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: RHBDF2

Gene summary for RHBDF2

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

RHBDF2

Gene ID

79651

Gene namerhomboid 5 homolog 2
Gene AliasRHBDL5
Cytomap17q25.1
Gene Typeprotein-coding
GO ID

GO:0002376

UniProtAcc

Q6PJF5


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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
79651RHBDF2LZE4THumanEsophagusESCC4.59e-031.41e-010.0811
79651RHBDF2LZE22THumanEsophagusESCC3.01e-074.34e-010.068
79651RHBDF2LZE24THumanEsophagusESCC4.47e-102.86e-010.0596
79651RHBDF2P1T-EHumanEsophagusESCC1.07e-022.10e-010.0875
79651RHBDF2P2T-EHumanEsophagusESCC2.79e-071.90e-010.1177
79651RHBDF2P4T-EHumanEsophagusESCC6.82e-041.25e-010.1323
79651RHBDF2P5T-EHumanEsophagusESCC8.86e-068.89e-020.1327
79651RHBDF2P8T-EHumanEsophagusESCC5.88e-102.54e-010.0889
79651RHBDF2P9T-EHumanEsophagusESCC1.21e-041.58e-010.1131
79651RHBDF2P10T-EHumanEsophagusESCC2.56e-091.81e-010.116
79651RHBDF2P11T-EHumanEsophagusESCC3.32e-147.26e-010.1426
79651RHBDF2P12T-EHumanEsophagusESCC8.21e-072.10e-010.1122
79651RHBDF2P15T-EHumanEsophagusESCC2.37e-154.12e-010.1149
79651RHBDF2P16T-EHumanEsophagusESCC1.94e-051.40e-010.1153
79651RHBDF2P20T-EHumanEsophagusESCC6.74e-265.44e-010.1124
79651RHBDF2P21T-EHumanEsophagusESCC2.71e-163.82e-010.1617
79651RHBDF2P22T-EHumanEsophagusESCC3.13e-182.37e-010.1236
79651RHBDF2P23T-EHumanEsophagusESCC4.55e-112.39e-010.108
79651RHBDF2P24T-EHumanEsophagusESCC7.86e-092.89e-010.1287
79651RHBDF2P26T-EHumanEsophagusESCC5.17e-051.84e-010.1276
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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
∗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:19049501LiverHCCnegative regulation of establishment of protein localization72/7958131/187232.65e-031.27e-0272
GO:00420584LiverHCCregulation of epidermal growth factor receptor signaling pathway43/795873/187233.43e-031.55e-0243
GO:0050777LiverHCCnegative regulation of immune response101/7958194/187234.40e-031.90e-02101
GO:00512241LiverHCCnegative regulation of protein transport69/7958127/187234.67e-032.01e-0269
GO:003559212LiverHCCestablishment of protein localization to extracellular region176/7958360/187237.96e-033.15e-02176
GO:000930612LiverHCCprotein secretion175/7958359/187239.32e-033.57e-02175
GO:003812715Oral cavityOSCCERBB signaling pathway76/7305121/187239.59e-081.66e-0676
GO:000717315Oral cavityOSCCepidermal growth factor receptor signaling pathway67/7305108/187231.04e-061.40e-0567
GO:19011847Oral cavityOSCCregulation of ERBB signaling pathway50/730579/187231.06e-051.12e-0450
GO:00420587Oral cavityOSCCregulation of epidermal growth factor receptor signaling pathway46/730573/187232.80e-052.59e-0446
GO:19049504Oral cavityOSCCnegative regulation of establishment of protein localization72/7305131/187231.51e-041.06e-0372
GO:00512243Oral cavityOSCCnegative regulation of protein transport70/7305127/187231.65e-041.14e-0370
GO:000268310Oral cavityOSCCnegative regulation of immune system process204/7305434/187233.72e-042.27e-03204
GO:000930610Oral cavityOSCCprotein secretion169/7305359/187231.04e-035.34e-03169
GO:00507774Oral cavityOSCCnegative regulation of immune response97/7305194/187231.16e-035.91e-0397
GO:003559210Oral cavityOSCCestablishment of protein localization to extracellular region169/7305360/187231.21e-036.08e-03169
GO:00716929Oral cavityOSCCprotein localization to extracellular region172/7305368/187231.40e-036.79e-03172
GO:00507089Oral cavityOSCCregulation of protein secretion126/7305268/187234.41e-031.79e-02126
GO:190495012Oral cavityLPnegative regulation of establishment of protein localization47/4623131/187232.73e-031.92e-0247
GO:005077711Oral cavityLPnegative regulation of immune response65/4623194/187233.47e-032.32e-0265
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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
RHBDF2SNVMissense_Mutationc.1600A>Gp.Met534Valp.M534VQ6PJF5protein_codingtolerated(0.24)benign(0)TCGA-A2-A25E-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapycytoxanPD
RHBDF2SNVMissense_Mutationrs776242666c.1202N>Ap.Arg401Glnp.R401QQ6PJF5protein_codingdeleterious(0)probably_damaging(1)TCGA-AO-A128-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinSD
RHBDF2SNVMissense_Mutationc.689N>Ap.Ser230Tyrp.S230YQ6PJF5protein_codingdeleterious(0.01)possibly_damaging(0.835)TCGA-AR-A251-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapydoxorubicinSD
RHBDF2SNVMissense_Mutationc.922N>Cp.Glu308Glnp.E308QQ6PJF5protein_codingdeleterious(0.01)probably_damaging(0.982)TCGA-D8-A1JA-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapyadriamycinPD
RHBDF2SNVMissense_Mutationrs775956509c.1090N>Tp.Arg364Trpp.R364WQ6PJF5protein_codingdeleterious(0)probably_damaging(0.929)TCGA-E2-A1LG-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinSD
RHBDF2SNVMissense_Mutationc.1506N>Cp.Gln502Hisp.Q502HQ6PJF5protein_codingdeleterious(0.04)benign(0.023)TCGA-GM-A2DO-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapytamoxiphenCR
RHBDF2insertionFrame_Shift_Insnovelc.1419_1420insCAGTGp.Ser474GlnfsTer207p.S474Qfs*207Q6PJF5protein_codingTCGA-A8-A09C-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
RHBDF2SNVMissense_Mutationnovelc.1585G>Tp.Asp529Tyrp.D529YQ6PJF5protein_codingtolerated(0.05)benign(0.019)TCGA-FU-A23L-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
RHBDF2SNVMissense_Mutationrs771107433c.1537C>Tp.Arg513Trpp.R513WQ6PJF5protein_codingdeleterious(0)possibly_damaging(0.753)TCGA-MA-AA42-01Cervixcervical & endocervical cancerFemale>=65I/IIUnknownUnknownSD
RHBDF2SNVMissense_Mutationnovelc.148N>Ap.Glu50Lysp.E50KQ6PJF5protein_codingtolerated_low_confidence(0.51)benign(0)TCGA-VS-A958-01Cervixcervical & endocervical cancerFemale<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
79651RHBDF2ENZYMEopioids21622719
79651RHBDF2ENZYMEfentanylFENTANYL21622719
79651RHBDF2ENZYMEmorphineMORPHINE21622719
79651RHBDF2ENZYMEoxycodoneOXYCODONE21622719
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