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:00226139 | Breast | Precancer | ribonucleoprotein complex biogenesis | 79/1080 | 463/18723 | 2.11e-18 | 1.03e-15 | 79 |
GO:00422549 | Breast | Precancer | ribosome biogenesis | 52/1080 | 299/18723 | 7.35e-13 | 1.51e-10 | 52 |
GO:00091448 | Breast | Precancer | purine nucleoside triphosphate metabolic process | 24/1080 | 88/18723 | 9.66e-11 | 1.03e-08 | 24 |
GO:00092057 | Breast | Precancer | purine ribonucleoside triphosphate metabolic process | 23/1080 | 82/18723 | 1.27e-10 | 1.34e-08 | 23 |
GO:00160329 | Breast | Precancer | viral process | 58/1080 | 415/18723 | 3.42e-10 | 3.16e-08 | 58 |
GO:00091997 | Breast | Precancer | ribonucleoside triphosphate metabolic process | 23/1080 | 89/18723 | 7.65e-10 | 6.66e-08 | 23 |
GO:00091418 | Breast | Precancer | nucleoside triphosphate metabolic process | 26/1080 | 112/18723 | 7.72e-10 | 6.66e-08 | 26 |
GO:00196938 | Breast | Precancer | ribose phosphate metabolic process | 49/1080 | 396/18723 | 3.81e-07 | 1.78e-05 | 49 |
GO:00091509 | Breast | Precancer | purine ribonucleotide metabolic process | 46/1080 | 368/18723 | 6.47e-07 | 2.71e-05 | 46 |
GO:00091179 | Breast | Precancer | nucleotide metabolic process | 56/1080 | 489/18723 | 7.40e-07 | 3.00e-05 | 56 |
GO:00092598 | Breast | Precancer | ribonucleotide metabolic process | 47/1080 | 385/18723 | 9.69e-07 | 3.84e-05 | 47 |
GO:00067539 | Breast | Precancer | nucleoside phosphate metabolic process | 56/1080 | 497/18723 | 1.24e-06 | 4.70e-05 | 56 |
GO:00061639 | Breast | Precancer | purine nucleotide metabolic process | 47/1080 | 396/18723 | 2.14e-06 | 7.50e-05 | 47 |
GO:00510989 | Breast | Precancer | regulation of binding | 44/1080 | 363/18723 | 2.59e-06 | 8.65e-05 | 44 |
GO:00725219 | Breast | Precancer | purine-containing compound metabolic process | 47/1080 | 416/18723 | 8.19e-06 | 2.20e-04 | 47 |
GO:19049519 | Breast | Precancer | positive regulation of establishment of protein localization | 36/1080 | 319/18723 | 9.30e-05 | 1.75e-03 | 36 |
GO:00510999 | Breast | Precancer | positive regulation of binding | 23/1080 | 173/18723 | 1.58e-04 | 2.68e-03 | 23 |
GO:19038299 | Breast | Precancer | positive regulation of cellular protein localization | 30/1080 | 276/18723 | 6.48e-04 | 7.99e-03 | 30 |
GO:00725948 | Breast | Precancer | establishment of protein localization to organelle | 41/1080 | 422/18723 | 7.75e-04 | 9.20e-03 | 41 |
GO:00064039 | Breast | Precancer | RNA localization | 23/1080 | 201/18723 | 1.34e-03 | 1.41e-02 | 23 |
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 |