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/RAC1_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/RAC1_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/RAC1_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/RAC1_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/RAC1_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/RAC1_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/RAC1_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/RAC1_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/RAC1_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/RAC1_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/RAC1_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/RAC1_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:20010573 | Stomach | CAG | reactive nitrogen species metabolic process | 10/552 | 82/18723 | 1.46e-04 | 3.38e-03 | 10 |
GO:00026853 | Stomach | CAG | regulation of leukocyte migration | 17/552 | 210/18723 | 1.71e-04 | 3.79e-03 | 17 |
GO:003295631 | Stomach | CAG | regulation of actin cytoskeleton organization | 24/552 | 358/18723 | 1.71e-04 | 3.79e-03 | 24 |
GO:000974331 | Stomach | CAG | response to carbohydrate | 19/552 | 253/18723 | 1.93e-04 | 4.22e-03 | 19 |
GO:005125831 | Stomach | CAG | protein polymerization | 21/552 | 297/18723 | 2.09e-04 | 4.32e-03 | 21 |
GO:011005331 | Stomach | CAG | regulation of actin filament organization | 20/552 | 278/18723 | 2.34e-04 | 4.68e-03 | 20 |
GO:190002431 | Stomach | CAG | regulation of substrate adhesion-dependent cell spreading | 8/552 | 57/18723 | 2.51e-04 | 4.99e-03 | 8 |
GO:00026883 | Stomach | CAG | regulation of leukocyte chemotaxis | 12/552 | 122/18723 | 2.61e-04 | 5.11e-03 | 12 |
GO:00509003 | Stomach | CAG | leukocyte migration | 24/552 | 369/18723 | 2.68e-04 | 5.22e-03 | 24 |
GO:00975293 | Stomach | CAG | myeloid leukocyte migration | 17/552 | 220/18723 | 2.96e-04 | 5.63e-03 | 17 |
GO:00716213 | Stomach | CAG | granulocyte chemotaxis | 12/552 | 125/18723 | 3.27e-04 | 6.06e-03 | 12 |
GO:003444631 | Stomach | CAG | substrate adhesion-dependent cell spreading | 11/552 | 108/18723 | 3.45e-04 | 6.32e-03 | 11 |
GO:003428431 | Stomach | CAG | response to monosaccharide | 17/552 | 225/18723 | 3.85e-04 | 6.98e-03 | 17 |
GO:003227131 | Stomach | CAG | regulation of protein polymerization | 17/552 | 233/18723 | 5.74e-04 | 9.49e-03 | 17 |
GO:00026873 | Stomach | CAG | positive regulation of leukocyte migration | 12/552 | 135/18723 | 6.59e-04 | 1.06e-02 | 12 |
GO:011002031 | Stomach | CAG | regulation of actomyosin structure organization | 10/552 | 100/18723 | 7.35e-04 | 1.13e-02 | 10 |
GO:003297031 | Stomach | CAG | regulation of actin filament-based process | 24/552 | 397/18723 | 7.62e-04 | 1.17e-02 | 24 |
GO:005101731 | Stomach | CAG | actin filament bundle assembly | 13/552 | 157/18723 | 7.83e-04 | 1.19e-02 | 13 |
GO:003227331 | Stomach | CAG | positive regulation of protein polymerization | 12/552 | 138/18723 | 8.02e-04 | 1.21e-02 | 12 |
GO:000974631 | Stomach | CAG | response to hexose | 16/552 | 219/18723 | 8.13e-04 | 1.22e-02 | 16 |
Pathway ID | Tissue | Disease Stage | Description | Gene Ratio | Bg Ratio | pvalue | p.adjust | qvalue | Count |
hsa0502016 | Breast | Precancer | Prion disease | 95/684 | 273/8465 | 1.39e-37 | 1.46e-35 | 1.12e-35 | 95 |
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 |
hsa0520818 | Breast | Precancer | Chemical carcinogenesis - reactive oxygen species | 68/684 | 223/8465 | 3.61e-23 | 1.14e-21 | 8.73e-22 | 68 |
hsa0541518 | Breast | Precancer | Diabetic cardiomyopathy | 63/684 | 203/8465 | 5.63e-22 | 1.48e-20 | 1.14e-20 | 63 |
hsa0493216 | Breast | Precancer | Non-alcoholic fatty liver disease | 48/684 | 155/8465 | 6.16e-17 | 1.50e-15 | 1.15e-15 | 48 |
hsa0513218 | Breast | Precancer | Salmonella infection | 49/684 | 249/8465 | 2.92e-09 | 6.15e-08 | 4.71e-08 | 49 |
hsa0513018 | Breast | Precancer | Pathogenic Escherichia coli infection | 38/684 | 197/8465 | 3.12e-07 | 5.81e-06 | 4.45e-06 | 38 |
hsa0513118 | Breast | Precancer | Shigellosis | 44/684 | 247/8465 | 3.91e-07 | 6.86e-06 | 5.26e-06 | 44 |
hsa0516718 | Breast | Precancer | Kaposi sarcoma-associated herpesvirus infection | 36/684 | 194/8465 | 1.68e-06 | 2.53e-05 | 1.94e-05 | 36 |
hsa0541818 | Breast | Precancer | Fluid shear stress and atherosclerosis | 28/684 | 139/8465 | 4.74e-06 | 6.00e-05 | 4.59e-05 | 28 |
hsa0541718 | Breast | Precancer | Lipid and atherosclerosis | 37/684 | 215/8465 | 7.64e-06 | 9.29e-05 | 7.12e-05 | 37 |
hsa0453018 | Breast | Precancer | Tight junction | 31/684 | 169/8465 | 1.13e-05 | 1.26e-04 | 9.64e-05 | 31 |
hsa0516918 | Breast | Precancer | Epstein-Barr virus infection | 35/684 | 202/8465 | 1.15e-05 | 1.26e-04 | 9.64e-05 | 35 |
hsa0414518 | Breast | Precancer | Phagosome | 27/684 | 152/8465 | 7.37e-05 | 6.85e-04 | 5.25e-04 | 27 |
hsa0541618 | Breast | Precancer | Viral myocarditis | 14/684 | 60/8465 | 2.32e-04 | 1.98e-03 | 1.52e-03 | 14 |
hsa0467018 | Breast | Precancer | Leukocyte transendothelial migration | 20/684 | 114/8465 | 7.26e-04 | 5.33e-03 | 4.09e-03 | 20 |
hsa0520514 | Breast | Precancer | Proteoglycans in cancer | 30/684 | 205/8465 | 1.00e-03 | 7.18e-03 | 5.50e-03 | 30 |
hsa0452018 | Breast | Precancer | Adherens junction | 17/684 | 93/8465 | 1.11e-03 | 7.57e-03 | 5.80e-03 | 17 |
hsa0516316 | Breast | Precancer | Human cytomegalovirus infection | 32/684 | 225/8465 | 1.13e-03 | 7.57e-03 | 5.80e-03 | 32 |
Entrez ID | Symbol | Category | Interaction Types | Drug Claim Name | Drug Name | PMIDs |
5879 | RAC1 | CLINICALLY ACTIONABLE, KINASE, DRUG RESISTANCE | | VEMURAFENIB | VEMURAFENIB | 25056119,24265153 |
5879 | RAC1 | CLINICALLY ACTIONABLE, KINASE, DRUG RESISTANCE | | ZU-0073945 | CHEMBL563777 | 19527032 |
5879 | RAC1 | CLINICALLY ACTIONABLE, KINASE, DRUG RESISTANCE | | TCMDC-124310 | CHEMBL579882 | |
5879 | RAC1 | CLINICALLY ACTIONABLE, KINASE, DRUG RESISTANCE | | PLX4720 | PLX-4720 | 31257073 |
5879 | RAC1 | CLINICALLY ACTIONABLE, KINASE, DRUG RESISTANCE | | ZU-3594419 | CHEMBL562095 | 19527032 |
5879 | RAC1 | CLINICALLY ACTIONABLE, KINASE, DRUG RESISTANCE | | DABRAFENIB | DABRAFENIB | 25056119,24265153 |
5879 | RAC1 | CLINICALLY ACTIONABLE, KINASE, DRUG RESISTANCE | | NSC-23766 | CHEMBL257119 | 19527032 |
5879 | RAC1 | CLINICALLY ACTIONABLE, KINASE, DRUG RESISTANCE | | ZU-4194738 | CHEMBL554475 | 19527032 |