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: ERN2

Gene summary for ERN2

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

ERN2

Gene ID

10595

Gene nameendoplasmic reticulum to nucleus signaling 2
Gene AliasIRE1-BETA
Cytomap16p12.2
Gene Typeprotein-coding
GO ID

GO:0000165

UniProtAcc

A5YM46


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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
10595ERN2HTA11_347_2000001011HumanColorectumAD4.89e-237.72e-01-0.1954
10595ERN2HTA11_411_2000001011HumanColorectumSER4.45e-047.46e-01-0.2602
10595ERN2HTA11_696_2000001011HumanColorectumAD2.69e-055.64e-01-0.1464
10595ERN2HTA11_866_2000001011HumanColorectumAD4.69e-024.33e-01-0.1001
10595ERN2HTA11_99999970781_79442HumanColorectumMSS3.91e-11-4.08e-010.294
10595ERN2HTA11_99999971662_82457HumanColorectumMSS2.47e-25-5.98e-010.3859
10595ERN2HTA11_99999974143_84620HumanColorectumMSS5.38e-34-7.03e-010.3005
10595ERN2F007HumanColorectumFAP6.02e-05-4.21e-010.1176
10595ERN2A002-C-010HumanColorectumFAP7.43e-04-2.47e-010.242
10595ERN2A015-C-203HumanColorectumFAP4.41e-28-2.88e-01-0.1294
10595ERN2A015-C-204HumanColorectumFAP9.84e-04-2.31e-01-0.0228
10595ERN2A014-C-040HumanColorectumFAP8.76e-03-4.31e-01-0.1184
10595ERN2A002-C-201HumanColorectumFAP3.07e-12-3.27e-010.0324
10595ERN2A001-C-119HumanColorectumFAP6.39e-04-2.51e-01-0.1557
10595ERN2A001-C-108HumanColorectumFAP2.83e-17-1.52e-01-0.0272
10595ERN2A002-C-205HumanColorectumFAP1.65e-19-4.07e-01-0.1236
10595ERN2A001-C-104HumanColorectumFAP5.85e-03-2.00e-020.0184
10595ERN2A015-C-006HumanColorectumFAP1.51e-10-1.63e-01-0.0994
10595ERN2A015-C-106HumanColorectumFAP1.52e-092.83e-03-0.0511
10595ERN2A002-C-114HumanColorectumFAP2.23e-12-2.54e-01-0.1561
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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
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
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
∗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:0097193ColorectumADintrinsic apoptotic signaling pathway108/3918288/187236.25e-116.41e-09108
GO:0022411ColorectumADcellular component disassembly147/3918443/187238.53e-106.76e-08147
GO:0006401ColorectumADRNA catabolic process102/3918278/187238.64e-106.76e-08102
GO:0044270ColorectumADcellular nitrogen compound catabolic process147/3918451/187233.35e-092.23e-07147
GO:0046700ColorectumADheterocycle catabolic process145/3918445/187234.37e-092.84e-07145
GO:0034655ColorectumADnucleobase-containing compound catabolic process133/3918407/187231.56e-089.12e-07133
GO:0019439ColorectumADaromatic compound catabolic process146/3918467/187237.48e-083.84e-06146
GO:1901361ColorectumADorganic cyclic compound catabolic process153/3918495/187238.23e-084.18e-06153
GO:0034976ColorectumADresponse to endoplasmic reticulum stress90/3918256/187238.48e-084.28e-0690
GO:0070059ColorectumADintrinsic apoptotic signaling pathway in response to endoplasmic reticulum stress29/391863/187237.03e-061.73e-0429
GO:0035966ColorectumADresponse to topologically incorrect protein54/3918159/187238.85e-051.36e-0354
GO:0035967ColorectumADcellular response to topologically incorrect protein42/3918116/187231.04e-041.56e-0342
GO:0033674ColorectumADpositive regulation of kinase activity131/3918467/187231.28e-041.85e-03131
GO:0006986ColorectumADresponse to unfolded protein45/3918137/187237.43e-047.48e-0345
GO:0045860ColorectumADpositive regulation of protein kinase activity107/3918386/187238.01e-047.92e-03107
GO:0034620ColorectumADcellular response to unfolded protein33/391896/187231.53e-031.29e-0233
GO:0071900ColorectumADregulation of protein serine/threonine kinase activity98/3918359/187232.18e-031.73e-0298
GO:0071902ColorectumADpositive regulation of protein serine/threonine kinase activity58/3918200/187234.09e-032.84e-0258
GO:00971931ColorectumSERintrinsic apoptotic signaling pathway87/2897288/187231.67e-102.32e-0887
GO:00224111ColorectumSERcellular component disassembly114/2897443/187231.17e-089.59e-07114
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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
ERN2SNVMissense_Mutationc.920G>Ap.Gly307Glup.G307EQ76MJ5protein_codingdeleterious(0)benign(0.305)TCGA-A8-A08J-01Breastbreast invasive carcinomaFemale<65III/IVUnknownUnknownPD
ERN2SNVMissense_Mutationnovelc.541A>Cp.Thr181Prop.T181PQ76MJ5protein_codingdeleterious(0.01)possibly_damaging(0.85)TCGA-AC-A3W5-01Breastbreast invasive carcinomaFemale>=65I/IIChemotherapydocetaxelCR
ERN2SNVMissense_Mutationnovelc.424N>Ap.Glu142Lysp.E142KQ76MJ5protein_codingtolerated(0.13)benign(0.018)TCGA-AC-A3W6-01Breastbreast invasive carcinomaFemale>=65III/IVUnknownUnknownSD
ERN2SNVMissense_Mutationnovelc.1089C>Gp.His363Glnp.H363QQ76MJ5protein_codingdeleterious(0)probably_damaging(0.996)TCGA-AC-A8OQ-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
ERN2SNVMissense_Mutationc.1450N>Ap.Ser484Thrp.S484TQ76MJ5protein_codingtolerated(0.18)benign(0.001)TCGA-AR-A0TS-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinSD
ERN2SNVMissense_Mutationnovelc.2068G>Ap.Glu690Lysp.E690KQ76MJ5protein_codingdeleterious(0)probably_damaging(0.999)TCGA-AR-A5QM-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapyanastrozolePD
ERN2SNVMissense_Mutationc.1905N>Ap.His635Glnp.H635QQ76MJ5protein_codingdeleterious(0.02)probably_damaging(0.998)TCGA-B6-A0I8-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownPD
ERN2SNVMissense_Mutationnovelc.1037A>Cp.Tyr346Serp.Y346SQ76MJ5protein_codingtolerated(0.06)benign(0.131)TCGA-BH-A0BR-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
ERN2SNVMissense_Mutationc.2434N>Ap.Glu812Lysp.E812KQ76MJ5protein_codingdeleterious(0)probably_damaging(0.998)TCGA-BH-A0HP-01Breastbreast invasive carcinomaFemale>=65III/IVChemotherapydoxorubicinSD
ERN2SNVMissense_Mutationrs751236768c.2707N>Cp.Glu903Glnp.E903QQ76MJ5protein_codingdeleterious(0.01)possibly_damaging(0.748)TCGA-C8-A275-01Breastbreast invasive 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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