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: C12orf4

Gene summary for C12ORF4

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

C12orf4

Gene ID

57102

Gene namechromosome 12 open reading frame 4
Gene AliasC12orf4
Cytomap12p13.32
Gene Typeprotein-coding
GO ID

GO:0001775

UniProtAcc

Q9NQ89


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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
57102C12orf4C21HumanOral cavityOSCC5.73e-063.29e-010.2678
57102C12orf4C30HumanOral cavityOSCC1.51e-106.81e-010.3055
57102C12orf4C43HumanOral cavityOSCC2.16e-071.08e-010.1704
57102C12orf4C46HumanOral cavityOSCC4.67e-029.29e-020.1673
57102C12orf4C06HumanOral cavityOSCC7.06e-081.38e+000.2699
57102C12orf4C08HumanOral cavityOSCC8.84e-091.71e-010.1919
57102C12orf4SYSMH2HumanOral cavityOSCC5.55e-041.36e-010.2326
57102C12orf4SYSMH3HumanOral cavityOSCC3.98e-071.66e-010.2442
57102C12orf4SYSMH5HumanOral cavityOSCC2.87e-027.41e-020.0647
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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:001605517EsophagusESCCWnt signaling pathway268/8552444/187232.32e-106.58e-09268
GO:019873817EsophagusESCCcell-cell signaling by wnt269/8552446/187232.41e-106.79e-09269
GO:003011117EsophagusESCCregulation of Wnt signaling pathway194/8552328/187235.39e-077.14e-06194
GO:00301788EsophagusESCCnegative regulation of Wnt signaling pathway97/8552170/187231.81e-038.31e-0397
GO:001605511LiverCirrhoticWnt signaling pathway150/4634444/187239.75e-061.42e-04150
GO:019873811LiverCirrhoticcell-cell signaling by wnt150/4634446/187231.28e-051.80e-04150
GO:003011111LiverCirrhoticregulation of Wnt signaling pathway112/4634328/187237.57e-058.40e-04112
GO:019873821LiverHCCcell-cell signaling by wnt247/7958446/187232.11e-084.96e-07247
GO:001605521LiverHCCWnt signaling pathway245/7958444/187233.68e-088.09e-07245
GO:003011121LiverHCCregulation of Wnt signaling pathway180/7958328/187233.62e-064.72e-05180
GO:005165610Oral cavityOSCCestablishment of organelle localization239/7305390/187232.46e-193.31e-17239
GO:001605510Oral cavityOSCCWnt signaling pathway227/7305444/187231.10e-071.87e-06227
GO:019873810Oral cavityOSCCcell-cell signaling by wnt227/7305446/187231.75e-072.86e-06227
GO:003011110Oral cavityOSCCregulation of Wnt signaling pathway165/7305328/187231.87e-051.80e-04165
GO:00024441Oral cavityOSCCmyeloid leukocyte mediated immunity50/730599/187231.31e-024.34e-0250
GO:001605515Oral cavityLPWnt signaling pathway140/4623444/187235.80e-045.35e-03140
GO:019873815Oral cavityLPcell-cell signaling by wnt140/4623446/187237.12e-046.38e-03140
GO:003011115Oral cavityLPregulation of Wnt signaling pathway103/4623328/187233.29e-032.21e-02103
GO:0016055110ThyroidPTCWnt signaling pathway217/5968444/187233.71e-142.30e-12217
GO:0198738110ThyroidPTCcell-cell signaling by wnt217/5968446/187236.68e-143.73e-12217
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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
C12orf4SNVMissense_Mutationc.1382N>Tp.Cys461Phep.C461FQ9NQ89protein_codingtolerated(0.23)probably_damaging(0.915)TCGA-BH-A0HF-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyarimidexSD
C12orf4SNVMissense_Mutationrs146419518c.1622N>Ap.Arg541Glnp.R541QQ9NQ89protein_codingdeleterious(0)probably_damaging(0.999)TCGA-E9-A249-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycyclophosphamideSD
C12orf4SNVMissense_Mutationrs752707533c.725N>Cp.Leu242Prop.L242PQ9NQ89protein_codingdeleterious(0.01)benign(0.099)TCGA-EA-A410-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
C12orf4SNVMissense_Mutationrs532268400c.1004G>Ap.Arg335Glnp.R335QQ9NQ89protein_codingdeleterious(0.01)probably_damaging(0.954)TCGA-FU-A3HZ-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
C12orf4SNVMissense_Mutationnovelc.413C>Gp.Ser138Cysp.S138CQ9NQ89protein_codingdeleterious(0.04)possibly_damaging(0.815)TCGA-VS-A8EI-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
C12orf4insertionIn_Frame_Insnovelc.1135_1136insAGCp.Gln378dupp.Q378dupQ9NQ89protein_codingTCGA-C5-A2LZ-01Cervixcervical & endocervical cancerFemale>=65III/IVUnknownUnknownPD
C12orf4insertionFrame_Shift_Insnovelc.1333_1334insACp.Ala445AspfsTer25p.A445Dfs*25Q9NQ89protein_codingTCGA-DS-A1OD-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinSD
C12orf4insertionFrame_Shift_Insnovelc.619_620insTAAACATTACTAACp.Lys207IlefsTer11p.K207Ifs*11Q9NQ89protein_codingTCGA-DS-A1OD-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinSD
C12orf4SNVMissense_Mutationrs774878836c.136N>Tp.Arg46Cysp.R46CQ9NQ89protein_codingdeleterious(0.04)probably_damaging(0.998)TCGA-AA-3506-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
C12orf4SNVMissense_Mutationc.871N>Ap.Leu291Metp.L291MQ9NQ89protein_codingtolerated(0.31)benign(0.015)TCGA-AA-3864-01Colorectumcolon adenocarcinomaMale>=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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