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:003812718EsophagusESCCERBB signaling pathway82/8552121/187237.23e-079.40e-0682
GO:000717318EsophagusESCCepidermal growth factor receptor signaling pathway73/8552108/187233.36e-063.73e-0573
GO:190118413EsophagusESCCregulation of ERBB signaling pathway54/855279/187233.81e-053.08e-0454
GO:00420588EsophagusESCCregulation of epidermal growth factor receptor signaling pathway50/855273/187236.75e-055.12e-0450
GO:00507775EsophagusESCCnegative regulation of immune response112/8552194/187234.67e-042.62e-03112
GO:000268316EsophagusESCCnegative regulation of immune system process231/8552434/187238.48e-044.36e-03231
GO:00512244EsophagusESCCnegative regulation of protein transport74/8552127/187232.86e-031.21e-0274
GO:19049505EsophagusESCCnegative regulation of establishment of protein localization76/8552131/187232.96e-031.24e-0276
GO:000930617EsophagusESCCprotein secretion190/8552359/187233.22e-031.34e-02190
GO:003559217EsophagusESCCestablishment of protein localization to extracellular region190/8552360/187233.77e-031.53e-02190
GO:007169210EsophagusESCCprotein localization to extracellular region193/8552368/187235.01e-031.92e-02193
GO:005070810EsophagusESCCregulation of protein secretion142/8552268/187239.31e-033.24e-02142
GO:003812711LiverCirrhoticERBB signaling pathway46/4634121/187238.08e-045.93e-0346
GO:19049502LiverCirrhoticnegative regulation of establishment of protein localization49/4634131/187238.50e-046.15e-0349
GO:0051224LiverCirrhoticnegative regulation of protein transport47/4634127/187231.39e-039.27e-0347
GO:00510514LiverCirrhoticnegative regulation of transport141/4634470/187235.06e-032.62e-02141
GO:000717311LiverCirrhoticepidermal growth factor receptor signaling pathway39/4634108/187235.49e-032.79e-0239
GO:003812721LiverHCCERBB signaling pathway73/7958121/187235.65e-055.26e-0473
GO:000717321LiverHCCepidermal growth factor receptor signaling pathway65/7958108/187231.56e-041.25e-0365
GO:19011844LiverHCCregulation of ERBB signaling pathway47/795879/187231.71e-038.91e-0347
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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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