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: CREB1

Gene summary for CREB1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

CREB1

Gene ID

1385

Gene namecAMP responsive element binding protein 1
Gene AliasCREB
Cytomap2q33.3
Gene Typeprotein-coding
GO ID

GO:0000902

UniProtAcc

B7Z5C6


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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
1385CREB1LZE4THumanEsophagusESCC2.89e-163.57e-010.0811
1385CREB1LZE7THumanEsophagusESCC1.53e-055.02e-010.0667
1385CREB1LZE20THumanEsophagusESCC4.43e-071.23e-010.0662
1385CREB1LZE21D1HumanEsophagusHGIN4.85e-022.45e-010.0632
1385CREB1LZE24THumanEsophagusESCC4.07e-153.95e-010.0596
1385CREB1LZE21THumanEsophagusESCC8.01e-051.82e-010.0655
1385CREB1LZE6THumanEsophagusESCC3.95e-072.23e-010.0845
1385CREB1P1T-EHumanEsophagusESCC1.61e-073.62e-010.0875
1385CREB1P2T-EHumanEsophagusESCC1.04e-396.38e-010.1177
1385CREB1P4T-EHumanEsophagusESCC4.50e-317.65e-010.1323
1385CREB1P5T-EHumanEsophagusESCC8.82e-172.61e-010.1327
1385CREB1P8T-EHumanEsophagusESCC6.18e-376.00e-010.0889
1385CREB1P9T-EHumanEsophagusESCC2.99e-113.07e-010.1131
1385CREB1P10T-EHumanEsophagusESCC1.67e-285.54e-010.116
1385CREB1P11T-EHumanEsophagusESCC5.70e-094.79e-010.1426
1385CREB1P12T-EHumanEsophagusESCC1.15e-448.80e-010.1122
1385CREB1P15T-EHumanEsophagusESCC2.71e-387.90e-010.1149
1385CREB1P16T-EHumanEsophagusESCC3.56e-325.78e-010.1153
1385CREB1P17T-EHumanEsophagusESCC6.97e-043.92e-010.1278
1385CREB1P19T-EHumanEsophagusESCC5.09e-092.88e-010.1662
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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
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:003009922LiverHCCmyeloid cell differentiation200/7958381/187234.64e-054.49e-04200
GO:007156021LiverHCCcellular response to transforming growth factor beta stimulus137/7958250/187235.47e-055.14e-04137
GO:000762321LiverHCCcircadian rhythm117/7958210/187237.29e-056.54e-04117
GO:000110111LiverHCCresponse to acid chemical79/7958135/187231.24e-041.03e-0379
GO:199009021LiverHCCcellular response to nerve growth factor stimulus36/795853/187231.62e-041.29e-0336
GO:00468902LiverHCCregulation of lipid biosynthetic process96/7958171/187232.14e-041.63e-0396
GO:199008921LiverHCCresponse to nerve growth factor37/795856/187233.13e-042.22e-0337
GO:004320011LiverHCCresponse to amino acid68/7958116/187233.31e-042.33e-0368
GO:004851121LiverHCCrhythmic process156/7958298/187233.54e-042.46e-03156
GO:190121512LiverHCCnegative regulation of neuron death113/7958208/187233.68e-042.54e-03113
GO:20001421LiverHCCregulation of DNA-templated transcription, initiation28/795840/187234.01e-042.71e-0328
GO:00602601LiverHCCregulation of transcription initiation from RNA polymerase II promoter24/795833/187234.24e-042.85e-0324
GO:0035729LiverHCCcellular response to hepatocyte growth factor stimulus14/795817/187239.39e-045.47e-0314
GO:00708971LiverHCCtranscription preinitiation complex assembly25/795836/187239.87e-045.71e-0325
GO:005087822LiverHCCregulation of body fluid levels191/7958379/187231.06e-036.11e-03191
GO:000717921LiverHCCtransforming growth factor beta receptor signaling pathway106/7958198/187231.09e-036.23e-03106
GO:007124112LiverHCCcellular response to inorganic substance119/7958226/187231.26e-036.92e-03119
GO:0035728LiverHCCresponse to hepatocyte growth factor15/795819/187231.36e-037.28e-0315
GO:00454441LiverHCCfat cell differentiation120/7958229/187231.52e-038.05e-03120
GO:00148231LiverHCCresponse to activity45/795876/187232.42e-031.18e-0245
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa0501630EsophagusHGINHuntington disease129/1383306/84656.81e-287.41e-265.88e-26129
hsa0502030EsophagusHGINPrion disease117/1383273/84654.15e-263.38e-242.69e-24117
hsa0471439EsophagusHGINThermogenesis91/1383232/84651.97e-175.36e-164.25e-1691
hsa0516730EsophagusHGINKaposi sarcoma-associated herpesvirus infection51/1383194/84652.46e-042.69e-032.14e-0351
hsa052039EsophagusHGINViral carcinogenesis53/1383204/84652.58e-042.71e-032.15e-0353
hsa0516639EsophagusHGINHuman T-cell leukemia virus 1 infection51/1383222/84655.84e-034.05e-023.22e-0251
hsa0516330EsophagusHGINHuman cytomegalovirus infection51/1383225/84657.67e-034.63e-023.68e-0251
hsa049627EsophagusHGINVasopressin-regulated water reabsorption14/138344/84658.21e-034.71e-023.74e-0214
hsa05016113EsophagusHGINHuntington disease129/1383306/84656.81e-287.41e-265.88e-26129
hsa05020113EsophagusHGINPrion disease117/1383273/84654.15e-263.38e-242.69e-24117
hsa04714114EsophagusHGINThermogenesis91/1383232/84651.97e-175.36e-164.25e-1691
hsa05167114EsophagusHGINKaposi sarcoma-associated herpesvirus infection51/1383194/84652.46e-042.69e-032.14e-0351
hsa0520315EsophagusHGINViral carcinogenesis53/1383204/84652.58e-042.71e-032.15e-0353
hsa05166114EsophagusHGINHuman T-cell leukemia virus 1 infection51/1383222/84655.84e-034.05e-023.22e-0251
hsa05163113EsophagusHGINHuman cytomegalovirus infection51/1383225/84657.67e-034.63e-023.68e-0251
hsa0496214EsophagusHGINVasopressin-regulated water reabsorption14/138344/84658.21e-034.71e-023.74e-0214
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
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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
CREB1TRANSCervixADJMETTL21A,GJB4,IL33, 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.
CREB1CD8TEXPOral cavityNEOLPOSBPL7,ZC3H12C,DLEU1, etc.3.04e-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.
CREB1EEStomachHealthyCPD,PLD3,DBNL, etc.2.33e-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
CREB1SNVMissense_Mutationc.865N>Tp.Arg289Cysp.R289CP16220protein_codingdeleterious(0)probably_damaging(0.999)TCGA-E2-A15C-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapyarimidexSD
CREB1SNVMissense_Mutationc.454G>Cp.Glu152Glnp.E152QP16220protein_codingdeleterious(0.03)probably_damaging(0.998)TCGA-LP-A4AW-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
CREB1SNVMissense_Mutationc.203N>Cp.Gly68Alap.G68AP16220protein_codingdeleterious(0.04)probably_damaging(0.997)TCGA-4T-AA8H-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
CREB1SNVMissense_Mutationc.976A>Gp.Ile326Valp.I326VP16220protein_codingdeleterious(0)probably_damaging(0.97)TCGA-AA-A00N-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownPD
CREB1SNVMissense_Mutationc.880A>Gp.Arg294Glyp.R294GP16220protein_codingdeleterious(0)probably_damaging(0.994)TCGA-AD-A5EJ-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
CREB1SNVMissense_Mutationnovelc.307N>Gp.Ser103Alap.S103AP16220protein_codingtolerated(1)benign(0.015)TCGA-F5-6814-01Colorectumrectum adenocarcinomaMale<65I/IIUnknownUnknownSD
CREB1insertionNonsense_Mutationnovelc.929_930insATTTCCACATATTTAp.Cys310delinsTerp.C310delins*P16220protein_codingTCGA-AM-5820-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
CREB1SNVMissense_Mutationnovelc.232N>Gp.Ile78Valp.I78VP16220protein_codingdeleterious(0)benign(0.094)TCGA-A5-A2K5-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
CREB1SNVMissense_Mutationc.79N>Ap.Val27Ilep.V27IP16220protein_codingtolerated_low_confidence(0.64)benign(0)TCGA-AP-A051-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
CREB1SNVMissense_Mutationc.336G>Tp.Gln112Hisp.Q112HP16220protein_codingtolerated(0.07)benign(0.001)TCGA-AP-A059-01Endometriumuterine corpus endometrioid 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
1385CREB1CLINICALLY ACTIONABLE, TRANSCRIPTION FACTOR COMPLEX, KINASE, TRANSCRIPTION FACTORcitalopramCITALOPRAM20643483,17548750
1385CREB1CLINICALLY ACTIONABLE, TRANSCRIPTION FACTOR COMPLEX, KINASE, TRANSCRIPTION FACTORlithiumLITHIUM24885933
1385CREB1CLINICALLY ACTIONABLE, TRANSCRIPTION FACTOR COMPLEX, KINASE, TRANSCRIPTION FACTORNICOTINENICOTINE11331423
1385CREB1CLINICALLY ACTIONABLE, TRANSCRIPTION FACTOR COMPLEX, KINASE, TRANSCRIPTION FACTORETHANOLALCOHOL11181917
1385CREB1CLINICALLY ACTIONABLE, TRANSCRIPTION FACTOR COMPLEX, KINASE, TRANSCRIPTION FACTORantidepressants23537502,20643483,17548750
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