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: CEP78

Gene summary for CEP78

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

CEP78

Gene ID

84131

Gene namecentrosomal protein 78
Gene AliasC9orf81
Cytomap9q21.2
Gene Typeprotein-coding
GO ID

GO:0006996

UniProtAcc

Q5JTW2


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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
84131CEP78P28T-EHumanEsophagusESCC4.27e-203.45e-010.1149
84131CEP78P30T-EHumanEsophagusESCC3.64e-125.08e-010.137
84131CEP78P31T-EHumanEsophagusESCC4.04e-081.71e-010.1251
84131CEP78P32T-EHumanEsophagusESCC2.73e-122.61e-010.1666
84131CEP78P36T-EHumanEsophagusESCC5.79e-084.19e-010.1187
84131CEP78P37T-EHumanEsophagusESCC5.12e-082.37e-010.1371
84131CEP78P39T-EHumanEsophagusESCC4.23e-101.07e-010.0894
84131CEP78P42T-EHumanEsophagusESCC8.90e-071.97e-010.1175
84131CEP78P48T-EHumanEsophagusESCC2.89e-091.68e-010.0959
84131CEP78P52T-EHumanEsophagusESCC3.46e-163.47e-010.1555
84131CEP78P56T-EHumanEsophagusESCC2.39e-025.73e-010.1613
84131CEP78P57T-EHumanEsophagusESCC5.99e-119.73e-020.0926
84131CEP78P61T-EHumanEsophagusESCC1.05e-071.71e-010.099
84131CEP78P62T-EHumanEsophagusESCC2.18e-122.38e-010.1302
84131CEP78P74T-EHumanEsophagusESCC2.65e-105.18e-010.1479
84131CEP78P75T-EHumanEsophagusESCC1.35e-051.90e-010.1125
84131CEP78P76T-EHumanEsophagusESCC6.50e-111.86e-010.1207
84131CEP78P79T-EHumanEsophagusESCC1.90e-162.42e-010.1154
84131CEP78P80T-EHumanEsophagusESCC4.77e-103.22e-010.155
84131CEP78P82T-EHumanEsophagusESCC1.51e-032.34e-010.1072
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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
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
ThyroidThe 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.ATC: Anaplastic thyroid cancer
HT: Hashimoto's thyroiditis
PTC: Papillary thyroid cancer
∗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
CEP78SNVMissense_Mutationc.1612N>Tp.Leu538Phep.L538FQ5JTW2protein_codingdeleterious(0.01)probably_damaging(0.999)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
CEP78SNVMissense_Mutationnovelc.407N>Cp.Asp136Alap.D136AQ5JTW2protein_codingdeleterious(0)probably_damaging(0.998)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
CEP78SNVMissense_Mutationrs756662244c.1657A>Gp.Ile553Valp.I553VQ5JTW2protein_codingdeleterious(0)probably_damaging(0.978)TCGA-BH-A0HO-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycyclophosphamideSD
CEP78SNVMissense_Mutationrs756662244c.1657N>Gp.Ile553Valp.I553VQ5JTW2protein_codingdeleterious(0)probably_damaging(0.978)TCGA-BH-A0HU-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydocetaxelSD
CEP78SNVMissense_Mutationc.1744N>Ap.Glu582Lysp.E582KQ5JTW2protein_codingtolerated(0.11)possibly_damaging(0.814)TCGA-BH-A18U-01Breastbreast invasive carcinomaFemale>=65III/IVUnknownUnknownSD
CEP78SNVMissense_Mutationc.563N>Cp.Leu188Prop.L188PQ5JTW2protein_codingdeleterious(0)probably_damaging(0.925)TCGA-E2-A156-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapyarimidexSD
CEP78SNVMissense_Mutationrs756662244c.1657N>Gp.Ile553Valp.I553VQ5JTW2protein_codingdeleterious(0)probably_damaging(0.978)TCGA-EW-A1J3-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycarboplatinSD
CEP78insertionNonsense_Mutationnovelc.2159_2160insTATTCTATAAp.His721IlefsTer3p.H721Ifs*3Q5JTW2protein_codingTCGA-AR-A0U0-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
CEP78SNVMissense_Mutationrs763394651c.2027N>Tp.Ala676Valp.A676VQ5JTW2protein_codingtolerated_low_confidence(0.59)benign(0)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
CEP78SNVMissense_Mutationc.2078G>Ap.Ser693Asnp.S693NQ5JTW2protein_codingdeleterious_low_confidence(0.02)probably_damaging(0.997)TCGA-A6-2686-01Colorectumcolon adenocarcinomaFemale>=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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