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:00070514 | Liver | Cirrhotic | spindle organization | 62/4634 | 184/18723 | 3.88e-03 | 2.10e-02 | 62 |
GO:19045914 | Liver | Cirrhotic | positive regulation of protein import | 19/4634 | 43/18723 | 4.15e-03 | 2.22e-02 | 19 |
GO:00511706 | Liver | Cirrhotic | import into nucleus | 54/4634 | 159/18723 | 5.59e-03 | 2.83e-02 | 54 |
GO:00423075 | Liver | Cirrhotic | positive regulation of protein import into nucleus | 18/4634 | 41/18723 | 5.65e-03 | 2.85e-02 | 18 |
GO:00092055 | Liver | Cirrhotic | purine ribonucleoside triphosphate metabolic process | 31/4634 | 82/18723 | 5.87e-03 | 2.95e-02 | 31 |
GO:00457874 | Liver | Cirrhotic | positive regulation of cell cycle | 97/4634 | 313/18723 | 6.88e-03 | 3.38e-02 | 97 |
GO:0000819 | Liver | Cirrhotic | sister chromatid segregation | 65/4634 | 202/18723 | 1.01e-02 | 4.52e-02 | 65 |
GO:002261322 | Liver | HCC | ribonucleoprotein complex biogenesis | 355/7958 | 463/18723 | 7.76e-52 | 4.92e-48 | 355 |
GO:004225422 | Liver | HCC | ribosome biogenesis | 246/7958 | 299/18723 | 4.99e-46 | 1.58e-42 | 246 |
GO:000838022 | Liver | HCC | RNA splicing | 313/7958 | 434/18723 | 1.36e-36 | 1.73e-33 | 313 |
GO:007259422 | Liver | HCC | establishment of protein localization to organelle | 299/7958 | 422/18723 | 1.06e-32 | 6.10e-30 | 299 |
GO:001603222 | Liver | HCC | viral process | 286/7958 | 415/18723 | 4.41e-28 | 1.86e-25 | 286 |
GO:190382922 | Liver | HCC | positive regulation of cellular protein localization | 199/7958 | 276/18723 | 1.15e-23 | 2.62e-21 | 199 |
GO:000645712 | Liver | HCC | protein folding | 160/7958 | 212/18723 | 1.07e-22 | 1.88e-20 | 160 |
GO:003238621 | Liver | HCC | regulation of intracellular transport | 231/7958 | 337/18723 | 1.99e-22 | 3.40e-20 | 231 |
GO:000640321 | Liver | HCC | RNA localization | 151/7958 | 201/18723 | 3.72e-21 | 5.89e-19 | 151 |
GO:000691322 | Liver | HCC | nucleocytoplasmic transport | 208/7958 | 301/18723 | 5.51e-21 | 8.12e-19 | 208 |
GO:005116922 | Liver | HCC | nuclear transport | 208/7958 | 301/18723 | 5.51e-21 | 8.12e-19 | 208 |
GO:003315721 | Liver | HCC | regulation of intracellular protein transport | 165/7958 | 229/18723 | 8.37e-20 | 1.15e-17 | 165 |
GO:003238821 | Liver | HCC | positive regulation of intracellular transport | 148/7958 | 202/18723 | 5.15e-19 | 6.66e-17 | 148 |
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 |