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: RHOA

Gene summary for RHOA

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

RHOA

Gene ID

387

Gene nameras homolog family member A
Gene AliasARH12
Cytomap3p21.31
Gene Typeprotein-coding
GO ID

GO:0000226

UniProtAcc

A0A024R324


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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
387RHOAP26T-EHumanEsophagusESCC2.19e-781.84e+000.1276
387RHOAP27T-EHumanEsophagusESCC1.65e-401.63e+000.1055
387RHOAP28T-EHumanEsophagusESCC1.31e-221.20e+000.1149
387RHOAP30T-EHumanEsophagusESCC7.87e-432.68e+000.137
387RHOAP31T-EHumanEsophagusESCC1.93e-721.90e+000.1251
387RHOAP32T-EHumanEsophagusESCC1.32e-762.60e+000.1666
387RHOAP36T-EHumanEsophagusESCC5.50e-451.92e+000.1187
387RHOAP37T-EHumanEsophagusESCC1.30e-451.85e+000.1371
387RHOAP38T-EHumanEsophagusESCC5.56e-262.34e+000.127
387RHOAP39T-EHumanEsophagusESCC1.05e-301.11e+000.0894
387RHOAP40T-EHumanEsophagusESCC6.28e-211.21e+000.109
387RHOAP42T-EHumanEsophagusESCC1.21e-391.82e+000.1175
387RHOAP44T-EHumanEsophagusESCC7.14e-361.83e+000.1096
387RHOAP47T-EHumanEsophagusESCC1.58e-351.45e+000.1067
387RHOAP48T-EHumanEsophagusESCC8.87e-138.40e-010.0959
387RHOAP49T-EHumanEsophagusESCC3.37e-353.51e+000.1768
387RHOAP52T-EHumanEsophagusESCC1.45e-291.69e+000.1555
387RHOAP54T-EHumanEsophagusESCC1.73e-321.41e+000.0975
387RHOAP56T-EHumanEsophagusESCC5.39e-152.41e+000.1613
387RHOAP57T-EHumanEsophagusESCC6.78e-441.42e+000.0926
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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
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.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.AD: Adenomas
SER: Sessile serrated lesions
MSI-H: Microsatellite-high colorectal cancer
MSS: Microsatellite stable colorectal cancer
EndometriumThe 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.AEH: Atypical endometrial hyperplasia
EEC: Endometrioid Cancer
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
GCThe 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.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
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
LungThe 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.AAH: Atypical adenomatous hyperplasia
AIS: Adenocarcinoma in situ
IAC: Invasive lung adenocarcinoma
MIA: Minimally invasive adenocarcinoma
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
ProstateThe 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.BPH: Benign Prostatic Hyperplasia
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:004603410CervixCCATP metabolic process90/2311277/187237.90e-192.36e-1590
GO:000611910CervixCCoxidative phosphorylation55/2311141/187237.12e-161.42e-1255
GO:004206010CervixCCwound healing109/2311422/187231.84e-141.57e-11109
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:005254710CervixCCregulation of peptidase activity112/2311461/187236.70e-133.08e-10112
GO:002260410CervixCCregulation of cell morphogenesis84/2311309/187231.00e-124.29e-1084
GO:00090609CervixCCaerobic respiration60/2311189/187231.59e-126.36e-1060
GO:004586210CervixCCpositive regulation of proteolysis95/2311372/187231.84e-126.86e-1095
GO:005254810CervixCCregulation of endopeptidase activity103/2311432/187231.89e-115.14e-09103
GO:00453339CervixCCcellular respiration66/2311230/187232.07e-115.39e-0966
GO:009013210CervixCCepithelium migration90/2311360/187232.45e-116.11e-0990
GO:00016679CervixCCameboidal-type cell migration110/2311475/187232.66e-116.36e-09110
GO:001063110CervixCCepithelial cell migration89/2311357/187233.72e-118.54e-0989
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:009013010CervixCCtissue migration90/2311365/187235.42e-111.05e-0890
GO:190290310CervixCCregulation of supramolecular fiber organization92/2311383/187231.49e-102.48e-0892
GO:002240710CervixCCregulation of cell-cell adhesion103/2311448/187231.78e-102.87e-08103
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa0541820CervixCCFluid shear stress and atherosclerosis50/1267139/84655.71e-101.32e-087.81e-0950
hsa0513020CervixCCPathogenic Escherichia coli infection63/1267197/84659.28e-102.00e-081.19e-0863
hsa0513220CervixCCSalmonella infection74/1267249/84651.33e-092.54e-081.50e-0874
hsa0541720CervixCCLipid and atherosclerosis65/1267215/84656.47e-091.10e-076.52e-0865
hsa0516318CervixCCHuman cytomegalovirus infection65/1267225/84654.59e-086.47e-073.83e-0765
hsa0513120CervixCCShigellosis69/1267247/84657.64e-081.03e-066.10e-0769
hsa0520516CervixCCProteoglycans in cancer60/1267205/84659.13e-081.18e-067.00e-0760
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
hsa0453020CervixCCTight junction49/1267169/84651.87e-061.78e-051.05e-0549
hsa0467020CervixCCLeukocyte transendothelial migration36/1267114/84655.22e-064.83e-052.86e-0536
hsa0401512CervixCCRap1 signaling pathway56/1267210/84656.23e-065.61e-053.32e-0556
hsa0414418CervixCCEndocytosis64/1267251/84656.97e-066.10e-053.61e-0564
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
hsa043109CervixCCWnt signaling pathway43/1267171/84653.03e-041.64e-039.68e-0443
hsa0472214CervixCCNeurotrophin signaling pathway32/1267119/84655.01e-042.42e-031.43e-0332
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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
RHOASNVMissense_Mutationc.118G>Cp.Glu40Glnp.E40QP61586protein_codingdeleterious(0.04)benign(0.41)TCGA-A8-A09G-01Breastbreast invasive carcinomaFemale>=65III/IVUnknownUnknownSD
RHOASNVMissense_Mutationc.13N>Tp.Arg5Trpp.R5WP61586protein_codingdeleterious(0.02)benign(0.013)TCGA-AC-A3TM-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapycytoxanCR
RHOASNVMissense_Mutationc.13N>Tp.Arg5Trpp.R5WP61586protein_codingdeleterious(0.02)benign(0.013)TCGA-BH-A0E0-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapydocetaxelSD
RHOASNVMissense_Mutationc.373N>Cp.Glu125Glnp.E125QP61586protein_codingtolerated(0.32)benign(0.003)TCGA-D8-A1JA-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapyadriamycinPD
RHOASNVMissense_Mutationrs11552761c.50N>Cp.Gly17Alap.G17AP61586protein_codingdeleterious(0)benign(0.422)TCGA-D8-A27G-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
RHOASNVMissense_Mutationc.118N>Cp.Glu40Glnp.E40QP61586protein_codingdeleterious(0.04)benign(0.41)TCGA-GM-A2DO-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapytamoxiphenCR
RHOASNVMissense_Mutationrs11552761c.50N>Ap.Gly17Glup.G17EP61586protein_codingdeleterious(0)probably_damaging(0.99)TCGA-GM-A3XG-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapypaclitaxelCR
RHOAinsertionFrame_Shift_Insnovelc.561dupAp.Ser188IlefsTer30p.S188Ifs*30P61586protein_codingTCGA-A8-A09Z-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
RHOAinsertionNonsense_Mutationnovelc.165_166insAGCAAACTAGATGAGTTCCAAATGTAAp.Leu55_Ala56insSerLysLeuAspGluPheGlnMetTerp.L55_A56insSKLDEFQM*P61586protein_codingTCGA-B6-A0IB-01Breastbreast invasive carcinomaFemale<65III/IVUnknownUnknownPD
RHOASNVMissense_Mutationc.318N>Gp.Phe106Leup.F106LP61586protein_codingdeleterious(0.03)benign(0.324)TCGA-DR-A0ZM-01Cervixcervical & endocervical cancerFemale<65III/IVUnspecificCisplatinSD
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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
387RHOAKINASE, CLINICALLY ACTIONABLEpravastatinPRAVASTATIN23166513
387RHOAKINASE, CLINICALLY ACTIONABLEROTTLERINROTTLERIN22093759
387RHOAKINASE, CLINICALLY ACTIONABLECLAUSINE ECLAUSINE E22093759
387RHOAKINASE, CLINICALLY ACTIONABLEsimvastatinSIMVASTATIN23166513
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