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:00487329 | Breast | Precancer | gland development | 49/1080 | 436/18723 | 6.11e-06 | 1.73e-04 | 49 |
GO:00971919 | Breast | Precancer | extrinsic apoptotic signaling pathway | 30/1080 | 219/18723 | 9.42e-06 | 2.50e-04 | 30 |
GO:00342849 | Breast | Precancer | response to monosaccharide | 29/1080 | 225/18723 | 4.19e-05 | 9.00e-04 | 29 |
GO:00097439 | Breast | Precancer | response to carbohydrate | 31/1080 | 253/18723 | 6.15e-05 | 1.25e-03 | 31 |
GO:00018898 | Breast | Precancer | liver development | 21/1080 | 147/18723 | 1.08e-04 | 1.96e-03 | 21 |
GO:0045104 | Breast | Precancer | intermediate filament cytoskeleton organization | 11/1080 | 51/18723 | 1.26e-04 | 2.22e-03 | 11 |
GO:00713568 | Breast | Precancer | cellular response to tumor necrosis factor | 28/1080 | 229/18723 | 1.42e-04 | 2.45e-03 | 28 |
GO:00610088 | Breast | Precancer | hepaticobiliary system development | 21/1080 | 150/18723 | 1.45e-04 | 2.49e-03 | 21 |
GO:0045103 | Breast | Precancer | intermediate filament-based process | 11/1080 | 52/18723 | 1.52e-04 | 2.60e-03 | 11 |
GO:00097469 | Breast | Precancer | response to hexose | 27/1080 | 219/18723 | 1.61e-04 | 2.69e-03 | 27 |
GO:00316679 | Breast | Precancer | response to nutrient levels | 47/1080 | 474/18723 | 2.09e-04 | 3.27e-03 | 47 |
GO:00346128 | Breast | Precancer | response to tumor necrosis factor | 29/1080 | 253/18723 | 3.32e-04 | 4.70e-03 | 29 |
GO:19040193 | Breast | Precancer | epithelial cell apoptotic process | 17/1080 | 121/18723 | 5.76e-04 | 7.28e-03 | 17 |
GO:009719114 | Breast | IDC | extrinsic apoptotic signaling pathway | 42/1434 | 219/18723 | 2.56e-08 | 1.73e-06 | 42 |
GO:004873214 | Breast | IDC | gland development | 64/1434 | 436/18723 | 3.47e-07 | 1.74e-05 | 64 |
GO:003428414 | Breast | IDC | response to monosaccharide | 36/1434 | 225/18723 | 1.94e-05 | 4.83e-04 | 36 |
GO:003166714 | Breast | IDC | response to nutrient levels | 62/1434 | 474/18723 | 2.33e-05 | 5.57e-04 | 62 |
GO:000974314 | Breast | IDC | response to carbohydrate | 38/1434 | 253/18723 | 4.87e-05 | 1.07e-03 | 38 |
GO:007135613 | Breast | IDC | cellular response to tumor necrosis factor | 35/1434 | 229/18723 | 6.64e-05 | 1.35e-03 | 35 |
GO:000974613 | Breast | IDC | response to hexose | 33/1434 | 219/18723 | 1.39e-04 | 2.49e-03 | 33 |
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 |