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: RHOC

Gene summary for RHOC

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

RHOC

Gene ID

389

Gene nameras homolog family member C
Gene AliasARH9
Cytomap1p13.2
Gene Typeprotein-coding
GO ID

GO:0000278

UniProtAcc

A0A024R0I3


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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
389RHOCGSM4909277HumanBreastPrecancer3.55e-03-5.07e-010.0177
389RHOCGSM4909281HumanBreastIDC1.09e-04-2.35e-010.21
389RHOCGSM4909286HumanBreastIDC4.61e-17-3.58e-010.1081
389RHOCGSM4909288HumanBreastIDC3.50e-04-4.54e-010.0988
389RHOCGSM4909293HumanBreastIDC2.33e-04-7.19e-020.1581
389RHOCGSM4909294HumanBreastIDC4.15e-113.04e-020.2022
389RHOCGSM4909296HumanBreastIDC3.65e-171.41e-010.1524
389RHOCGSM4909297HumanBreastIDC3.02e-28-3.68e-010.1517
389RHOCGSM4909298HumanBreastIDC1.17e-06-2.21e-010.1551
389RHOCGSM4909301HumanBreastIDC8.92e-15-4.63e-010.1577
389RHOCGSM4909304HumanBreastIDC1.50e-033.07e-010.1636
389RHOCGSM4909311HumanBreastIDC1.39e-48-1.38e-010.1534
389RHOCGSM4909312HumanBreastIDC1.21e-222.32e-010.1552
389RHOCGSM4909313HumanBreastIDC1.57e-05-6.19e-020.0391
389RHOCGSM4909315HumanBreastIDC1.04e-245.26e-010.21
389RHOCGSM4909316HumanBreastIDC2.80e-174.69e-010.21
389RHOCGSM4909318HumanBreastIDC9.73e-03-4.62e-010.2031
389RHOCGSM4909319HumanBreastIDC8.55e-69-3.27e-010.1563
389RHOCGSM4909320HumanBreastIDC8.84e-10-3.74e-010.1575
389RHOCGSM4909321HumanBreastIDC2.36e-19-1.94e-010.1559
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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
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
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:00443195ProstateBPHwound healing, spreading of cells19/310734/187232.09e-074.59e-0619
GO:00905055ProstateBPHepiboly involved in wound healing19/310734/187232.09e-074.59e-0619
GO:00905045ProstateBPHepiboly19/310735/187233.86e-078.02e-0619
GO:00009109ProstateBPHcytokinesis55/3107173/187235.81e-071.15e-0555
GO:00072499ProstateBPHI-kappaB kinase/NF-kappaB signaling79/3107281/187237.61e-071.43e-0579
GO:00020113ProstateBPHmorphogenesis of an epithelial sheet25/310757/187231.19e-062.10e-0525
GO:004312210ProstateBPHregulation of I-kappaB kinase/NF-kappaB signaling71/3107249/187231.55e-062.64e-0571
GO:003223315ProstateBPHpositive regulation of actin filament bundle assembly26/310763/187232.96e-064.67e-0526
GO:004521616ProstateBPHcell-cell junction organization59/3107200/187233.57e-065.54e-0559
GO:000836010ProstateBPHregulation of cell shape47/3107154/187231.27e-051.70e-0447
GO:00431239ProstateBPHpositive regulation of I-kappaB kinase/NF-kappaB signaling54/3107186/187231.50e-051.92e-0454
GO:00514968ProstateBPHpositive regulation of stress fiber assembly20/310752/187231.31e-041.18e-0320
GO:00308659ProstateBPHcortical cytoskeleton organization22/310761/187231.87e-041.55e-0322
GO:004329710ProstateBPHapical junction assembly26/310778/187232.24e-041.80e-0326
GO:00616404ProstateBPHcytoskeleton-dependent cytokinesis31/3107100/187232.63e-042.06e-0331
GO:00002814ProstateBPHmitotic cytokinesis23/310771/187237.95e-045.21e-0323
GO:000704316ProstateBPHcell-cell junction assembly39/3107146/187231.30e-037.83e-0339
GO:190290319ProstateTumorregulation of supramolecular fiber organization131/3246383/187236.68e-161.26e-13131
GO:003297019ProstateTumorregulation of actin filament-based process133/3246397/187232.59e-154.35e-13133
GO:000701519ProstateTumoractin filament organization142/3246442/187231.40e-141.89e-12142
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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
RHOCSNVMissense_Mutationnovelc.125N>Gp.Tyr42Cysp.Y42CP08134protein_codingdeleterious(0.02)possibly_damaging(0.654)TCGA-AC-A3OD-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
RHOCSNVMissense_Mutationnovelc.424N>Ap.Glu142Lysp.E142KP08134protein_codingdeleterious(0.04)benign(0.105)TCGA-AR-A2LK-01Breastbreast invasive carcinomaFemale<65III/IVHormone TherapyanastrozolePD
RHOCinsertionNonsense_Mutationnovelc.12_13insTGGCCCTCTGAGGGCATACTACTGTTGAGGTTTTGAp.Ile4_Arg5insTrpProSerGluGlyIleLeuLeuLeuArgPheTerp.I4_R5insWPSEGILLLRF*P08134protein_codingTCGA-AO-A03T-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycyclophosphamideSD
RHOCSNVMissense_Mutationc.70G>Ap.Val24Ilep.V24IP08134protein_codingdeleterious(0.03)benign(0.058)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
RHOCSNVMissense_Mutationnovelc.82N>Tp.Asp28Tyrp.D28YP08134protein_codingdeleterious(0.01)probably_damaging(0.954)TCGA-VS-A957-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
RHOCSNVMissense_Mutationc.358N>Ap.Asp120Asnp.D120NP08134protein_codingdeleterious(0)probably_damaging(0.993)TCGA-AA-A010-01Colorectumcolon adenocarcinomaFemale<65I/IIChemotherapyfolinicCR
RHOCSNVMissense_Mutationnovelc.82G>Tp.Asp28Tyrp.D28YP08134protein_codingdeleterious(0.01)probably_damaging(0.954)TCGA-AZ-4315-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownSD
RHOCSNVMissense_Mutationrs766734264c.526N>Tp.Arg176Trpp.R176WP08134protein_codingdeleterious(0)probably_damaging(0.987)TCGA-NH-A5IV-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
RHOCSNVMissense_Mutationc.193N>Tp.Asp65Tyrp.D65YP08134protein_codingdeleterious(0)probably_damaging(0.997)TCGA-QG-A5YV-01Colorectumcolon adenocarcinomaFemale<65III/IVChemotherapyxelodaCR
RHOCSNVMissense_Mutationrs779520374c.502C>Tp.Arg168Trpp.R168WP08134protein_codingdeleterious(0.03)probably_damaging(0.982)TCGA-EF-5830-01Colorectumrectum adenocarcinomaMale<65I/IIUnknownUnknownSD
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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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