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: CEP135

Gene summary for CEP135

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

CEP135

Gene ID

9662

Gene namecentrosomal protein 135
Gene AliasCEP4
Cytomap4q12
Gene Typeprotein-coding
GO ID

GO:0000226

UniProtAcc

Q66GS9


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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
9662CEP135LZE4THumanEsophagusESCC9.87e-061.27e-010.0811
9662CEP135P1T-EHumanEsophagusESCC6.35e-042.63e-010.0875
9662CEP135P2T-EHumanEsophagusESCC1.31e-285.83e-010.1177
9662CEP135P4T-EHumanEsophagusESCC4.33e-092.65e-010.1323
9662CEP135P5T-EHumanEsophagusESCC2.03e-091.76e-010.1327
9662CEP135P8T-EHumanEsophagusESCC7.31e-142.05e-010.0889
9662CEP135P9T-EHumanEsophagusESCC5.45e-037.95e-020.1131
9662CEP135P10T-EHumanEsophagusESCC9.44e-071.39e-010.116
9662CEP135P11T-EHumanEsophagusESCC1.92e-072.51e-010.1426
9662CEP135P12T-EHumanEsophagusESCC8.40e-041.11e-010.1122
9662CEP135P15T-EHumanEsophagusESCC5.81e-061.32e-010.1149
9662CEP135P16T-EHumanEsophagusESCC5.79e-162.19e-010.1153
9662CEP135P17T-EHumanEsophagusESCC4.85e-021.09e-010.1278
9662CEP135P20T-EHumanEsophagusESCC4.08e-061.06e-010.1124
9662CEP135P21T-EHumanEsophagusESCC3.28e-143.11e-010.1617
9662CEP135P22T-EHumanEsophagusESCC4.40e-091.75e-010.1236
9662CEP135P24T-EHumanEsophagusESCC2.31e-031.22e-010.1287
9662CEP135P26T-EHumanEsophagusESCC4.41e-071.87e-010.1276
9662CEP135P27T-EHumanEsophagusESCC9.44e-071.36e-010.1055
9662CEP135P28T-EHumanEsophagusESCC1.00e-244.50e-010.1149
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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
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
GO:1904951111EsophagusESCCpositive regulation of establishment of protein localization216/8552319/187231.01e-156.86e-14216
GO:190211514EsophagusESCCregulation of organelle assembly116/8552186/187233.15e-063.53e-05116
GO:00070982EsophagusESCCcentrosome cycle85/8552130/187234.41e-064.69e-0585
GO:00310233EsophagusESCCmicrotubule organizing center organization92/8552143/187235.04e-065.31e-0592
GO:003134616EsophagusESCCpositive regulation of cell projection organization201/8552353/187231.19e-051.11e-04201
GO:006049118EsophagusESCCregulation of cell projection assembly110/8552188/187232.60e-041.58e-03110
GO:012003218EsophagusESCCregulation of plasma membrane bounded cell projection assembly108/8552186/187234.37e-042.46e-03108
GO:01200347EsophagusESCCpositive regulation of plasma membrane bounded cell projection assembly64/8552105/187231.15e-035.70e-0364
GO:0010457EsophagusESCCcentriole-centriole cohesion12/855214/187232.51e-031.08e-0212
GO:19055153EsophagusESCCnon-motile cilium assembly39/855261/187233.08e-031.28e-0239
GO:19021174EsophagusESCCpositive regulation of organelle assembly42/855267/187233.72e-031.52e-0242
GO:190495122LiverHCCpositive regulation of establishment of protein localization207/7958319/187233.95e-163.29e-14207
GO:003134611LiverHCCpositive regulation of cell projection organization193/7958353/187232.28e-063.08e-05193
GO:19021151LiverHCCregulation of organelle assembly110/7958186/187233.30e-064.34e-05110
GO:0031023LiverHCCmicrotubule organizing center organization82/7958143/187232.38e-041.79e-0382
GO:0007098LiverHCCcentrosome cycle75/7958130/187233.33e-042.34e-0375
GO:006049112LiverHCCregulation of cell projection assembly101/7958188/187231.20e-036.69e-03101
GO:012003212LiverHCCregulation of plasma membrane bounded cell projection assembly100/7958186/187231.23e-036.81e-03100
GO:1902117LiverHCCpositive regulation of organelle assembly41/795867/187231.55e-038.20e-0341
GO:01200344LiverHCCpositive regulation of plasma membrane bounded cell projection assembly58/7958105/187235.66e-032.36e-0258
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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
CEP135SNVMissense_Mutationrs778189963c.1528N>Tp.Arg510Cysp.R510CQ66GS9protein_codingtolerated(0.33)benign(0.001)TCGA-A7-A26I-01Breastbreast invasive carcinomaFemale>=65I/IIChemotherapycytoxanSD
CEP135SNVMissense_Mutationc.1281N>Ap.Met427Ilep.M427IQ66GS9protein_codingtolerated(0.06)possibly_damaging(0.667)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
CEP135SNVMissense_Mutationc.178N>Cp.Glu60Glnp.E60QQ66GS9protein_codingdeleterious(0)benign(0.2)TCGA-AN-A0AJ-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
CEP135SNVMissense_Mutationc.1895N>Cp.Leu632Serp.L632SQ66GS9protein_codingtolerated(0.85)benign(0.001)TCGA-D8-A1XQ-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
CEP135SNVMissense_Mutationc.2831C>Gp.Ser944Cysp.S944CQ66GS9protein_codingdeleterious(0.01)possibly_damaging(0.904)TCGA-GM-A2D9-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyarimidexSD
CEP135insertionNonsense_Mutationnovelc.2203_2204insTACATTp.Glu735delinsValHisTerp.E735delinsVH*Q66GS9protein_codingTCGA-AC-A3QQ-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
CEP135SNVMissense_Mutationnovelc.782C>Tp.Ser261Phep.S261FQ66GS9protein_codingdeleterious(0)possibly_damaging(0.632)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
CEP135SNVMissense_Mutationc.908N>Gp.Ser303Cysp.S303CQ66GS9protein_codingdeleterious(0)possibly_damaging(0.605)TCGA-C5-A1BF-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinPD
CEP135SNVMissense_Mutationrs747930985c.1976C>Tp.Ser659Leup.S659LQ66GS9protein_codingtolerated(1)benign(0.124)TCGA-Q1-A73O-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
CEP135SNVMissense_Mutationrs779689049c.3343N>Tp.Arg1115Cysp.R1115CQ66GS9protein_codingdeleterious(0)probably_damaging(1)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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