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:0051651111 | Esophagus | ESCC | maintenance of location in cell | 126/8552 | 214/18723 | 6.57e-05 | 5.00e-04 | 126 |
GO:000920519 | Esophagus | ESCC | purine ribonucleoside triphosphate metabolic process | 55/8552 | 82/18723 | 7.34e-05 | 5.51e-04 | 55 |
GO:00311094 | Esophagus | ESCC | microtubule polymerization or depolymerization | 77/8552 | 122/18723 | 7.60e-05 | 5.68e-04 | 77 |
GO:00467856 | Esophagus | ESCC | microtubule polymerization | 55/8552 | 83/18723 | 1.21e-04 | 8.31e-04 | 55 |
GO:190437719 | Esophagus | ESCC | positive regulation of protein localization to cell periphery | 47/8552 | 69/18723 | 1.37e-04 | 9.27e-04 | 47 |
GO:190307817 | Esophagus | ESCC | positive regulation of protein localization to plasma membrane | 43/8552 | 62/18723 | 1.38e-04 | 9.35e-04 | 43 |
GO:00442626 | Esophagus | ESCC | cellular carbohydrate metabolic process | 160/8552 | 283/18723 | 1.43e-04 | 9.66e-04 | 160 |
GO:00070205 | Esophagus | ESCC | microtubule nucleation | 27/8552 | 35/18723 | 1.48e-04 | 9.88e-04 | 27 |
GO:00311104 | Esophagus | ESCC | regulation of microtubule polymerization or depolymerization | 57/8552 | 88/18723 | 2.32e-04 | 1.44e-03 | 57 |
GO:00160514 | Esophagus | ESCC | carbohydrate biosynthetic process | 117/8552 | 202/18723 | 2.96e-04 | 1.79e-03 | 117 |
GO:000005411 | Esophagus | ESCC | ribosomal subunit export from nucleus | 13/8552 | 14/18723 | 3.02e-04 | 1.81e-03 | 13 |
GO:003375011 | Esophagus | ESCC | ribosome localization | 13/8552 | 14/18723 | 3.02e-04 | 1.81e-03 | 13 |
GO:00620129 | Esophagus | ESCC | regulation of small molecule metabolic process | 184/8552 | 334/18723 | 3.11e-04 | 1.85e-03 | 184 |
GO:00109684 | Esophagus | ESCC | regulation of microtubule nucleation | 10/8552 | 10/18723 | 3.94e-04 | 2.26e-03 | 10 |
GO:0043409110 | Esophagus | ESCC | negative regulation of MAPK cascade | 105/8552 | 180/18723 | 4.13e-04 | 2.35e-03 | 105 |
GO:00463643 | Esophagus | ESCC | monosaccharide biosynthetic process | 52/8552 | 82/18723 | 9.03e-04 | 4.61e-03 | 52 |
GO:00328864 | Esophagus | ESCC | regulation of microtubule-based process | 134/8552 | 240/18723 | 9.44e-04 | 4.80e-03 | 134 |
GO:007142811 | Esophagus | ESCC | rRNA-containing ribonucleoprotein complex export from nucleus | 13/8552 | 15/18723 | 1.31e-03 | 6.26e-03 | 13 |
GO:00109065 | Esophagus | ESCC | regulation of glucose metabolic process | 71/8552 | 119/18723 | 1.46e-03 | 6.92e-03 | 71 |
GO:00193193 | Esophagus | ESCC | hexose biosynthetic process | 49/8552 | 78/18723 | 1.69e-03 | 7.81e-03 | 49 |
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 |