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: CEP112

Gene summary for CEP112

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

CEP112

Gene ID

201134

Gene namecentrosomal protein 112
Gene AliasCCDC46
Cytomap17q24.1
Gene Typeprotein-coding
GO ID

GO:0008150

UniProtAcc

Q8N8E3


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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
201134CEP112HCC1_MengHumanLiverHCC8.11e-05-5.17e-020.0246
201134CEP112HCC2HumanLiverHCC1.51e-033.14e+000.5341
201134CEP112S014HumanLiverHCC1.43e-107.49e-010.2254
201134CEP112S015HumanLiverHCC3.79e-043.59e-010.2375
201134CEP112S016HumanLiverHCC7.81e-241.13e+000.2243
201134CEP112RNA-P23T2-P23T2-4HumanLungMIAC4.26e-028.01e-01-0.0272
201134CEP112RNA-P25T1-P25T1-1HumanLungAIS1.03e-188.47e-01-0.2116
201134CEP112RNA-P25T1-P25T1-2HumanLungAIS2.67e-046.43e-01-0.1941
201134CEP112RNA-P25T1-P25T1-3HumanLungAIS2.72e-128.21e-01-0.2107
201134CEP112RNA-P25T1-P25T1-4HumanLungAIS2.07e-096.18e-01-0.2119
201134CEP112RNA-P3T-P3T-1HumanLungIAC1.59e-055.90e-010.1829
201134CEP112RNA-P3T-P3T-2HumanLungIAC1.51e-024.38e-010.1835
201134CEP112RNA-P3T-P3T-4HumanLungIAC2.21e-034.00e-010.1859
201134CEP112RNA-P6T2-P6T2-1HumanLungIAC6.39e-308.39e-01-0.0166
201134CEP112RNA-P6T2-P6T2-2HumanLungIAC1.18e-318.68e-01-0.0132
201134CEP112RNA-P6T2-P6T2-3HumanLungIAC1.04e-338.25e-01-0.013
201134CEP112RNA-P6T2-P6T2-4HumanLungIAC1.52e-318.67e-01-0.0121
201134CEP112RNA-P7T1-P7T1-1HumanLungAIS1.92e-044.93e-01-0.0961
201134CEP112RNA-P7T1-P7T1-2HumanLungAIS1.42e-086.59e-01-0.0876
201134CEP112RNA-P7T1-P7T1-3HumanLungAIS9.26e-076.25e-01-0.0822
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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
LungThe 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.AAH: Atypical adenomatous hyperplasia
AIS: Adenocarcinoma in situ
IAC: Invasive lung adenocarcinoma
MIA: Minimally invasive adenocarcinoma
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:00315031LiverHCCprotein-containing complex localization129/7958220/187239.38e-071.42e-05129
GO:00315032LungIACprotein-containing complex localization42/2061220/187232.60e-044.32e-0342
GO:003150311LungAISprotein-containing complex localization39/1849220/187232.24e-044.51e-0339
GO:00315037ThyroidPTCprotein-containing complex localization107/5968220/187231.47e-072.82e-06107
GO:003150316ThyroidATCprotein-containing complex localization108/6293220/187231.33e-061.69e-05108
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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
CEP112SNVMissense_Mutationnovelc.2309N>Gp.Val770Glyp.V770GQ8N8E3protein_codingdeleterious(0)benign(0.264)TCGA-A2-A0T2-01Breastbreast invasive carcinomaFemale>=65III/IVChemotherapyxelodaPD
CEP112SNVMissense_Mutationnovelc.2309T>Gp.Val770Glyp.V770GQ8N8E3protein_codingdeleterious(0)benign(0.264)TCGA-A8-A07G-01Breastbreast invasive carcinomaFemale>=65I/IIChemotherapy5-fluorouracilCR
CEP112SNVMissense_Mutationc.1453N>Cp.Asp485Hisp.D485HQ8N8E3protein_codingdeleterious(0)possibly_damaging(0.673)TCGA-A8-A08R-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
CEP112SNVMissense_Mutationc.721N>Gp.Ser241Glyp.S241GQ8N8E3protein_codingtolerated(0.09)benign(0)TCGA-A8-A094-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
CEP112SNVMissense_Mutationrs374657590c.2164N>Tp.Val722Phep.V722FQ8N8E3protein_codingdeleterious(0.01)possibly_damaging(0.595)TCGA-A8-A0AD-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapytamoxiphenSD
CEP112SNVMissense_Mutationc.229N>Ap.Gly77Serp.G77SQ8N8E3protein_codingtolerated(0.09)possibly_damaging(0.713)TCGA-AC-A2FB-01Breastbreast invasive carcinomaFemale>=65I/IIChemotherapytaxotereCR
CEP112SNVMissense_Mutationnovelc.1845N>Tp.Glu615Aspp.E615DQ8N8E3protein_codingdeleterious(0.04)probably_damaging(0.996)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
CEP112SNVMissense_Mutationc.1171N>Tp.Arg391Cysp.R391CQ8N8E3protein_codingdeleterious(0.01)probably_damaging(0.999)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
CEP112SNVMissense_Mutationnovelc.653N>Ap.Pro218Hisp.P218HQ8N8E3protein_codingdeleterious(0)probably_damaging(0.999)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
CEP112SNVMissense_Mutationc.1324N>Cp.Glu442Glnp.E442QQ8N8E3protein_codingdeleterious(0.04)probably_damaging(0.975)TCGA-BH-A18U-01Breastbreast invasive 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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