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/NME3_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/NME3_pca_on_diff_genes.png) | CC: Cervix cancer |
HSIL_HPV: HPV-infected high-grade squamous intraepithelial lesions |
N_HPV: HPV-infected normal cervix |
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/NME3_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/NME3_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/NME3_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/NME3_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/NME3_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/NME3_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/NME3_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/NME3_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:000920614 | Breast | IDC | purine ribonucleoside triphosphate biosynthetic process | 24/1434 | 68/18723 | 7.70e-11 | 1.07e-08 | 24 |
GO:000914514 | Breast | IDC | purine nucleoside triphosphate biosynthetic process | 24/1434 | 69/18723 | 1.10e-10 | 1.38e-08 | 24 |
GO:000914214 | Breast | IDC | nucleoside triphosphate biosynthetic process | 26/1434 | 85/18723 | 4.72e-10 | 5.06e-08 | 26 |
GO:000920113 | Breast | IDC | ribonucleoside triphosphate biosynthetic process | 24/1434 | 74/18723 | 5.73e-10 | 6.03e-08 | 24 |
GO:000914414 | Breast | IDC | purine nucleoside triphosphate metabolic process | 26/1434 | 88/18723 | 1.09e-09 | 1.07e-07 | 26 |
GO:000920514 | Breast | IDC | purine ribonucleoside triphosphate metabolic process | 25/1434 | 82/18723 | 1.10e-09 | 1.07e-07 | 25 |
GO:000914114 | Breast | IDC | nucleoside triphosphate metabolic process | 29/1434 | 112/18723 | 3.68e-09 | 3.03e-07 | 29 |
GO:000919913 | Breast | IDC | ribonucleoside triphosphate metabolic process | 25/1434 | 89/18723 | 7.22e-09 | 5.47e-07 | 25 |
GO:000915214 | Breast | IDC | purine ribonucleotide biosynthetic process | 34/1434 | 169/18723 | 1.63e-07 | 8.92e-06 | 34 |
GO:004639013 | Breast | IDC | ribose phosphate biosynthetic process | 36/1434 | 190/18723 | 3.40e-07 | 1.73e-05 | 36 |
GO:000926013 | Breast | IDC | ribonucleotide biosynthetic process | 35/1434 | 182/18723 | 3.40e-07 | 1.73e-05 | 35 |
GO:000915014 | Breast | IDC | purine ribonucleotide metabolic process | 55/1434 | 368/18723 | 1.30e-06 | 5.72e-05 | 55 |
GO:001969314 | Breast | IDC | ribose phosphate metabolic process | 58/1434 | 396/18723 | 1.31e-06 | 5.73e-05 | 58 |
GO:000675313 | Breast | IDC | nucleoside phosphate metabolic process | 68/1434 | 497/18723 | 2.01e-06 | 8.23e-05 | 68 |
GO:000911713 | Breast | IDC | nucleotide metabolic process | 67/1434 | 489/18723 | 2.28e-06 | 9.05e-05 | 67 |
GO:000925914 | Breast | IDC | ribonucleotide metabolic process | 56/1434 | 385/18723 | 2.47e-06 | 9.63e-05 | 56 |
GO:000616413 | Breast | IDC | purine nucleotide biosynthetic process | 34/1434 | 191/18723 | 3.11e-06 | 1.15e-04 | 34 |
GO:190129313 | Breast | IDC | nucleoside phosphate biosynthetic process | 41/1434 | 256/18723 | 5.15e-06 | 1.73e-04 | 41 |
GO:000616314 | Breast | IDC | purine nucleotide metabolic process | 56/1434 | 396/18723 | 5.90e-06 | 1.90e-04 | 56 |
GO:004693913 | Breast | IDC | nucleotide phosphorylation | 22/1434 | 101/18723 | 6.31e-06 | 1.98e-04 | 22 |
Pathway ID | Tissue | Disease Stage | Description | Gene Ratio | Bg Ratio | pvalue | p.adjust | qvalue | Count |
hsa012325 | Esophagus | ESCC | Nucleotide metabolism | 59/4205 | 85/8465 | 1.67e-04 | 6.58e-04 | 3.37e-04 | 59 |
hsa012405 | Esophagus | ESCC | Biosynthesis of cofactors | 97/4205 | 153/8465 | 3.88e-04 | 1.35e-03 | 6.94e-04 | 97 |
hsa002405 | Esophagus | ESCC | Pyrimidine metabolism | 41/4205 | 58/8465 | 9.14e-04 | 2.92e-03 | 1.49e-03 | 41 |
hsa0123212 | Esophagus | ESCC | Nucleotide metabolism | 59/4205 | 85/8465 | 1.67e-04 | 6.58e-04 | 3.37e-04 | 59 |
hsa0124012 | Esophagus | ESCC | Biosynthesis of cofactors | 97/4205 | 153/8465 | 3.88e-04 | 1.35e-03 | 6.94e-04 | 97 |
hsa0024012 | Esophagus | ESCC | Pyrimidine metabolism | 41/4205 | 58/8465 | 9.14e-04 | 2.92e-03 | 1.49e-03 | 41 |
hsa01240 | Liver | Cirrhotic | Biosynthesis of cofactors | 66/2530 | 153/8465 | 3.11e-04 | 1.99e-03 | 1.23e-03 | 66 |
hsa01232 | Liver | Cirrhotic | Nucleotide metabolism | 39/2530 | 85/8465 | 1.27e-03 | 6.73e-03 | 4.15e-03 | 39 |
hsa00240 | Liver | Cirrhotic | Pyrimidine metabolism | 27/2530 | 58/8465 | 5.31e-03 | 1.88e-02 | 1.16e-02 | 27 |
hsa00983 | Liver | Cirrhotic | Drug metabolism - other enzymes | 34/2530 | 80/8465 | 1.08e-02 | 3.57e-02 | 2.20e-02 | 34 |
hsa012401 | Liver | Cirrhotic | Biosynthesis of cofactors | 66/2530 | 153/8465 | 3.11e-04 | 1.99e-03 | 1.23e-03 | 66 |
hsa012321 | Liver | Cirrhotic | Nucleotide metabolism | 39/2530 | 85/8465 | 1.27e-03 | 6.73e-03 | 4.15e-03 | 39 |
hsa002401 | Liver | Cirrhotic | Pyrimidine metabolism | 27/2530 | 58/8465 | 5.31e-03 | 1.88e-02 | 1.16e-02 | 27 |
hsa009831 | Liver | Cirrhotic | Drug metabolism - other enzymes | 34/2530 | 80/8465 | 1.08e-02 | 3.57e-02 | 2.20e-02 | 34 |
hsa012402 | Liver | HCC | Biosynthesis of cofactors | 103/4020 | 153/8465 | 4.67e-07 | 5.05e-06 | 2.81e-06 | 103 |
hsa002402 | Liver | HCC | Pyrimidine metabolism | 44/4020 | 58/8465 | 9.34e-06 | 7.11e-05 | 3.95e-05 | 44 |
hsa012322 | Liver | HCC | Nucleotide metabolism | 59/4020 | 85/8465 | 3.30e-05 | 1.88e-04 | 1.04e-04 | 59 |
hsa009832 | Liver | HCC | Drug metabolism - other enzymes | 54/4020 | 80/8465 | 2.25e-04 | 1.09e-03 | 6.08e-04 | 54 |
hsa012403 | Liver | HCC | Biosynthesis of cofactors | 103/4020 | 153/8465 | 4.67e-07 | 5.05e-06 | 2.81e-06 | 103 |
hsa002403 | Liver | HCC | Pyrimidine metabolism | 44/4020 | 58/8465 | 9.34e-06 | 7.11e-05 | 3.95e-05 | 44 |