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: ARHGEF28

Gene summary for ARHGEF28

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

ARHGEF28

Gene ID

64283

Gene nameRho guanine nucleotide exchange factor 28
Gene AliasRGNEF
Cytomap5q13.2
Gene Typeprotein-coding
GO ID

GO:0000902

UniProtAcc

Q8N1W1


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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
64283ARHGEF28CA_HPV_3HumanCervixCC2.64e-037.86e-020.0414
64283ARHGEF28HSIL_HPV_2HumanCervixHSIL_HPV2.25e-021.37e-010.0208
64283ARHGEF28CCI_1HumanCervixCC8.05e-038.18e-010.528
64283ARHGEF28CCI_2HumanCervixCC2.93e-141.42e+000.5249
64283ARHGEF28CCI_3HumanCervixCC5.27e-271.29e+000.516
64283ARHGEF28LZE24THumanEsophagusESCC1.63e-114.21e-010.0596
64283ARHGEF28P1T-EHumanEsophagusESCC3.68e-053.74e-010.0875
64283ARHGEF28P2T-EHumanEsophagusESCC2.35e-245.02e-010.1177
64283ARHGEF28P4T-EHumanEsophagusESCC1.38e-041.13e-010.1323
64283ARHGEF28P8T-EHumanEsophagusESCC1.47e-061.28e-010.0889
64283ARHGEF28P9T-EHumanEsophagusESCC2.31e-037.82e-020.1131
64283ARHGEF28P10T-EHumanEsophagusESCC8.67e-071.55e-010.116
64283ARHGEF28P12T-EHumanEsophagusESCC2.75e-203.73e-010.1122
64283ARHGEF28P15T-EHumanEsophagusESCC6.37e-204.24e-010.1149
64283ARHGEF28P16T-EHumanEsophagusESCC4.84e-081.29e-010.1153
64283ARHGEF28P20T-EHumanEsophagusESCC4.15e-093.49e-010.1124
64283ARHGEF28P21T-EHumanEsophagusESCC4.51e-152.53e-010.1617
64283ARHGEF28P22T-EHumanEsophagusESCC5.73e-065.78e-020.1236
64283ARHGEF28P23T-EHumanEsophagusESCC3.67e-122.33e-010.108
64283ARHGEF28P26T-EHumanEsophagusESCC3.63e-173.55e-010.1276
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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
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
LungThe 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.AAH: Atypical adenomatous hyperplasia
AIS: Adenocarcinoma in situ
IAC: Invasive lung adenocarcinoma
MIA: Minimally invasive adenocarcinoma
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:00510566CervixCCregulation of small GTPase mediated signal transduction75/2311302/187231.54e-091.74e-0775
GO:00072656CervixCCRas protein signal transduction79/2311337/187239.49e-097.77e-0779
GO:00072666CervixCCRho protein signal transduction35/2311137/187231.77e-053.33e-0435
GO:00465785CervixCCregulation of Ras protein signal transduction44/2311189/187232.05e-053.73e-0444
GO:00350235CervixCCregulation of Rho protein signal transduction22/231186/187235.93e-045.60e-0322
GO:00480131CervixCCephrin receptor signaling pathway14/231151/187232.78e-031.87e-0214
GO:000726510EsophagusESCCRas protein signal transduction201/8552337/187231.44e-072.30e-06201
GO:000726610EsophagusESCCRho protein signal transduction81/8552137/187231.03e-035.20e-0381
GO:00465789EsophagusESCCregulation of Ras protein signal transduction106/8552189/187232.49e-031.08e-02106
GO:00480133EsophagusESCCephrin receptor signaling pathway33/855251/187234.77e-031.85e-0233
GO:005105610EsophagusESCCregulation of small GTPase mediated signal transduction157/8552302/187231.55e-024.98e-02157
GO:00510565LungIACregulation of small GTPase mediated signal transduction70/2061302/187239.44e-101.87e-0770
GO:00072655LungIACRas protein signal transduction65/2061337/187234.48e-061.81e-0465
GO:00072665LungIACRho protein signal transduction32/2061137/187232.75e-057.26e-0432
GO:00465784LungIACregulation of Ras protein signal transduction40/2061189/187233.50e-058.65e-0440
GO:00350234LungIACregulation of Rho protein signal transduction20/206186/187238.82e-041.11e-0220
GO:005105611LungAISregulation of small GTPase mediated signal transduction66/1849302/187234.26e-109.53e-0866
GO:000726512LungAISRas protein signal transduction60/1849337/187234.68e-062.31e-0460
GO:004657812LungAISregulation of Ras protein signal transduction39/1849189/187236.68e-062.95e-0439
GO:000726612LungAISRho protein signal transduction28/1849137/187231.51e-043.22e-0328
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa0513516CervixCCYersinia infection39/1267137/84653.27e-052.41e-041.42e-0439
hsa0513517CervixCCYersinia infection39/1267137/84653.27e-052.41e-041.42e-0439
hsa0513526EsophagusESCCYersinia infection100/4205137/84651.80e-081.59e-078.12e-08100
hsa05135111EsophagusESCCYersinia infection100/4205137/84651.80e-081.59e-078.12e-08100
hsa0513514LungIACYersinia infection32/1053137/84652.63e-042.76e-031.83e-0332
hsa0513515LungIACYersinia infection32/1053137/84652.63e-042.76e-031.83e-0332
hsa0513523LungAISYersinia infection30/961137/84652.70e-042.92e-031.87e-0330
hsa0513533LungAISYersinia infection30/961137/84652.70e-042.92e-031.87e-0330
hsa0513543LungMIACYersinia infection17/507137/84653.27e-032.72e-021.96e-0217
hsa0513553LungMIACYersinia infection17/507137/84653.27e-032.72e-021.96e-0217
hsa0513520Oral cavityOSCCYersinia infection94/3704137/84652.85e-093.08e-081.57e-0894
hsa05135110Oral cavityOSCCYersinia infection94/3704137/84652.85e-093.08e-081.57e-0894
hsa0513525Oral cavityLPYersinia infection59/2418137/84651.81e-041.04e-036.71e-0459
hsa0513535Oral cavityLPYersinia infection59/2418137/84651.81e-041.04e-036.71e-0459
hsa0513518ProstateBPHYersinia infection49/1718137/84651.65e-051.27e-047.86e-0549
hsa0513519ProstateBPHYersinia infection49/1718137/84651.65e-051.27e-047.86e-0549
hsa0513524ProstateTumorYersinia infection48/1791137/84651.11e-047.25e-044.49e-0448
hsa0513534ProstateTumorYersinia infection48/1791137/84651.11e-047.25e-044.49e-0448
hsa0513521StomachCAG with IMYersinia infection20/640137/84653.22e-031.93e-021.36e-0220
hsa0513531StomachCAG with IMYersinia infection20/640137/84653.22e-031.93e-021.36e-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
ARHGEF28SNVMissense_Mutationnovelc.3787N>Ap.Asp1263Asnp.D1263NQ8N1W1protein_codingdeleterious(0.01)possibly_damaging(0.572)TCGA-A2-A4S1-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
ARHGEF28SNVMissense_Mutationc.3965C>Ap.Pro1322Glnp.P1322QQ8N1W1protein_codingtolerated(0.12)benign(0.007)TCGA-A7-A6VY-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycyclophosphamideCR
ARHGEF28SNVMissense_Mutationc.1883N>Gp.Asn628Serp.N628SQ8N1W1protein_codingtolerated(0.39)benign(0.178)TCGA-AN-A0XN-01Breastbreast invasive carcinomaFemale>=65III/IVUnknownUnknownSD
ARHGEF28SNVMissense_Mutationc.1372N>Tp.Leu458Phep.L458FQ8N1W1protein_codingtolerated(0.11)possibly_damaging(0.823)TCGA-BH-A0HF-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyarimidexSD
ARHGEF28SNVMissense_Mutationc.2914N>Gp.Lys972Glup.K972EQ8N1W1protein_codingdeleterious(0)probably_damaging(0.996)TCGA-D8-A140-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicin+cyclophosphamidSD
ARHGEF28SNVMissense_Mutationnovelc.3783N>Cp.Lys1261Asnp.K1261NQ8N1W1protein_codingdeleterious(0.03)benign(0.322)TCGA-D8-A1JI-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicineSD
ARHGEF28SNVMissense_Mutationc.2841N>Cp.Met947Ilep.M947IQ8N1W1protein_codingdeleterious(0.01)probably_damaging(0.949)TCGA-D8-A27G-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
ARHGEF28SNVMissense_Mutationc.4141N>Ap.Arg1381Serp.R1381SQ8N1W1protein_codingdeleterious(0)possibly_damaging(0.737)TCGA-EW-A1IZ-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapytaxotereSD
ARHGEF28SNVMissense_Mutationnovelc.4207N>Tp.Val1403Phep.V1403FQ8N1W1protein_codingtolerated(0.06)benign(0.003)TCGA-S3-AA11-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyletrozoleCR
ARHGEF28insertionNonsense_Mutationnovelc.3791_3792insCTTTATGCTGAAATTTTCTCCTTTATGAATAAATCTp.Pro1264_Gly1265insPheMetLeuLysPheSerProLeuTerIleAsnLeup.P1264_G1265insFMLKFSPL*INLQ8N1W1protein_codingTCGA-AN-A0AM-01Breastbreast invasive 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
64283ARHGEF28NAmethylphenidateMETHYLPHENIDATE29382897
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