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: C2orf54

Gene summary for C2ORF54

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

C2orf54

Gene ID

79919

Gene namemab-21 like 4
Gene AliasC2orf54
Cytomap2q37.3
Gene Typeprotein-coding
GO ID

NA

UniProtAcc

B3KU29


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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
79919C2orf54HCC1HumanLiverHCC7.46e-057.67e-010.5336
79919C2orf54HCC2HumanLiverHCC9.67e-051.65e+000.5341
79919C2orf54S015HumanLiverHCC2.78e-073.27e-010.2375
79919C2orf54S016HumanLiverHCC6.41e-031.76e-010.2243
79919C2orf54S027HumanLiverHCC1.03e-032.01e-010.2446
79919C2orf54S028HumanLiverHCC1.77e-051.40e-010.2503
79919C2orf54C38HumanOral cavityOSCC1.95e-045.54e-010.172
79919C2orf54C43HumanOral cavityOSCC2.27e-164.86e-010.1704
79919C2orf54C46HumanOral cavityOSCC1.48e-143.98e-010.1673
79919C2orf54C57HumanOral cavityOSCC2.61e-126.55e-010.1679
79919C2orf54LN38HumanOral cavityOSCC1.68e-037.23e-010.168
79919C2orf54LN46HumanOral cavityOSCC2.89e-107.01e-010.1666
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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
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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
C2orf54SNVMissense_Mutationrs200698547c.268N>Ap.Glu90Lysp.E90KQ08AI8protein_codingdeleterious(0.01)benign(0.284)TCGA-AC-A5XS-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyfemaraSD
C2orf54SNVMissense_Mutationnovelc.1286T>Cp.Ile429Thrp.I429TQ08AI8protein_codingtolerated(0.31)benign(0.185)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
C2orf54SNVMissense_Mutationc.539N>Cp.Arg180Thrp.R180TQ08AI8protein_codingtolerated(0.06)benign(0.042)TCGA-BI-A20A-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
C2orf54SNVMissense_Mutationnovelc.598N>Tp.His200Tyrp.H200YQ08AI8protein_codingdeleterious(0)benign(0.224)TCGA-C5-A8XJ-01Cervixcervical & endocervical cancerFemale>=65I/IIChemotherapycisplatinSD
C2orf54SNVMissense_Mutationc.1328N>Cp.Gly443Alap.G443AQ08AI8protein_codingtolerated(1)benign(0.015)TCGA-A6-6138-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownSD
C2orf54SNVMissense_Mutationc.65N>Cp.Leu22Prop.L22PQ08AI8protein_codingdeleterious(0.01)probably_damaging(0.946)TCGA-AD-6889-01Colorectumcolon adenocarcinomaMale>=65I/IIChemotherapyxelodaPD
C2orf54SNVMissense_Mutationrs368882820c.610N>Ap.Val204Metp.V204MQ08AI8protein_codingtolerated(0.06)possibly_damaging(0.894)TCGA-A5-A0G1-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
C2orf54SNVMissense_Mutationc.595N>Gp.Phe199Valp.F199VQ08AI8protein_codingtolerated(0.11)probably_damaging(0.995)TCGA-AX-A05Z-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVChemotherapyadriamycinSD
C2orf54SNVMissense_Mutationrs781071945c.148G>Ap.Val50Metp.V50MQ08AI8protein_codingdeleterious(0)possibly_damaging(0.886)TCGA-AX-A2HD-01Endometriumuterine corpus endometrioid carcinomaFemale>=65III/IVUnknownUnknownSD
C2orf54SNVMissense_Mutationrs371171789c.211G>Ap.Ala71Thrp.A71TQ08AI8protein_codingtolerated(0.17)benign(0.013)TCGA-B5-A1MR-01Endometriumuterine corpus endometrioid carcinomaFemale>=65III/IVUnknownUnknownSD
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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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