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/CYCS_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/CYCS_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/CYCS_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/CYCS_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/CYCS_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/CYCS_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/CYCS_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/CYCS_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/CYCS_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/CYCS_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/CYCS_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/CYCS_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:004277531 | Stomach | CAG | mitochondrial ATP synthesis coupled electron transport | 22/552 | 95/18723 | 3.92e-14 | 2.92e-11 | 22 |
GO:000611931 | Stomach | CAG | oxidative phosphorylation | 26/552 | 141/18723 | 6.17e-14 | 3.94e-11 | 26 |
GO:002290031 | Stomach | CAG | electron transport chain | 28/552 | 175/18723 | 2.69e-13 | 1.50e-10 | 28 |
GO:002290431 | Stomach | CAG | respiratory electron transport chain | 22/552 | 114/18723 | 2.06e-12 | 1.02e-09 | 22 |
GO:000906031 | Stomach | CAG | aerobic respiration | 27/552 | 189/18723 | 1.13e-11 | 4.58e-09 | 27 |
GO:000609131 | Stomach | CAG | generation of precursor metabolites and energy | 42/552 | 490/18723 | 6.34e-10 | 1.57e-07 | 42 |
GO:004533331 | Stomach | CAG | cellular respiration | 27/552 | 230/18723 | 1.05e-09 | 2.48e-07 | 27 |
GO:005254731 | Stomach | CAG | regulation of peptidase activity | 40/552 | 461/18723 | 1.15e-09 | 2.58e-07 | 40 |
GO:001598031 | Stomach | CAG | energy derivation by oxidation of organic compounds | 32/552 | 318/18723 | 1.54e-09 | 3.28e-07 | 32 |
GO:005254831 | Stomach | CAG | regulation of endopeptidase activity | 37/552 | 432/18723 | 7.00e-09 | 9.47e-07 | 37 |
GO:000612331 | Stomach | CAG | mitochondrial electron transport, cytochrome c to oxygen | 7/552 | 21/18723 | 1.51e-06 | 9.25e-05 | 7 |
GO:200011631 | Stomach | CAG | regulation of cysteine-type endopeptidase activity | 22/552 | 235/18723 | 1.93e-06 | 1.11e-04 | 22 |
GO:004586231 | Stomach | CAG | positive regulation of proteolysis | 28/552 | 372/18723 | 6.13e-06 | 2.75e-04 | 28 |
GO:004328131 | Stomach | CAG | regulation of cysteine-type endopeptidase activity involved in apoptotic process | 19/552 | 209/18723 | 1.46e-05 | 5.69e-04 | 19 |
GO:001095231 | Stomach | CAG | positive regulation of peptidase activity | 17/552 | 197/18723 | 7.83e-05 | 2.10e-03 | 17 |
GO:001095031 | Stomach | CAG | positive regulation of endopeptidase activity | 15/552 | 179/18723 | 2.80e-04 | 5.41e-03 | 15 |
GO:20010563 | Stomach | CAG | positive regulation of cysteine-type endopeptidase activity | 13/552 | 148/18723 | 4.47e-04 | 7.68e-03 | 13 |
GO:00432803 | Stomach | CAG | positive regulation of cysteine-type endopeptidase activity involved in apoptotic process | 11/552 | 129/18723 | 1.53e-03 | 1.86e-02 | 11 |
GO:000612231 | Stomach | CAG | mitochondrial electron transport, ubiquinol to cytochrome c | 3/552 | 11/18723 | 3.52e-03 | 3.32e-02 | 3 |
GO:004603441 | Stomach | WIM | ATP metabolic process | 33/426 | 277/18723 | 7.07e-15 | 1.40e-11 | 33 |
Pathway ID | Tissue | Disease Stage | Description | Gene Ratio | Bg Ratio | pvalue | p.adjust | qvalue | Count |
hsa0501218 | Breast | Precancer | Parkinson disease | 99/684 | 266/8465 | 3.58e-42 | 5.65e-40 | 4.33e-40 | 99 |
hsa0502016 | Breast | Precancer | Prion disease | 95/684 | 273/8465 | 1.39e-37 | 1.46e-35 | 1.12e-35 | 95 |
hsa0501016 | Breast | Precancer | Alzheimer disease | 103/684 | 384/8465 | 1.03e-29 | 4.66e-28 | 3.57e-28 | 103 |
hsa0501416 | Breast | Precancer | Amyotrophic lateral sclerosis | 98/684 | 364/8465 | 2.13e-28 | 8.41e-27 | 6.44e-27 | 98 |
hsa0502216 | Breast | Precancer | Pathways of neurodegeneration - multiple diseases | 112/684 | 476/8465 | 6.96e-27 | 2.44e-25 | 1.87e-25 | 112 |
hsa0493216 | Breast | Precancer | Non-alcoholic fatty liver disease | 48/684 | 155/8465 | 6.16e-17 | 1.50e-15 | 1.15e-15 | 48 |
hsa0513414 | Breast | Precancer | Legionellosis | 19/684 | 57/8465 | 4.62e-08 | 9.12e-07 | 6.98e-07 | 19 |
hsa0541718 | Breast | Precancer | Lipid and atherosclerosis | 37/684 | 215/8465 | 7.64e-06 | 9.29e-05 | 7.12e-05 | 37 |
hsa042108 | Breast | Precancer | Apoptosis | 25/684 | 136/8465 | 7.61e-05 | 6.87e-04 | 5.26e-04 | 25 |
hsa0516316 | Breast | Precancer | Human cytomegalovirus infection | 32/684 | 225/8465 | 1.13e-03 | 7.57e-03 | 5.80e-03 | 32 |
hsa0501219 | Breast | Precancer | Parkinson disease | 99/684 | 266/8465 | 3.58e-42 | 5.65e-40 | 4.33e-40 | 99 |
hsa0502017 | Breast | Precancer | Prion disease | 95/684 | 273/8465 | 1.39e-37 | 1.46e-35 | 1.12e-35 | 95 |
hsa0501017 | Breast | Precancer | Alzheimer disease | 103/684 | 384/8465 | 1.03e-29 | 4.66e-28 | 3.57e-28 | 103 |
hsa0501417 | Breast | Precancer | Amyotrophic lateral sclerosis | 98/684 | 364/8465 | 2.13e-28 | 8.41e-27 | 6.44e-27 | 98 |
hsa0502217 | Breast | Precancer | Pathways of neurodegeneration - multiple diseases | 112/684 | 476/8465 | 6.96e-27 | 2.44e-25 | 1.87e-25 | 112 |
hsa0493217 | Breast | Precancer | Non-alcoholic fatty liver disease | 48/684 | 155/8465 | 6.16e-17 | 1.50e-15 | 1.15e-15 | 48 |
hsa0513415 | Breast | Precancer | Legionellosis | 19/684 | 57/8465 | 4.62e-08 | 9.12e-07 | 6.98e-07 | 19 |
hsa0541719 | Breast | Precancer | Lipid and atherosclerosis | 37/684 | 215/8465 | 7.64e-06 | 9.29e-05 | 7.12e-05 | 37 |
hsa0421013 | Breast | Precancer | Apoptosis | 25/684 | 136/8465 | 7.61e-05 | 6.87e-04 | 5.26e-04 | 25 |
hsa0516317 | Breast | Precancer | Human cytomegalovirus infection | 32/684 | 225/8465 | 1.13e-03 | 7.57e-03 | 5.80e-03 | 32 |