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: RHOH

Gene summary for RHOH

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

RHOH

Gene ID

399

Gene nameras homolog family member H
Gene AliasARHH
Cytomap4p14
Gene Typeprotein-coding
GO ID

GO:0000902

UniProtAcc

Q15669


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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
399RHOHC21HumanOral cavityOSCC2.44e-052.31e-010.2678
399RHOHC30HumanOral cavityOSCC1.99e-063.03e-010.3055
399RHOHC38HumanOral cavityOSCC8.18e-036.15e-010.172
399RHOHC09HumanOral cavityOSCC6.75e-081.54e-010.1431
399RHOHLN46HumanOral cavityOSCC4.57e-052.79e-010.1666
399RHOHEOLP-1HumanOral cavityEOLP5.92e-236.52e-01-0.0202
399RHOHEOLP-2HumanOral cavityEOLP9.93e-176.00e-01-0.0203
399RHOHNEOLP-1HumanOral cavityNEOLP1.79e-032.63e-01-0.0194
399RHOH047563_1562-all-cellsHumanProstateBPH3.77e-145.30e-010.0791
399RHOH052095_1628-all-cellsHumanProstateBPH2.16e-031.41e-010.1032
399RHOHDong_P1HumanProstateTumor1.07e-049.24e-020.035
399RHOHDong_P5HumanProstateTumor4.55e-035.75e-020.053
399RHOHGSM5353216_PA_PB1A_Pool_1_3_S50_L002HumanProstateTumor2.91e-047.23e-010.159
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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
∗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:004312218Oral cavityOSCCregulation of I-kappaB kinase/NF-kappaB signaling155/7305249/187237.79e-144.14e-12155
GO:000724910Oral cavityOSCCI-kappaB kinase/NF-kappaB signaling169/7305281/187234.69e-132.25e-11169
GO:000716318Oral cavityOSCCestablishment or maintenance of cell polarity129/7305218/187231.16e-092.86e-08129
GO:00072659Oral cavityOSCCRas protein signal transduction185/7305337/187231.95e-094.60e-08185
GO:000701520Oral cavityOSCCactin filament organization230/7305442/187231.37e-082.77e-07230
GO:003297020Oral cavityOSCCregulation of actin filament-based process209/7305397/187231.89e-083.72e-07209
GO:004578520Oral cavityOSCCpositive regulation of cell adhesion225/7305437/187236.06e-081.09e-06225
GO:003295620Oral cavityOSCCregulation of actin cytoskeleton organization189/7305358/187236.81e-081.21e-06189
GO:004211016Oral cavityOSCCT cell activation245/7305487/187232.00e-073.22e-06245
GO:002260419Oral cavityOSCCregulation of cell morphogenesis163/7305309/187235.66e-078.19e-06163
GO:003086510Oral cavityOSCCcortical cytoskeleton organization42/730561/187232.23e-062.84e-0542
GO:000836016Oral cavityOSCCregulation of cell shape88/7305154/187233.73e-064.42e-0588
GO:19031316Oral cavityOSCCmononuclear cell differentiation210/7305426/187238.44e-069.02e-05210
GO:002240718Oral cavityOSCCregulation of cell-cell adhesion218/7305448/187231.71e-051.68e-04218
GO:190370618Oral cavityOSCCregulation of hemopoiesis180/7305367/187235.16e-054.30e-04180
GO:005086315Oral cavityOSCCregulation of T cell activation161/7305329/187231.44e-041.02e-03161
GO:000268510Oral cavityOSCCregulation of leukocyte migration108/7305210/187231.63e-041.13e-03108
GO:000715916Oral cavityOSCCleukocyte cell-cell adhesion178/7305371/187232.44e-041.57e-03178
GO:00166018Oral cavityOSCCRac protein signal transduction28/730542/187232.61e-041.67e-0328
GO:00300983Oral cavityOSCClymphocyte differentiation179/7305374/187232.74e-041.74e-03179
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa0513230Oral cavityOSCCSalmonella infection174/3704249/84652.67e-171.49e-157.58e-16174
hsa0467030Oral cavityOSCCLeukocyte transendothelial migration63/3704114/84658.46e-031.96e-029.95e-0363
hsa05132114Oral cavityOSCCSalmonella infection174/3704249/84652.67e-171.49e-157.58e-16174
hsa04670113Oral cavityOSCCLeukocyte transendothelial migration63/3704114/84658.46e-031.96e-029.95e-0363
hsa0513245Oral cavityEOLPSalmonella infection78/1218249/84653.66e-122.37e-101.40e-1078
hsa04670210Oral cavityEOLPLeukocyte transendothelial migration37/1218114/84657.00e-076.85e-064.04e-0637
hsa0513255Oral cavityEOLPSalmonella infection78/1218249/84653.66e-122.37e-101.40e-1078
hsa0467038Oral cavityEOLPLeukocyte transendothelial migration37/1218114/84657.00e-076.85e-064.04e-0637
hsa0513263Oral cavityNEOLPSalmonella infection67/1112249/84653.05e-097.46e-084.69e-0867
hsa0467046Oral cavityNEOLPLeukocyte transendothelial migration31/1112114/84654.39e-053.41e-042.14e-0431
hsa0513273Oral cavityNEOLPSalmonella infection67/1112249/84653.05e-097.46e-084.69e-0867
hsa0467056Oral cavityNEOLPLeukocyte transendothelial migration31/1112114/84654.39e-053.41e-042.14e-0431
hsa0513228ProstateBPHSalmonella infection99/1718249/84657.26e-131.50e-119.27e-1299
hsa0467028ProstateBPHLeukocyte transendothelial migration41/1718114/84656.86e-054.35e-042.69e-0441
hsa05132113ProstateBPHSalmonella infection99/1718249/84657.26e-131.50e-119.27e-1299
hsa04670112ProstateBPHLeukocyte transendothelial migration41/1718114/84656.86e-054.35e-042.69e-0441
hsa0513229ProstateTumorSalmonella infection98/1791249/84652.55e-115.28e-103.27e-1098
hsa0467029ProstateTumorLeukocyte transendothelial migration41/1791114/84651.80e-041.08e-036.68e-0441
hsa0513237ProstateTumorSalmonella infection98/1791249/84652.55e-115.28e-103.27e-1098
hsa0467037ProstateTumorLeukocyte transendothelial migration41/1791114/84651.80e-041.08e-036.68e-0441
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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
RHOHSNVMissense_Mutationc.536G>Tp.Arg179Ilep.R179IQ15669protein_codingdeleterious(0.01)probably_damaging(0.979)TCGA-A8-A08P-01Breastbreast invasive carcinomaFemale>=65III/IVChemotherapy5-fluorouracilCR
RHOHinsertionFrame_Shift_Insnovelc.553_554insCAGCAGAGp.Ile185ThrfsTer87p.I185Tfs*87Q15669protein_codingTCGA-A8-A07Z-01Breastbreast invasive carcinomaFemale>=65I/IIUnspecificExemestaneSD
RHOHSNVMissense_Mutationc.536N>Cp.Arg179Thrp.R179TQ15669protein_codingtolerated(0.09)probably_damaging(0.95)TCGA-JX-A3Q0-01Cervixcervical & endocervical cancerFemale<65III/IVUnknownUnknownSD
RHOHSNVMissense_Mutationnovelc.418N>Tp.Ala140Serp.A140SQ15669protein_codingdeleterious(0.04)probably_damaging(0.992)TCGA-AA-3973-01Colorectumcolon adenocarcinomaMale>=65III/IVTargeted Molecular therapybevacizumabSD
RHOHSNVMissense_Mutationc.530N>Ap.Arg177Glnp.R177QQ15669protein_codingtolerated(0.45)benign(0)TCGA-AA-3977-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
RHOHSNVMissense_Mutationc.223N>Ap.Gln75Lysp.Q75KQ15669protein_codingtolerated(0.06)benign(0.096)TCGA-EI-6508-01Colorectumrectum adenocarcinomaFemale<65III/IVChemotherapyoxaliplatinSD
RHOHSNVMissense_Mutationnovelc.305N>Gp.Ile102Serp.I102SQ15669protein_codingdeleterious(0)benign(0.141)TCGA-AP-A1DV-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
RHOHSNVMissense_Mutationnovelc.544N>Ap.Leu182Ilep.L182IQ15669protein_codingtolerated(0.3)benign(0.007)TCGA-B5-A3FA-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
RHOHSNVMissense_Mutationnovelc.196A>Gp.Arg66Glyp.R66GQ15669protein_codingdeleterious(0)benign(0.042)TCGA-DF-A2KY-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVChemotherapycarboplatinSD
RHOHSNVMissense_Mutationnovelc.190N>Ap.Ala64Thrp.A64TQ15669protein_codingdeleterious(0.05)benign(0.003)TCGA-EO-A22R-01Endometriumuterine corpus endometrioid carcinomaFemale<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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