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: CGRRF1

Gene summary for CGRRF1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

CGRRF1

Gene ID

10668

Gene namecell growth regulator with ring finger domain 1
Gene AliasCGR19
Cytomap14q22.2
Gene Typeprotein-coding
GO ID

GO:0001558

UniProtAcc

Q99675


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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
10668CGRRF1LZE4THumanEsophagusESCC4.26e-031.66e-010.0811
10668CGRRF1LZE5THumanEsophagusESCC5.52e-031.66e-010.0514
10668CGRRF1LZE24THumanEsophagusESCC1.26e-101.89e-010.0596
10668CGRRF1P2T-EHumanEsophagusESCC3.64e-121.40e-010.1177
10668CGRRF1P4T-EHumanEsophagusESCC2.86e-173.53e-010.1323
10668CGRRF1P5T-EHumanEsophagusESCC9.09e-085.68e-020.1327
10668CGRRF1P8T-EHumanEsophagusESCC1.99e-192.04e-010.0889
10668CGRRF1P9T-EHumanEsophagusESCC6.11e-068.55e-020.1131
10668CGRRF1P10T-EHumanEsophagusESCC2.29e-212.40e-010.116
10668CGRRF1P11T-EHumanEsophagusESCC7.00e-133.19e-010.1426
10668CGRRF1P12T-EHumanEsophagusESCC1.49e-223.98e-010.1122
10668CGRRF1P15T-EHumanEsophagusESCC1.81e-163.39e-010.1149
10668CGRRF1P16T-EHumanEsophagusESCC3.37e-161.46e-010.1153
10668CGRRF1P20T-EHumanEsophagusESCC3.99e-172.34e-010.1124
10668CGRRF1P21T-EHumanEsophagusESCC1.42e-171.72e-010.1617
10668CGRRF1P22T-EHumanEsophagusESCC1.54e-181.65e-010.1236
10668CGRRF1P23T-EHumanEsophagusESCC1.41e-076.19e-020.108
10668CGRRF1P24T-EHumanEsophagusESCC3.28e-121.38e-010.1287
10668CGRRF1P26T-EHumanEsophagusESCC1.82e-255.22e-010.1276
10668CGRRF1P27T-EHumanEsophagusESCC2.15e-284.43e-010.1055
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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
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:0016049110EsophagusESCCcell growth289/8552482/187231.29e-103.77e-09289
GO:000155819EsophagusESCCregulation of cell growth248/8552414/187232.97e-096.45e-08248
GO:00459267EsophagusESCCnegative regulation of growth148/8552249/187237.88e-067.73e-05148
GO:00303085EsophagusESCCnegative regulation of cell growth108/8552188/187237.46e-043.87e-03108
GO:001604917Oral cavityOSCCcell growth268/7305482/187236.55e-143.51e-12268
GO:000155816Oral cavityOSCCregulation of cell growth228/7305414/187231.74e-116.09e-10228
GO:00459266Oral cavityOSCCnegative regulation of growth135/7305249/187237.29e-071.03e-05135
GO:00303084Oral cavityOSCCnegative regulation of cell growth101/7305188/187232.85e-052.63e-04101
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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
∗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
CGRRF1insertionIn_Frame_Insnovelc.679_680insTTCTAGp.Gln227delinsLeuLeuGlup.Q227delinsLLEQ99675protein_codingTCGA-AR-A0TU-01Breastbreast invasive carcinomaFemale<65I/IIUnspecificDoxorubicinSD
CGRRF1SNVMissense_Mutationnovelc.196N>Cp.Asn66Hisp.N66HQ99675protein_codingdeleterious(0)possibly_damaging(0.819)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
CGRRF1SNVMissense_Mutationc.31N>Ap.Glu11Lysp.E11KQ99675protein_codingdeleterious(0)probably_damaging(0.978)TCGA-EK-A2IP-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
CGRRF1SNVMissense_Mutationnovelc.417G>Tp.Gln139Hisp.Q139HQ99675protein_codingtolerated(0.06)probably_damaging(0.99)TCGA-A5-A2K5-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
CGRRF1SNVMissense_Mutationc.206N>Ap.Gly69Aspp.G69DQ99675protein_codingtolerated(0.05)possibly_damaging(0.457)TCGA-AP-A059-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
CGRRF1SNVMissense_Mutationnovelc.368C>Tp.Pro123Leup.P123LQ99675protein_codingdeleterious(0.02)probably_damaging(0.942)TCGA-AP-A1DK-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
CGRRF1SNVMissense_Mutationnovelc.944C>Ap.Ser315Tyrp.S315YQ99675protein_codingtolerated(0.13)benign(0.104)TCGA-AX-A1CE-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnspecificPaclitaxelSD
CGRRF1SNVMissense_Mutationc.539C>Tp.Ala180Valp.A180VQ99675protein_codingdeleterious(0)possibly_damaging(0.78)TCGA-B5-A0JY-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVChemotherapydoxorubicinSD
CGRRF1SNVMissense_Mutationnovelc.421N>Cp.Phe141Leup.F141LQ99675protein_codingtolerated(0.49)benign(0.098)TCGA-B5-A3FA-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
CGRRF1SNVMissense_Mutationc.988N>Gp.Lys330Glup.K330EQ99675protein_codingtolerated_low_confidence(0.25)benign(0)TCGA-D1-A103-01Endometriumuterine 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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