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: PLAGL2

Gene summary for PLAGL2

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

PLAGL2

Gene ID

5326

Gene namePLAG1 like zinc finger 2
Gene AliasZNF900
Cytomap20q11.21
Gene Typeprotein-coding
GO ID

GO:0006139

UniProtAcc

Q9UPG8


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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
5326PLAGL2LZE24THumanEsophagusESCC1.54e-185.16e-010.0596
5326PLAGL2P1T-EHumanEsophagusESCC1.64e-021.67e-010.0875
5326PLAGL2P2T-EHumanEsophagusESCC2.04e-132.57e-010.1177
5326PLAGL2P4T-EHumanEsophagusESCC1.85e-082.72e-010.1323
5326PLAGL2P5T-EHumanEsophagusESCC5.08e-111.87e-010.1327
5326PLAGL2P8T-EHumanEsophagusESCC7.38e-246.21e-010.0889
5326PLAGL2P9T-EHumanEsophagusESCC3.90e-021.20e-010.1131
5326PLAGL2P10T-EHumanEsophagusESCC5.06e-182.54e-010.116
5326PLAGL2P11T-EHumanEsophagusESCC3.69e-021.81e-010.1426
5326PLAGL2P12T-EHumanEsophagusESCC4.14e-203.90e-010.1122
5326PLAGL2P15T-EHumanEsophagusESCC5.26e-182.90e-010.1149
5326PLAGL2P16T-EHumanEsophagusESCC1.93e-171.79e-010.1153
5326PLAGL2P20T-EHumanEsophagusESCC2.07e-061.71e-010.1124
5326PLAGL2P21T-EHumanEsophagusESCC3.76e-142.94e-010.1617
5326PLAGL2P22T-EHumanEsophagusESCC5.55e-101.05e-010.1236
5326PLAGL2P23T-EHumanEsophagusESCC4.97e-143.63e-010.108
5326PLAGL2P24T-EHumanEsophagusESCC8.90e-067.03e-020.1287
5326PLAGL2P26T-EHumanEsophagusESCC8.03e-325.84e-010.1276
5326PLAGL2P27T-EHumanEsophagusESCC1.88e-141.64e-010.1055
5326PLAGL2P28T-EHumanEsophagusESCC6.61e-357.55e-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
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:0097193111EsophagusESCCintrinsic apoptotic signaling pathway222/8552288/187235.87e-282.02e-25222
GO:2001233111EsophagusESCCregulation of apoptotic signaling pathway256/8552356/187234.11e-241.04e-21256
GO:2001242111EsophagusESCCregulation of intrinsic apoptotic signaling pathway128/8552164/187231.75e-171.50e-15128
GO:2001235110EsophagusESCCpositive regulation of apoptotic signaling pathway92/8552126/187233.91e-101.05e-0892
GO:00097919EsophagusESCCpost-embryonic development56/855280/187239.08e-068.71e-0556
GO:200124417EsophagusESCCpositive regulation of intrinsic apoptotic signaling pathway43/855258/187239.86e-069.37e-0543
GO:200123320Oral cavityOSCCregulation of apoptotic signaling pathway242/7305356/187236.66e-293.24e-26242
GO:009719320Oral cavityOSCCintrinsic apoptotic signaling pathway202/7305288/187234.64e-271.73e-24202
GO:200124220Oral cavityOSCCregulation of intrinsic apoptotic signaling pathway123/7305164/187235.71e-219.77e-19123
GO:200123510Oral cavityOSCCpositive regulation of apoptotic signaling pathway92/7305126/187238.45e-155.19e-1392
GO:20012449Oral cavityOSCCpositive regulation of intrinsic apoptotic signaling pathway44/730558/187231.22e-082.48e-0744
GO:00097918Oral cavityOSCCpost-embryonic development51/730580/187236.43e-067.13e-0551
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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
PLAGL2TREGBreastDCISMMD,GPR132,ERCC6L2, etc.1.84e-01The 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.
PLAGL2CAFBreastPrecancerRNMTL1,TAB3,EPG5, etc.2.28e-01The 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.
PLAGL2TREGEndometriumAEHDMAP1,PTP4A3,B3GALT6, etc.1.55e-01The 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.
PLAGL2TREGEndometriumEECDMAP1,PTP4A3,B3GALT6, etc.1.41e-01The 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.
PLAGL2CLUBLungAAHS100P,SCUBE3,GSTT2B, etc.3.33e-01The 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.
PLAGL2CLUBLungADJS100P,SCUBE3,GSTT2B, etc.3.70e-01The 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.
PLAGL2CLUBLungAISS100P,SCUBE3,GSTT2B, etc.7.33e-02The 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.
PLAGL2AT2LungMIACS100P,SCUBE3,GSTT2B, etc.2.85e-01The 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.
PLAGL2CLUBLungMIACS100P,SCUBE3,GSTT2B, etc.9.60e-02The 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.
PLAGL2INMONLungAISAPOBEC3A,EMP2,TIMP1, etc.9.21e-02The 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.
∗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
PLAGL2SNVMissense_Mutationc.1087C>Gp.Leu363Valp.L363VQ9UPG8protein_codingtolerated(0.16)probably_damaging(0.952)TCGA-A2-A0EY-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinSD
PLAGL2SNVMissense_Mutationnovelc.1160C>Ap.Ala387Aspp.A387DQ9UPG8protein_codingtolerated(0.63)benign(0.122)TCGA-C8-A274-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapytamoxiphenSD
PLAGL2SNVMissense_Mutationc.811N>Ap.Glu271Lysp.E271KQ9UPG8protein_codingdeleterious(0.01)probably_damaging(0.993)TCGA-FU-A23L-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
PLAGL2SNVMissense_Mutationc.190N>Cp.Glu64Glnp.E64QQ9UPG8protein_codingdeleterious(0.01)benign(0.284)TCGA-DM-A28F-01Colorectumcolon adenocarcinomaMale>=65III/IVUnknownUnknownSD
PLAGL2SNVMissense_Mutationrs760161049c.1063N>Tp.Pro355Serp.P355SQ9UPG8protein_codingtolerated(0.7)benign(0.227)TCGA-F4-6461-01Colorectumcolon adenocarcinomaFemale<65III/IVUnknownUnknownPD
PLAGL2SNVMissense_Mutationrs745622775c.923N>Tp.Thr308Metp.T308MQ9UPG8protein_codingtolerated(0.09)benign(0.39)TCGA-A5-A0G2-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVUnknownUnknownSD
PLAGL2SNVMissense_Mutationnovelc.54N>Tp.Glu18Aspp.E18DQ9UPG8protein_codingtolerated_low_confidence(0.51)benign(0.161)TCGA-A5-A0G2-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVUnknownUnknownSD
PLAGL2SNVMissense_Mutationc.1306N>Tp.Gly436Cysp.G436CQ9UPG8protein_codingdeleterious(0.01)possibly_damaging(0.907)TCGA-AP-A0LM-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVChemotherapycisplatinSD
PLAGL2SNVMissense_Mutationrs781462741c.1123N>Ap.Ala375Thrp.A375TQ9UPG8protein_codingtolerated(0.6)benign(0.012)TCGA-AP-A0LM-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVChemotherapycisplatinSD
PLAGL2SNVMissense_Mutationrs145582553c.1468C>Tp.Arg490Cysp.R490CQ9UPG8protein_codingdeleterious(0)probably_damaging(0.991)TCGA-AX-A05Y-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownPD
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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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