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: EZH1

Gene summary for EZH1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

EZH1

Gene ID

2145

Gene nameenhancer of zeste 1 polycomb repressive complex 2 subunit
Gene AliasKMT6B
Cytomap17q21.2
Gene Typeprotein-coding
GO ID

GO:0000122

UniProtAcc

Q92800


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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
2145EZH1male-WTAHumanThyroidPTC3.93e-081.44e-010.1037
2145EZH1PTC01HumanThyroidPTC2.50e-061.43e-010.1899
2145EZH1PTC03HumanThyroidPTC8.51e-113.32e-010.1784
2145EZH1PTC04HumanThyroidPTC6.34e-223.28e-010.1927
2145EZH1PTC05HumanThyroidPTC2.24e-248.07e-010.2065
2145EZH1PTC06HumanThyroidPTC6.54e-295.82e-010.2057
2145EZH1PTC07HumanThyroidPTC5.13e-295.26e-010.2044
2145EZH1ATC09HumanThyroidATC4.54e-093.24e-010.2871
2145EZH1ATC12HumanThyroidATC1.72e-071.81e-010.34
2145EZH1ATC1HumanThyroidATC7.49e-093.51e-010.2878
2145EZH1ATC4HumanThyroidATC3.56e-092.40e-010.34
2145EZH1ATC5HumanThyroidATC1.04e-038.05e-020.34
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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:001657010ThyroidPTChistone modification235/5968463/187231.17e-171.15e-15235
GO:00182059ThyroidPTCpeptidyl-lysine modification188/5968376/187231.34e-137.09e-12188
GO:000632520ThyroidPTCchromatin organization183/5968409/187232.55e-085.70e-07183
GO:00400297ThyroidPTCregulation of gene expression, epigenetic57/5968105/187231.60e-062.25e-0557
GO:001657110ThyroidPTChistone methylation67/5968141/187237.31e-056.31e-0467
GO:000647910ThyroidPTCprotein methylation82/5968181/187231.01e-048.21e-0482
GO:000821310ThyroidPTCprotein alkylation82/5968181/187231.01e-048.21e-0482
GO:00322594ThyroidPTCmethylation146/5968364/187234.99e-043.26e-03146
GO:00063385ThyroidPTCchromatin remodeling106/5968255/187236.56e-044.13e-03106
GO:00434145ThyroidPTCmacromolecule methylation127/5968316/187231.02e-036.07e-03127
GO:0031507ThyroidPTCheterochromatin assembly22/596839/187231.32e-037.47e-0322
GO:003496810ThyroidPTChistone lysine methylation52/5968115/187231.82e-039.84e-0352
GO:00215438ThyroidPTCpallium development72/5968169/187232.09e-031.11e-0272
GO:00458142ThyroidPTCnegative regulation of gene expression, epigenetic26/596850/187232.44e-031.27e-0226
GO:00215373ThyroidPTCtelencephalon development100/5968248/187232.90e-031.44e-02100
GO:00708282ThyroidPTCheterochromatin organization24/596846/187233.34e-031.63e-0224
GO:00309007ThyroidPTCforebrain development143/5968379/187238.47e-033.56e-02143
GO:001657017ThyroidATChistone modification243/6293463/187232.23e-172.27e-15243
GO:001820516ThyroidATCpeptidyl-lysine modification193/6293376/187236.92e-133.06e-11193
GO:0006325110ThyroidATCchromatin organization189/6293409/187236.40e-081.13e-06189
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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
EZH1SNVMissense_Mutationc.1964N>Cp.Arg655Prop.R655PQ92800protein_codingdeleterious(0)probably_damaging(1)TCGA-A2-A0CW-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyanastrozoleSD
EZH1deletionFrame_Shift_Delnovelc.528delNp.Leu177TrpfsTer7p.L177Wfs*7Q92800protein_codingTCGA-D8-A27V-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapytamoxiphenSD
EZH1SNVMissense_Mutationnovelc.213N>Ap.Met71Ilep.M71IQ92800protein_codingtolerated(0.42)benign(0.065)TCGA-C5-A2LZ-01Cervixcervical & endocervical cancerFemale>=65III/IVUnknownUnknownPD
EZH1SNVMissense_Mutationc.775G>Cp.Glu259Glnp.E259QQ92800protein_codingdeleterious(0.04)probably_damaging(0.973)TCGA-EA-A50E-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownPD
EZH1SNVMissense_Mutationnovelc.459C>Ap.Asn153Lysp.N153KQ92800protein_codingdeleterious(0)probably_damaging(0.971)TCGA-EX-A1H6-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
EZH1SNVMissense_Mutationrs867021719c.172G>Ap.Glu58Lysp.E58KQ92800protein_codingtolerated(0.56)benign(0.007)TCGA-IR-A3LH-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
EZH1SNVMissense_Mutationc.1905G>Cp.Lys635Asnp.K635NQ92800protein_codingdeleterious(0)probably_damaging(0.997)TCGA-JW-A5VL-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
EZH1SNVMissense_Mutationnovelc.557N>Cp.Tyr186Serp.Y186SQ92800protein_codingtolerated(0.05)benign(0.007)TCGA-VS-A9V1-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinPD
EZH1SNVMissense_Mutationc.1794G>Tp.Lys598Asnp.K598NQ92800protein_codingtolerated(0.1)benign(0.443)TCGA-AA-3663-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownSD
EZH1SNVMissense_Mutationnovelc.2054T>Ap.Ile685Asnp.I685NQ92800protein_codingdeleterious(0)probably_damaging(0.999)TCGA-AA-3715-01Colorectumcolon adenocarcinomaMale>=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
2145EZH1METHYL TRANSFERASE, ENZYMEinhibitor249565920
2145EZH1METHYL TRANSFERASE, ENZYMEDS-3201
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