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: CHFR

Gene summary for CHFR

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

CHFR

Gene ID

55743

Gene namecheckpoint with forkhead and ring finger domains
Gene AliasRNF116
Cytomap12q24.33
Gene Typeprotein-coding
GO ID

GO:0000003

UniProtAcc

Q96EP1


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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
55743CHFRLZE7THumanEsophagusESCC5.99e-063.27e-010.0667
55743CHFRLZE20THumanEsophagusESCC1.09e-027.23e-020.0662
55743CHFRLZE24THumanEsophagusESCC1.98e-056.03e-020.0596
55743CHFRLZE6THumanEsophagusESCC1.98e-029.86e-020.0845
55743CHFRP1T-EHumanEsophagusESCC3.57e-083.07e-010.0875
55743CHFRP4T-EHumanEsophagusESCC8.86e-101.98e-010.1323
55743CHFRP8T-EHumanEsophagusESCC3.89e-222.45e-010.0889
55743CHFRP9T-EHumanEsophagusESCC4.00e-024.90e-020.1131
55743CHFRP10T-EHumanEsophagusESCC1.53e-161.70e-010.116
55743CHFRP11T-EHumanEsophagusESCC6.84e-174.04e-010.1426
55743CHFRP12T-EHumanEsophagusESCC8.52e-131.21e-010.1122
55743CHFRP15T-EHumanEsophagusESCC6.24e-121.74e-010.1149
55743CHFRP16T-EHumanEsophagusESCC1.44e-101.02e-010.1153
55743CHFRP19T-EHumanEsophagusESCC5.08e-074.39e-010.1662
55743CHFRP21T-EHumanEsophagusESCC4.43e-162.60e-010.1617
55743CHFRP22T-EHumanEsophagusESCC4.32e-091.25e-010.1236
55743CHFRP23T-EHumanEsophagusESCC5.02e-193.32e-010.108
55743CHFRP24T-EHumanEsophagusESCC6.57e-131.32e-010.1287
55743CHFRP27T-EHumanEsophagusESCC6.83e-233.25e-010.1055
55743CHFRP28T-EHumanEsophagusESCC2.91e-151.43e-010.1149
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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
∗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:005134620EsophagusHGINnegative regulation of hydrolase activity72/2587379/187232.81e-032.75e-0272
GO:0010498111EsophagusESCCproteasomal protein catabolic process369/8552490/187231.13e-411.80e-38369
GO:0043161111EsophagusESCCproteasome-mediated ubiquitin-dependent protein catabolic process312/8552412/187233.53e-364.48e-33312
GO:0042176111EsophagusESCCregulation of protein catabolic process280/8552391/187238.65e-262.39e-23280
GO:0031647111EsophagusESCCregulation of protein stability223/8552298/187235.76e-251.52e-22223
GO:0009896111EsophagusESCCpositive regulation of catabolic process332/8552492/187234.36e-239.22e-21332
GO:0031331111EsophagusESCCpositive regulation of cellular catabolic process292/8552427/187238.67e-221.53e-19292
GO:00008194EsophagusESCCsister chromatid segregation157/8552202/187238.41e-211.33e-18157
GO:1903320111EsophagusESCCregulation of protein modification by small protein conjugation or removal181/8552242/187231.80e-202.60e-18181
GO:1903362111EsophagusESCCregulation of cellular protein catabolic process188/8552255/187235.12e-206.62e-18188
GO:0045862111EsophagusESCCpositive regulation of proteolysis256/8552372/187237.88e-209.43e-18256
GO:003304416EsophagusESCCregulation of chromosome organization145/8552187/187233.80e-194.31e-17145
GO:000705911EsophagusESCCchromosome segregation238/8552346/187231.72e-181.82e-16238
GO:004477216EsophagusESCCmitotic cell cycle phase transition281/8552424/187234.63e-184.45e-16281
GO:1903050111EsophagusESCCregulation of proteolysis involved in cellular protein catabolic process163/8552221/187231.44e-171.27e-15163
GO:0061136111EsophagusESCCregulation of proteasomal protein catabolic process142/8552187/187232.40e-172.00e-15142
GO:000020917EsophagusESCCprotein polyubiquitination170/8552236/187231.40e-161.09e-14170
GO:0045732111EsophagusESCCpositive regulation of protein catabolic process167/8552231/187231.47e-161.14e-14167
GO:0031396111EsophagusESCCregulation of protein ubiquitination154/8552210/187232.70e-162.04e-14154
GO:0032434111EsophagusESCCregulation of proteasomal ubiquitin-dependent protein catabolic process107/8552134/187234.06e-162.93e-14107
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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
CHFRSNVMissense_Mutationc.331N>Ap.Glu111Lysp.E111KQ96EP1protein_codingdeleterious(0.02)probably_damaging(0.997)TCGA-A2-A0YK-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycytoxanSD
CHFRSNVMissense_Mutationc.517N>Ap.Glu173Lysp.E173KQ96EP1protein_codingdeleterious(0.01)probably_damaging(0.938)TCGA-D8-A27G-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
CHFRinsertionIn_Frame_Insnovelc.1734_1735insTGGGATTACAGGCATGTGCCACCACACCCAGCTp.Ser578_Leu579insTrpAspTyrArgHisValProProHisProAlap.S578_L579insWDYRHVPPHPAQ96EP1protein_codingTCGA-AN-A0FX-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
CHFRinsertionIn_Frame_Insnovelc.1125_1126insCCTGACCTCGTGATCCGCCCGCCTCAGCCTCCCAAAp.Asp375_Val376insProAspLeuValIleArgProProGlnProProLysp.D375_V376insPDLVIRPPQPPKQ96EP1protein_codingTCGA-B6-A0RE-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
CHFRinsertionIn_Frame_Insnovelc.1224_1225insACACCCTTCCCTTTGCTTCGACTCGTCATGGGTGTGGCATCTp.Leu408_Leu409insThrProPheProLeuLeuArgLeuValMetGlyValAlaSerp.L408_L409insTPFPLLRLVMGVASQ96EP1protein_codingTCGA-B6-A0RG-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
CHFRSNVMissense_Mutationc.572N>Tp.Ser191Phep.S191FQ96EP1protein_codingdeleterious(0)possibly_damaging(0.653)TCGA-IR-A3LH-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
CHFRSNVMissense_Mutationrs533118486c.718N>Ap.Ala240Thrp.A240TQ96EP1protein_codingtolerated(0.37)benign(0.005)TCGA-A6-6781-01Colorectumcolon adenocarcinomaMale<65III/IVChemotherapyoxaliplatinSD
CHFRSNVMissense_Mutationc.1771N>Tp.Asp591Tyrp.D591YQ96EP1protein_codingdeleterious(0)probably_damaging(0.974)TCGA-AA-3715-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownPD
CHFRSNVMissense_Mutationrs35206714c.700N>Tp.Leu234Phep.L234FQ96EP1protein_codingtolerated(0.61)benign(0.007)TCGA-AA-3984-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
CHFRSNVMissense_Mutationnovelc.1190N>Ap.Ser397Tyrp.S397YQ96EP1protein_codingtolerated(0.09)probably_damaging(0.956)TCGA-CA-6717-01Colorectumcolon adenocarcinomaMale<65I/IIChemotherapyoxaliplatinCR
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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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