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:002290425 | Oral cavity | EOLP | respiratory electron transport chain | 28/2218 | 114/18723 | 1.20e-04 | 1.33e-03 | 28 |
GO:000906025 | Oral cavity | EOLP | aerobic respiration | 40/2218 | 189/18723 | 1.76e-04 | 1.81e-03 | 40 |
GO:000612317 | Oral cavity | EOLP | mitochondrial electron transport, cytochrome c to oxygen | 9/2218 | 21/18723 | 3.49e-04 | 3.21e-03 | 9 |
GO:000612224 | Oral cavity | EOLP | mitochondrial electron transport, ubiquinol to cytochrome c | 6/2218 | 11/18723 | 7.46e-04 | 6.03e-03 | 6 |
GO:004533325 | Oral cavity | EOLP | cellular respiration | 44/2218 | 230/18723 | 8.67e-04 | 6.75e-03 | 44 |
GO:002290025 | Oral cavity | EOLP | electron transport chain | 35/2218 | 175/18723 | 1.26e-03 | 9.04e-03 | 35 |
GO:000609125 | Oral cavity | EOLP | generation of precursor metabolites and energy | 79/2218 | 490/18723 | 2.65e-03 | 1.59e-02 | 79 |
GO:001598025 | Oral cavity | EOLP | energy derivation by oxidation of organic compounds | 54/2218 | 318/18723 | 4.02e-03 | 2.23e-02 | 54 |
GO:000691921 | Oral cavity | EOLP | activation of cysteine-type endopeptidase activity involved in apoptotic process | 17/2218 | 78/18723 | 8.89e-03 | 4.12e-02 | 17 |
GO:004603433 | Oral cavity | NEOLP | ATP metabolic process | 71/2005 | 277/18723 | 1.44e-12 | 3.17e-10 | 71 |
GO:005254733 | Oral cavity | NEOLP | regulation of peptidase activity | 98/2005 | 461/18723 | 1.77e-11 | 2.56e-09 | 98 |
GO:004277332 | Oral cavity | NEOLP | ATP synthesis coupled electron transport | 33/2005 | 95/18723 | 3.57e-10 | 3.07e-08 | 33 |
GO:004277532 | Oral cavity | NEOLP | mitochondrial ATP synthesis coupled electron transport | 33/2005 | 95/18723 | 3.57e-10 | 3.07e-08 | 33 |
GO:001964632 | Oral cavity | NEOLP | aerobic electron transport chain | 31/2005 | 87/18723 | 5.88e-10 | 4.59e-08 | 31 |
GO:004586233 | Oral cavity | NEOLP | positive regulation of proteolysis | 80/2005 | 372/18723 | 7.28e-10 | 5.54e-08 | 80 |
GO:005254833 | Oral cavity | NEOLP | regulation of endopeptidase activity | 88/2005 | 432/18723 | 1.82e-09 | 1.18e-07 | 88 |
GO:000611932 | Oral cavity | NEOLP | oxidative phosphorylation | 40/2005 | 141/18723 | 4.88e-09 | 2.74e-07 | 40 |
GO:200011632 | Oral cavity | NEOLP | regulation of cysteine-type endopeptidase activity | 55/2005 | 235/18723 | 1.59e-08 | 7.25e-07 | 55 |
GO:002290432 | Oral cavity | NEOLP | respiratory electron transport chain | 33/2005 | 114/18723 | 6.20e-08 | 2.42e-06 | 33 |
GO:004328132 | Oral cavity | NEOLP | regulation of cysteine-type endopeptidase activity involved in apoptotic process | 49/2005 | 209/18723 | 8.94e-08 | 3.36e-06 | 49 |
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 |