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: EBAG9

Gene summary for EBAG9

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

EBAG9

Gene ID

9166

Gene nameestrogen receptor binding site associated antigen 9
Gene AliasEB9
Cytomap8q23.2
Gene Typeprotein-coding
GO ID

GO:0001558

UniProtAcc

A0A024R9E0


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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
9166EBAG9LZE2THumanEsophagusESCC4.92e-079.18e-010.082
9166EBAG9LZE4THumanEsophagusESCC2.97e-093.49e-010.0811
9166EBAG9LZE8THumanEsophagusESCC1.45e-058.37e-020.067
9166EBAG9LZE20THumanEsophagusESCC6.86e-154.27e-010.0662
9166EBAG9LZE22THumanEsophagusESCC2.49e-033.41e-010.068
9166EBAG9LZE24THumanEsophagusESCC5.83e-257.98e-010.0596
9166EBAG9LZE21THumanEsophagusESCC2.76e-021.94e-010.0655
9166EBAG9LZE6THumanEsophagusESCC1.11e-082.47e-010.0845
9166EBAG9P1T-EHumanEsophagusESCC1.47e-133.91e-010.0875
9166EBAG9P2T-EHumanEsophagusESCC3.66e-487.64e-010.1177
9166EBAG9P4T-EHumanEsophagusESCC1.18e-431.07e+000.1323
9166EBAG9P5T-EHumanEsophagusESCC6.10e-306.76e-010.1327
9166EBAG9P8T-EHumanEsophagusESCC4.66e-285.68e-010.0889
9166EBAG9P9T-EHumanEsophagusESCC5.84e-256.16e-010.1131
9166EBAG9P10T-EHumanEsophagusESCC2.17e-275.27e-010.116
9166EBAG9P11T-EHumanEsophagusESCC4.43e-155.67e-010.1426
9166EBAG9P12T-EHumanEsophagusESCC2.21e-521.02e+000.1122
9166EBAG9P15T-EHumanEsophagusESCC1.05e-245.21e-010.1149
9166EBAG9P16T-EHumanEsophagusESCC2.49e-641.17e+000.1153
9166EBAG9P17T-EHumanEsophagusESCC7.52e-095.99e-010.1278
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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
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:0016049110EsophagusESCCcell growth289/8552482/187231.29e-103.77e-09289
GO:000155819EsophagusESCCregulation of cell growth248/8552414/187232.97e-096.45e-08248
GO:001604911LiverCirrhoticcell growth160/4634482/187231.50e-052.07e-04160
GO:000155811LiverCirrhoticregulation of cell growth132/4634414/187235.53e-044.36e-03132
GO:001604921LiverHCCcell growth269/7958482/187231.84e-095.35e-08269
GO:000155821LiverHCCregulation of cell growth228/7958414/187231.34e-072.55e-06228
GO:001604917Oral cavityOSCCcell growth268/7305482/187236.55e-143.51e-12268
GO:000155816Oral cavityOSCCregulation of cell growth228/7305414/187231.74e-116.09e-10228
GO:001604918Oral cavityLPcell growth155/4623482/187231.08e-041.31e-03155
GO:000155817Oral cavityLPregulation of cell growth134/4623414/187232.25e-042.41e-03134
GO:001604925SkincSCCcell growth173/4864482/187237.21e-071.34e-05173
GO:000155824SkincSCCregulation of cell growth140/4864414/187232.07e-041.72e-03140
GO:001604926ThyroidHTcell growth58/1272482/187231.56e-053.82e-0458
GO:000155825ThyroidHTregulation of cell growth47/1272414/187233.77e-044.76e-0347
GO:0016049112ThyroidPTCcell growth225/5968482/187234.75e-122.07e-10225
GO:0001558111ThyroidPTCregulation of cell growth188/5968414/187234.13e-091.09e-07188
GO:001604927ThyroidATCcell growth241/6293482/187234.27e-142.35e-12241
GO:000155826ThyroidATCregulation of cell growth201/6293414/187231.57e-104.76e-09201
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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
EBAG9SNVMissense_Mutationc.139N>Cp.Asp47Hisp.D47HO00559protein_codingdeleterious(0.03)probably_damaging(0.999)TCGA-A7-A26G-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapytaxotereSD
EBAG9SNVMissense_Mutationc.232N>Tp.Gly78Trpp.G78WO00559protein_codingdeleterious(0.01)probably_damaging(0.998)TCGA-D8-A142-01Breastbreast invasive carcinomaFemale>=65I/IIChemotherapycyclophosphamidSD
EBAG9SNVMissense_Mutationc.364N>Cp.Asp122Hisp.D122HO00559protein_codingdeleterious(0.02)possibly_damaging(0.551)TCGA-DS-A0VM-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinPD
EBAG9SNVMissense_Mutationrs200319904c.559N>Ap.Glu187Lysp.E187KO00559protein_codingdeleterious(0)probably_damaging(0.988)TCGA-AA-3984-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
EBAG9SNVMissense_Mutationrs751442457c.19C>Tp.Arg7Trpp.R7WO00559protein_codingdeleterious(0.01)probably_damaging(0.932)TCGA-AA-A00N-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownPD
EBAG9SNVMissense_Mutationc.294G>Tp.Met98Ilep.M98IO00559protein_codingdeleterious(0.01)probably_damaging(0.946)TCGA-AA-A00N-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownPD
EBAG9SNVMissense_Mutationrs200319904c.559G>Ap.Glu187Lysp.E187KO00559protein_codingdeleterious(0)probably_damaging(0.988)TCGA-AA-A00N-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownPD
EBAG9insertionIn_Frame_Insrs778693702c.614_615insTACTTTTACTTTTAGp.Gln205delinsHisThrPheThrPheArgp.Q205delinsHTFTFRO00559protein_codingTCGA-AM-5820-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
EBAG9SNVMissense_Mutationrs137981560c.20N>Ap.Arg7Glnp.R7QO00559protein_codingtolerated(0.11)possibly_damaging(0.677)TCGA-AP-A059-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
EBAG9SNVMissense_Mutationnovelc.611N>Gp.Glu204Glyp.E204GO00559protein_codingdeleterious(0.02)benign(0.168)TCGA-AX-A06F-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVChemotherapycarboplatinSD
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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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