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:00432549BreastPrecancerregulation of protein-containing complex assembly50/1080428/187231.63e-065.97e-0550
GO:00313349BreastPrecancerpositive regulation of protein-containing complex assembly33/1080237/187232.39e-068.21e-0533
GO:00420609BreastPrecancerwound healing48/1080422/187235.48e-061.63e-0448
GO:19029059BreastPrecancerpositive regulation of supramolecular fiber organization28/1080209/187232.79e-056.28e-0428
GO:19029039BreastPrecancerregulation of supramolecular fiber organization42/1080383/187234.92e-051.04e-0342
GO:00329709BreastPrecancerregulation of actin filament-based process42/1080397/187231.11e-042.01e-0342
GO:00514959BreastPrecancerpositive regulation of cytoskeleton organization28/1080226/187231.13e-042.04e-0328
GO:00070159BreastPrecanceractin filament organization44/1080442/187233.02e-044.35e-0344
GO:00329569BreastPrecancerregulation of actin cytoskeleton organization36/1080358/187238.56e-049.88e-0336
GO:01100539BreastPrecancerregulation of actin filament organization29/1080278/187231.50e-031.55e-0229
GO:00514929BreastPrecancerregulation of stress fiber assembly13/108091/187232.11e-032.00e-0213
GO:00514965BreastPrecancerpositive regulation of stress fiber assembly9/108052/187232.67e-032.36e-029
GO:00322338BreastPrecancerpositive regulation of actin filament bundle assembly10/108063/187233.07e-032.62e-0210
GO:00300389BreastPrecancercontractile actin filament bundle assembly14/1080106/187233.07e-032.62e-0214
GO:00431499BreastPrecancerstress fiber assembly14/1080106/187233.07e-032.62e-0214
GO:00071638BreastPrecancerestablishment or maintenance of cell polarity23/1080218/187233.82e-033.06e-0223
GO:00510179BreastPrecanceractin filament bundle assembly18/1080157/187234.17e-033.28e-0218
GO:01100209BreastPrecancerregulation of actomyosin structure organization13/1080100/187234.87e-033.68e-0213
GO:00615729BreastPrecanceractin filament bundle organization18/1080161/187235.43e-034.01e-0218
GO:00072496BreastPrecancerI-kappaB kinase/NF-kappaB signaling27/1080281/187236.58e-034.53e-0227
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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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