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: CREBL2

Gene summary for CREBL2

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

CREBL2

Gene ID

1389

Gene namecAMP responsive element binding protein like 2
Gene AliasCREBL2
Cytomap12p13.1
Gene Typeprotein-coding
GO ID

GO:0001932

UniProtAcc

O60519


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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
1389CREBL2LZE24THumanEsophagusESCC4.34e-087.76e-020.0596
1389CREBL2P1T-EHumanEsophagusESCC3.10e-031.01e-010.0875
1389CREBL2P2T-EHumanEsophagusESCC4.90e-263.66e-010.1177
1389CREBL2P4T-EHumanEsophagusESCC5.30e-092.54e-010.1323
1389CREBL2P5T-EHumanEsophagusESCC3.15e-052.52e-030.1327
1389CREBL2P8T-EHumanEsophagusESCC1.54e-177.96e-020.0889
1389CREBL2P9T-EHumanEsophagusESCC1.56e-048.10e-020.1131
1389CREBL2P10T-EHumanEsophagusESCC6.80e-242.79e-010.116
1389CREBL2P11T-EHumanEsophagusESCC1.01e-021.59e-010.1426
1389CREBL2P12T-EHumanEsophagusESCC4.83e-192.99e-010.1122
1389CREBL2P15T-EHumanEsophagusESCC4.72e-112.15e-010.1149
1389CREBL2P16T-EHumanEsophagusESCC8.42e-461.00e+000.1153
1389CREBL2P17T-EHumanEsophagusESCC4.35e-025.31e-020.1278
1389CREBL2P19T-EHumanEsophagusESCC2.27e-021.61e-010.1662
1389CREBL2P20T-EHumanEsophagusESCC1.64e-032.55e-020.1124
1389CREBL2P21T-EHumanEsophagusESCC1.52e-082.77e-030.1617
1389CREBL2P22T-EHumanEsophagusESCC1.54e-243.17e-010.1236
1389CREBL2P23T-EHumanEsophagusESCC3.30e-025.72e-020.108
1389CREBL2P24T-EHumanEsophagusESCC1.60e-126.12e-020.1287
1389CREBL2P26T-EHumanEsophagusESCC9.57e-181.39e-010.1276
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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
∗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:0031647111EsophagusESCCregulation of protein stability223/8552298/187235.76e-251.52e-22223
GO:0050821111EsophagusESCCprotein stabilization140/8552191/187236.50e-153.61e-13140
GO:00182099EsophagusESCCpeptidyl-serine modification196/8552338/187233.07e-063.47e-05196
GO:001810515EsophagusESCCpeptidyl-serine phosphorylation184/8552315/187233.22e-063.61e-05184
GO:00454449EsophagusESCCfat cell differentiation135/8552229/187233.38e-052.78e-04135
GO:00456007EsophagusESCCpositive regulation of fat cell differentiation46/855266/187236.72e-055.11e-0446
GO:00455984EsophagusESCCregulation of fat cell differentiation79/8552139/187235.23e-031.97e-0279
GO:00331355EsophagusESCCregulation of peptidyl-serine phosphorylation81/8552144/187236.79e-032.48e-0281
GO:00192168EsophagusESCCregulation of lipid metabolic process172/8552331/187231.20e-024.02e-02172
GO:00331383EsophagusESCCpositive regulation of peptidyl-serine phosphorylation61/8552108/187231.54e-024.96e-0261
GO:003164712LiverCirrhoticregulation of protein stability144/4634298/187236.74e-191.28e-16144
GO:005082112LiverCirrhoticprotein stabilization97/4634191/187236.67e-156.97e-1397
GO:001921611LiverCirrhoticregulation of lipid metabolic process119/4634331/187233.05e-065.39e-05119
GO:004689011LiverCirrhoticregulation of lipid biosynthetic process67/4634171/187232.00e-052.65e-0467
GO:00454442LiverCirrhoticfat cell differentiation73/4634229/187238.57e-033.97e-0273
GO:003164722LiverHCCregulation of protein stability211/7958298/187232.29e-235.01e-21211
GO:005082122LiverHCCprotein stabilization139/7958191/187231.61e-171.71e-15139
GO:00192162LiverHCCregulation of lipid metabolic process181/7958331/187234.58e-065.79e-05181
GO:001810511LiverHCCpeptidyl-serine phosphorylation169/7958315/187233.86e-053.81e-04169
GO:001820911LiverHCCpeptidyl-serine modification177/7958338/187231.45e-041.17e-03177
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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
CREBL2CD8TEXINTSkinADJTMEM176B,TMEM176A,IL7R, etc.1.57e-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.
CREBL2MASTSkinAKTMEM176B,TMEM176A,IL7R, etc.4.49e-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.
CREBL2CD8TEXINTSkinAKTMEM176B,TMEM176A,IL7R, etc.1.47e-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.
CREBL2INMONSkincSCCTMEM176B,TMEM176A,IL7R, etc.2.41e-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.
CREBL2CD8TEXINTSkincSCCTMEM176B,TMEM176A,IL7R, etc.1.01e-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.
CREBL2LCSkinHealthyTMEM176B,TMEM176A,IL7R, etc.9.69e-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.
CREBL2CD8TEXINTSkinHealthyTMEM176B,TMEM176A,IL7R, etc.1.46e-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.
CREBL2CD8TEXPSkinHealthyTMEM176B,TMEM176A,IL7R, etc.8.29e-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.
CREBL2CD8TEXINTSkinSCCISTMEM176B,TMEM176A,IL7R, etc.2.32e-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.
CREBL2MASTSkinSCCISTMEM176B,TMEM176A,IL7R, etc.9.14e-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.
∗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
CREBL2SNVMissense_Mutationc.128N>Ap.Arg43Glnp.R43QO60519protein_codingdeleterious(0)probably_damaging(0.988)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
CREBL2SNVMissense_Mutationc.173N>Tp.Arg58Leup.R58LO60519protein_codingdeleterious(0)benign(0.38)TCGA-EW-A1P5-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyanastrozoleSD
CREBL2SNVMissense_Mutationnovelc.226N>Cp.Cys76Argp.C76RO60519protein_codingdeleterious(0.01)probably_damaging(0.979)TCGA-AA-3984-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
CREBL2SNVMissense_Mutationnovelc.268G>Ap.Ala90Thrp.A90TO60519protein_codingtolerated(0.2)benign(0.003)TCGA-A5-A1OF-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
CREBL2SNVMissense_Mutationc.353A>Gp.Asn118Serp.N118SO60519protein_codingtolerated_low_confidence(0.46)benign(0.003)TCGA-AP-A054-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVChemotherapycarboplatinPD
CREBL2SNVMissense_Mutationnovelc.269N>Tp.Ala90Valp.A90VO60519protein_codingtolerated(0.06)benign(0.099)TCGA-AX-A1CE-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnspecificPaclitaxelSD
CREBL2SNVMissense_Mutationnovelc.191C>Tp.Ala64Valp.A64VO60519protein_codingtolerated(0.17)benign(0.015)TCGA-AX-A2HD-01Endometriumuterine corpus endometrioid carcinomaFemale>=65III/IVUnknownUnknownSD
CREBL2SNVMissense_Mutationc.30N>Cp.Lys10Asnp.K10NO60519protein_codingdeleterious_low_confidence(0.02)probably_damaging(0.981)TCGA-B5-A11E-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
CREBL2SNVMissense_Mutationc.141N>Tp.Arg47Serp.R47SO60519protein_codingdeleterious(0)probably_damaging(0.987)TCGA-D1-A15V-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIChemotherapytaxolSD
CREBL2SNVMissense_Mutationc.128G>Ap.Arg43Glnp.R43QO60519protein_codingdeleterious(0)probably_damaging(0.988)TCGA-KK-A59V-01Prostateprostate adenocarcinomaMale<659UnknownUnknownSD
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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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