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: ARHGDIB

Gene summary for ARHGDIB

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

ARHGDIB

Gene ID

397

Gene nameRho GDP dissociation inhibitor beta
Gene AliasD4
Cytomap12p12.3
Gene Typeprotein-coding
GO ID

GO:0000003

UniProtAcc

A0A024RAS5


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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
397ARHGDIBGSM5252133_BPH389PrSFHumanProstateBPH1.44e-025.55e-01-0.2027
397ARHGDIBGSM5252135_BPH511PrPUr_Fcol_3GEXHumanProstateBPH2.53e-022.62e-01-0.1833
397ARHGDIB047563_1562-all-cellsHumanProstateBPH4.37e-052.38e-010.0791
397ARHGDIBDong_P1HumanProstateTumor2.85e-252.94e-010.035
397ARHGDIBDong_P3HumanProstateTumor3.27e-244.51e-010.0278
397ARHGDIBDong_P5HumanProstateTumor2.77e-051.11e-010.053
397ARHGDIBGSM5353216_PA_PB1A_Pool_1_3_S50_L002HumanProstateTumor4.89e-026.04e-010.159
397ARHGDIBGSM5353221_PA_PB2A_Pool_1_3_S25_L001HumanProstateTumor4.24e-023.96e-010.1633
397ARHGDIBGSM5353225_PA_PR5196-1_Pool_1_2_3_S53_L002HumanProstateTumor1.33e-025.36e-010.1619
397ARHGDIBGSM5353226_PA_PR5196-2_Pool_1_2_3_S54_L002HumanProstateTumor2.09e-036.99e-010.159
397ARHGDIBP2_S3_AKHumanSkinAK1.67e-02-2.54e-01-0.3287
397ARHGDIBP1_cSCCHumanSkincSCC5.82e-097.24e-010.0292
397ARHGDIBP2_cSCCHumanSkincSCC2.05e-096.97e-01-0.024
397ARHGDIBP4_cSCCHumanSkincSCC8.29e-218.15e-01-0.00290000000000005
397ARHGDIBP10_cSCCHumanSkincSCC2.57e-086.46e-010.1017
397ARHGDIBcSCC_p7HumanSkincSCC4.55e-02-2.21e-01-0.2332
397ARHGDIBcSCC_p9HumanSkincSCC7.52e-032.95e-02-0.1991
397ARHGDIBAdj_PTCwithHT_6HumanThyroidHT1.60e-249.26e-010.02
397ARHGDIBPTCwithHT_6HumanThyroidHT5.48e-198.88e-010.02
397ARHGDIBPTCwithHT_8HumanThyroidHT5.02e-034.75e-010.0351
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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
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:00075653BreastPrecancerfemale pregnancy29/1080193/187232.07e-067.31e-0529
GO:00447063BreastPrecancermulti-multicellular organism process31/1080220/187233.73e-061.19e-0431
GO:00329709BreastPrecancerregulation of actin filament-based process42/1080397/187231.11e-042.01e-0342
GO:00075663BreastPrecancerembryo implantation11/108053/187231.82e-042.95e-0311
GO:00016678BreastPrecancerameboidal-type cell migration47/1080475/187232.19e-043.35e-0347
GO:00329569BreastPrecancerregulation of actin cytoskeleton organization36/1080358/187238.56e-049.88e-0336
GO:000756511BreastIDCfemale pregnancy39/1434193/187231.81e-081.27e-0639
GO:00447061BreastIDCmulti-multicellular organism process41/1434220/187238.58e-085.19e-0641
GO:003297014BreastIDCregulation of actin filament-based process56/1434397/187236.37e-061.99e-0456
GO:000166714BreastIDCameboidal-type cell migration64/1434475/187236.65e-062.05e-0464
GO:000756611BreastIDCembryo implantation14/143453/187233.14e-057.32e-0414
GO:003295614BreastIDCregulation of actin cytoskeleton organization48/1434358/187231.03e-041.96e-0348
GO:00512712BreastIDCnegative regulation of cellular component movement48/1434367/187231.88e-043.12e-0348
GO:20001462BreastIDCnegative regulation of cell motility46/1434359/187234.01e-045.60e-0346
GO:00303362BreastIDCnegative regulation of cell migration43/1434344/187231.01e-031.13e-0243
GO:00400132BreastIDCnegative regulation of locomotion47/1434391/187231.39e-031.43e-0247
GO:00071625BreastIDCnegative regulation of cell adhesion37/1434303/187233.27e-032.75e-0237
GO:1901163BreastIDCregulation of trophoblast cell migration5/143416/187235.59e-034.07e-025
GO:00075652BreastDCISfemale pregnancy37/1390193/187237.85e-084.47e-0637
GO:00447062BreastDCISmulti-multicellular organism process39/1390220/187233.05e-071.46e-0539
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa0472214CervixCCNeurotrophin signaling pathway32/1267119/84655.01e-042.42e-031.43e-0332
hsa0472215CervixCCNeurotrophin signaling pathway32/1267119/84655.01e-042.42e-031.43e-0332
hsa049627EsophagusHGINVasopressin-regulated water reabsorption14/138344/84658.21e-034.71e-023.74e-0214
hsa0496214EsophagusHGINVasopressin-regulated water reabsorption14/138344/84658.21e-034.71e-023.74e-0214
hsa0472225EsophagusESCCNeurotrophin signaling pathway80/4205119/84657.33e-053.07e-041.57e-0480
hsa0496223EsophagusESCCVasopressin-regulated water reabsorption33/420544/84655.27e-041.78e-039.13e-0433
hsa04722111EsophagusESCCNeurotrophin signaling pathway80/4205119/84657.33e-053.07e-041.57e-0480
hsa0496233EsophagusESCCVasopressin-regulated water reabsorption33/420544/84655.27e-041.78e-039.13e-0433
hsa0472210LiverHCCNeurotrophin signaling pathway74/4020119/84658.27e-043.26e-031.81e-0374
hsa049624LiverHCCVasopressin-regulated water reabsorption30/402044/84654.41e-031.32e-027.34e-0330
hsa0472211LiverHCCNeurotrophin signaling pathway74/4020119/84658.27e-043.26e-031.81e-0374
hsa0496211LiverHCCVasopressin-regulated water reabsorption30/402044/84654.41e-031.32e-027.34e-0330
hsa0472220Oral cavityOSCCNeurotrophin signaling pathway74/3704119/84653.55e-051.49e-047.58e-0574
hsa049626Oral cavityOSCCVasopressin-regulated water reabsorption29/370444/84652.47e-036.52e-033.32e-0329
hsa04722110Oral cavityOSCCNeurotrophin signaling pathway74/3704119/84653.55e-051.49e-047.58e-0574
hsa0496213Oral cavityOSCCVasopressin-regulated water reabsorption29/370444/84652.47e-036.52e-033.32e-0329
hsa0472224Oral cavityLPNeurotrophin signaling pathway46/2418119/84651.07e-023.77e-022.43e-0246
hsa0496222Oral cavityLPVasopressin-regulated water reabsorption20/241844/84651.24e-024.10e-022.64e-0220
hsa0472234Oral cavityLPNeurotrophin signaling pathway46/2418119/84651.07e-023.77e-022.43e-0246
hsa0496232Oral cavityLPVasopressin-regulated water reabsorption20/241844/84651.24e-024.10e-022.64e-0220
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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
ARHGDIBSNVMissense_Mutationc.462N>Tp.Glu154Aspp.E154DP52566protein_codingtolerated(0.06)benign(0.005)TCGA-A8-A075-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyepirubicinCR
ARHGDIBSNVMissense_Mutationnovelc.362C>Tp.Ser121Leup.S121LP52566protein_codingdeleterious(0.01)probably_damaging(0.996)TCGA-AN-A0XW-01Breastbreast invasive carcinomaFemale<65III/IVUnknownUnknownSD
ARHGDIBSNVMissense_Mutationc.515N>Gp.Tyr172Cysp.Y172CP52566protein_codingdeleterious(0)probably_damaging(1)TCGA-A6-5665-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownPD
ARHGDIBSNVMissense_Mutationc.430N>Tp.Gly144Cysp.G144CP52566protein_codingdeleterious(0)probably_damaging(1)TCGA-AA-3679-01Colorectumcolon adenocarcinomaMale<65III/IVChemotherapyfolinicSD
ARHGDIBSNVMissense_Mutationnovelc.323N>Tp.Arg108Ilep.R108IP52566protein_codingdeleterious(0)benign(0.372)TCGA-AA-3949-01Colorectumcolon adenocarcinomaFemale>=65III/IVUnknownUnknownSD
ARHGDIBSNVMissense_Mutationnovelc.178A>Gp.Thr60Alap.T60AP52566protein_codingtolerated(0.78)benign(0)TCGA-AM-5821-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
ARHGDIBSNVMissense_Mutationrs774401441c.581N>Tp.Ser194Leup.S194LP52566protein_codingtolerated(0.19)benign(0.196)TCGA-AZ-4315-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownSD
ARHGDIBSNVMissense_Mutationnovelc.333N>Gp.Ile111Metp.I111MP52566protein_codingdeleterious(0)probably_damaging(0.992)TCGA-CA-6717-01Colorectumcolon adenocarcinomaMale<65I/IIChemotherapyoxaliplatinCR
ARHGDIBSNVMissense_Mutationrs369111462c.503N>Tp.Ala168Valp.A168VP52566protein_codingtolerated(0.31)benign(0.442)TCGA-F4-6570-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
ARHGDIBSNVMissense_Mutationc.593N>Gp.Glu198Glyp.E198GP52566protein_codingdeleterious(0.02)benign(0.011)TCGA-AP-A051-01Endometriumuterine 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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