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: ATF6B

Gene summary for ATF6B

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

ATF6B

Gene ID

1388

Gene nameactivating transcription factor 6 beta
Gene AliasCREB-RP
Cytomap6p21.32
Gene Typeprotein-coding
GO ID

GO:0006139

UniProtAcc

A0A1U9X796


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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
1388ATF6BLZE4THumanEsophagusESCC2.03e-216.10e-010.0811
1388ATF6BLZE5THumanEsophagusESCC4.98e-023.56e-010.0514
1388ATF6BLZE7THumanEsophagusESCC3.08e-094.93e-010.0667
1388ATF6BLZE8THumanEsophagusESCC1.26e-163.86e-010.067
1388ATF6BLZE20THumanEsophagusESCC1.60e-136.50e-010.0662
1388ATF6BLZE22D1HumanEsophagusHGIN7.86e-072.75e-010.0595
1388ATF6BLZE22THumanEsophagusESCC2.69e-106.31e-010.068
1388ATF6BLZE24THumanEsophagusESCC3.00e-328.13e-010.0596
1388ATF6BLZE21THumanEsophagusESCC6.14e-044.05e-010.0655
1388ATF6BLZE6THumanEsophagusESCC1.16e-115.06e-010.0845
1388ATF6BP1T-EHumanEsophagusESCC6.15e-217.41e-010.0875
1388ATF6BP2T-EHumanEsophagusESCC1.90e-651.14e+000.1177
1388ATF6BP4T-EHumanEsophagusESCC3.65e-429.45e-010.1323
1388ATF6BP5T-EHumanEsophagusESCC5.33e-214.60e-010.1327
1388ATF6BP8T-EHumanEsophagusESCC4.02e-459.13e-010.0889
1388ATF6BP9T-EHumanEsophagusESCC7.07e-264.57e-010.1131
1388ATF6BP10T-EHumanEsophagusESCC2.35e-183.59e-010.116
1388ATF6BP11T-EHumanEsophagusESCC5.43e-251.07e+000.1426
1388ATF6BP12T-EHumanEsophagusESCC2.56e-488.27e-010.1122
1388ATF6BP15T-EHumanEsophagusESCC6.29e-387.09e-010.1149
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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:003497625EsophagusHGINresponse to endoplasmic reticulum stress81/2587256/187231.47e-132.32e-1181
GO:003596625EsophagusHGINresponse to topologically incorrect protein54/2587159/187238.53e-118.89e-0954
GO:000698625EsophagusHGINresponse to unfolded protein48/2587137/187232.80e-102.54e-0848
GO:003596725EsophagusHGINcellular response to topologically incorrect protein41/2587116/187234.07e-092.84e-0741
GO:003462020EsophagusHGINcellular response to unfolded protein36/258796/187235.82e-093.88e-0736
GO:190589725EsophagusHGINregulation of response to endoplasmic reticulum stress31/258782/187235.25e-082.91e-0631
GO:000698410EsophagusHGINER-nucleus signaling pathway19/258746/187234.28e-061.41e-0419
GO:190357320EsophagusHGINnegative regulation of response to endoplasmic reticulum stress18/258744/187238.97e-062.64e-0418
GO:004361826EsophagusHGINregulation of transcription from RNA polymerase II promoter in response to stress18/258747/187232.63e-056.90e-0418
GO:003096817EsophagusHGINendoplasmic reticulum unfolded protein response24/258774/187233.39e-058.61e-0424
GO:004362027EsophagusHGINregulation of DNA-templated transcription in response to stress19/258753/187234.67e-051.12e-0319
GO:003600319EsophagusHGINpositive regulation of transcription from RNA polymerase II promoter in response to stress9/258724/187233.33e-033.12e-029
GO:0034976111EsophagusESCCresponse to endoplasmic reticulum stress192/8552256/187237.15e-221.30e-19192
GO:0035966111EsophagusESCCresponse to topologically incorrect protein125/8552159/187231.44e-171.27e-15125
GO:0006986111EsophagusESCCresponse to unfolded protein107/8552137/187237.01e-153.87e-13107
GO:0035967111EsophagusESCCcellular response to topologically incorrect protein90/8552116/187231.94e-128.11e-1190
GO:0034620111EsophagusESCCcellular response to unfolded protein74/855296/187233.10e-108.66e-0974
GO:0043618111EsophagusESCCregulation of transcription from RNA polymerase II promoter in response to stress42/855247/187233.91e-101.05e-0842
GO:0043620111EsophagusESCCregulation of DNA-templated transcription in response to stress46/855253/187235.17e-101.33e-0846
GO:003096818EsophagusESCCendoplasmic reticulum unfolded protein response59/855274/187231.90e-094.36e-0859
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa0502030EsophagusHGINPrion disease117/1383273/84654.15e-263.38e-242.69e-24117
hsa0414139EsophagusHGINProtein processing in endoplasmic reticulum67/1383174/84651.06e-122.16e-111.72e-1167
hsa052039EsophagusHGINViral carcinogenesis53/1383204/84652.58e-042.71e-032.15e-0353
hsa0516639EsophagusHGINHuman T-cell leukemia virus 1 infection51/1383222/84655.84e-034.05e-023.22e-0251
hsa0516330EsophagusHGINHuman cytomegalovirus infection51/1383225/84657.67e-034.63e-023.68e-0251
hsa05020113EsophagusHGINPrion disease117/1383273/84654.15e-263.38e-242.69e-24117
hsa04141114EsophagusHGINProtein processing in endoplasmic reticulum67/1383174/84651.06e-122.16e-111.72e-1167
hsa0520315EsophagusHGINViral carcinogenesis53/1383204/84652.58e-042.71e-032.15e-0353
hsa05166114EsophagusHGINHuman T-cell leukemia virus 1 infection51/1383222/84655.84e-034.05e-023.22e-0251
hsa05163113EsophagusHGINHuman cytomegalovirus infection51/1383225/84657.67e-034.63e-023.68e-0251
hsa04141211EsophagusESCCProtein processing in endoplasmic reticulum147/4205174/84653.29e-221.10e-195.64e-20147
hsa05166211EsophagusESCCHuman T-cell leukemia virus 1 infection164/4205222/84658.13e-142.09e-121.07e-12164
hsa05020210EsophagusESCCPrion disease193/4205273/84656.42e-131.34e-116.89e-12193
hsa0466810EsophagusESCCTNF signaling pathway89/4205114/84653.36e-104.01e-092.06e-0989
hsa0520325EsophagusESCCViral carcinogenesis137/4205204/84652.47e-071.88e-069.62e-07137
hsa05163210EsophagusESCCHuman cytomegalovirus infection148/4205225/84655.73e-074.00e-062.05e-06148
hsa051619EsophagusESCCHepatitis B108/4205162/84657.68e-064.15e-052.12e-05108
hsa049268EsophagusESCCRelaxin signaling pathway81/4205129/84651.72e-035.09e-032.61e-0381
hsa0421114EsophagusESCCLongevity regulating pathway58/420589/84652.19e-036.16e-033.16e-0358
hsa0492816EsophagusESCCParathyroid hormone synthesis, secretion and action66/4205106/84655.86e-031.47e-027.51e-0366
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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
ATF6BASCColorectumMSSARVCF,CERS4,NHP2, etc.4.17e-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.
ATF6BTFHColorectumHealthyPLEKHG7,MAST3,INTS7, 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.
ATF6BINCAFColorectumHealthySPRY1,PIGR,PPARG, etc.1.29e-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.
ATF6BCD8TEFFEndometriumEECPNISR,MT-ND1,MT-ATP6, etc.1.68e-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.
ATF6BSTMLiverHealthyLYRM5,CDKN2B,PCSK1N, etc.6.52e-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.
ATF6BMSC.MVALiverHCCGJA5,FBLN5,DLL4, etc.1.11e-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.
ATF6BCD8TCMSkinADJSDC1,PRNP,APOBEC3H, etc.1.55e-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.
∗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
ATF6BSNVMissense_Mutationc.2104N>Ap.His702Asnp.H702NQ99941protein_codingdeleterious_low_confidence(0)probably_damaging(0.954)TCGA-A8-A08R-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
ATF6BSNVMissense_Mutationrs372075542c.1994N>Tp.Ser665Leup.S665LQ99941protein_codingtolerated(0.21)benign(0.401)TCGA-5M-AAT4-01Colorectumcolon adenocarcinomaMale>=65III/IVUnknownUnknownPD
ATF6BSNVMissense_Mutationc.53N>Tp.Thr18Ilep.T18IQ99941protein_codingdeleterious(0.01)benign(0.265)TCGA-AA-3663-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownSD
ATF6BSNVMissense_Mutationc.1987N>Tp.Pro663Serp.P663SQ99941protein_codingdeleterious(0)probably_damaging(0.998)TCGA-AD-6964-01Colorectumcolon adenocarcinomaMale<65III/IVChemotherapyfolfoxPD
ATF6BSNVMissense_Mutationc.1482G>Cp.Gln494Hisp.Q494HQ99941protein_codingtolerated(0.14)benign(0.003)TCGA-AY-6196-01Colorectumcolon adenocarcinomaMale<65III/IVUnknownUnknownSD
ATF6BSNVMissense_Mutationc.1640N>Tp.Pro547Leup.P547LQ99941protein_codingtolerated(0.73)benign(0)TCGA-CA-6717-01Colorectumcolon adenocarcinomaMale<65I/IIChemotherapyoxaliplatinCR
ATF6BSNVMissense_Mutationc.856N>Ap.Gly286Serp.G286SQ99941protein_codingtolerated(0.77)possibly_damaging(0.696)TCGA-CM-5341-01Colorectumcolon adenocarcinomaFemale>=65III/IVChemotherapyfluorouracilSD
ATF6BSNVMissense_Mutationc.1022N>Gp.Gln341Argp.Q341RQ99941protein_codingdeleterious(0)probably_damaging(0.989)TCGA-G4-6302-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
ATF6BinsertionIn_Frame_Insnovelc.1084_1085insTCTCACp.Ala362delinsValSerProp.A362delinsVSPQ99941protein_codingTCGA-AM-5820-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
ATF6BdeletionFrame_Shift_Delc.1992delNp.Ser665ArgfsTer46p.S665Rfs*46Q99941protein_codingTCGA-WS-AB45-01Colorectumcolon 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
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