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: CCHCR1

Gene summary for CCHCR1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

CCHCR1

Gene ID

54535

Gene namecoiled-coil alpha-helical rod protein 1
Gene AliasC6orf18
Cytomap6p21.33
Gene Typeprotein-coding
GO ID

GO:0006611

UniProtAcc

A0A1U9X7G6


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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
54535CCHCR1LZE7THumanEsophagusESCC2.68e-062.99e-010.0667
54535CCHCR1LZE8THumanEsophagusESCC7.67e-039.26e-020.067
54535CCHCR1LZE20THumanEsophagusESCC1.03e-021.13e-010.0662
54535CCHCR1LZE22THumanEsophagusESCC5.39e-032.00e-010.068
54535CCHCR1LZE24THumanEsophagusESCC4.87e-082.01e-010.0596
54535CCHCR1LZE6THumanEsophagusESCC2.69e-021.68e-010.0845
54535CCHCR1P2T-EHumanEsophagusESCC1.06e-213.69e-010.1177
54535CCHCR1P4T-EHumanEsophagusESCC1.87e-142.82e-010.1323
54535CCHCR1P5T-EHumanEsophagusESCC4.84e-056.50e-020.1327
54535CCHCR1P8T-EHumanEsophagusESCC1.36e-068.79e-020.0889
54535CCHCR1P9T-EHumanEsophagusESCC4.02e-048.37e-020.1131
54535CCHCR1P10T-EHumanEsophagusESCC4.13e-101.04e-010.116
54535CCHCR1P11T-EHumanEsophagusESCC2.62e-021.85e-010.1426
54535CCHCR1P12T-EHumanEsophagusESCC1.36e-182.02e-010.1122
54535CCHCR1P15T-EHumanEsophagusESCC2.73e-031.06e-010.1149
54535CCHCR1P16T-EHumanEsophagusESCC2.41e-151.97e-010.1153
54535CCHCR1P17T-EHumanEsophagusESCC3.66e-032.33e-010.1278
54535CCHCR1P20T-EHumanEsophagusESCC3.58e-091.75e-010.1124
54535CCHCR1P21T-EHumanEsophagusESCC4.44e-111.41e-010.1617
54535CCHCR1P22T-EHumanEsophagusESCC6.71e-101.90e-010.1236
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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:0006913110EsophagusESCCnucleocytoplasmic transport230/8552301/187236.04e-282.02e-25230
GO:0051169110EsophagusESCCnuclear transport230/8552301/187236.04e-282.02e-25230
GO:0051168110EsophagusESCCnuclear export126/8552154/187231.88e-202.65e-18126
GO:000661117EsophagusESCCprotein export from nucleus48/855257/187231.92e-094.39e-0848
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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
CCHCR1SNVMissense_Mutationnovelc.2373N>Cp.Leu791Phep.L791FQ8TD31protein_codingtolerated(0.12)benign(0.015)TCGA-AC-A5XS-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyfemaraSD
CCHCR1SNVMissense_Mutationc.1331A>Gp.His444Argp.H444RQ8TD31protein_codingtolerated(0.07)possibly_damaging(0.698)TCGA-B6-A0RE-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
CCHCR1insertionFrame_Shift_Insnovelc.2491_2491+1insATGTGGCCAAGTTTGGATTTTACTGTAAGTCp.Gly831AspfsTer19p.G831Dfs*19Q8TD31protein_codingTCGA-A2-A0CX-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinSD
CCHCR1insertionNonsense_Mutationnovelc.239_240insATGAGTACGTTCTGp.Asn81Terp.N81*Q8TD31protein_codingTCGA-A7-A0CE-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinSD
CCHCR1insertionFrame_Shift_Insnovelc.239_240insTGAGTACGTTCTGp.Gln80HisfsTer12p.Q80Hfs*12Q8TD31protein_codingTCGA-A8-A07F-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapytamoxiphenSD
CCHCR1insertionFrame_Shift_Insnovelc.239_240insAAATGAGTACGTTCTGp.Leu82GlufsTer11p.L82Efs*11Q8TD31protein_codingTCGA-A8-A094-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
CCHCR1insertionNonsense_Mutationnovelc.239_240insAAAATGAGTACGTTCTGp.Asn81LysfsTer2p.N81Kfs*2Q8TD31protein_codingTCGA-A8-A096-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
CCHCR1insertionFrame_Shift_Insnovelc.289_290insGCTGGGACTACAGGCACCTGCCACCACGCCCAGCTAGp.Thr97SerfsTer73p.T97Sfs*73Q8TD31protein_codingTCGA-A8-A09K-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
CCHCR1SNVMissense_Mutationnovelc.1507G>Ap.Ala503Thrp.A503TQ8TD31protein_codingtolerated(0.06)probably_damaging(0.935)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
CCHCR1SNVMissense_Mutationrs746784384c.136C>Tp.Arg46Cysp.R46CQ8TD31protein_codingdeleterious_low_confidence(0.02)benign(0)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
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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
54535CCHCR1NAnevirapineNEVIRAPINE21810746
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