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: CREB5

Gene summary for CREB5

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

CREB5

Gene ID

9586

Gene namecAMP responsive element binding protein 5
Gene AliasCRE-BPA
Cytomap7p15.1-p14.3
Gene Typeprotein-coding
GO ID

GO:0006139

UniProtAcc

Q02930


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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
9586CREB5AEH-subject1HumanEndometriumAEH3.32e-053.70e-01-0.3059
9586CREB5AEH-subject4HumanEndometriumAEH1.32e-095.52e-01-0.2657
9586CREB5EEC-subject1HumanEndometriumEEC2.58e-298.07e-01-0.2682
9586CREB5EEC-subject2HumanEndometriumEEC5.67e-042.76e-01-0.2607
9586CREB5EEC-subject5HumanEndometriumEEC6.73e-104.46e-01-0.249
9586CREB5GSM5276934HumanEndometriumEEC6.99e-083.42e-01-0.0913
9586CREB5GSM6177620_NYU_UCEC1_lib1_lib1HumanEndometriumEEC3.50e-06-7.42e-04-0.1869
9586CREB5GSM6177620_NYU_UCEC1_lib2_lib2HumanEndometriumEEC1.08e-03-4.42e-02-0.1875
9586CREB5GSM6177620_NYU_UCEC1_lib3_lib3HumanEndometriumEEC6.43e-09-7.92e-02-0.1883
9586CREB5GSM6177622_NYU_UCEC3_lib1_lib1HumanEndometriumEEC7.17e-07-9.28e-02-0.1917
9586CREB5GSM6177622_NYU_UCEC3_lib2_lib2HumanEndometriumEEC2.37e-06-8.93e-02-0.1916
9586CREB5LZE4THumanEsophagusESCC1.12e-117.42e-010.0811
9586CREB5P2T-EHumanEsophagusESCC2.87e-308.02e-010.1177
9586CREB5P4T-EHumanEsophagusESCC2.91e-156.94e-010.1323
9586CREB5P5T-EHumanEsophagusESCC3.40e-193.97e-010.1327
9586CREB5P9T-EHumanEsophagusESCC2.13e-381.31e+000.1131
9586CREB5P10T-EHumanEsophagusESCC9.45e-561.15e+000.116
9586CREB5P11T-EHumanEsophagusESCC6.00e-181.23e+000.1426
9586CREB5P12T-EHumanEsophagusESCC8.78e-225.86e-010.1122
9586CREB5P19T-EHumanEsophagusESCC3.47e-101.43e+000.1662
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
EndometriumThe 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.AEH: Atypical endometrial hyperplasia
EEC: Endometrioid 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
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
LungThe 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.AAH: Atypical adenomatous hyperplasia
AIS: Adenocarcinoma in situ
IAC: Invasive lung adenocarcinoma
MIA: Minimally invasive adenocarcinoma
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
ProstateThe 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.BPH: Benign Prostatic Hyperplasia
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
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa0502020EndometriumAEHPrion disease110/1197273/84652.39e-272.44e-251.78e-25110
hsa0501620EndometriumAEHHuntington disease118/1197306/84653.00e-272.44e-251.78e-25118
hsa0471426EndometriumAEHThermogenesis85/1197232/84653.44e-189.33e-176.83e-1785
hsa0491525EndometriumAEHEstrogen signaling pathway35/1197138/84653.10e-042.40e-031.75e-0335
hsa0516626EndometriumAEHHuman T-cell leukemia virus 1 infection50/1197222/84654.30e-043.11e-032.27e-0350
hsa052158EndometriumAEHProstate cancer25/119797/84651.68e-031.01e-027.39e-0325
hsa0516320EndometriumAEHHuman cytomegalovirus infection45/1197225/84658.98e-034.56e-023.34e-0245
hsa05020110EndometriumAEHPrion disease110/1197273/84652.39e-272.44e-251.78e-25110
hsa05016110EndometriumAEHHuntington disease118/1197306/84653.00e-272.44e-251.78e-25118
hsa04714111EndometriumAEHThermogenesis85/1197232/84653.44e-189.33e-176.83e-1785
hsa04915111EndometriumAEHEstrogen signaling pathway35/1197138/84653.10e-042.40e-031.75e-0335
hsa05166111EndometriumAEHHuman T-cell leukemia virus 1 infection50/1197222/84654.30e-043.11e-032.27e-0350
hsa0521513EndometriumAEHProstate cancer25/119797/84651.68e-031.01e-027.39e-0325
hsa05163110EndometriumAEHHuman cytomegalovirus infection45/1197225/84658.98e-034.56e-023.34e-0245
hsa0501625EndometriumEECHuntington disease120/1237306/84653.86e-274.23e-253.15e-25120
hsa0502025EndometriumEECPrion disease111/1237273/84651.01e-268.27e-256.16e-25111
hsa0471427EndometriumEECThermogenesis85/1237232/84652.79e-177.05e-165.26e-1685
hsa0516627EndometriumEECHuman T-cell leukemia virus 1 infection52/1237222/84652.73e-042.36e-031.76e-0352
hsa0491526EndometriumEECEstrogen signaling pathway34/1237138/84651.19e-038.02e-035.98e-0334
hsa0521522EndometriumEECProstate cancer25/123797/84652.66e-031.56e-021.16e-0225
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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
CREB5PLABreastADJMNDA,CLEC10A,MTRNR2L8, etc.1.29e-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.
CREB5M1MACBreastDCISMNDA,CLEC10A,MTRNR2L8, etc.9.36e-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.
CREB5DCBreastDCISMNDA,CLEC10A,MTRNR2L8, etc.1.35e-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.
CREB5INMONBreastDCISMNDA,CLEC10A,MTRNR2L8, etc.8.08e-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.
CREB5DCBreastHealthyMNDA,CLEC10A,MTRNR2L8, etc.3.71e-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.
CREB5M1MACBreastIDCMNDA,CLEC10A,MTRNR2L8, etc.2.23e-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.
CREB5DCBreastIDCMNDA,CLEC10A,MTRNR2L8, etc.1.14e-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.
CREB5INMONBreastIDCMNDA,CLEC10A,MTRNR2L8, etc.1.60e-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.
CREB5INMONBreastPrecancerMNDA,CLEC10A,MTRNR2L8, etc.3.05e-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.
CREB5CHOLiverHealthyDPP10,GRHL2,CTBP2, etc.3.29e-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
CREB5SNVMissense_Mutationnovelc.227G>Tp.Ser76Ilep.S76IQ02930protein_codingdeleterious(0.01)benign(0.058)TCGA-A2-A1FX-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapytaxotereSD
CREB5SNVMissense_Mutationnovelc.929N>Cp.Asn310Thrp.N310TQ02930protein_codingtolerated(0.6)benign(0.011)TCGA-A2-A1G4-01Breastbreast invasive carcinomaFemale>=65III/IVChemotherapyadriamycinSD
CREB5SNVMissense_Mutationc.10G>Ap.Glu4Lysp.E4KQ02930protein_codingtolerated_low_confidence(0.12)probably_damaging(0.956)TCGA-BH-A1FU-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownPD
CREB5SNVMissense_Mutationc.778N>Ap.Glu260Lysp.E260KQ02930protein_codingtolerated(0.39)benign(0.062)TCGA-C8-A26Y-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
CREB5SNVMissense_Mutationnovelc.452N>Cp.Asn151Thrp.N151TQ02930protein_codingtolerated(0.46)probably_damaging(0.956)TCGA-E2-A15A-06Breastbreast invasive carcinomaFemale<65III/IVChemotherapycyclophosphamideSD
CREB5SNVMissense_Mutationnovelc.929N>Cp.Asn310Thrp.N310TQ02930protein_codingtolerated(0.6)benign(0.011)TCGA-E9-A22A-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapytamoxiphenSD
CREB5SNVMissense_Mutationrs761100378c.361C>Tp.Arg121Trpp.R121WQ02930protein_codingtolerated(0.13)probably_damaging(0.985)TCGA-EW-A1IZ-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapytaxotereSD
CREB5SNVMissense_Mutationnovelc.689N>Tp.Ser230Leup.S230LQ02930protein_codingdeleterious(0.03)probably_damaging(0.95)TCGA-GM-A2DL-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapytamoxiphenCR
CREB5insertionNonsense_Mutationnovelc.282_283insGTTAGGTGGGAATAATACATGTACACAGTGGAAATp.Ser95ValfsTer5p.S95Vfs*5Q02930protein_codingTCGA-A8-A07B-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
CREB5SNVMissense_Mutationc.1156C>Tp.Arg386Trpp.R386WQ02930protein_codingdeleterious(0.04)probably_damaging(1)TCGA-C5-A2LZ-01Cervixcervical & endocervical cancerFemale>=65III/IVUnknownUnknownPD
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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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