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: CREB3

Gene summary for CREB3

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

CREB3

Gene ID

10488

Gene namecAMP responsive element binding protein 3
Gene AliasLUMAN
Cytomap9p13.3
Gene Typeprotein-coding
GO ID

GO:0002376

UniProtAcc

O43889


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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
10488CREB3LZE4THumanEsophagusESCC2.91e-062.74e-010.0811
10488CREB3LZE5THumanEsophagusESCC1.81e-042.74e-010.0514
10488CREB3LZE7THumanEsophagusESCC8.53e-095.18e-010.0667
10488CREB3LZE8THumanEsophagusESCC1.57e-092.79e-010.067
10488CREB3LZE20THumanEsophagusESCC1.61e-031.93e-010.0662
10488CREB3LZE22THumanEsophagusESCC1.32e-032.47e-010.068
10488CREB3LZE24THumanEsophagusESCC9.95e-176.15e-010.0596
10488CREB3LZE6THumanEsophagusESCC3.10e-021.16e-010.0845
10488CREB3P1T-EHumanEsophagusESCC7.79e-032.60e-010.0875
10488CREB3P2T-EHumanEsophagusESCC1.47e-457.06e-010.1177
10488CREB3P4T-EHumanEsophagusESCC2.32e-184.41e-010.1323
10488CREB3P5T-EHumanEsophagusESCC2.16e-061.79e-010.1327
10488CREB3P8T-EHumanEsophagusESCC1.11e-173.18e-010.0889
10488CREB3P9T-EHumanEsophagusESCC1.82e-103.47e-010.1131
10488CREB3P10T-EHumanEsophagusESCC2.10e-143.09e-010.116
10488CREB3P11T-EHumanEsophagusESCC4.89e-201.06e+000.1426
10488CREB3P12T-EHumanEsophagusESCC4.04e-173.63e-010.1122
10488CREB3P15T-EHumanEsophagusESCC2.09e-122.83e-010.1149
10488CREB3P16T-EHumanEsophagusESCC1.32e-163.65e-010.1153
10488CREB3P17T-EHumanEsophagusESCC4.89e-176.82e-010.1278
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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
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:00020623EsophagusESCCchondrocyte differentiation60/8552106/187231.53e-024.94e-0260
GO:00349767LiverCirrhoticresponse to endoplasmic reticulum stress130/4634256/187231.72e-193.86e-17130
GO:00359667LiverCirrhoticresponse to topologically incorrect protein91/4634159/187232.07e-183.60e-1691
GO:200123312LiverCirrhoticregulation of apoptotic signaling pathway163/4634356/187232.62e-184.43e-16163
GO:00069867LiverCirrhoticresponse to unfolded protein79/4634137/187231.99e-162.49e-1479
GO:009719312LiverCirrhoticintrinsic apoptotic signaling pathway130/4634288/187232.69e-142.45e-12130
GO:00359677LiverCirrhoticcellular response to topologically incorrect protein64/4634116/187232.20e-121.62e-1064
GO:20012427LiverCirrhoticregulation of intrinsic apoptotic signaling pathway82/4634164/187232.35e-121.71e-1082
GO:20012347LiverCirrhoticnegative regulation of apoptotic signaling pathway102/4634224/187238.40e-125.60e-10102
GO:00346207LiverCirrhoticcellular response to unfolded protein54/463496/187234.16e-112.42e-0954
GO:00309686LiverCirrhoticendoplasmic reticulum unfolded protein response43/463474/187239.86e-104.48e-0843
GO:19058977LiverCirrhoticregulation of response to endoplasmic reticulum stress46/463482/187231.28e-095.56e-0846
GO:20012437LiverCirrhoticnegative regulation of intrinsic apoptotic signaling pathway47/463498/187235.26e-071.17e-0547
GO:19035737LiverCirrhoticnegative regulation of response to endoplasmic reticulum stress26/463444/187231.30e-062.59e-0526
GO:00700596LiverCirrhoticintrinsic apoptotic signaling pathway in response to endoplasmic reticulum stress29/463463/187231.90e-041.76e-0329
GO:19022353LiverCirrhoticregulation of endoplasmic reticulum stress-induced intrinsic apoptotic signaling pathway17/463432/187235.24e-044.14e-0317
GO:00321032LiverCirrhoticpositive regulation of response to external stimulus131/4634427/187232.90e-031.66e-02131
GO:19022367LiverCirrhoticnegative regulation of endoplasmic reticulum stress-induced intrinsic apoptotic signaling pathway11/463420/187233.61e-031.99e-0211
GO:00026904LiverCirrhoticpositive regulation of leukocyte chemotaxis35/463494/187234.75e-032.49e-0235
GO:00026876LiverCirrhoticpositive regulation of leukocyte migration47/4634135/187235.55e-032.81e-0247
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa05016210EsophagusESCCHuntington disease226/4205306/84651.38e-188.72e-174.46e-17226
hsa05166211EsophagusESCCHuman T-cell leukemia virus 1 infection164/4205222/84658.13e-142.09e-121.07e-12164
hsa05020210EsophagusESCCPrion disease193/4205273/84656.42e-131.34e-116.89e-12193
hsa04714211EsophagusESCCThermogenesis163/4205232/84659.22e-111.14e-095.86e-10163
hsa0466810EsophagusESCCTNF signaling pathway89/4205114/84653.36e-104.01e-092.06e-0989
hsa0516510EsophagusESCCHuman papillomavirus infection215/4205331/84657.86e-097.12e-083.65e-08215
hsa0520325EsophagusESCCViral carcinogenesis137/4205204/84652.47e-071.88e-069.62e-07137
hsa05163210EsophagusESCCHuman cytomegalovirus infection148/4205225/84655.73e-074.00e-062.05e-06148
hsa0521516EsophagusESCCProstate cancer72/420597/84656.12e-074.10e-062.10e-0672
hsa051619EsophagusESCCHepatitis B108/4205162/84657.68e-064.15e-052.12e-05108
hsa0415210EsophagusESCCAMPK signaling pathway80/4205121/84651.73e-046.67e-043.42e-0480
hsa0496223EsophagusESCCVasopressin-regulated water reabsorption33/420544/84655.27e-041.78e-039.13e-0433
hsa049268EsophagusESCCRelaxin signaling pathway81/4205129/84651.72e-035.09e-032.61e-0381
hsa049318EsophagusESCCInsulin resistance69/4205108/84651.92e-035.54e-032.84e-0369
hsa0421114EsophagusESCCLongevity regulating pathway58/420589/84652.19e-036.16e-033.16e-0358
hsa0492816EsophagusESCCParathyroid hormone synthesis, secretion and action66/4205106/84655.86e-031.47e-027.51e-0366
hsa041517EsophagusESCCPI3K-Akt signaling pathway197/4205354/84651.24e-022.83e-021.45e-02197
hsa0492214EsophagusESCCGlucagon signaling pathway64/4205107/84652.18e-024.80e-022.46e-0264
hsa0501638EsophagusESCCHuntington disease226/4205306/84651.38e-188.72e-174.46e-17226
hsa05166310EsophagusESCCHuman T-cell leukemia virus 1 infection164/4205222/84658.13e-142.09e-121.07e-12164
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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
CREB3PLABreastHealthyFANCB,ZNF737,EPCAM, etc.8.86e-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.
CREB3PLABreastIDCFANCB,ZNF737,EPCAM, etc.1.78e-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.
CREB3PLABreastPrecancerFANCB,ZNF737,EPCAM, etc.1.27e-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.
CREB3SECLiverHealthyRPL22L1,FKBP11,GATA3, etc.6.93e-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.
CREB3PLALungIACGBP4,PTCH2,GBP1, etc.1.09e-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.
CREB3PLAOral cavityADJPRPF6,RAB38,ARF4, etc.1.02e-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.
CREB3PLAOral cavityOSCCPRPF6,RAB38,ARF4, etc.1.62e-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.
CREB3PLAStomachCAGAQP3,SLC24A1,UST, etc.4.72e-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.
CREB3PLAStomachCAG with IMAQP3,SLC24A1,UST, etc.4.89e-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.
CREB3PLAStomachCSGAQP3,SLC24A1,UST, etc.5.54e-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
CREB3SNVMissense_Mutationc.46N>Ap.Leu16Metp.L16MO43889protein_codingdeleterious(0)probably_damaging(0.999)TCGA-A2-A04U-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinSD
CREB3SNVMissense_Mutationnovelc.916N>Ap.Gly306Serp.G306SO43889protein_codingtolerated(0.39)benign(0.041)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
CREB3SNVMissense_Mutationc.710C>Tp.Ser237Phep.S237FO43889protein_codingdeleterious(0.01)probably_damaging(0.999)TCGA-Q1-A5R1-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
CREB3SNVMissense_Mutationrs754545426c.499N>Gp.Ser167Glyp.S167GO43889protein_codingdeleterious(0)probably_damaging(0.998)TCGA-AD-6965-01Colorectumcolon adenocarcinomaMale<65III/IVChemotherapyoxaliplatinPD
CREB3SNVMissense_Mutationc.799C>Tp.Arg267Cysp.R267CO43889protein_codingdeleterious(0)probably_damaging(0.987)TCGA-AY-A71X-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
CREB3SNVMissense_Mutationc.134N>Gp.Pro45Argp.P45RO43889protein_codingtolerated(0.16)benign(0.32)TCGA-AG-3894-01Colorectumrectum adenocarcinomaMale>=65I/IIChemotherapy5-fluorouracilCR
CREB3SNVMissense_Mutationc.290N>Ap.Cys97Tyrp.C97YO43889protein_codingtolerated(1)benign(0)TCGA-EI-6509-01Colorectumrectum adenocarcinomaMale<65III/IVChemotherapyfolfoxPD
CREB3SNVMissense_Mutationnovelc.447N>Cp.Gln149Hisp.Q149HO43889protein_codingdeleterious(0.03)benign(0.198)TCGA-F5-6814-01Colorectumrectum adenocarcinomaMale<65I/IIUnknownUnknownSD
CREB3deletionFrame_Shift_Delc.178delNp.Pro61GlnfsTer4p.P61Qfs*4O43889protein_codingTCGA-AA-3672-01Colorectumcolon adenocarcinomaFemale>=65III/IVUnknownUnknownSD
CREB3deletionFrame_Shift_Delnovelc.282_285delTGAGp.Ser94ArgfsTer10p.S94Rfs*10O43889protein_codingTCGA-AA-3845-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownPD
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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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