820 | Skin | AK | nuclear export | 39/1910 | 154/18723 | 6.00e-08 | 2.99e-06 | 39 |
GO:003450419 | Skin | AK | protein localization to nucleus | 60/1910 | 290/18723 | 7.27e-08 | 3.53e-06 | 60 |
GO:003238619 | Skin | AK | regulation of intracellular transport | 65/1910 | 337/18723 | 3.23e-07 | 1.27e-05 | 65 |
GO:004682220 | Skin | AK | regulation of nucleocytoplasmic transport | 29/1910 | 106/18723 | 5.12e-07 | 1.85e-05 | 29 |
GO:003315723 | Skin | AK | regulation of intracellular protein transport | 47/1910 | 229/18723 | 2.31e-06 | 6.52e-05 | 47 |
GO:000645726 | Skin | AK | protein folding | 44/1910 | 212/18723 | 3.54e-06 | 8.91e-05 | 44 |
GO:000640324 | Skin | AK | RNA localization | 42/1910 | 201/18723 | 4.88e-06 | 1.16e-04 | 42 |
GO:00182058 | Skin | AK | peptidyl-lysine modification | 66/1910 | 376/18723 | 7.80e-06 | 1.72e-04 | 66 |
GO:004682523 | Skin | AK | regulation of protein export from nucleus | 12/1910 | 30/18723 | 1.83e-05 | 3.47e-04 | 12 |
GO:004343425 | Skin | AK | response to peptide hormone | 69/1910 | 414/18723 | 2.87e-05 | 4.98e-04 | 69 |
GO:000661118 | Skin | AK | protein export from nucleus | 17/1910 | 57/18723 | 3.40e-05 | 5.68e-04 | 17 |
Pathway ID | Tissue | Disease Stage | Description | Gene Ratio | Bg Ratio | pvalue | p.adjust | qvalue | Count |
hsa0516618 | Breast | Precancer | Human T-cell leukemia virus 1 infection | 33/684 | 222/8465 | 4.29e-04 | 3.31e-03 | 2.53e-03 | 33 |
hsa0516619 | Breast | Precancer | Human T-cell leukemia virus 1 infection | 33/684 | 222/8465 | 4.29e-04 | 3.31e-03 | 2.53e-03 | 33 |
hsa0516624 | Breast | IDC | Human T-cell leukemia virus 1 infection | 40/867 | 222/8465 | 2.52e-04 | 2.21e-03 | 1.66e-03 | 40 |
hsa0516634 | Breast | IDC | Human T-cell leukemia virus 1 infection | 40/867 | 222/8465 | 2.52e-04 | 2.21e-03 | 1.66e-03 | 40 |
hsa0516642 | Breast | DCIS | Human T-cell leukemia virus 1 infection | 41/846 | 222/8465 | 7.03e-05 | 6.88e-04 | 5.07e-04 | 41 |
hsa0516652 | Breast | DCIS | Human T-cell leukemia virus 1 infection | 41/846 | 222/8465 | 7.03e-05 | 6.88e-04 | 5.07e-04 | 41 |
hsa0516620 | Cervix | CC | Human T-cell leukemia virus 1 infection | 61/1267 | 222/8465 | 8.13e-07 | 7.98e-06 | 4.72e-06 | 61 |
hsa05166110 | Cervix | CC | Human T-cell leukemia virus 1 infection | 61/1267 | 222/8465 | 8.13e-07 | 7.98e-06 | 4.72e-06 | 61 |
hsa0516643 | Cervix | N_HPV | Human T-cell leukemia virus 1 infection | 22/349 | 222/8465 | 1.17e-04 | 1.18e-03 | 9.23e-04 | 22 |
hsa0516653 | Cervix | N_HPV | Human T-cell leukemia virus 1 infection | 22/349 | 222/8465 | 1.17e-04 | 1.18e-03 | 9.23e-04 | 22 |
hsa05166 | Colorectum | AD | Human T-cell leukemia virus 1 infection | 72/2092 | 222/8465 | 5.24e-03 | 2.44e-02 | 1.55e-02 | 72 |
hsa051661 | Colorectum | AD | Human T-cell leukemia virus 1 infection | 72/2092 | 222/8465 | 5.24e-03 | 2.44e-02 | 1.55e-02 | 72 |
hsa051662 | Colorectum | MSS | Human T-cell leukemia virus 1 infection | 68/1875 | 222/8465 | 1.84e-03 | 9.61e-03 | 5.89e-03 | 68 |
hsa03250 | Colorectum | MSS | Viral life cycle - HIV-1 | 23/1875 | 63/8465 | 6.55e-03 | 2.64e-02 | 1.62e-02 | 23 |
hsa051663 | Colorectum | MSS | Human T-cell leukemia virus 1 infection | 68/1875 | 222/8465 | 1.84e-03 | 9.61e-03 | 5.89e-03 | 68 |
hsa032501 | Colorectum | MSS | Viral life cycle - HIV-1 | 23/1875 | 63/8465 | 6.55e-03 | 2.64e-02 | 1.62e-02 | 23 |
hsa0516626 | Endometrium | AEH | Human T-cell leukemia virus 1 infection | 50/1197 | 222/8465 | 4.30e-04 | 3.11e-03 | 2.27e-03 | 50 |
hsa05166111 | Endometrium | AEH | Human T-cell leukemia virus 1 infection | 50/1197 | 222/8465 | 4.30e-04 | 3.11e-03 | 2.27e-03 | 50 |
hsa0516627 | Endometrium | EEC | Human T-cell leukemia virus 1 infection | 52/1237 | 222/8465 | 2.73e-04 | 2.36e-03 | 1.76e-03 | 52 |
hsa0516636 | Endometrium | EEC | Human T-cell leukemia virus 1 infection | 52/1237 | 222/8465 | 2.73e-04 | 2.36e-03 | 1.76e-03 | 52 |