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: EBNA1BP2

Gene summary for EBNA1BP2

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

EBNA1BP2

Gene ID

10969

Gene nameEBNA1 binding protein 2
Gene AliasEBP2
Cytomap1p34.2
Gene Typeprotein-coding
GO ID

GO:0006139

UniProtAcc

H7C2Q8


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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
10969EBNA1BP2GSM4909281HumanBreastIDC1.70e-043.05e-010.21
10969EBNA1BP2GSM4909285HumanBreastIDC4.15e-083.63e-010.21
10969EBNA1BP2GSM4909286HumanBreastIDC1.92e-041.97e-010.1081
10969EBNA1BP2GSM4909296HumanBreastIDC1.22e-067.03e-020.1524
10969EBNA1BP2GSM4909297HumanBreastIDC4.34e-04-7.39e-030.1517
10969EBNA1BP2GSM4909311HumanBreastIDC3.20e-14-4.76e-020.1534
10969EBNA1BP2GSM4909312HumanBreastIDC2.17e-091.75e-010.1552
10969EBNA1BP2GSM4909319HumanBreastIDC1.46e-21-9.22e-020.1563
10969EBNA1BP2GSM4909321HumanBreastIDC9.47e-091.03e-010.1559
10969EBNA1BP2brca1HumanBreastPrecancer4.70e-196.41e-01-0.0338
10969EBNA1BP2brca2HumanBreastPrecancer1.35e-093.42e-01-0.024
10969EBNA1BP2brca3HumanBreastPrecancer1.35e-022.61e-01-0.0263
10969EBNA1BP2NCCBC5HumanBreastDCIS6.66e-144.77e-010.2046
10969EBNA1BP2P1HumanBreastIDC1.89e-05-2.37e-010.1527
10969EBNA1BP2DCIS2HumanBreastDCIS1.09e-662.97e-010.0085
10969EBNA1BP2LZE2THumanEsophagusESCC1.18e-028.84e-010.082
10969EBNA1BP2LZE4THumanEsophagusESCC5.76e-122.27e-010.0811
10969EBNA1BP2LZE5THumanEsophagusESCC3.11e-031.93e-010.0514
10969EBNA1BP2LZE7THumanEsophagusESCC7.12e-067.21e-010.0667
10969EBNA1BP2LZE8THumanEsophagusESCC2.19e-083.21e-010.067
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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
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:00226139BreastPrecancerribonucleoprotein complex biogenesis79/1080463/187232.11e-181.03e-1579
GO:00422549BreastPrecancerribosome biogenesis52/1080299/187237.35e-131.51e-1052
GO:00422739BreastPrecancerribosomal large subunit biogenesis22/108072/187235.03e-115.61e-0922
GO:00063646BreastPrecancerrRNA processing35/1080225/187237.90e-084.60e-0635
GO:00160726BreastPrecancerrRNA metabolic process36/1080236/187238.59e-084.84e-0636
GO:00344705BreastPrecancerncRNA processing42/1080395/187239.91e-051.83e-0342
GO:00346604BreastPrecancerncRNA metabolic process45/1080485/187231.15e-031.26e-0245
GO:002261314BreastIDCribonucleoprotein complex biogenesis83/1434463/187232.01e-135.20e-1183
GO:004227314BreastIDCribosomal large subunit biogenesis22/143472/187231.04e-087.67e-0722
GO:004225414BreastIDCribosome biogenesis52/1434299/187231.90e-081.32e-0652
GO:000636414BreastIDCrRNA processing35/1434225/187234.59e-051.03e-0335
GO:001607214BreastIDCrRNA metabolic process36/1434236/187235.48e-051.17e-0336
GO:002261324BreastDCISribonucleoprotein complex biogenesis83/1390463/187233.65e-141.09e-1183
GO:004227324BreastDCISribosomal large subunit biogenesis22/139072/187235.88e-094.82e-0722
GO:004225423BreastDCISribosome biogenesis52/1390299/187236.73e-095.44e-0752
GO:000636422BreastDCISrRNA processing35/1390225/187232.41e-055.62e-0435
GO:001607222BreastDCISrRNA metabolic process36/1390236/187232.86e-056.42e-0436
GO:003447011BreastDCISncRNA processing44/1390395/187234.56e-033.49e-0244
GO:002261327EsophagusHGINribonucleoprotein complex biogenesis158/2587463/187232.61e-295.23e-26158
GO:004225426EsophagusHGINribosome biogenesis101/2587299/187238.74e-194.03e-16101
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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
EBNA1BP2SNVMissense_Mutationnovelc.161N>Cp.Gly54Alap.G54Aprotein_codingtolerated_low_confidence(0.14)benign(0.001)TCGA-A7-A6VW-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinCR
EBNA1BP2SNVMissense_Mutationc.1038G>Tp.Lys346Asnp.K346Nprotein_codingdeleterious(0)possibly_damaging(0.614)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
EBNA1BP2SNVMissense_Mutationnovelc.1037N>Gp.Lys346Argp.K346Rprotein_codingtolerated(0.08)possibly_damaging(0.614)TCGA-AA-3852-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownPD
EBNA1BP2SNVMissense_Mutationnovelc.428N>Ap.Pro143Hisp.P143Hprotein_codingdeleterious(0.05)benign(0.014)TCGA-AA-3950-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
EBNA1BP2SNVMissense_Mutationrs535649425c.530N>Ap.Arg177Hisp.R177Hprotein_codingdeleterious(0.04)benign(0.071)TCGA-AA-A010-01Colorectumcolon adenocarcinomaFemale<65I/IIChemotherapyfolinicCR
EBNA1BP2SNVMissense_Mutationc.22G>Ap.Val8Ilep.V8Iprotein_codingbenign(0.001)TCGA-AZ-4615-01Colorectumcolon adenocarcinomaMale>=65III/IVChemotherapyxelodaPD
EBNA1BP2SNVMissense_Mutationc.445N>Cp.Lys149Glnp.K149Qprotein_codingtolerated(0.3)benign(0.185)TCGA-CK-6746-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
EBNA1BP2SNVMissense_Mutationc.97T>Cp.Phe33Leup.F33Lprotein_codingbenign(0)TCGA-CM-5861-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownPD
EBNA1BP2SNVMissense_Mutationnovelc.765G>Tp.Lys255Asnp.K255Nprotein_codingdeleterious(0)probably_damaging(0.994)TCGA-AG-A002-01Colorectumrectum adenocarcinomaMale<65I/IIUnknownUnknownSD
EBNA1BP2SNVMissense_Mutationc.593N>Ap.Ser198Tyrp.S198Yprotein_codingdeleterious(0)probably_damaging(0.986)TCGA-F5-6813-01Colorectumrectum adenocarcinomaMale>=65III/IVUnknownUnknownPD
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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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