Schematic overview of the cellular and molecular mechanisms involved in the cancer progression, including the proposed cellular and molecular mechanisms in cancer cells trajectory. AT1: alveolar type 1 cells; AT2: alveolar type 2 cells; AAH: atypical adenomatous hyperplasia; AIS: adenocarcinoma in situ; MIA: minimally invasive adenocarcinoma; IA: invasive adenocarcinoma; EMT: epithelial-mesenchymal transition

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Center for Computational Systems Medicine
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Gene summary

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Malignant transformation analysis

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Malignant transformation related pathway analysis

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Cell-cell communication analysis

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Single-cell gene regulatory network inference analysis

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Somatic mutation of malignant transformation related genes

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Related drugs of malignant transformation related genes

Gene: RAC2

Gene summary for RAC2

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

RAC2

Gene ID

5880

Gene nameRac family small GTPase 2
Gene AliasEN-7
Cytomap22q13.1
Gene Typeprotein-coding
GO ID

GO:0000902

UniProtAcc

A0A024R1P2


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Malignant transformation analysis

check button Identification of the aberrant gene expression in precancerous and cancerous lesions by comparing the gene expression of stem-like cells in diseased tissues with normal stem cells
check button Malignant transformation involving gene list.
Entrez IDSymbolReplicatesSpeciesOrganTissueAdj P-valueLog2FCMalignancy
5880RAC2N_HPV_2HumanCervixN_HPV9.37e-10-2.58e-02-0.0131
5880RAC2CCI_1HumanCervixCC5.31e-06-7.09e-010.528
5880RAC2CCI_2HumanCervixCC2.93e-05-7.06e-010.5249
5880RAC2CCI_3HumanCervixCC5.15e-09-7.18e-010.516
5880RAC2CCII_1HumanCervixCC8.43e-15-7.38e-010.3249
5880RAC2TumorHumanCervixCC1.63e-18-5.17e-010.1241
5880RAC2sample1HumanCervixCC1.39e-08-6.82e-010.0959
5880RAC2sample3HumanCervixCC9.02e-15-4.03e-010.1387
5880RAC2H2HumanCervixHSIL_HPV3.13e-20-6.73e-010.0632
5880RAC2L1HumanCervixCC1.17e-08-5.55e-010.0802
5880RAC2T1HumanCervixCC3.44e-13-6.03e-010.0918
5880RAC2T2HumanCervixCC2.35e-05-7.08e-010.0709
5880RAC2T3HumanCervixCC4.99e-17-4.19e-010.1389
5880RAC2LZE2THumanEsophagusESCC1.81e-037.62e-010.082
5880RAC2LZE4THumanEsophagusESCC2.87e-218.98e-010.0811
5880RAC2LZE7THumanEsophagusESCC7.05e-141.30e+000.0667
5880RAC2LZE8THumanEsophagusESCC1.83e-107.19e-010.067
5880RAC2LZE24THumanEsophagusESCC1.15e-115.17e-010.0596
5880RAC2LZE6THumanEsophagusESCC6.79e-382.10e+000.0845
5880RAC2P2T-EHumanEsophagusESCC9.42e-193.60e-010.1177
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
CervixThe 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.CC: Cervix cancer
HSIL_HPV: HPV-infected high-grade squamous intraepithelial lesions
N_HPV: HPV-infected normal cervix
EsophagusThe 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.ESCC: Esophageal squamous cell carcinoma
HGIN: High-grade intraepithelial neoplasias
LGIN: Low-grade intraepithelial neoplasias
LiverThe 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.HCC: Hepatocellular carcinoma
NAFLD: Non-alcoholic fatty liver disease
Oral CavityThe 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.EOLP: Erosive Oral lichen planus
LP: leukoplakia
NEOLP: Non-erosive oral lichen planus
OSCC: Oral squamous cell carcinoma
SkinThe 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.AK: Actinic keratosis
cSCC: Cutaneous squamous cell carcinoma
SCCIS:squamous cell carcinoma in situ
ThyroidThe 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.ATC: Anaplastic thyroid cancer
HT: Hashimoto's thyroiditis
PTC: Papillary thyroid cancer
∗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.

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Malignant transformation related pathway analysis

check buttonFind out the enriched GO biological processes and KEGG pathways involved in transition from healthy to precancer to cancer
check button Figure of enriched GO biological processes.
TissueDisease StageEnriched GO biological Processes
ColorectumADGO analysis - Figure of enriched GO biological processes: Top 15 enriched GO BP terms are showed in the bar plot of each disease state in each tissue. Each row represents a significant GO biological process which is colored according to the -log10(p.adjust).
ColorectumSERGO analysis - Figure of enriched GO biological processes: Top 15 enriched GO BP terms are showed in the bar plot of each disease state in each tissue. Each row represents a significant GO biological process which is colored according to the -log10(p.adjust).
ColorectumMSSGO analysis - Figure of enriched GO biological processes: Top 15 enriched GO BP terms are showed in the bar plot of each disease state in each tissue. Each row represents a significant GO biological process which is colored according to the -log10(p.adjust).
ColorectumMSI-HGO analysis - Figure of enriched GO biological processes: Top 15 enriched GO BP terms are showed in the bar plot of each disease state in each tissue. Each row represents a significant GO biological process which is colored according to the -log10(p.adjust).
ColorectumFAPGO analysis - Figure of enriched GO biological processes: Top 15 enriched GO BP terms are showed in the bar plot of each disease state in each tissue. Each row represents a significant GO biological process which is colored according to the -log10(p.adjust).
∗Top 15 enriched GO BP terms are showed in the bar plot of each disease state in each tissue. Each row represents a significant GO biological process which is colored according to the -log10(p.adjust).
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check button Enriched GO biological processes.
GO IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustCount
GO:001081010CervixCCregulation of cell-substrate adhesion69/2311221/187238.57e-145.69e-1169
GO:00315898CervixCCcell-substrate adhesion96/2311363/187231.48e-138.85e-1196
GO:000701510CervixCCactin filament organization109/2311442/187234.92e-132.45e-10109
GO:002260410CervixCCregulation of cell morphogenesis84/2311309/187231.00e-124.29e-1084
GO:003297010CervixCCregulation of actin filament-based process96/2311397/187234.00e-118.54e-0996
GO:00071639CervixCCestablishment or maintenance of cell polarity63/2311218/187234.25e-118.76e-0963
GO:00725949CervixCCestablishment of protein localization to organelle99/2311422/187231.23e-102.11e-0899
GO:190382910CervixCCpositive regulation of cellular protein localization72/2311276/187233.20e-104.46e-0872
GO:003295610CervixCCregulation of actin cytoskeleton organization86/2311358/187235.90e-107.51e-0886
GO:00421108CervixCCT cell activation107/2311487/187231.24e-091.46e-07107
GO:00508638CervixCCregulation of T cell activation80/2311329/187231.28e-091.47e-0780
GO:00321035CervixCCpositive regulation of response to external stimulus95/2311427/187235.44e-095.03e-0795
GO:00071598CervixCCleukocyte cell-cell adhesion85/2311371/187238.27e-097.07e-0785
GO:00072656CervixCCRas protein signal transduction79/2311337/187239.49e-097.77e-0779
GO:005122210CervixCCpositive regulation of protein transport72/2311303/187232.36e-081.70e-0672
GO:00603267CervixCCcell chemotaxis73/2311310/187232.82e-081.96e-0673
GO:00975817CervixCClamellipodium organization31/231190/187234.57e-082.76e-0631
GO:00975298CervixCCmyeloid leukocyte migration56/2311220/187237.21e-084.15e-0656
GO:190495110CervixCCpositive regulation of establishment of protein localization73/2311319/187239.69e-085.25e-0673
GO:00305957CervixCCleukocyte chemotaxis57/2311230/187231.48e-077.07e-0657
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa0502018CervixCCPrion disease98/1267273/84652.64e-181.42e-168.42e-1798
hsa0541520CervixCCDiabetic cardiomyopathy76/1267203/84651.40e-156.46e-143.82e-1476
hsa0541820CervixCCFluid shear stress and atherosclerosis50/1267139/84655.71e-101.32e-087.81e-0950
hsa0541620CervixCCViral myocarditis27/126760/84652.43e-083.57e-072.11e-0727
hsa0516318CervixCCHuman cytomegalovirus infection65/1267225/84654.59e-086.47e-073.83e-0765
hsa0451010CervixCCFocal adhesion59/1267203/84651.53e-071.84e-061.09e-0659
hsa0481016CervixCCRegulation of actin cytoskeleton64/1267229/84652.24e-072.59e-061.53e-0664
hsa0452020CervixCCAdherens junction33/126793/84656.99e-077.31e-064.32e-0633
hsa0467020CervixCCLeukocyte transendothelial migration36/1267114/84655.22e-064.83e-052.86e-0536
hsa0401512CervixCCRap1 signaling pathway56/1267210/84656.23e-065.61e-053.32e-0556
hsa0466612CervixCCFc gamma R-mediated phagocytosis31/126797/84651.78e-051.42e-048.40e-0531
hsa0517016CervixCCHuman immunodeficiency virus 1 infection55/1267212/84651.80e-051.42e-048.40e-0555
hsa0513516CervixCCYersinia infection39/1267137/84653.27e-052.41e-041.42e-0439
hsa0407110CervixCCSphingolipid signaling pathway35/1267121/84655.70e-053.93e-042.32e-0435
hsa043609CervixCCAxon guidance47/1267182/84658.13e-055.38e-043.18e-0447
hsa0521010CervixCCColorectal cancer27/126786/84658.60e-055.57e-043.30e-0427
hsa052128CervixCCPancreatic cancer24/126776/84651.89e-041.11e-036.55e-0424
hsa04664CervixCCFc epsilon RI signaling pathway22/126768/84652.35e-041.31e-037.77e-0422
hsa043109CervixCCWnt signaling pathway43/1267171/84653.03e-041.64e-039.68e-0443
hsa040142CervixCCRas signaling pathway51/1267236/84653.55e-031.34e-027.91e-0351
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Cell-cell communication analysis

check buttonIdentification of potential cell-cell interactions between two cell types and their ligand-receptor pairs for different disease states
LigandReceptorLRpairPathwayTissueDisease Stage
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Single-cell gene regulatory network inference analysis

check buttonFind out the significant the regulons (TFs) and the target genes of each regulon across cell types for different disease states
TFCell TypeTissueDisease StageTarget GeneRSSRegulon Activity
∗The dot plots of a searched regulon are shown for all cell subpopulations in each disease state of each tissue based on the regulon specific score inferred using pySCENIC and by calculating the average expression.
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Somatic mutation of malignant transformation related genes

check buttonAnnotation of somatic variants for genes involved in malignant transformation
Hugo SymbolVariant ClassVariant ClassificationdbSNP RSHGVScHGVSpHGVSp ShortSWISSPROTBIOTYPESIFTPolyPhenTumor Sample BarcodeTissueHistologySexAgeStageTherapy TypesDrugsOutcome
RAC2SNVMissense_Mutationnovelc.266C>Gp.Ser89Cysp.S89CP15153protein_codingdeleterious_low_confidence(0)probably_damaging(1)TCGA-D8-A4Z1-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapytamoxiphenSD
RAC2SNVMissense_Mutationnovelc.419N>Ap.Pro140Glnp.P140QP15153protein_codingtolerated_low_confidence(0.38)benign(0.01)TCGA-LL-A7SZ-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinCR
RAC2SNVMissense_Mutationc.486N>Cp.Gln162Hisp.Q162HP15153protein_codingdeleterious_low_confidence(0.01)possibly_damaging(0.606)TCGA-IR-A3LA-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
RAC2SNVMissense_Mutationrs758461304c.562G>Ap.Ala188Thrp.A188TP15153protein_codingtolerated_low_confidence(0.09)benign(0.011)TCGA-CM-4747-01Colorectumcolon adenocarcinomaMale<65I/IIChemotherapyfluorouracilSD
RAC2SNVMissense_Mutationc.197N>Ap.Arg66Hisp.R66HP15153protein_codingdeleterious_low_confidence(0)probably_damaging(0.976)TCGA-CM-6162-01Colorectumcolon adenocarcinomaFemale<65III/IVChemotherapyoxaliplatinSD
RAC2SNVMissense_Mutationc.304C>Tp.Arg102Trpp.R102WP15153protein_codingdeleterious_low_confidence(0)probably_damaging(0.925)TCGA-G4-6302-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
RAC2SNVMissense_Mutationnovelc.381N>Tp.Glu127Aspp.E127DP15153protein_codingtolerated_low_confidence(0.11)benign(0.005)TCGA-F5-6814-01Colorectumrectum adenocarcinomaMale<65I/IIUnknownUnknownSD
RAC2SNVMissense_Mutationnovelc.353N>Gp.Asp118Glyp.D118GP15153protein_codingdeleterious_low_confidence(0)probably_damaging(0.996)TCGA-AP-A051-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
RAC2SNVMissense_Mutationnovelc.296N>Tp.Pro99Leup.P99LP15153protein_codingdeleterious_low_confidence(0)possibly_damaging(0.763)TCGA-AP-A1DK-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
RAC2SNVMissense_Mutationnovelc.186G>Tp.Glu62Aspp.E62DP15153protein_codingdeleterious_low_confidence(0.04)benign(0.102)TCGA-B5-A1MX-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIHormone TherapymegaceSD
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Related drugs of malignant transformation related genes

check buttonIdentification of chemicals and drugs interact with genes involved in malignant transfromation
(DGIdb 4.0)
Entrez IDSymbolCategoryInteraction TypesDrug Claim NameDrug NamePMIDs
5880RAC2NAidarubicinIDARUBICIN28485375
5880RAC2NAdoxorubicinDOXORUBICIN21048526
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