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/KRT18_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/KRT18_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/KRT18_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/KRT18_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/KRT18_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/KRT18_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/KRT18_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/KRT18_pca_on_diff_genes.png) | HCC: Hepatocellular carcinoma |
NAFLD: Non-alcoholic fatty liver disease |
Lung | ![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/Lung/KRT18_pca_on_diff_genes.png) | AAH: Atypical adenomatous hyperplasia |
AIS: Adenocarcinoma in situ |
IAC: Invasive lung adenocarcinoma |
MIA: Minimally invasive adenocarcinoma |
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/KRT18_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/KRT18_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/KRT18_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/KRT18_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:00346125 | Stomach | SIM | response to tumor necrosis factor | 26/708 | 253/18723 | 4.00e-06 | 1.70e-04 | 26 |
GO:000974351 | Stomach | SIM | response to carbohydrate | 25/708 | 253/18723 | 1.21e-05 | 4.30e-04 | 25 |
GO:003428451 | Stomach | SIM | response to monosaccharide | 23/708 | 225/18723 | 1.55e-05 | 5.19e-04 | 23 |
GO:000974651 | Stomach | SIM | response to hexose | 22/708 | 219/18723 | 3.09e-05 | 9.18e-04 | 22 |
GO:00971915 | Stomach | SIM | extrinsic apoptotic signaling pathway | 22/708 | 219/18723 | 3.09e-05 | 9.18e-04 | 22 |
GO:00332095 | Stomach | SIM | tumor necrosis factor-mediated signaling pathway | 13/708 | 99/18723 | 8.97e-05 | 2.25e-03 | 13 |
GO:00097501 | Stomach | SIM | response to fructose | 4/708 | 10/18723 | 3.55e-04 | 6.34e-03 | 4 |
GO:000188941 | Stomach | SIM | liver development | 15/708 | 147/18723 | 4.62e-04 | 7.65e-03 | 15 |
GO:006100841 | Stomach | SIM | hepaticobiliary system development | 15/708 | 150/18723 | 5.73e-04 | 8.78e-03 | 15 |
GO:00192212 | Stomach | SIM | cytokine-mediated signaling pathway | 32/708 | 472/18723 | 1.10e-03 | 1.43e-02 | 32 |
GO:009015011 | Stomach | SIM | establishment of protein localization to membrane | 20/708 | 260/18723 | 2.18e-03 | 2.27e-02 | 20 |
GO:004873241 | Stomach | SIM | gland development | 29/708 | 436/18723 | 2.44e-03 | 2.47e-02 | 29 |
GO:00703651 | Stomach | SIM | hepatocyte differentiation | 4/708 | 16/18723 | 2.56e-03 | 2.54e-02 | 4 |
GO:009719129 | Thyroid | HT | extrinsic apoptotic signaling pathway | 36/1272 | 219/18723 | 6.85e-07 | 2.80e-05 | 36 |
GO:003428428 | Thyroid | HT | response to monosaccharide | 34/1272 | 225/18723 | 9.32e-06 | 2.59e-04 | 34 |
GO:000974329 | Thyroid | HT | response to carbohydrate | 36/1272 | 253/18723 | 2.00e-05 | 4.63e-04 | 36 |
GO:004873228 | Thyroid | HT | gland development | 53/1272 | 436/18723 | 2.71e-05 | 5.97e-04 | 53 |
GO:003166729 | Thyroid | HT | response to nutrient levels | 56/1272 | 474/18723 | 3.66e-05 | 7.57e-04 | 56 |
GO:000974625 | Thyroid | HT | response to hexose | 31/1272 | 219/18723 | 8.12e-05 | 1.41e-03 | 31 |
GO:000188926 | Thyroid | HT | liver development | 23/1272 | 147/18723 | 1.46e-04 | 2.25e-03 | 23 |
Pathway ID | Tissue | Disease Stage | Description | Gene Ratio | Bg Ratio | pvalue | p.adjust | qvalue | Count |
hsa0491518 | Breast | Precancer | Estrogen signaling pathway | 28/684 | 138/8465 | 4.10e-06 | 5.39e-05 | 4.13e-05 | 28 |
hsa0491519 | Breast | Precancer | Estrogen signaling pathway | 28/684 | 138/8465 | 4.10e-06 | 5.39e-05 | 4.13e-05 | 28 |
hsa0491523 | Breast | IDC | Estrogen signaling pathway | 35/867 | 138/8465 | 2.55e-07 | 5.18e-06 | 3.88e-06 | 35 |
hsa0491533 | Breast | IDC | Estrogen signaling pathway | 35/867 | 138/8465 | 2.55e-07 | 5.18e-06 | 3.88e-06 | 35 |
hsa0491542 | Breast | DCIS | Estrogen signaling pathway | 35/846 | 138/8465 | 1.40e-07 | 2.51e-06 | 1.85e-06 | 35 |
hsa05150 | Breast | DCIS | Staphylococcus aureus infection | 19/846 | 96/8465 | 2.68e-03 | 1.67e-02 | 1.23e-02 | 19 |
hsa0491552 | Breast | DCIS | Estrogen signaling pathway | 35/846 | 138/8465 | 1.40e-07 | 2.51e-06 | 1.85e-06 | 35 |
hsa051501 | Breast | DCIS | Staphylococcus aureus infection | 19/846 | 96/8465 | 2.68e-03 | 1.67e-02 | 1.23e-02 | 19 |
hsa0491520 | Cervix | CC | Estrogen signaling pathway | 44/1267 | 138/8465 | 3.55e-07 | 3.97e-06 | 2.35e-06 | 44 |
hsa04915110 | Cervix | CC | Estrogen signaling pathway | 44/1267 | 138/8465 | 3.55e-07 | 3.97e-06 | 2.35e-06 | 44 |
hsa051504 | Cervix | HSIL_HPV | Staphylococcus aureus infection | 21/459 | 96/8465 | 2.93e-08 | 1.43e-06 | 1.16e-06 | 21 |
hsa0491524 | Cervix | HSIL_HPV | Estrogen signaling pathway | 19/459 | 138/8465 | 1.54e-04 | 1.74e-03 | 1.40e-03 | 19 |
hsa0515011 | Cervix | HSIL_HPV | Staphylococcus aureus infection | 21/459 | 96/8465 | 2.93e-08 | 1.43e-06 | 1.16e-06 | 21 |
hsa0491534 | Cervix | HSIL_HPV | Estrogen signaling pathway | 19/459 | 138/8465 | 1.54e-04 | 1.74e-03 | 1.40e-03 | 19 |
hsa051502 | Cervix | N_HPV | Staphylococcus aureus infection | 15/349 | 96/8465 | 7.81e-06 | 1.01e-04 | 7.90e-05 | 15 |
hsa0491543 | Cervix | N_HPV | Estrogen signaling pathway | 16/349 | 138/8465 | 1.68e-04 | 1.53e-03 | 1.19e-03 | 16 |
hsa051503 | Cervix | N_HPV | Staphylococcus aureus infection | 15/349 | 96/8465 | 7.81e-06 | 1.01e-04 | 7.90e-05 | 15 |
hsa0491553 | Cervix | N_HPV | Estrogen signaling pathway | 16/349 | 138/8465 | 1.68e-04 | 1.53e-03 | 1.19e-03 | 16 |
hsa04915 | Colorectum | SER | Estrogen signaling pathway | 38/1580 | 138/8465 | 6.51e-03 | 3.68e-02 | 2.67e-02 | 38 |
hsa049151 | Colorectum | SER | Estrogen signaling pathway | 38/1580 | 138/8465 | 6.51e-03 | 3.68e-02 | 2.67e-02 | 38 |