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: CETN2

Gene summary for CETN2

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

CETN2

Gene ID

1069

Gene namecentrin 2
Gene AliasCALT
CytomapXq28
Gene Typeprotein-coding
GO ID

GO:0000003

UniProtAcc

P41208


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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
1069CETN2GSM4909282HumanBreastIDC3.24e-175.42e-01-0.0288
1069CETN2GSM4909286HumanBreastIDC7.33e-032.00e-010.1081
1069CETN2GSM4909287HumanBreastIDC1.09e-043.75e-010.2057
1069CETN2GSM4909290HumanBreastIDC5.22e-115.32e-010.2096
1069CETN2GSM4909293HumanBreastIDC2.09e-073.14e-010.1581
1069CETN2GSM4909294HumanBreastIDC2.74e-033.20e-010.2022
1069CETN2GSM4909296HumanBreastIDC4.44e-029.04e-020.1524
1069CETN2GSM4909297HumanBreastIDC7.64e-039.19e-020.1517
1069CETN2GSM4909298HumanBreastIDC8.97e-032.24e-010.1551
1069CETN2GSM4909301HumanBreastIDC1.73e-104.47e-010.1577
1069CETN2GSM4909302HumanBreastIDC1.00e-023.28e-010.1545
1069CETN2GSM4909304HumanBreastIDC3.90e-124.47e-010.1636
1069CETN2GSM4909306HumanBreastIDC1.55e-215.89e-010.1564
1069CETN2GSM4909311HumanBreastIDC1.44e-11-4.33e-020.1534
1069CETN2GSM4909316HumanBreastIDC2.22e-021.71e-010.21
1069CETN2GSM4909319HumanBreastIDC2.21e-221.97e-010.1563
1069CETN2GSM4909320HumanBreastIDC9.20e-062.67e-010.1575
1069CETN2GSM4909321HumanBreastIDC2.88e-034.64e-020.1559
1069CETN2brca2HumanBreastPrecancer1.60e-133.70e-01-0.024
1069CETN2NCCBC14HumanBreastDCIS8.75e-042.35e-010.2021
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
BreastThe 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.IDC: Invasive ductal carcinoma
DCIS: Ductal carcinoma in situ
Precancer(BRCA1-mut): Precancerous lesion from BRCA1 mutation carriers
EndometriumThe 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.AEH: Atypical endometrial hyperplasia
EEC: Endometrioid Cancer
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
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
GO:00064039BreastPrecancerRNA localization23/1080201/187231.34e-031.41e-0223
GO:000640313BreastIDCRNA localization27/1434201/187233.04e-032.60e-0227
GO:000640322BreastDCISRNA localization27/1390201/187231.97e-031.84e-0227
GO:000640314EndometriumAEHRNA localization51/2100201/187231.39e-088.98e-0751
GO:00009108EndometriumAEHcytokinesis40/2100173/187236.01e-061.49e-0440
GO:00506579EndometriumAEHnucleic acid transport37/2100163/187232.04e-054.09e-0437
GO:00506589EndometriumAEHRNA transport37/2100163/187232.04e-054.09e-0437
GO:00512369EndometriumAEHestablishment of RNA localization37/2100166/187233.13e-055.66e-0437
GO:00159319EndometriumAEHnucleobase-containing compound transport44/2100222/187231.19e-041.66e-0344
GO:00510285EndometriumAEHmRNA transport28/2100130/187234.94e-045.06e-0328
GO:00513022EndometriumAEHregulation of cell division32/2100177/187234.33e-032.86e-0232
GO:000640315EndometriumEECRNA localization53/2168201/187235.20e-093.47e-0753
GO:005065712EndometriumEECnucleic acid transport39/2168163/187237.00e-061.63e-0439
GO:005065812EndometriumEECRNA transport39/2168163/187237.00e-061.63e-0439
GO:005123612EndometriumEECestablishment of RNA localization39/2168166/187231.11e-052.33e-0439
GO:000091013EndometriumEECcytokinesis40/2168173/187231.29e-052.60e-0440
GO:001593112EndometriumEECnucleobase-containing compound transport46/2168222/187235.91e-059.13e-0446
GO:005102812EndometriumEECmRNA transport29/2168130/187233.63e-043.95e-0329
GO:005130211EndometriumEECregulation of cell division32/2168177/187236.93e-033.98e-0232
GO:0006403110EsophagusESCCRNA localization166/8552201/187231.95e-276.18e-25166
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa03420LiverCirrhoticNucleotide excision repair29/253063/84654.81e-031.74e-021.07e-0229
hsa034201LiverCirrhoticNucleotide excision repair29/253063/84654.81e-031.74e-021.07e-0229
hsa034202LiverHCCNucleotide excision repair41/402063/84653.59e-031.12e-026.22e-0341
hsa034203LiverHCCNucleotide excision repair41/402063/84653.59e-031.12e-026.22e-0341
hsa034204Oral cavityOSCCNucleotide excision repair49/370463/84653.48e-082.91e-071.48e-0749
hsa0342011Oral cavityOSCCNucleotide excision repair49/370463/84653.48e-082.91e-071.48e-0749
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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
CETN2SNVMissense_Mutationnovelc.360G>Tp.Lys120Asnp.K120NP41208protein_codingdeleterious(0.01)possibly_damaging(0.65)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
CETN2SNVMissense_Mutationc.319N>Ap.Leu107Metp.L107MP41208protein_codingtolerated(0.22)benign(0.127)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
CETN2SNVMissense_Mutationc.359N>Cp.Lys120Thrp.K120TP41208protein_codingtolerated(0.17)benign(0.056)TCGA-AP-A056-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
CETN2SNVMissense_Mutationc.376N>Ap.Leu126Metp.L126MP41208protein_codingdeleterious(0.02)probably_damaging(0.987)TCGA-AP-A0LM-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVChemotherapycisplatinSD
CETN2SNVMissense_Mutationc.195N>Tp.Lys65Asnp.K65NP41208protein_codingdeleterious(0.02)benign(0.089)TCGA-AX-A05Z-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVChemotherapyadriamycinSD
CETN2SNVMissense_Mutationc.53N>Tp.Arg18Ilep.R18IP41208protein_codingdeleterious(0.01)benign(0.058)TCGA-AX-A05Z-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVChemotherapyadriamycinSD
CETN2SNVMissense_Mutationrs782369762c.491G>Ap.Arg164Hisp.R164HP41208protein_codingtolerated(0.06)benign(0.044)TCGA-AX-A2HD-01Endometriumuterine corpus endometrioid carcinomaFemale>=65III/IVUnknownUnknownSD
CETN2SNVMissense_Mutationrs373398188c.490N>Tp.Arg164Cysp.R164CP41208protein_codingdeleterious(0.03)probably_damaging(0.941)TCGA-B5-A1MR-01Endometriumuterine corpus endometrioid carcinomaFemale>=65III/IVUnknownUnknownSD
CETN2SNVMissense_Mutationc.115N>Ap.Leu39Ilep.L39IP41208protein_codingdeleterious(0.02)possibly_damaging(0.831)TCGA-BS-A0UF-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
CETN2SNVMissense_Mutationnovelc.392N>Gp.Lys131Argp.K131RP41208protein_codingtolerated(0.31)benign(0.013)TCGA-E6-A1LX-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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