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: RHOV

Gene summary for RHOV

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

RHOV

Gene ID

171177

Gene nameras homolog family member V
Gene AliasARHV
Cytomap15q15.1
Gene Typeprotein-coding
GO ID

GO:0006810

UniProtAcc

A0A024R9R2


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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
171177RHOVGSM4909281HumanBreastIDC1.50e-07-3.28e-010.21
171177RHOVGSM4909282HumanBreastIDC1.73e-629.83e-01-0.0288
171177RHOVGSM4909287HumanBreastIDC1.06e-07-2.96e-010.2057
171177RHOVGSM4909293HumanBreastIDC1.21e-02-2.61e-010.1581
171177RHOVGSM4909294HumanBreastIDC2.00e-03-2.94e-010.2022
171177RHOVGSM4909296HumanBreastIDC3.36e-04-1.55e-010.1524
171177RHOVGSM4909297HumanBreastIDC4.92e-04-1.40e-010.1517
171177RHOVGSM4909300HumanBreastIDC9.64e-044.51e-010.0334
171177RHOVGSM4909301HumanBreastIDC3.84e-14-3.89e-010.1577
171177RHOVGSM4909302HumanBreastIDC9.01e-06-3.06e-010.1545
171177RHOVGSM4909304HumanBreastIDC8.45e-09-3.59e-010.1636
171177RHOVGSM4909306HumanBreastIDC3.98e-022.50e-010.1564
171177RHOVGSM4909311HumanBreastIDC2.21e-16-2.64e-010.1534
171177RHOVGSM4909312HumanBreastIDC6.91e-08-2.75e-010.1552
171177RHOVGSM4909315HumanBreastIDC1.32e-06-3.17e-010.21
171177RHOVGSM4909319HumanBreastIDC1.54e-18-3.56e-010.1563
171177RHOVGSM4909320HumanBreastIDC2.01e-06-4.11e-010.1575
171177RHOVGSM4909321HumanBreastIDC2.23e-07-1.99e-010.1559
171177RHOVbrca2HumanBreastPrecancer2.09e-195.69e-01-0.024
171177RHOVM1HumanBreastIDC7.54e-08-3.96e-010.1577
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
BreastThe 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.IDC: Invasive ductal carcinoma
DCIS: Ductal carcinoma in situ
Precancer(BRCA1-mut): Precancerous lesion from BRCA1 mutation carriers
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
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
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
∗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:00072656CervixCCRas protein signal transduction79/2311337/187239.49e-097.77e-0779
GO:00072666CervixCCRho protein signal transduction35/2311137/187231.77e-053.33e-0435
GO:000726510EsophagusESCCRas protein signal transduction201/8552337/187231.44e-072.30e-06201
GO:000726610EsophagusESCCRho protein signal transduction81/8552137/187231.03e-035.20e-0381
GO:000726521LiverHCCRas protein signal transduction187/7958337/187238.89e-071.35e-05187
GO:000726621LiverHCCRho protein signal transduction76/7958137/187231.46e-037.75e-0376
GO:00072655LungIACRas protein signal transduction65/2061337/187234.48e-061.81e-0465
GO:00072665LungIACRho protein signal transduction32/2061137/187232.75e-057.26e-0432
GO:00072659Oral cavityOSCCRas protein signal transduction185/7305337/187231.95e-094.60e-08185
GO:00072669Oral cavityOSCCRho protein signal transduction76/7305137/187236.64e-055.37e-0476
GO:000726515Oral cavityLPRas protein signal transduction109/4623337/187238.44e-047.36e-03109
GO:000726522Oral cavityEOLPRas protein signal transduction74/2218337/187238.76e-083.09e-0674
GO:000726615Oral cavityEOLPRho protein signal transduction29/2218137/187231.28e-039.16e-0329
GO:000726516SkinAKRas protein signal transduction68/1910337/187232.83e-081.57e-0668
GO:000726616SkinAKRho protein signal transduction31/1910137/187231.60e-053.09e-0431
GO:000726523SkincSCCRas protein signal transduction132/4864337/187236.17e-081.57e-06132
GO:000726617SkincSCCRho protein signal transduction51/4864137/187232.38e-031.38e-0251
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
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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
RHOVSNVMissense_Mutationc.244N>Cp.Glu82Glnp.E82QQ96L33protein_codingtolerated(1)benign(0.006)TCGA-C5-A1MF-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
RHOVSNVMissense_Mutationnovelc.485N>Tp.Arg162Leup.R162LQ96L33protein_codingdeleterious(0.03)possibly_damaging(0.499)TCGA-DS-A7WI-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinPD
RHOVSNVMissense_Mutationnovelc.277N>Tp.Asp93Tyrp.D93YQ96L33protein_codingdeleterious(0)probably_damaging(0.998)TCGA-D5-6923-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownSD
RHOVSNVMissense_Mutationc.448N>Ap.Asp150Asnp.D150NQ96L33protein_codingtolerated(0.09)possibly_damaging(0.576)TCGA-A5-A0G2-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVUnknownUnknownSD
RHOVSNVMissense_Mutationc.536N>Ap.Arg179Glnp.R179QQ96L33protein_codingtolerated(0.1)benign(0.273)TCGA-AP-A056-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
RHOVSNVMissense_Mutationrs775096024c.388C>Tp.Arg130Cysp.R130CQ96L33protein_codingdeleterious(0.01)probably_damaging(0.989)TCGA-AX-A2HC-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVChemotherapypaclitaxelPD
RHOVSNVMissense_Mutationnovelc.683N>Ap.Arg228Hisp.R228HQ96L33protein_codingtolerated(0.12)possibly_damaging(0.508)TCGA-AX-A2HD-01Endometriumuterine corpus endometrioid carcinomaFemale>=65III/IVUnknownUnknownSD
RHOVSNVMissense_Mutationnovelc.556N>Cp.Cys186Argp.C186RQ96L33protein_codingdeleterious(0)probably_damaging(0.997)TCGA-DD-AADN-01Liverliver hepatocellular carcinomaMale<65I/IIUnknownUnknownSD
RHOVSNVMissense_Mutationnovelc.491N>Ap.Gly164Aspp.G164DQ96L33protein_codingtolerated(0.06)benign(0.021)TCGA-21-1079-01Lunglung squamous cell carcinomaMale>=65III/IVUnknownUnknownPD
RHOVSNVMissense_Mutationnovelc.526N>Ap.Glu176Lysp.E176KQ96L33protein_codingtolerated(0.74)benign(0.026)TCGA-CQ-5333-01Oral cavityhead & neck squamous cell carcinomaMale>=65I/IIUnknownUnknownPD
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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
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