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: RREB1

Gene summary for RREB1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

RREB1

Gene ID

6239

Gene nameras responsive element binding protein 1
Gene AliasFINB
Cytomap6p24.3
Gene Typeprotein-coding
GO ID

GO:0000122

UniProtAcc

A0A024QZU8


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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
6239RREB1CA_HPV_2HumanCervixCC2.30e-021.70e-010.0391
6239RREB1CCI_1HumanCervixCC8.14e-121.40e+000.528
6239RREB1CCI_2HumanCervixCC1.56e-121.34e+000.5249
6239RREB1CCI_3HumanCervixCC5.22e-171.49e+000.516
6239RREB1HTA11_3410_2000001011HumanColorectumAD5.91e-30-7.49e-010.0155
6239RREB1HTA11_3361_2000001011HumanColorectumAD2.54e-06-5.37e-01-0.1207
6239RREB1HTA11_546_2000001011HumanColorectumAD5.98e-03-4.03e-01-0.0842
6239RREB1HTA11_866_3004761011HumanColorectumAD1.15e-13-6.51e-010.096
6239RREB1HTA11_8622_2000001021HumanColorectumSER6.89e-04-7.30e-010.0528
6239RREB1HTA11_10711_2000001011HumanColorectumAD8.34e-04-5.48e-010.0338
6239RREB1HTA11_7696_3000711011HumanColorectumAD1.21e-13-5.44e-010.0674
6239RREB1HTA11_99999970781_79442HumanColorectumMSS7.08e-26-6.47e-010.294
6239RREB1HTA11_99999971662_82457HumanColorectumMSS9.49e-06-3.51e-010.3859
6239RREB1HTA11_99999974143_84620HumanColorectumMSS1.25e-28-6.24e-010.3005
6239RREB1A002-C-010HumanColorectumFAP4.16e-02-3.04e-010.242
6239RREB1A001-C-207HumanColorectumFAP2.73e-04-2.95e-010.1278
6239RREB1A015-C-203HumanColorectumFAP4.62e-36-5.48e-01-0.1294
6239RREB1A015-C-204HumanColorectumFAP2.71e-06-4.33e-01-0.0228
6239RREB1A014-C-040HumanColorectumFAP3.47e-07-5.89e-01-0.1184
6239RREB1A002-C-201HumanColorectumFAP3.01e-13-4.48e-010.0324
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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
Colorectum (GSE201348)The 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.FAP: Familial adenomatous polyposis
CRC: Colorectal cancer
Colorectum (HTA11)The 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.AD: Adenomas
SER: Sessile serrated lesions
MSI-H: Microsatellite-high colorectal cancer
MSS: Microsatellite stable colorectal cancer
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
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
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:006104116Oral cavityOSCCregulation of wound healing69/7305134/187232.19e-039.95e-0369
GO:190303615Oral cavityOSCCpositive regulation of response to wounding40/730572/187233.21e-031.38e-0240
GO:001076918Oral cavityOSCCregulation of cell morphogenesis involved in differentiation51/730596/187233.43e-031.45e-0251
GO:003087910Oral cavityOSCCmammary gland development69/7305137/187234.43e-031.79e-0269
GO:190274310Oral cavityOSCCregulation of lamellipodium organization31/730554/187234.66e-031.87e-0231
GO:001063218Oral cavityOSCCregulation of epithelial cell migration136/7305292/187234.82e-031.92e-02136
GO:20003924Oral cavityOSCCregulation of lamellipodium morphogenesis9/730511/187234.85e-031.92e-029
GO:00335987Oral cavityOSCCmammary gland epithelial cell proliferation17/730526/187235.83e-032.23e-0217
GO:00903039Oral cavityOSCCpositive regulation of wound healing33/730559/187236.17e-032.33e-0233
GO:190274510Oral cavityOSCCpositive regulation of lamellipodium organization22/730537/187239.34e-033.34e-0222
GO:0090335Oral cavityOSCCregulation of brown fat cell differentiation15/730523/187239.84e-033.46e-0215
GO:004206026Oral cavityEOLPwound healing99/2218422/187231.18e-111.85e-0999
GO:003158925Oral cavityEOLPcell-substrate adhesion84/2218363/187238.71e-106.29e-0884
GO:004578526Oral cavityEOLPpositive regulation of cell adhesion95/2218437/187232.30e-091.47e-0795
GO:0001667110Oral cavityEOLPameboidal-type cell migration100/2218475/187235.24e-092.85e-07100
GO:001081025Oral cavityEOLPregulation of cell-substrate adhesion57/2218221/187237.77e-093.94e-0757
GO:001063119Oral cavityEOLPepithelial cell migration80/2218357/187231.03e-084.97e-0780
GO:009013219Oral cavityEOLPepithelium migration80/2218360/187231.52e-086.97e-0780
GO:009013019Oral cavityEOLPtissue migration80/2218365/187232.89e-081.16e-0680
GO:009758122Oral cavityEOLPlamellipodium organization30/221890/187236.89e-082.49e-0630
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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
RREB1ABSColorectumSERCDYL,GPR39,TCF7L2, etc.2.67e-01The 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.
RREB1STMEndometriumADJDAB2IP,LOXL2,SRSF8, etc.6.48e-01The 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.
RREB1GRAOral cavityHealthyEPPK1,TRA2A,EIF5A, etc.9.53e-02The 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.
RREB1DUCT1PancreasHealthyJADE2,PTCH1,METTL2B, etc.4.19e-01The 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.
RREB1STMThyroidADJNEAT1,MT-ND3,PHEX, etc.5.55e-01The 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.
RREB1STMThyroidPTCNEAT1,MT-ND3,PHEX, etc.4.26e-01The 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.
∗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
RREB1SNVMissense_Mutationnovelc.4799N>Cp.Cys1600Serp.C1600SQ92766protein_codingdeleterious(0)probably_damaging(0.98)TCGA-5L-AAT0-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapytamoxiphenSD
RREB1SNVMissense_Mutationnovelc.953G>Tp.Cys318Phep.C318FQ92766protein_codingdeleterious(0)probably_damaging(0.999)TCGA-5T-A9QA-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapytaxolSD
RREB1SNVMissense_Mutationnovelc.4672G>Ap.Val1558Metp.V1558MQ92766protein_codingtolerated(0.13)benign(0.023)TCGA-A2-A0CT-01Breastbreast invasive carcinomaFemale>=65I/IIChemotherapycytoxanSD
RREB1SNVMissense_Mutationnovelc.220N>Gp.Ile74Valp.I74VQ92766protein_codingtolerated(0.42)benign(0.001)TCGA-A8-A06P-01Breastbreast invasive carcinomaFemale<65III/IVUnspecificSD
RREB1SNVMissense_Mutationc.4658N>Gp.Asp1553Glyp.D1553GQ92766protein_codingtolerated(0.12)benign(0.42)TCGA-A8-A09Z-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
RREB1SNVMissense_Mutationc.694G>Ap.Asp232Asnp.D232NQ92766protein_codingtolerated(0.07)possibly_damaging(0.892)TCGA-AN-A0FY-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
RREB1SNVMissense_Mutationc.1636C>Tp.Pro546Serp.P546SQ92766protein_codingtolerated(0.11)benign(0.037)TCGA-B6-A0RE-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
RREB1SNVMissense_Mutationc.601N>Ap.Glu201Lysp.E201KQ92766protein_codingtolerated(0.16)benign(0.234)TCGA-C8-A138-01Breastbreast invasive carcinomaFemale<65III/IVUnknownUnknownSD
RREB1SNVMissense_Mutationc.4854N>Cp.Gln1618Hisp.Q1618HQ92766protein_codingdeleterious(0)probably_damaging(0.994)TCGA-C8-A27B-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapy5-fluorouracilCR
RREB1SNVMissense_Mutationc.2088N>Cp.Glu696Aspp.E696DQ92766protein_codingdeleterious(0)probably_damaging(0.984)TCGA-D8-A1XQ-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
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