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: C14orf80

Gene summary for C14ORF80

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

C14orf80

Gene ID

283643

Gene nametubulin epsilon and delta complex 1
Gene AliasC14orf80
Cytomap14q32.33
Gene Typeprotein-coding
GO ID

GO:0007154

UniProtAcc

Q86SX3


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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
283643C14orf80P1T-EHumanEsophagusESCC2.44e-062.58e-010.0875
283643C14orf80P2T-EHumanEsophagusESCC9.35e-102.19e-010.1177
283643C14orf80P4T-EHumanEsophagusESCC2.45e-123.67e-010.1323
283643C14orf80P5T-EHumanEsophagusESCC1.00e-244.73e-010.1327
283643C14orf80P8T-EHumanEsophagusESCC2.02e-061.29e-010.0889
283643C14orf80P9T-EHumanEsophagusESCC2.30e-029.22e-020.1131
283643C14orf80P10T-EHumanEsophagusESCC9.53e-091.71e-010.116
283643C14orf80P11T-EHumanEsophagusESCC2.46e-021.45e-010.1426
283643C14orf80P15T-EHumanEsophagusESCC7.07e-102.34e-010.1149
283643C14orf80P16T-EHumanEsophagusESCC1.42e-041.53e-010.1153
283643C14orf80P17T-EHumanEsophagusESCC3.47e-145.33e-010.1278
283643C14orf80P19T-EHumanEsophagusESCC6.53e-042.48e-010.1662
283643C14orf80P21T-EHumanEsophagusESCC1.88e-112.22e-010.1617
283643C14orf80P23T-EHumanEsophagusESCC4.42e-051.47e-010.108
283643C14orf80P24T-EHumanEsophagusESCC1.97e-102.37e-010.1287
283643C14orf80P26T-EHumanEsophagusESCC3.75e-031.16e-010.1276
283643C14orf80P27T-EHumanEsophagusESCC9.20e-061.88e-010.1055
283643C14orf80P28T-EHumanEsophagusESCC6.56e-153.08e-010.1149
283643C14orf80P31T-EHumanEsophagusESCC1.30e-153.66e-010.1251
283643C14orf80P32T-EHumanEsophagusESCC7.28e-265.29e-010.1666
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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
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
SkinThe 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.AK: Actinic keratosis
cSCC: Cutaneous squamous cell carcinoma
SCCIS:squamous cell carcinoma in situ
∗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
C14orf80SNVMissense_Mutationrs782643867c.1094N>Gp.Val365Glyp.V365GQ86SX3protein_codingdeleterious(0)probably_damaging(0.998)TCGA-AR-A1AO-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinSD
C14orf80SNVMissense_Mutationc.358N>Gp.Arg120Glyp.R120GQ86SX3protein_codingdeleterious(0.05)benign(0.321)TCGA-BH-A18L-01Breastbreast invasive carcinomaFemale<65III/IVUnknownUnknownSD
C14orf80SNVMissense_Mutationc.638C>Tp.Ser213Phep.S213FQ86SX3protein_codingdeleterious(0)probably_damaging(0.996)TCGA-C8-A278-01Breastbreast invasive carcinomaFemale<65III/IVHormone TherapytamoxiphenSD
C14orf80SNVMissense_Mutationnovelc.845N>Gp.Pro282Argp.P282RQ86SX3protein_codingtolerated(0.07)possibly_damaging(0.885)TCGA-UU-A93S-01Breastbreast invasive carcinomaFemale<65III/IVUnknownUnknownPD
C14orf80SNVMissense_Mutationrs782021817c.989C>Tp.Ala330Valp.A330VQ86SX3protein_codingtolerated(0.34)benign(0)TCGA-AA-3492-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
C14orf80SNVMissense_Mutationc.1058G>Ap.Gly353Aspp.G353DQ86SX3protein_codingtolerated(0.33)benign(0.116)TCGA-AA-A01P-01Colorectumcolon adenocarcinomaFemale>=65III/IVUnknownUnknownPD
C14orf80SNVMissense_Mutationrs587683388c.322C>Tp.Arg108Trpp.R108WQ86SX3protein_codingdeleterious(0)probably_damaging(0.999)TCGA-AZ-6601-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownPD
C14orf80SNVMissense_Mutationnovelc.650N>Ap.Ala217Glup.A217EQ86SX3protein_codingdeleterious(0)possibly_damaging(0.461)TCGA-CA-6715-01Colorectumcolon adenocarcinomaMale<65III/IVChemotherapyoxaliplatinCR
C14orf80SNVMissense_Mutationrs782038842c.881N>Ap.Arg294Glnp.R294QQ86SX3protein_codingtolerated(0.35)benign(0.009)TCGA-CK-5916-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownPD
C14orf80SNVMissense_Mutationrs143331574c.692N>Ap.Arg231Glnp.R231QQ86SX3protein_codingtolerated(1)benign(0.001)TCGA-AX-A1C9-01Endometriumuterine 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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