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:19031317 | Esophagus | ESCC | mononuclear cell differentiation | 226/8552 | 426/18723 | 1.20e-03 | 5.88e-03 | 226 |
GO:0045637111 | Esophagus | ESCC | regulation of myeloid cell differentiation | 118/8552 | 210/18723 | 1.35e-03 | 6.43e-03 | 118 |
GO:00519625 | Esophagus | ESCC | positive regulation of nervous system development | 149/8552 | 272/18723 | 1.50e-03 | 7.06e-03 | 149 |
GO:00064824 | Esophagus | ESCC | protein demethylation | 24/8552 | 33/18723 | 1.50e-03 | 7.06e-03 | 24 |
GO:00082144 | Esophagus | ESCC | protein dealkylation | 24/8552 | 33/18723 | 1.50e-03 | 7.06e-03 | 24 |
GO:19019762 | Esophagus | ESCC | regulation of cell cycle checkpoint | 24/8552 | 33/18723 | 1.50e-03 | 7.06e-03 | 24 |
GO:00611807 | Esophagus | ESCC | mammary gland epithelium development | 43/8552 | 67/18723 | 1.73e-03 | 7.97e-03 | 43 |
GO:190210510 | Esophagus | ESCC | regulation of leukocyte differentiation | 152/8552 | 279/18723 | 1.82e-03 | 8.35e-03 | 152 |
GO:003149811 | Esophagus | ESCC | chromatin disassembly | 16/8552 | 20/18723 | 1.85e-03 | 8.40e-03 | 16 |
GO:003298616 | Esophagus | ESCC | protein-DNA complex disassembly | 16/8552 | 20/18723 | 1.85e-03 | 8.40e-03 | 16 |
GO:200004513 | Esophagus | ESCC | regulation of G1/S transition of mitotic cell cycle | 82/8552 | 142/18723 | 2.49e-03 | 1.08e-02 | 82 |
GO:20007793 | Esophagus | ESCC | regulation of double-strand break repair | 52/8552 | 85/18723 | 2.86e-03 | 1.21e-02 | 52 |
GO:003106211 | Esophagus | ESCC | positive regulation of histone methylation | 28/8552 | 41/18723 | 2.88e-03 | 1.21e-02 | 28 |
GO:190280613 | Esophagus | ESCC | regulation of cell cycle G1/S phase transition | 95/8552 | 168/18723 | 2.91e-03 | 1.22e-02 | 95 |
GO:00486597 | Esophagus | ESCC | smooth muscle cell proliferation | 103/8552 | 184/18723 | 3.08e-03 | 1.28e-02 | 103 |
GO:006053716 | Esophagus | ESCC | muscle tissue development | 211/8552 | 403/18723 | 3.84e-03 | 1.56e-02 | 211 |
GO:00434332 | Esophagus | ESCC | negative regulation of DNA-binding transcription factor activity | 103/8552 | 185/18723 | 3.86e-03 | 1.57e-02 | 103 |
GO:00165773 | Esophagus | ESCC | histone demethylation | 22/8552 | 31/18723 | 3.90e-03 | 1.58e-02 | 22 |
GO:00007241 | Esophagus | ESCC | double-strand break repair via homologous recombination | 79/8552 | 138/18723 | 4.05e-03 | 1.62e-02 | 79 |
GO:00007251 | Esophagus | ESCC | recombinational repair | 80/8552 | 140/18723 | 4.10e-03 | 1.63e-02 | 80 |
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 |