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: RHOD

Gene summary for RHOD

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

RHOD

Gene ID

29984

Gene nameras homolog family member D
Gene AliasARHD
Cytomap11q13.2
Gene Typeprotein-coding
GO ID

GO:0000902

UniProtAcc

E9PIG5


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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
29984RHODLZE4THumanEsophagusESCC5.25e-124.55e-010.0811
29984RHODLZE20THumanEsophagusESCC1.52e-127.87e-010.0662
29984RHODLZE22D1HumanEsophagusHGIN1.50e-025.18e-020.0595
29984RHODLZE22THumanEsophagusESCC8.93e-059.04e-010.068
29984RHODLZE24THumanEsophagusESCC1.37e-137.47e-010.0596
29984RHODP1T-EHumanEsophagusESCC7.07e-076.84e-010.0875
29984RHODP2T-EHumanEsophagusESCC4.35e-264.93e-010.1177
29984RHODP4T-EHumanEsophagusESCC3.57e-267.97e-010.1323
29984RHODP5T-EHumanEsophagusESCC9.17e-216.46e-010.1327
29984RHODP8T-EHumanEsophagusESCC1.51e-711.66e+000.0889
29984RHODP9T-EHumanEsophagusESCC9.81e-184.67e-010.1131
29984RHODP10T-EHumanEsophagusESCC1.41e-082.78e-010.116
29984RHODP11T-EHumanEsophagusESCC3.88e-181.72e+000.1426
29984RHODP12T-EHumanEsophagusESCC1.31e-154.01e-010.1122
29984RHODP15T-EHumanEsophagusESCC1.87e-258.34e-010.1149
29984RHODP16T-EHumanEsophagusESCC4.43e-235.55e-010.1153
29984RHODP17T-EHumanEsophagusESCC4.99e-127.74e-010.1278
29984RHODP19T-EHumanEsophagusESCC1.94e-051.65e+000.1662
29984RHODP20T-EHumanEsophagusESCC2.25e-391.28e+000.1124
29984RHODP21T-EHumanEsophagusESCC2.11e-923.09e+000.1617
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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
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
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:003297027EsophagusHGINregulation of actin filament-based process77/2587397/187231.14e-031.39e-0277
GO:003295627EsophagusHGINregulation of actin cytoskeleton organization69/2587358/187232.35e-032.39e-0269
GO:015011519EsophagusHGINcell-substrate junction organization24/2587101/187234.85e-034.16e-0224
GO:0150115110EsophagusESCCcell-substrate junction organization77/8552101/187233.46e-109.57e-0977
GO:000704418EsophagusESCCcell-substrate junction assembly73/855295/187235.27e-101.35e-0873
GO:000716320EsophagusESCCestablishment or maintenance of cell polarity143/8552218/187232.05e-094.65e-08143
GO:003158919EsophagusESCCcell-substrate adhesion221/8552363/187233.06e-096.62e-08221
GO:000701527EsophagusESCCactin filament organization259/8552442/187232.37e-084.50e-07259
GO:004804116EsophagusESCCfocal adhesion assembly65/855287/187233.28e-086.08e-0765
GO:004578527EsophagusESCCpositive regulation of cell adhesion255/8552437/187235.07e-089.11e-07255
GO:000726510EsophagusESCCRas protein signal transduction201/8552337/187231.44e-072.30e-06201
GO:0032970111EsophagusESCCregulation of actin filament-based process231/8552397/187232.91e-074.20e-06231
GO:0032956111EsophagusESCCregulation of actin cytoskeleton organization210/8552358/187234.40e-076.00e-06210
GO:000716018EsophagusESCCcell-matrix adhesion141/8552233/187233.33e-063.71e-05141
GO:005101727EsophagusESCCactin filament bundle assembly100/8552157/187233.87e-064.17e-05100
GO:002260420EsophagusESCCregulation of cell morphogenesis180/8552309/187235.19e-065.45e-05180
GO:006157227EsophagusESCCactin filament bundle organization101/8552161/187239.22e-068.82e-05101
GO:003086517EsophagusESCCcortical cytoskeleton organization44/855261/187232.50e-052.13e-0444
GO:000836018EsophagusESCCregulation of cell shape92/8552154/187233.00e-041.81e-0392
GO:003432918EsophagusESCCcell junction assembly227/8552420/187233.06e-041.83e-03227
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa0436016EsophagusESCCAxon guidance108/4205182/84655.13e-031.30e-026.67e-03108
hsa0436017EsophagusESCCAxon guidance108/4205182/84655.13e-031.30e-026.67e-03108
hsa0436014Oral cavityOSCCAxon guidance97/3704182/84655.59e-031.33e-026.76e-0397
hsa0436015Oral cavityOSCCAxon guidance97/3704182/84655.59e-031.33e-026.76e-0397
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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
RHODSNVMissense_Mutationnovelc.478N>Ap.Ala160Thrp.A160TO00212protein_codingdeleterious(0)probably_damaging(0.985)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
RHODSNVMissense_Mutationc.541G>Ap.Ala181Thrp.A181TO00212protein_codingtolerated(0.09)benign(0.019)TCGA-EA-A5O9-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
RHODSNVMissense_Mutationc.175C>Gp.Gln59Glup.Q59EO00212protein_codingtolerated(1)benign(0.012)TCGA-G4-6314-01Colorectumcolon adenocarcinomaFemale>=65III/IVAncillaryleucovorinSD
RHODSNVMissense_Mutationc.161N>Gp.Tyr54Cysp.Y54CO00212protein_codingdeleterious(0.01)possibly_damaging(0.843)TCGA-EI-6882-01Colorectumrectum adenocarcinomaMale<65I/IIUnknownUnknownSD
RHODSNVMissense_Mutationnovelc.404A>Gp.Lys135Argp.K135RO00212protein_codingtolerated(0.11)benign(0.106)TCGA-A5-A0G1-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
RHODSNVMissense_Mutationc.407A>Gp.Asp136Glyp.D136GO00212protein_codingdeleterious(0.02)probably_damaging(0.934)TCGA-AX-A0J1-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
RHODSNVMissense_Mutationrs185607856c.157C>Tp.Arg53Trpp.R53WO00212protein_codingdeleterious(0.01)probably_damaging(0.969)TCGA-D1-A175-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIChemotherapypaclitaxelSD
RHODSNVMissense_Mutationrs781618855c.328C>Tp.Arg110Trpp.R110WO00212protein_codingdeleterious(0)probably_damaging(0.99)TCGA-EO-A22U-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
RHODSNVMissense_Mutationnovelc.485C>Tp.Ser162Phep.S162FO00212protein_codingdeleterious(0.01)possibly_damaging(0.73)TCGA-EO-A22U-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
RHODSNVMissense_Mutationc.350N>Gp.His117Argp.H117RO00212protein_codingdeleterious(0)probably_damaging(0.998)TCGA-05-4432-01Lunglung adenocarcinomaMale>=65I/IIChemotherapycisplatinCR
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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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