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:00094163 | Cervix | CC | response to light stimulus | 54/2311 | 320/18723 | 1.03e-02 | 4.97e-02 | 54 |
GO:00182054 | Cervix | CC | peptidyl-lysine modification | 62/2311 | 376/18723 | 1.04e-02 | 4.97e-02 | 62 |
GO:0061351 | Cervix | CC | neural precursor cell proliferation | 28/2311 | 145/18723 | 1.04e-02 | 4.97e-02 | 28 |
GO:000188914 | Cervix | N_HPV | liver development | 13/534 | 147/18723 | 3.06e-04 | 4.69e-03 | 13 |
GO:006100814 | Cervix | N_HPV | hepaticobiliary system development | 13/534 | 150/18723 | 3.72e-04 | 5.41e-03 | 13 |
GO:004873215 | Cervix | N_HPV | gland development | 25/534 | 436/18723 | 7.93e-04 | 9.90e-03 | 25 |
GO:199082312 | Cervix | N_HPV | response to leukemia inhibitory factor | 9/534 | 95/18723 | 1.56e-03 | 1.63e-02 | 9 |
GO:004886313 | Cervix | N_HPV | stem cell differentiation | 14/534 | 206/18723 | 2.43e-03 | 2.20e-02 | 14 |
GO:199083011 | Cervix | N_HPV | cellular response to leukemia inhibitory factor | 8/534 | 94/18723 | 5.41e-03 | 3.87e-02 | 8 |
GO:006053722 | Cervix | N_HPV | muscle tissue development | 21/534 | 403/18723 | 6.10e-03 | 4.21e-02 | 21 |
GO:0048732 | Colorectum | AD | gland development | 149/3918 | 436/18723 | 6.07e-11 | 6.33e-09 | 149 |
GO:0022411 | Colorectum | AD | cellular component disassembly | 147/3918 | 443/18723 | 8.53e-10 | 6.76e-08 | 147 |
GO:0032984 | Colorectum | AD | protein-containing complex disassembly | 81/3918 | 224/18723 | 9.41e-08 | 4.65e-06 | 81 |
GO:0051052 | Colorectum | AD | regulation of DNA metabolic process | 116/3918 | 359/18723 | 2.47e-07 | 1.00e-05 | 116 |
GO:0051054 | Colorectum | AD | positive regulation of DNA metabolic process | 73/3918 | 201/18723 | 3.27e-07 | 1.29e-05 | 73 |
GO:0034101 | Colorectum | AD | erythrocyte homeostasis | 51/3918 | 129/18723 | 1.07e-06 | 3.59e-05 | 51 |
GO:0030099 | Colorectum | AD | myeloid cell differentiation | 119/3918 | 381/18723 | 1.24e-06 | 4.01e-05 | 119 |
GO:0030879 | Colorectum | AD | mammary gland development | 53/3918 | 137/18723 | 1.46e-06 | 4.58e-05 | 53 |
GO:0007623 | Colorectum | AD | circadian rhythm | 72/3918 | 210/18723 | 4.50e-06 | 1.21e-04 | 72 |
GO:0002262 | Colorectum | AD | myeloid cell homeostasis | 57/3918 | 157/18723 | 6.17e-06 | 1.56e-04 | 57 |
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 |