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:00016673ColorectumFAPameboidal-type cell migration100/2622475/187231.42e-053.79e-04100
GO:19027454ColorectumFAPpositive regulation of lamellipodium organization16/262237/187231.44e-053.80e-0416
GO:19027434ColorectumFAPregulation of lamellipodium organization20/262254/187232.09e-055.05e-0420
GO:00457854ColorectumFAPpositive regulation of cell adhesion92/2622437/187233.09e-057.04e-0492
GO:00106343ColorectumFAPpositive regulation of epithelial cell migration44/2622176/187237.02e-051.31e-0344
GO:00901324ColorectumFAPepithelium migration77/2622360/187237.70e-051.38e-0377
GO:00107694ColorectumFAPregulation of cell morphogenesis involved in differentiation28/262296/187238.70e-051.55e-0328
GO:00106314ColorectumFAPepithelial cell migration76/2622357/187231.00e-041.69e-0376
GO:00901304ColorectumFAPtissue migration77/2622365/187231.23e-042.00e-0377
GO:00344464ColorectumFAPsubstrate adhesion-dependent cell spreading30/2622108/187231.32e-042.12e-0330
GO:00106324ColorectumFAPregulation of epithelial cell migration64/2622292/187231.45e-042.26e-0364
GO:00610411ColorectumFAPregulation of wound healing35/2622134/187231.48e-042.29e-0335
GO:19000244ColorectumFAPregulation of substrate adhesion-dependent cell spreading19/262257/187231.73e-042.58e-0319
GO:19030341ColorectumFAPregulation of response to wounding41/2622167/187231.86e-042.74e-0341
GO:00107704ColorectumFAPpositive regulation of cell morphogenesis involved in differentiation23/262279/187233.70e-044.63e-0323
GO:19000264ColorectumFAPpositive regulation of substrate adhesion-dependent cell spreading14/262241/187239.20e-049.24e-0314
GO:00308793ColorectumFAPmammary gland development33/2622137/187231.07e-031.04e-0233
GO:00506732ColorectumFAPepithelial cell proliferation84/2622437/187231.39e-031.25e-0284
GO:0090303ColorectumFAPpositive regulation of wound healing17/262259/187232.33e-031.87e-0217
GO:00506781ColorectumFAPregulation of epithelial cell proliferation71/2622381/187236.67e-034.12e-0271
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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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