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/ID2_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/ID2_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/ID2_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/ID2_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/ID2_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/ID2_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/ID2_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/ID2_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/ID2_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/ID2_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/ID2_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/ID2_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:00506731 | Colorectum | MSS | epithelial cell proliferation | 108/3467 | 437/18723 | 6.76e-04 | 7.30e-03 | 108 |
GO:0016570 | Colorectum | MSS | histone modification | 113/3467 | 463/18723 | 8.37e-04 | 8.68e-03 | 113 |
GO:20010221 | Colorectum | MSS | positive regulation of response to DNA damage stimulus | 33/3467 | 105/18723 | 9.83e-04 | 9.86e-03 | 33 |
GO:00486381 | Colorectum | MSS | regulation of developmental growth | 84/3467 | 330/18723 | 1.01e-03 | 1.01e-02 | 84 |
GO:00025731 | Colorectum | MSS | myeloid leukocyte differentiation | 57/3467 | 208/18723 | 1.01e-03 | 1.01e-02 | 57 |
GO:00457871 | Colorectum | MSS | positive regulation of cell cycle | 80/3467 | 313/18723 | 1.15e-03 | 1.12e-02 | 80 |
GO:00063541 | Colorectum | MSS | DNA-templated transcription, elongation | 29/3467 | 91/18723 | 1.52e-03 | 1.39e-02 | 29 |
GO:00902572 | Colorectum | MSS | regulation of muscle system process | 66/3467 | 252/18723 | 1.55e-03 | 1.41e-02 | 66 |
GO:0051090 | Colorectum | MSS | regulation of DNA-binding transcription factor activity | 106/3467 | 440/18723 | 1.88e-03 | 1.65e-02 | 106 |
GO:0006405 | Colorectum | MSS | RNA export from nucleus | 27/3467 | 84/18723 | 1.89e-03 | 1.66e-02 | 27 |
GO:00062821 | Colorectum | MSS | regulation of DNA repair | 38/3467 | 130/18723 | 1.93e-03 | 1.67e-02 | 38 |
GO:00513461 | Colorectum | MSS | negative regulation of hydrolase activity | 92/3467 | 379/18723 | 2.85e-03 | 2.22e-02 | 92 |
GO:00073461 | Colorectum | MSS | regulation of mitotic cell cycle | 108/3467 | 457/18723 | 3.30e-03 | 2.50e-02 | 108 |
GO:19037061 | Colorectum | MSS | regulation of hemopoiesis | 89/3467 | 367/18723 | 3.39e-03 | 2.56e-02 | 89 |
GO:0006302 | Colorectum | MSS | double-strand break repair | 64/3467 | 251/18723 | 3.58e-03 | 2.65e-02 | 64 |
GO:0048659 | Colorectum | MSS | smooth muscle cell proliferation | 49/3467 | 184/18723 | 4.08e-03 | 2.97e-02 | 49 |
GO:0048660 | Colorectum | MSS | regulation of smooth muscle cell proliferation | 48/3467 | 180/18723 | 4.32e-03 | 3.07e-02 | 48 |
GO:0090068 | Colorectum | MSS | positive regulation of cell cycle process | 60/3467 | 236/18723 | 5.01e-03 | 3.46e-02 | 60 |
GO:0045739 | Colorectum | MSS | positive regulation of DNA repair | 23/3467 | 73/18723 | 5.22e-03 | 3.57e-02 | 23 |
GO:00063681 | Colorectum | MSS | transcription elongation from RNA polymerase II promoter | 22/3467 | 69/18723 | 5.31e-03 | 3.62e-02 | 22 |
Pathway ID | Tissue | Disease Stage | Description | Gene Ratio | Bg Ratio | pvalue | p.adjust | qvalue | Count |
hsa043908 | Cervix | CC | Hippo signaling pathway | 40/1267 | 157/8465 | 3.64e-04 | 1.82e-03 | 1.07e-03 | 40 |
hsa0439013 | Cervix | CC | Hippo signaling pathway | 40/1267 | 157/8465 | 3.64e-04 | 1.82e-03 | 1.07e-03 | 40 |
hsa04350 | Colorectum | SER | TGF-beta signaling pathway | 31/1580 | 108/8465 | 7.00e-03 | 3.77e-02 | 2.74e-02 | 31 |
hsa043501 | Colorectum | SER | TGF-beta signaling pathway | 31/1580 | 108/8465 | 7.00e-03 | 3.77e-02 | 2.74e-02 | 31 |
hsa04390 | Colorectum | MSS | Hippo signaling pathway | 48/1875 | 157/8465 | 8.32e-03 | 3.10e-02 | 1.90e-02 | 48 |
hsa043901 | Colorectum | MSS | Hippo signaling pathway | 48/1875 | 157/8465 | 8.32e-03 | 3.10e-02 | 1.90e-02 | 48 |
hsa043909 | Endometrium | AEH | Hippo signaling pathway | 38/1197 | 157/8465 | 4.79e-04 | 3.38e-03 | 2.47e-03 | 38 |
hsa043504 | Endometrium | AEH | TGF-beta signaling pathway | 26/1197 | 108/8465 | 3.82e-03 | 2.18e-02 | 1.59e-02 | 26 |
hsa0439014 | Endometrium | AEH | Hippo signaling pathway | 38/1197 | 157/8465 | 4.79e-04 | 3.38e-03 | 2.47e-03 | 38 |
hsa0435011 | Endometrium | AEH | TGF-beta signaling pathway | 26/1197 | 108/8465 | 3.82e-03 | 2.18e-02 | 1.59e-02 | 26 |
hsa0439023 | Endometrium | EEC | Hippo signaling pathway | 39/1237 | 157/8465 | 4.54e-04 | 3.47e-03 | 2.59e-03 | 39 |
hsa043502 | Endometrium | EEC | TGF-beta signaling pathway | 26/1237 | 108/8465 | 5.95e-03 | 3.12e-02 | 2.33e-02 | 26 |
hsa0439033 | Endometrium | EEC | Hippo signaling pathway | 39/1237 | 157/8465 | 4.54e-04 | 3.47e-03 | 2.59e-03 | 39 |
hsa043503 | Endometrium | EEC | TGF-beta signaling pathway | 26/1237 | 108/8465 | 5.95e-03 | 3.12e-02 | 2.33e-02 | 26 |
hsa043507 | Esophagus | ESCC | TGF-beta signaling pathway | 69/4205 | 108/8465 | 1.92e-03 | 5.54e-03 | 2.84e-03 | 69 |
hsa052028 | Esophagus | ESCC | Transcriptional misregulation in cancer | 116/4205 | 193/8465 | 2.08e-03 | 5.95e-03 | 3.05e-03 | 116 |
hsa0439018 | Esophagus | ESCC | Hippo signaling pathway | 92/4205 | 157/8465 | 1.46e-02 | 3.31e-02 | 1.69e-02 | 92 |
hsa0435014 | Esophagus | ESCC | TGF-beta signaling pathway | 69/4205 | 108/8465 | 1.92e-03 | 5.54e-03 | 2.84e-03 | 69 |
hsa0520213 | Esophagus | ESCC | Transcriptional misregulation in cancer | 116/4205 | 193/8465 | 2.08e-03 | 5.95e-03 | 3.05e-03 | 116 |
hsa0439019 | Esophagus | ESCC | Hippo signaling pathway | 92/4205 | 157/8465 | 1.46e-02 | 3.31e-02 | 1.69e-02 | 92 |