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

Home

Download

Statistics

Help

Contact

Center for Computational Systems Medicine
leaf

Gene summary

leaf

Malignant transformation analysis

leaf

Malignant transformation related pathway analysis

leaf

Cell-cell communication analysis

leaf

Single-cell gene regulatory network inference analysis

leaf

Somatic mutation of malignant transformation related genes

leaf

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


Top

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
1390CREMLN46HumanOral cavityOSCC1.47e-076.85e-010.1666
1390CREMEOLP-1HumanOral cavityEOLP6.14e-172.25e-01-0.0202
1390CREMEOLP-2HumanOral cavityEOLP6.47e-031.00e-01-0.0203
1390CREMNEOLP-3HumanOral cavityNEOLP4.21e-031.45e-01-0.0191
1390CREMSYSMH1HumanOral cavityOSCC4.36e-21-6.27e-010.1127
1390CREMSYSMH2HumanOral cavityOSCC8.88e-15-3.28e-010.2326
1390CREMSYSMH3HumanOral cavityOSCC1.01e-17-5.51e-010.2442
1390CREMSYSMH4HumanOral cavityOSCC1.23e-19-7.52e-010.1226
1390CREMSYSMH5HumanOral cavityOSCC9.37e-17-7.53e-010.0647
1390CREMSYSMH6HumanOral cavityOSCC4.74e-26-5.75e-010.1275
1390CREMHTA12-15-2HumanPancreasPDAC2.79e-045.02e-010.2315
1390CREMHTA12-29-1HumanPancreasPDAC1.06e-083.06e-010.3722
1390CREMHTA12-9-2HumanPancreasPDAC3.96e-076.61e-010.0835
1390CREMGSM5252126_BPH283PrGF_ViaHumanProstateBPH1.77e-075.71e-01-0.1771
1390CREMGSM5252127_BPH283PrSF_ViaHumanProstateBPH1.06e-047.14e-01-0.1453
1390CREMGSM5252128_BPH327PrGF_ViaHumanProstateBPH3.41e-044.35e-01-0.1688
1390CREMGSM5252129_BPH327PrSF_ViaHumanProstateBPH8.25e-037.86e-01-0.1697
1390CREMGSM5252130_BPH340PrGF_ViaHumanProstateBPH4.84e-065.29e-01-0.1972
1390CREMGSM5252131_BPH340PrSF_ViaHumanProstateBPH5.10e-181.06e+00-0.2126
1390CREMGSM5252132_BPH389PrGFHumanProstateBPH3.35e-036.77e-01-0.2247
Page: 1 2 3 4 5 6 7 

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.

Top

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).
Page: 1 2 3 4 5 6 7 8 9 

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
Page: 1 

check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
Page: 1 

Top

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
Page: 1 

Top

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.
Page: 1 2 

Top

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
Page: 1 2 3 

Top

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
Page: 1