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/NDUFB4_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/NDUFB4_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/NDUFB4_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/NDUFB4_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/NDUFB4_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/NDUFB4_pca_on_diff_genes.png) | ESCC: Esophageal squamous cell carcinoma |
HGIN: High-grade intraepithelial neoplasias |
LGIN: Low-grade intraepithelial neoplasias |
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/NDUFB4_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/NDUFB4_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/NDUFB4_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/NDUFB4_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/NDUFB4_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:00460349 | Breast | Precancer | ATP metabolic process | 82/1080 | 277/18723 | 1.94e-36 | 5.19e-33 | 82 |
GO:00061199 | Breast | Precancer | oxidative phosphorylation | 53/1080 | 141/18723 | 1.15e-29 | 2.04e-26 | 53 |
GO:00090608 | Breast | Precancer | aerobic respiration | 58/1080 | 189/18723 | 5.69e-27 | 7.62e-24 | 58 |
GO:00060918 | Breast | Precancer | generation of precursor metabolites and energy | 94/1080 | 490/18723 | 1.54e-25 | 1.64e-22 | 94 |
GO:00453338 | Breast | Precancer | cellular respiration | 59/1080 | 230/18723 | 5.97e-23 | 5.32e-20 | 59 |
GO:00159808 | Breast | Precancer | energy derivation by oxidation of organic compounds | 70/1080 | 318/18723 | 8.33e-23 | 6.37e-20 | 70 |
GO:00196468 | Breast | Precancer | aerobic electron transport chain | 34/1080 | 87/18723 | 3.95e-20 | 2.64e-17 | 34 |
GO:00427738 | Breast | Precancer | ATP synthesis coupled electron transport | 35/1080 | 95/18723 | 1.08e-19 | 5.76e-17 | 35 |
GO:00427758 | Breast | Precancer | mitochondrial ATP synthesis coupled electron transport | 35/1080 | 95/18723 | 1.08e-19 | 5.76e-17 | 35 |
GO:00229048 | Breast | Precancer | respiratory electron transport chain | 35/1080 | 114/18723 | 8.51e-17 | 3.26e-14 | 35 |
GO:00229008 | Breast | Precancer | electron transport chain | 42/1080 | 175/18723 | 1.37e-15 | 4.59e-13 | 42 |
GO:00069799 | Breast | Precancer | response to oxidative stress | 70/1080 | 446/18723 | 1.59e-14 | 4.26e-12 | 70 |
GO:00061208 | Breast | Precancer | mitochondrial electron transport, NADH to ubiquinone | 19/1080 | 51/18723 | 2.05e-11 | 2.49e-09 | 19 |
GO:00102578 | Breast | Precancer | NADH dehydrogenase complex assembly | 19/1080 | 57/18723 | 1.93e-10 | 1.92e-08 | 19 |
GO:00329818 | Breast | Precancer | mitochondrial respiratory chain complex I assembly | 19/1080 | 57/18723 | 1.93e-10 | 1.92e-08 | 19 |
GO:00331088 | Breast | Precancer | mitochondrial respiratory chain complex assembly | 24/1080 | 93/18723 | 3.39e-10 | 3.16e-08 | 24 |
GO:004603414 | Breast | IDC | ATP metabolic process | 85/1434 | 277/18723 | 6.42e-30 | 1.82e-26 | 85 |
GO:000611913 | Breast | IDC | oxidative phosphorylation | 56/1434 | 141/18723 | 1.87e-26 | 3.53e-23 | 56 |
GO:000906013 | Breast | IDC | aerobic respiration | 61/1434 | 189/18723 | 4.42e-23 | 6.27e-20 | 61 |
GO:000609113 | Breast | IDC | generation of precursor metabolites and energy | 103/1434 | 490/18723 | 1.53e-21 | 1.74e-18 | 103 |
Pathway ID | Tissue | Disease Stage | Description | Gene Ratio | Bg Ratio | pvalue | p.adjust | qvalue | Count |
hsa050105 | Colorectum | MSS | Alzheimer disease | 169/1875 | 384/8465 | 1.21e-22 | 1.01e-20 | 6.21e-21 | 169 |
hsa054155 | Colorectum | MSS | Diabetic cardiomyopathy | 106/1875 | 203/8465 | 2.47e-21 | 1.62e-19 | 9.92e-20 | 106 |
hsa050165 | Colorectum | MSS | Huntington disease | 141/1875 | 306/8465 | 2.90e-21 | 1.62e-19 | 9.92e-20 | 141 |
hsa050205 | Colorectum | MSS | Prion disease | 129/1875 | 273/8465 | 1.04e-20 | 5.00e-19 | 3.06e-19 | 129 |
hsa001905 | Colorectum | MSS | Oxidative phosphorylation | 79/1875 | 134/8465 | 1.89e-20 | 7.90e-19 | 4.84e-19 | 79 |
hsa050225 | Colorectum | MSS | Pathways of neurodegeneration - multiple diseases | 192/1875 | 476/8465 | 2.79e-20 | 1.04e-18 | 6.36e-19 | 192 |
hsa050145 | Colorectum | MSS | Amyotrophic lateral sclerosis | 156/1875 | 364/8465 | 1.43e-19 | 4.62e-18 | 2.83e-18 | 156 |
hsa047145 | Colorectum | MSS | Thermogenesis | 113/1875 | 232/8465 | 1.52e-19 | 4.62e-18 | 2.83e-18 | 113 |
hsa049325 | Colorectum | MSS | Non-alcoholic fatty liver disease | 85/1875 | 155/8465 | 4.19e-19 | 1.17e-17 | 7.17e-18 | 85 |
hsa047235 | Colorectum | MSS | Retrograde endocannabinoid signaling | 61/1875 | 148/8465 | 1.21e-07 | 1.93e-06 | 1.18e-06 | 61 |
hsa050126 | Colorectum | MSI-H | Parkinson disease | 85/797 | 266/8465 | 1.19e-25 | 1.29e-23 | 1.08e-23 | 85 |
hsa050206 | Colorectum | MSI-H | Prion disease | 80/797 | 273/8465 | 1.79e-21 | 1.45e-19 | 1.21e-19 | 80 |
hsa050146 | Colorectum | MSI-H | Amyotrophic lateral sclerosis | 95/797 | 364/8465 | 2.31e-21 | 1.50e-19 | 1.26e-19 | 95 |
hsa050166 | Colorectum | MSI-H | Huntington disease | 83/797 | 306/8465 | 7.06e-20 | 3.81e-18 | 3.20e-18 | 83 |
hsa050226 | Colorectum | MSI-H | Pathways of neurodegeneration - multiple diseases | 107/797 | 476/8465 | 1.24e-18 | 5.72e-17 | 4.80e-17 | 107 |
hsa050106 | Colorectum | MSI-H | Alzheimer disease | 91/797 | 384/8465 | 1.76e-17 | 6.41e-16 | 5.37e-16 | 91 |
hsa052086 | Colorectum | MSI-H | Chemical carcinogenesis - reactive oxygen species | 65/797 | 223/8465 | 1.78e-17 | 6.41e-16 | 5.37e-16 | 65 |
hsa049326 | Colorectum | MSI-H | Non-alcoholic fatty liver disease | 52/797 | 155/8465 | 4.61e-17 | 1.49e-15 | 1.25e-15 | 52 |
hsa001906 | Colorectum | MSI-H | Oxidative phosphorylation | 47/797 | 134/8465 | 2.13e-16 | 6.27e-15 | 5.26e-15 | 47 |
hsa054156 | Colorectum | MSI-H | Diabetic cardiomyopathy | 57/797 | 203/8465 | 1.15e-14 | 3.11e-13 | 2.61e-13 | 57 |