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: C12orf54

Gene summary for C12ORF54

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

C12orf54

Gene ID

121273

Gene namechromosome 12 open reading frame 54
Gene AliasHSD-29
Cytomap12q13.11
Gene Typeprotein-coding
GO ID

NA

UniProtAcc

A0A024R0Z1


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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
121273C12orf54C04HumanOral cavityOSCC2.97e-116.88e-010.2633
121273C12orf54C21HumanOral cavityOSCC9.13e-276.86e-010.2678
121273C12orf54C30HumanOral cavityOSCC9.31e-074.06e-010.3055
121273C12orf54C43HumanOral cavityOSCC6.05e-061.95e-010.1704
121273C12orf54C46HumanOral cavityOSCC4.45e-122.72e-010.1673
121273C12orf54C51HumanOral cavityOSCC1.03e-064.06e-010.2674
121273C12orf54C57HumanOral cavityOSCC4.50e-062.60e-010.1679
121273C12orf54C06HumanOral cavityOSCC6.48e-033.90e-010.2699
121273C12orf54LN22HumanOral cavityOSCC8.32e-137.99e-010.1733
121273C12orf54LN46HumanOral cavityOSCC2.71e-042.23e-010.1666
121273C12orf54LP15HumanOral cavityLP2.33e-067.28e-010.2174
121273C12orf54SYSMH1HumanOral cavityOSCC4.33e-071.64e-010.1127
121273C12orf54SYSMH2HumanOral cavityOSCC6.13e-041.25e-010.2326
121273C12orf54SYSMH3HumanOral cavityOSCC1.49e-051.92e-010.2442
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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
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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
C12orf54SNVMissense_Mutationrs755348383c.198G>Cp.Met66Ilep.M66IQ6X4T0protein_codingtolerated(0.08)probably_damaging(0.996)TCGA-AN-A0XW-01Breastbreast invasive carcinomaFemale<65III/IVUnknownUnknownSD
C12orf54SNVMissense_Mutationnovelc.59N>Gp.Gln20Argp.Q20RQ6X4T0protein_codingtolerated(0.16)benign(0.106)TCGA-VS-A8EC-01Cervixcervical & endocervical cancerFemale<65III/IVChemotherapycarboplatinCR
C12orf54SNVMissense_Mutationc.134N>Tp.Gln45Leup.Q45LQ6X4T0protein_codingdeleterious(0)probably_damaging(0.948)TCGA-AA-3678-01Colorectumcolon adenocarcinomaFemale<65III/IVChemotherapyfolinicCR
C12orf54SNVMissense_Mutationnovelc.214N>Gp.Thr72Alap.T72AQ6X4T0protein_codingtolerated(0.1)benign(0.077)TCGA-AA-3984-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
C12orf54SNVMissense_Mutationc.280N>Gp.Leu94Valp.L94VQ6X4T0protein_codingtolerated(0.38)benign(0.112)TCGA-AG-3892-01Colorectumrectum adenocarcinomaFemale<65I/IIUnknownUnknownSD
C12orf54SNVMissense_Mutationc.323N>Ap.Gly108Aspp.G108DQ6X4T0protein_codingtolerated(0.28)benign(0.025)TCGA-AX-A0J0-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
C12orf54SNVMissense_Mutationnovelc.254N>Ap.Pro85Hisp.P85HQ6X4T0protein_codingtolerated(0.06)possibly_damaging(0.646)TCGA-AX-A1CE-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnspecificPaclitaxelSD
C12orf54SNVMissense_Mutationc.248N>Cp.Ile83Thrp.I83TQ6X4T0protein_codingtolerated(0.29)benign(0)TCGA-D1-A174-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
C12orf54SNVMissense_Mutationnovelc.349C>Tp.Leu117Phep.L117FQ6X4T0protein_codingtolerated(0.57)benign(0.007)TCGA-EO-A3B0-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVUnknownUnknownSD
C12orf54SNVMissense_Mutationnovelc.27N>Tp.Gln9Hisp.Q9HQ6X4T0protein_codingdeleterious_low_confidence(0)benign(0.106)TCGA-FI-A2EY-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVChemotherapycarboplatinumPD
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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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