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: EZR

Gene summary for EZR

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

EZR

Gene ID

7430

Gene nameezrin
Gene AliasCVIL
Cytomap6q25.3
Gene Typeprotein-coding
GO ID

GO:0000122

UniProtAcc

P15311


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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
7430EZRGSM4909290HumanBreastIDC3.17e-022.92e-010.2096
7430EZRGSM4909293HumanBreastIDC3.45e-062.15e-010.1581
7430EZRGSM4909296HumanBreastIDC3.02e-17-4.60e-010.1524
7430EZRGSM4909297HumanBreastIDC1.50e-09-5.31e-020.1517
7430EZRGSM4909298HumanBreastIDC5.72e-031.91e-010.1551
7430EZRGSM4909311HumanBreastIDC2.51e-26-3.87e-010.1534
7430EZRGSM4909312HumanBreastIDC7.48e-05-1.68e-010.1552
7430EZRGSM4909317HumanBreastIDC6.47e-053.52e-010.1355
7430EZRGSM4909319HumanBreastIDC6.75e-29-5.10e-010.1563
7430EZRGSM4909321HumanBreastIDC6.13e-08-2.49e-010.1559
7430EZRbrca1HumanBreastPrecancer2.95e-083.75e-01-0.0338
7430EZRbrca2HumanBreastPrecancer1.57e-031.91e-01-0.024
7430EZRNCCBC14HumanBreastDCIS6.21e-174.00e-010.2021
7430EZRNCCBC5HumanBreastDCIS1.57e-11-2.03e-010.2046
7430EZRP1HumanBreastIDC3.30e-15-1.23e-010.1527
7430EZRP2HumanBreastIDC8.79e-042.67e-010.21
7430EZRDCIS2HumanBreastDCIS1.28e-496.22e-010.0085
7430EZRCA_HPV_1HumanCervixCC4.50e-03-2.16e-010.0264
7430EZRCA_HPV_3HumanCervixCC2.09e-05-2.62e-010.0414
7430EZRHSIL_HPV_1HumanCervixHSIL_HPV2.40e-06-4.56e-010.0116
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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
CervixThe 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.CC: Cervix cancer
HSIL_HPV: HPV-infected high-grade squamous intraepithelial lesions
N_HPV: HPV-infected normal cervix
Colorectum (GSE201348)The 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.FAP: Familial adenomatous polyposis
CRC: Colorectal cancer
Colorectum (HTA11)The 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.AD: Adenomas
SER: Sessile serrated lesions
MSI-H: Microsatellite-high colorectal cancer
MSS: Microsatellite stable colorectal cancer
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
GCThe 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.CAG: Chronic atrophic gastritis
CAG with IM: Chronic atrophic gastritis with intestinal metaplasia
CSG: Chronic superficial gastritis
GC: Gastric cancer
SIM: Severe intestinal metaplasia
WIM: Wild intestinal metaplasia
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
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
ProstateThe 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.BPH: Benign Prostatic Hyperplasia
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:00703029ProstateBPHregulation of stress-activated protein kinase signaling cascade54/3107195/187236.28e-056.28e-0454
GO:190437714ProstateBPHpositive regulation of protein localization to cell periphery25/310769/187236.41e-056.37e-0425
GO:00315033ProstateBPHprotein-containing complex localization59/3107220/187238.01e-057.66e-0459
GO:00459279ProstateBPHpositive regulation of growth66/3107259/187231.64e-041.43e-0366
GO:00308659ProstateBPHcortical cytoskeleton organization22/310761/187231.87e-041.55e-0322
GO:00309533ProstateBPHastral microtubule organization7/310710/187232.59e-042.04e-037
GO:00989276ProstateBPHvesicle-mediated transport between endosomal compartments17/310743/187232.81e-042.19e-0317
GO:00026839ProstateBPHnegative regulation of immune system process100/3107434/187232.83e-042.20e-03100
GO:00328739ProstateBPHnegative regulation of stress-activated MAPK cascade19/310751/187233.12e-042.39e-0319
GO:00703039ProstateBPHnegative regulation of stress-activated protein kinase signaling cascade19/310751/187233.12e-042.39e-0319
GO:005159118ProstateBPHresponse to cAMP29/310793/187233.66e-042.71e-0329
GO:00618426ProstateBPHmicrotubule organizing center localization14/310733/187234.08e-042.97e-0314
GO:00508563ProstateBPHregulation of T cell receptor signaling pathway16/310741/187235.01e-043.57e-0316
GO:000715910ProstateBPHleukocyte cell-cell adhesion86/3107371/187235.95e-044.11e-0386
GO:00508526ProstateBPHT cell receptor signaling pathway35/3107123/187236.68e-044.48e-0335
GO:00070516ProstateBPHspindle organization48/3107184/187236.91e-044.60e-0348
GO:19021154ProstateBPHregulation of organelle assembly48/3107186/187238.91e-045.72e-0348
GO:00380666ProstateBPHp38MAPK cascade19/310755/187239.26e-045.91e-0319
GO:00516426ProstateBPHcentrosome localization13/310732/187231.07e-036.67e-0313
GO:00450224ProstateBPHearly endosome to late endosome transport15/310740/187231.21e-037.41e-0315
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa0513018BreastPrecancerPathogenic Escherichia coli infection38/684197/84653.12e-075.81e-064.45e-0638
hsa0453018BreastPrecancerTight junction31/684169/84651.13e-051.26e-049.64e-0531
hsa0467018BreastPrecancerLeukocyte transendothelial migration20/684114/84657.26e-045.33e-034.09e-0320
hsa0520514BreastPrecancerProteoglycans in cancer30/684205/84651.00e-037.18e-035.50e-0330
hsa0497114BreastPrecancerGastric acid secretion13/68476/84657.35e-034.07e-023.12e-0213
hsa0513019BreastPrecancerPathogenic Escherichia coli infection38/684197/84653.12e-075.81e-064.45e-0638
hsa0453019BreastPrecancerTight junction31/684169/84651.13e-051.26e-049.64e-0531
hsa0467019BreastPrecancerLeukocyte transendothelial migration20/684114/84657.26e-045.33e-034.09e-0320
hsa0520515BreastPrecancerProteoglycans in cancer30/684205/84651.00e-037.18e-035.50e-0330
hsa0497115BreastPrecancerGastric acid secretion13/68476/84657.35e-034.07e-023.12e-0213
hsa0453024BreastIDCTight junction38/867169/84652.07e-063.20e-052.39e-0538
hsa0513024BreastIDCPathogenic Escherichia coli infection42/867197/84652.66e-063.92e-052.94e-0542
hsa0520523BreastIDCProteoglycans in cancer42/867205/84657.69e-069.99e-057.48e-0542
hsa0497122BreastIDCGastric acid secretion16/86776/84653.80e-032.33e-021.74e-0216
hsa0467024BreastIDCLeukocyte transendothelial migration21/867114/84655.41e-033.13e-022.34e-0221
hsa0481014BreastIDCRegulation of actin cytoskeleton36/867229/84655.79e-033.13e-022.34e-0236
hsa0453034BreastIDCTight junction38/867169/84652.07e-063.20e-052.39e-0538
hsa0513034BreastIDCPathogenic Escherichia coli infection42/867197/84652.66e-063.92e-052.94e-0542
hsa0520533BreastIDCProteoglycans in cancer42/867205/84657.69e-069.99e-057.48e-0542
hsa0497132BreastIDCGastric acid secretion16/86776/84653.80e-032.33e-021.74e-0216
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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
EZRFIBBreastADJACAP1,NEDD4L,CDH1, etc.4.36e-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.
EZRCAFBreastADJACAP1,NEDD4L,CDH1, etc.1.08e-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.
EZRINCAFBreastADJACAP1,NEDD4L,CDH1, etc.3.21e-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.
EZRPERIBreastPrecancerACAP1,NEDD4L,CDH1, etc.3.58e-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.
EZRMSCOral cavityADJSLPI,ANXA1,CXCR4, etc.2.38e-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.
EZRMSCOral cavityEOLPSLPI,ANXA1,CXCR4, etc.2.40e-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.
EZRMSC.MVAOral cavityEOLPSLPI,ANXA1,CXCR4, etc.1.85e-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.
EZRMSCOral cavityHealthySLPI,ANXA1,CXCR4, etc.9.17e-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.
EZRMSC.MVAOral cavityHealthySLPI,ANXA1,CXCR4, etc.3.79e-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.
EZRMSCOral cavityLPSLPI,ANXA1,CXCR4, etc.3.86e-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.
∗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
EZRSNVMissense_Mutationc.1140N>Tp.Lys380Asnp.K380NP15311protein_codingdeleterious(0.04)possibly_damaging(0.456)TCGA-A1-A0SO-01Breastbreast invasive carcinomaFemale>=65I/IIChemotherapySD
EZRSNVMissense_Mutationc.746C>Tp.Ser249Phep.S249FP15311protein_codingdeleterious(0)probably_damaging(0.998)TCGA-C8-A1HE-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
EZRSNVMissense_Mutationrs528409234c.385G>Ap.Ala129Thrp.A129TP15311protein_codingdeleterious(0)probably_damaging(0.993)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
EZRSNVMissense_Mutationnovelc.1685N>Ap.Arg562Glnp.R562QP15311protein_codingdeleterious(0.01)possibly_damaging(0.903)TCGA-EA-A3HU-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
EZRSNVMissense_Mutationc.1381N>Ap.Glu461Lysp.E461KP15311protein_codingtolerated(0.18)benign(0.201)TCGA-EK-A2RK-01Cervixcervical & endocervical cancerFemale>=65I/IIUnknownUnknownSD
EZRSNVMissense_Mutationc.1084N>Ap.Glu362Lysp.E362KP15311protein_codingtolerated(0.12)benign(0.217)TCGA-EK-A3GK-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
EZRSNVMissense_Mutationc.1281N>Tp.Lys427Asnp.K427NP15311protein_codingtolerated(0.06)benign(0.033)TCGA-FU-A3HZ-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
EZRSNVMissense_Mutationc.77G>Ap.Gly26Glup.G26EP15311protein_codingdeleterious(0)probably_damaging(0.998)TCGA-Q1-A73O-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
EZRSNVMissense_Mutationc.380C>Tp.Ser127Phep.S127FP15311protein_codingdeleterious(0)probably_damaging(1)TCGA-5M-AAT6-01Colorectumcolon adenocarcinomaFemale<65III/IVUnknownUnknownPD
EZRSNVMissense_Mutationrs369743003c.241N>Tp.Arg81Trpp.R81WP15311protein_codingdeleterious(0.01)probably_damaging(0.994)TCGA-AA-3984-01Colorectumcolon 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
7430EZRCLINICALLY ACTIONABLE, KINASETNF-ALPHA15965500
7430EZRCLINICALLY ACTIONABLE, KINASERO 31-82209124348
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