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: CREM

Gene summary for CREM

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

CREM

Gene ID

1390

Gene namecAMP responsive element modulator
Gene AliasCREM-2
Cytomap10p11.21
Gene Typeprotein-coding
GO ID

GO:0000003

UniProtAcc

Q03060


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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
1390CREMLZE2THumanEsophagusESCC1.56e-045.68e-010.082
1390CREMLZE4THumanEsophagusESCC1.36e-086.86e-010.0811
1390CREMLZE7THumanEsophagusESCC2.57e-038.20e-010.0667
1390CREMLZE8THumanEsophagusESCC2.42e-032.92e-010.067
1390CREMLZE24THumanEsophagusESCC3.99e-163.70e-010.0596
1390CREMLZE6THumanEsophagusESCC9.47e-121.29e+000.0845
1390CREMP1T-EHumanEsophagusESCC6.76e-031.08e-010.0875
1390CREMP2T-EHumanEsophagusESCC4.14e-152.66e-010.1177
1390CREMP4T-EHumanEsophagusESCC9.91e-123.85e-010.1323
1390CREMP5T-EHumanEsophagusESCC4.97e-061.93e-010.1327
1390CREMP8T-EHumanEsophagusESCC1.37e-132.00e-010.0889
1390CREMP9T-EHumanEsophagusESCC5.74e-111.92e-010.1131
1390CREMP10T-EHumanEsophagusESCC2.45e-117.71e-020.116
1390CREMP11T-EHumanEsophagusESCC7.14e-167.87e-010.1426
1390CREMP12T-EHumanEsophagusESCC4.98e-112.52e-010.1122
1390CREMP15T-EHumanEsophagusESCC5.81e-106.66e-020.1149
1390CREMP16T-EHumanEsophagusESCC6.06e-171.56e-010.1153
1390CREMP17T-EHumanEsophagusESCC2.10e-035.29e-020.1278
1390CREMP20T-EHumanEsophagusESCC4.51e-081.10e-010.1124
1390CREMP21T-EHumanEsophagusESCC9.11e-284.42e-010.1617
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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
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
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:004851118EsophagusESCCrhythmic process164/8552298/187236.80e-043.57e-03164
GO:00485115LiverNAFLDrhythmic process56/1882298/187233.03e-061.23e-0456
GO:004851111LiverCirrhoticrhythmic process103/4634298/187238.47e-059.19e-04103
GO:004851121LiverHCCrhythmic process156/7958298/187233.54e-042.46e-03156
GO:004851116Oral cavityOSCCrhythmic process157/7305298/187231.00e-061.36e-05157
GO:004851117Oral cavityEOLPrhythmic process69/2218298/187232.68e-081.11e-0669
GO:004851122Oral cavityNEOLPrhythmic process60/2005298/187231.02e-062.72e-0560
GO:004851110ProstateBPHrhythmic process96/3107298/187231.88e-111.31e-0996
GO:004851115ProstateTumorrhythmic process99/3246298/187231.65e-111.21e-0999
GO:004851120ThyroidHTrhythmic process41/1272298/187231.26e-053.27e-0441
GO:0048511111ThyroidPTCrhythmic process131/5968298/187237.06e-068.33e-05131
GO:004851124ThyroidATCrhythmic process141/6293298/187235.58e-077.93e-06141
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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
CREMSTMCervixHSIL_HPVSELENOK,CXCR4,TRBC2, etc.2.45e-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.
CREMSTMCervixN_HPVSELENOK,CXCR4,TRBC2, etc.4.36e-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.
CREMKERCervixN_HPVSELENOK,CXCR4,TRBC2, etc.2.20e-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.
CREMAT2LLungAISSRGN,CXCR4,ZNF331, etc.6.54e-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.
CREMSTMOral cavityEOLPSRGN,MT1A,CD3D, etc.8.11e-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.
CREMACINARPancreasPDACSRGN,SARAF,SELENOK, etc.2.31e-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.
CREMCD4TNPancreasPDACCXCR4,LINC00513,LINC-PINT, etc.2.04e-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.
CREMCD8TEXPancreasPDACCXCR4,LINC00513,LINC-PINT, 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.
CREMICAFStomachHealthySELK,MEDAG,LINC00152, etc.7.46e-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.
CREMPTCThyroidADJIGHG2,CD79A,CCR7, etc.3.19e-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.
∗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
CREMSNVMissense_Mutationc.835N>Gp.Gln279Glup.Q279EQ03060protein_codingdeleterious(0)probably_damaging(0.989)TCGA-BH-A0BZ-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapydoxorubicinCR
CREMSNVMissense_Mutationnovelc.608N>Tp.Gly203Valp.G203VQ03060protein_codingdeleterious(0)probably_damaging(1)TCGA-OL-A5RW-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinCR
CREMSNVMissense_Mutationc.786N>Tp.Lys262Asnp.K262NQ03060protein_codingdeleterious(0)probably_damaging(0.999)TCGA-AA-3510-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
CREMSNVMissense_Mutationc.647N>Tp.Ala216Valp.A216VQ03060protein_codingtolerated(0.07)benign(0.304)TCGA-AA-3864-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
CREMSNVMissense_Mutationnovelc.118G>Ap.Ala40Thrp.A40TQ03060protein_codingdeleterious_low_confidence(0.04)possibly_damaging(0.769)TCGA-AA-3947-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
CREMSNVMissense_Mutationnovelc.59N>Gp.Glu20Glyp.E20GQ03060protein_codingdeleterious_low_confidence(0.04)benign(0.341)TCGA-AA-3984-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
CREMSNVMissense_Mutationnovelc.413C>Tp.Ala138Valp.A138VQ03060protein_codingtolerated(0.07)benign(0.346)TCGA-DM-A1D8-01Colorectumcolon adenocarcinomaFemale<65III/IVUnknownUnknownSD
CREMSNVMissense_Mutationc.848N>Ap.Leu283Hisp.L283HQ03060protein_codingdeleterious(0)probably_damaging(1)TCGA-EI-6513-01Colorectumrectum adenocarcinomaMale<65III/IVUnknownUnknownSD
CREMSNVMissense_Mutationnovelc.186N>Tp.Glu62Aspp.E62DQ03060protein_codingtolerated(0.15)benign(0.358)TCGA-A5-A0G2-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVUnknownUnknownSD
CREMSNVMissense_Mutationnovelc.147T>Ap.Asn49Lysp.N49KQ03060protein_codingtolerated(0.2)benign(0.096)TCGA-AJ-A23O-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
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