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:00975297 | Breast | Precancer | myeloid leukocyte migration | 34/1080 | 220/18723 | 1.42e-07 | 7.82e-06 | 34 |
GO:00509006 | Breast | Precancer | leukocyte migration | 47/1080 | 369/18723 | 2.82e-07 | 1.39e-05 | 47 |
GO:00305956 | Breast | Precancer | leukocyte chemotaxis | 34/1080 | 230/18723 | 4.16e-07 | 1.89e-05 | 34 |
GO:00457859 | Breast | Precancer | positive regulation of cell adhesion | 52/1080 | 437/18723 | 5.74e-07 | 2.49e-05 | 52 |
GO:00603266 | Breast | Precancer | cell chemotaxis | 41/1080 | 310/18723 | 5.99e-07 | 2.55e-05 | 41 |
GO:00716217 | Breast | Precancer | granulocyte chemotaxis | 23/1080 | 125/18723 | 6.73e-07 | 2.77e-05 | 23 |
GO:00432549 | Breast | Precancer | regulation of protein-containing complex assembly | 50/1080 | 428/18723 | 1.63e-06 | 5.97e-05 | 50 |
GO:00313349 | Breast | Precancer | positive regulation of protein-containing complex assembly | 33/1080 | 237/18723 | 2.39e-06 | 8.21e-05 | 33 |
GO:00975307 | Breast | Precancer | granulocyte migration | 24/1080 | 148/18723 | 4.04e-06 | 1.26e-04 | 24 |
GO:00305937 | Breast | Precancer | neutrophil chemotaxis | 19/1080 | 103/18723 | 5.94e-06 | 1.71e-04 | 19 |
GO:19902665 | Breast | Precancer | neutrophil migration | 20/1080 | 122/18723 | 2.13e-05 | 4.99e-04 | 20 |
GO:00106348 | Breast | Precancer | positive regulation of epithelial cell migration | 25/1080 | 176/18723 | 2.75e-05 | 6.21e-04 | 25 |
GO:19029059 | Breast | Precancer | positive regulation of supramolecular fiber organization | 28/1080 | 209/18723 | 2.79e-05 | 6.28e-04 | 28 |
GO:00321034 | Breast | Precancer | positive regulation of response to external stimulus | 46/1080 | 427/18723 | 3.41e-05 | 7.40e-04 | 46 |
GO:00342849 | Breast | Precancer | response to monosaccharide | 29/1080 | 225/18723 | 4.19e-05 | 9.00e-04 | 29 |
GO:00106319 | Breast | Precancer | epithelial cell migration | 40/1080 | 357/18723 | 4.57e-05 | 9.71e-04 | 40 |
GO:19029039 | Breast | Precancer | regulation of supramolecular fiber organization | 42/1080 | 383/18723 | 4.92e-05 | 1.04e-03 | 42 |
GO:00725938 | Breast | Precancer | reactive oxygen species metabolic process | 30/1080 | 239/18723 | 5.13e-05 | 1.07e-03 | 30 |
GO:00901329 | Breast | Precancer | epithelium migration | 40/1080 | 360/18723 | 5.51e-05 | 1.14e-03 | 40 |
GO:00097439 | Breast | Precancer | response to carbohydrate | 31/1080 | 253/18723 | 6.15e-05 | 1.25e-03 | 31 |
Pathway ID | Tissue | Disease Stage | Description | Gene Ratio | Bg Ratio | pvalue | p.adjust | qvalue | Count |
hsa052128 | Cervix | CC | Pancreatic cancer | 24/1267 | 76/8465 | 1.89e-04 | 1.11e-03 | 6.55e-04 | 24 |
hsa04664 | Cervix | CC | Fc epsilon RI signaling pathway | 22/1267 | 68/8465 | 2.35e-04 | 1.31e-03 | 7.77e-04 | 22 |
hsa043109 | Cervix | CC | Wnt signaling pathway | 43/1267 | 171/8465 | 3.03e-04 | 1.64e-03 | 9.68e-04 | 43 |
hsa0472214 | Cervix | CC | Neurotrophin signaling pathway | 32/1267 | 119/8465 | 5.01e-04 | 2.42e-03 | 1.43e-03 | 32 |
hsa0510020 | Cervix | CC | Bacterial invasion of epithelial cells | 23/1267 | 77/8465 | 6.25e-04 | 2.93e-03 | 1.73e-03 | 23 |
hsa052119 | Cervix | CC | Renal cell carcinoma | 20/1267 | 69/8465 | 2.07e-03 | 8.17e-03 | 4.83e-03 | 20 |
hsa040142 | Cervix | CC | Ras signaling pathway | 51/1267 | 236/8465 | 3.55e-03 | 1.34e-02 | 7.91e-03 | 51 |
hsa04062 | Cervix | CC | Chemokine signaling pathway | 43/1267 | 192/8465 | 3.60e-03 | 1.34e-02 | 7.91e-03 | 43 |
hsa040109 | Cervix | CC | MAPK signaling pathway | 62/1267 | 302/8465 | 4.89e-03 | 1.67e-02 | 9.86e-03 | 62 |
hsa049336 | Cervix | CC | AGE-RAGE signaling pathway in diabetic complications | 25/1267 | 100/8465 | 5.64e-03 | 1.88e-02 | 1.11e-02 | 25 |
hsa05208110 | Cervix | CC | Chemical carcinogenesis - reactive oxygen species | 92/1267 | 223/8465 | 4.71e-22 | 5.09e-20 | 3.01e-20 | 92 |
hsa0502019 | Cervix | CC | Prion disease | 98/1267 | 273/8465 | 2.64e-18 | 1.42e-16 | 8.42e-17 | 98 |
hsa05415110 | Cervix | CC | Diabetic cardiomyopathy | 76/1267 | 203/8465 | 1.40e-15 | 6.46e-14 | 3.82e-14 | 76 |
hsa0502219 | Cervix | CC | Pathways of neurodegeneration - multiple diseases | 128/1267 | 476/8465 | 2.87e-12 | 9.29e-11 | 5.50e-11 | 128 |
hsa0493219 | Cervix | CC | Non-alcoholic fatty liver disease | 58/1267 | 155/8465 | 3.58e-12 | 1.05e-10 | 6.23e-11 | 58 |
hsa0501419 | Cervix | CC | Amyotrophic lateral sclerosis | 103/1267 | 364/8465 | 1.79e-11 | 4.47e-10 | 2.64e-10 | 103 |
hsa05418110 | Cervix | CC | Fluid shear stress and atherosclerosis | 50/1267 | 139/8465 | 5.71e-10 | 1.32e-08 | 7.81e-09 | 50 |
hsa05130110 | Cervix | CC | Pathogenic Escherichia coli infection | 63/1267 | 197/8465 | 9.28e-10 | 2.00e-08 | 1.19e-08 | 63 |
hsa05132110 | Cervix | CC | Salmonella infection | 74/1267 | 249/8465 | 1.33e-09 | 2.54e-08 | 1.50e-08 | 74 |
hsa05417110 | Cervix | CC | Lipid and atherosclerosis | 65/1267 | 215/8465 | 6.47e-09 | 1.10e-07 | 6.52e-08 | 65 |
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 |