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
10668CGRRF1P74T-EHumanEsophagusESCC1.94e-284.35e-010.1479
10668CGRRF1P75T-EHumanEsophagusESCC1.83e-284.45e-010.1125
10668CGRRF1P76T-EHumanEsophagusESCC1.66e-151.68e-010.1207
10668CGRRF1P79T-EHumanEsophagusESCC5.28e-213.01e-010.1154
10668CGRRF1P80T-EHumanEsophagusESCC7.15e-102.85e-010.155
10668CGRRF1P82T-EHumanEsophagusESCC5.40e-134.44e-010.1072
10668CGRRF1P83T-EHumanEsophagusESCC5.26e-102.76e-010.1738
10668CGRRF1P84T-EHumanEsophagusESCC2.63e-124.36e-010.0933
10668CGRRF1P89T-EHumanEsophagusESCC1.12e-052.41e-010.1752
10668CGRRF1P91T-EHumanEsophagusESCC1.97e-077.21e-010.1828
10668CGRRF1P107T-EHumanEsophagusESCC1.26e-182.65e-010.171
10668CGRRF1P127T-EHumanEsophagusESCC1.36e-044.84e-030.0826
10668CGRRF1P128T-EHumanEsophagusESCC1.20e-122.75e-010.1241
10668CGRRF1P130T-EHumanEsophagusESCC2.60e-122.12e-010.1676
10668CGRRF1C04HumanOral cavityOSCC6.78e-074.63e-010.2633
10668CGRRF1C21HumanOral cavityOSCC1.29e-196.42e-010.2678
10668CGRRF1C30HumanOral cavityOSCC6.46e-147.29e-010.3055
10668CGRRF1C43HumanOral cavityOSCC4.63e-041.03e-010.1704
10668CGRRF1C46HumanOral cavityOSCC2.66e-143.99e-010.1673
10668CGRRF1C57HumanOral cavityOSCC2.02e-021.53e-010.1679
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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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