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: C9orf64

Gene summary for C9ORF64

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

C9orf64

Gene ID

84267

Gene namechromosome 9 open reading frame 64
Gene AliasC9orf64
Cytomap9q21.32
Gene Typeprotein-coding
GO ID

GO:0006139

UniProtAcc

Q5T6V5


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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
84267C9orf64HCC1_MengHumanLiverHCC4.61e-275.55e-020.0246
84267C9orf64HCC2_MengHumanLiverHCC8.09e-044.05e-020.0107
84267C9orf64HCC1HumanLiverHCC7.48e-061.22e+000.5336
84267C9orf64HCC2HumanLiverHCC1.82e-111.24e+000.5341
84267C9orf64S014HumanLiverHCC9.80e-092.72e-010.2254
84267C9orf64S015HumanLiverHCC1.66e-063.24e-010.2375
84267C9orf64S016HumanLiverHCC4.67e-062.46e-010.2243
84267C9orf64S027HumanLiverHCC2.83e-033.60e-010.2446
84267C9orf64S028HumanLiverHCC1.40e-042.59e-010.2503
84267C9orf64S029HumanLiverHCC8.33e-032.01e-010.2581
84267C9orf64C04HumanOral cavityOSCC3.66e-052.15e-010.2633
84267C9orf64C21HumanOral cavityOSCC2.19e-093.28e-010.2678
84267C9orf64C30HumanOral cavityOSCC7.23e-187.28e-010.3055
84267C9orf64C43HumanOral cavityOSCC1.71e-071.57e-010.1704
84267C9orf64C46HumanOral cavityOSCC5.40e-082.15e-010.1673
84267C9orf64C06HumanOral cavityOSCC1.75e-068.05e-010.2699
84267C9orf64C08HumanOral cavityOSCC5.80e-066.95e-020.1919
84267C9orf64SYSMH1HumanOral cavityOSCC1.10e-069.78e-020.1127
84267C9orf64SYSMH3HumanOral cavityOSCC1.83e-041.30e-010.2442
84267C9orf64SYSMH6HumanOral cavityOSCC1.34e-025.80e-020.1275
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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
∗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:00344702LiverHCCncRNA processing293/7958395/187234.26e-386.76e-35293
GO:00346601LiverHCCncRNA metabolic process332/7958485/187231.48e-317.80e-29332
GO:0008033LiverHCCtRNA processing87/7958127/187232.66e-097.23e-0887
GO:0006399LiverHCCtRNA metabolic process108/7958179/187231.07e-061.59e-05108
GO:0009451LiverHCCRNA modification101/7958167/187232.02e-062.78e-05101
GO:0006400LiverHCCtRNA modification60/795890/187233.09e-064.09e-0560
GO:00344709Oral cavityOSCCncRNA processing263/7305395/187234.38e-292.78e-26263
GO:00346605Oral cavityOSCCncRNA metabolic process296/7305485/187232.94e-236.65e-21296
GO:00080332Oral cavityOSCCtRNA processing78/7305127/187232.56e-074.00e-0678
GO:00063991Oral cavityOSCCtRNA metabolic process101/7305179/187231.65e-062.15e-05101
GO:00094511Oral cavityOSCCRNA modification95/7305167/187232.05e-062.62e-0595
GO:00064001Oral cavityOSCCtRNA modification53/730590/187231.04e-047.70e-0453
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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
C9orf64SNVMissense_Mutationc.451N>Cp.Ile151Leup.I151LQ5T6V5protein_codingtolerated(0.28)benign(0.109)TCGA-E9-A22E-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapycyclophosphaneSD
C9orf64insertionFrame_Shift_Insnovelc.152_153insATACTTGCCATCGGACCTAACGGCCTTTGAGGTTp.Leu52TyrfsTer14p.L52Yfs*14Q5T6V5protein_codingTCGA-AN-A0FX-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
C9orf64SNVMissense_Mutationc.134N>Ap.Arg45Hisp.R45HQ5T6V5protein_codingtolerated(0.08)benign(0.197)TCGA-AA-3510-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
C9orf64SNVMissense_Mutationc.58G>Ap.Asp20Asnp.D20NQ5T6V5protein_codingtolerated(0.16)probably_damaging(0.996)TCGA-AA-A010-01Colorectumcolon adenocarcinomaFemale<65I/IIChemotherapyfolinicCR
C9orf64SNVMissense_Mutationc.391C>Tp.Arg131Trpp.R131WQ5T6V5protein_codingdeleterious(0.01)benign(0.003)TCGA-CA-6717-01Colorectumcolon adenocarcinomaMale<65I/IIChemotherapyoxaliplatinCR
C9orf64SNVMissense_Mutationc.118G>Ap.Ala40Thrp.A40TQ5T6V5protein_codingtolerated(0.45)benign(0)TCGA-G4-6588-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
C9orf64SNVMissense_Mutationc.736N>Ap.Leu246Ilep.L246IQ5T6V5protein_codingdeleterious(0)probably_damaging(0.998)TCGA-F5-6814-01Colorectumrectum adenocarcinomaMale<65I/IIUnknownUnknownSD
C9orf64SNVMissense_Mutationrs757632690c.623N>Ap.Arg208Glnp.R208QQ5T6V5protein_codingdeleterious(0)probably_damaging(0.998)TCGA-A5-A0G2-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVUnknownUnknownSD
C9orf64SNVMissense_Mutationnovelc.607N>Ap.Val203Ilep.V203IQ5T6V5protein_codingtolerated(0.48)benign(0.007)TCGA-A5-A1OF-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
C9orf64SNVMissense_Mutationrs751832233c.868N>Tp.Arg290Trpp.R290WQ5T6V5protein_codingtolerated(0.13)probably_damaging(0.96)TCGA-AJ-A8CT-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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