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: CEP19

Gene summary for CEP19

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

CEP19

Gene ID

84984

Gene namecentrosomal protein 19
Gene AliasC3orf34
Cytomap3q29
Gene Typeprotein-coding
GO ID

GO:0000226

UniProtAcc

Q96LK0


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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
84984CEP19LZE4THumanEsophagusESCC3.78e-082.57e-010.0811
84984CEP19LZE7THumanEsophagusESCC3.90e-021.73e-010.0667
84984CEP19LZE8THumanEsophagusESCC1.10e-021.29e-010.067
84984CEP19LZE21D1HumanEsophagusHGIN2.75e-065.10e-010.0632
84984CEP19P1T-EHumanEsophagusESCC1.64e-053.78e-010.0875
84984CEP19P2T-EHumanEsophagusESCC9.74e-224.12e-010.1177
84984CEP19P4T-EHumanEsophagusESCC1.17e-153.65e-010.1323
84984CEP19P5T-EHumanEsophagusESCC1.96e-051.96e-010.1327
84984CEP19P9T-EHumanEsophagusESCC6.89e-113.04e-010.1131
84984CEP19P10T-EHumanEsophagusESCC9.56e-081.76e-010.116
84984CEP19P12T-EHumanEsophagusESCC7.90e-031.39e-010.1122
84984CEP19P15T-EHumanEsophagusESCC1.32e-062.15e-010.1149
84984CEP19P16T-EHumanEsophagusESCC4.16e-224.61e-010.1153
84984CEP19P20T-EHumanEsophagusESCC4.38e-081.92e-010.1124
84984CEP19P21T-EHumanEsophagusESCC2.03e-092.08e-010.1617
84984CEP19P22T-EHumanEsophagusESCC1.35e-234.47e-010.1236
84984CEP19P23T-EHumanEsophagusESCC7.44e-144.27e-010.108
84984CEP19P24T-EHumanEsophagusESCC1.88e-041.05e-010.1287
84984CEP19P26T-EHumanEsophagusESCC2.39e-244.50e-010.1276
84984CEP19P27T-EHumanEsophagusESCC1.97e-102.48e-010.1055
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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
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
GO:005125810CervixCCprotein polymerization70/2311297/187235.20e-083.11e-0670
GO:00467853CervixCCmicrotubule polymerization19/231183/187235.25e-033.08e-0219
GO:01400143CervixCCmitotic nuclear division50/2311287/187237.27e-033.91e-0250
GO:00482851CervixCCorganelle fission78/2311488/187239.70e-034.79e-0278
GO:0051258ColorectumADprotein polymerization112/3918297/187231.85e-112.27e-09112
GO:0071539ColorectumADprotein localization to centrosome16/391833/187233.86e-044.41e-0316
GO:0007051ColorectumADspindle organization58/3918184/187234.71e-045.20e-0358
GO:1902850ColorectumADmicrotubule cytoskeleton organization involved in mitosis48/3918147/187235.87e-046.21e-0348
GO:1905508ColorectumADprotein localization to microtubule organizing center16/391835/187238.76e-048.51e-0316
GO:0090307ColorectumADmitotic spindle assembly25/391865/187239.12e-048.71e-0325
GO:0007052ColorectumADmitotic spindle organization40/3918120/187231.03e-039.61e-0340
GO:0051225ColorectumADspindle assembly37/3918117/187234.32e-032.96e-0237
GO:0140014ColorectumADmitotic nuclear division78/3918287/187236.48e-034.05e-0278
GO:00512582ColorectumMSSprotein polymerization97/3467297/187232.98e-092.07e-0797
GO:00715391ColorectumMSSprotein localization to centrosome16/346733/187238.66e-051.40e-0316
GO:19055081ColorectumMSSprotein localization to microtubule organizing center16/346735/187232.07e-042.89e-0316
GO:00070511ColorectumMSSspindle organization53/3467184/187234.23e-045.19e-0353
GO:19028501ColorectumMSSmicrotubule cytoskeleton organization involved in mitosis44/3467147/187235.17e-045.98e-0344
GO:00070521ColorectumMSSmitotic spindle organization36/3467120/187231.52e-031.39e-0236
GO:00903071ColorectumMSSmitotic spindle assembly22/346765/187232.33e-031.90e-0222
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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
CEP19SNVMissense_Mutationc.264N>Cp.Gln88Hisp.Q88HQ96LK0protein_codingtolerated(0.55)benign(0.055)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
CEP19SNVMissense_Mutationc.470G>Tp.Cys157Phep.C157FQ96LK0protein_codingdeleterious(0)probably_damaging(0.976)TCGA-E9-A1NF-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinPD
CEP19SNVMissense_Mutationrs201883289c.245G>Cp.Arg82Prop.R82PQ96LK0protein_codingdeleterious(0.01)possibly_damaging(0.737)TCGA-IR-A3LB-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinPD
CEP19SNVMissense_Mutationnovelc.122N>Ap.Arg41Glnp.R41QQ96LK0protein_codingdeleterious(0.04)probably_damaging(0.962)TCGA-AA-3526-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownSD
CEP19SNVMissense_Mutationc.101G>Tp.Arg34Leup.R34LQ96LK0protein_codingdeleterious(0)possibly_damaging(0.87)TCGA-D5-6928-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
CEP19SNVMissense_Mutationc.418N>Ap.Phe140Ilep.F140IQ96LK0protein_codingdeleterious(0)probably_damaging(0.996)TCGA-AG-A002-01Colorectumrectum adenocarcinomaMale<65I/IIUnknownUnknownSD
CEP19SNVMissense_Mutationnovelc.44N>Tp.Arg15Metp.R15MQ96LK0protein_codingdeleterious(0.01)probably_damaging(0.976)TCGA-AJ-A5DW-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
CEP19SNVMissense_Mutationnovelc.467C>Ap.Ser156Tyrp.S156YQ96LK0protein_codingdeleterious(0)possibly_damaging(0.873)TCGA-AX-A2HC-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVChemotherapypaclitaxelPD
CEP19SNVMissense_Mutationnovelc.271G>Ap.Ala91Thrp.A91TQ96LK0protein_codingtolerated(0.53)benign(0.007)TCGA-AX-A2HC-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVChemotherapypaclitaxelPD
CEP19SNVMissense_Mutationrs374921346c.107G>Ap.Arg36Hisp.R36HQ96LK0protein_codingtolerated(0.1)possibly_damaging(0.574)TCGA-AX-A2HD-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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