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:005122412Oral cavityLPnegative regulation of protein transport45/4623127/187234.33e-032.78e-0245
GO:190118412Oral cavityLPregulation of ERBB signaling pathway30/462379/187235.97e-033.54e-0230
GO:000268315Oral cavityLPnegative regulation of immune system process130/4623434/187236.70e-033.90e-02130
GO:003812716Oral cavityLPERBB signaling pathway42/4623121/187238.53e-034.61e-0242
GO:000268323Oral cavityEOLPnegative regulation of immune system process91/2218434/187233.12e-081.24e-0691
GO:005077721Oral cavityEOLPnegative regulation of immune response47/2218194/187231.10e-062.71e-0547
GO:003812723Oral cavityEOLPERBB signaling pathway31/2218121/187232.21e-053.37e-0431
GO:00313482Oral cavityEOLPnegative regulation of defense response53/2218258/187234.05e-055.54e-0453
GO:000717316Oral cavityEOLPepidermal growth factor receptor signaling pathway27/2218108/187231.14e-041.27e-0327
GO:00321023Oral cavityEOLPnegative regulation of response to external stimulus75/2218420/187231.74e-041.80e-0375
GO:00510517Oral cavityEOLPnegative regulation of transport80/2218470/187235.11e-044.44e-0380
GO:190118422Oral cavityEOLPregulation of ERBB signaling pathway20/221879/187237.07e-045.78e-0320
GO:00024371Oral cavityEOLPinflammatory response to antigenic stimulus19/221874/187237.90e-046.26e-0319
GO:00507274Oral cavityEOLPregulation of inflammatory response66/2218386/187231.34e-039.33e-0366
GO:004205812Oral cavityEOLPregulation of epidermal growth factor receptor signaling pathway18/221873/187231.77e-031.16e-0218
GO:0002861Oral cavityEOLPregulation of inflammatory response to antigenic stimulus12/221843/187233.36e-031.94e-0212
GO:0002862Oral cavityEOLPnegative regulation of inflammatory response to antigenic stimulus9/221829/187234.94e-032.62e-029
GO:0050728Oral cavityEOLPnegative regulation of inflammatory response33/2218176/187234.94e-032.62e-0233
GO:000930616Oral cavityEOLPprotein secretion59/2218359/187235.67e-032.92e-0259
GO:003559216Oral cavityEOLPestablishment of protein localization to extracellular region59/2218360/187236.02e-033.01e-0259
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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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