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:00022629 | Breast | Precancer | myeloid cell homeostasis | 27/1080 | 157/18723 | 3.10e-07 | 1.49e-05 | 27 |
GO:00341019 | Breast | Precancer | erythrocyte homeostasis | 23/1080 | 129/18723 | 1.20e-06 | 4.60e-05 | 23 |
GO:00300999 | Breast | Precancer | myeloid cell differentiation | 45/1080 | 381/18723 | 4.00e-06 | 1.25e-04 | 45 |
GO:00075688 | Breast | Precancer | aging | 41/1080 | 339/18723 | 5.95e-06 | 1.71e-04 | 41 |
GO:00487329 | Breast | Precancer | gland development | 49/1080 | 436/18723 | 6.11e-06 | 1.73e-04 | 49 |
GO:00456379 | Breast | Precancer | regulation of myeloid cell differentiation | 28/1080 | 210/18723 | 3.05e-05 | 6.72e-04 | 28 |
GO:19037069 | Breast | Precancer | regulation of hemopoiesis | 41/1080 | 367/18723 | 3.95e-05 | 8.52e-04 | 41 |
GO:00506736 | Breast | Precancer | epithelial cell proliferation | 46/1080 | 437/18723 | 6.02e-05 | 1.23e-03 | 46 |
GO:00025737 | Breast | Precancer | myeloid leukocyte differentiation | 27/1080 | 208/18723 | 6.72e-05 | 1.35e-03 | 27 |
GO:00335983 | Breast | Precancer | mammary gland epithelial cell proliferation | 8/1080 | 26/18723 | 7.33e-05 | 1.44e-03 | 8 |
GO:00093148 | Breast | Precancer | response to radiation | 47/1080 | 456/18723 | 8.39e-05 | 1.62e-03 | 47 |
GO:00488729 | Breast | Precancer | homeostasis of number of cells | 32/1080 | 272/18723 | 1.03e-04 | 1.89e-03 | 32 |
GO:19021055 | Breast | Precancer | regulation of leukocyte differentiation | 32/1080 | 279/18723 | 1.66e-04 | 2.74e-03 | 32 |
GO:00302189 | Breast | Precancer | erythrocyte differentiation | 18/1080 | 120/18723 | 1.76e-04 | 2.87e-03 | 18 |
GO:19031313 | Breast | Precancer | mononuclear cell differentiation | 43/1080 | 426/18723 | 2.61e-04 | 3.84e-03 | 43 |
GO:00420633 | Breast | Precancer | gliogenesis | 33/1080 | 301/18723 | 3.06e-04 | 4.40e-03 | 33 |
GO:00027613 | Breast | Precancer | regulation of myeloid leukocyte differentiation | 17/1080 | 120/18723 | 5.23e-04 | 6.74e-03 | 17 |
GO:19021063 | Breast | Precancer | negative regulation of leukocyte differentiation | 15/1080 | 102/18723 | 7.34e-04 | 8.80e-03 | 15 |
GO:00454444 | Breast | Precancer | fat cell differentiation | 26/1080 | 229/18723 | 7.60e-04 | 9.04e-03 | 26 |
GO:00192164 | Breast | Precancer | regulation of lipid metabolic process | 34/1080 | 331/18723 | 8.14e-04 | 9.55e-03 | 34 |
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 |