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:1905897111EsophagusESCCregulation of response to endoplasmic reticulum stress63/855282/187238.16e-091.66e-0763
GO:000698416EsophagusESCCER-nucleus signaling pathway38/855246/187232.70e-074.00e-0638
GO:1903573111EsophagusESCCnegative regulation of response to endoplasmic reticulum stress34/855244/187231.90e-051.67e-0434
GO:0036003110EsophagusESCCpositive regulation of transcription from RNA polymerase II promoter in response to stress21/855224/187232.57e-052.17e-0421
GO:190010110EsophagusESCCregulation of endoplasmic reticulum unfolded protein response24/855230/187231.27e-048.67e-0424
GO:00349767LiverCirrhoticresponse to endoplasmic reticulum stress130/4634256/187231.72e-193.86e-17130
GO:00359667LiverCirrhoticresponse to topologically incorrect protein91/4634159/187232.07e-183.60e-1691
GO:00069867LiverCirrhoticresponse to unfolded protein79/4634137/187231.99e-162.49e-1479
GO:00359677LiverCirrhoticcellular response to topologically incorrect protein64/4634116/187232.20e-121.62e-1064
GO:00346207LiverCirrhoticcellular response to unfolded protein54/463496/187234.16e-112.42e-0954
GO:00309686LiverCirrhoticendoplasmic reticulum unfolded protein response43/463474/187239.86e-104.48e-0843
GO:19058977LiverCirrhoticregulation of response to endoplasmic reticulum stress46/463482/187231.28e-095.56e-0846
GO:00069844LiverCirrhoticER-nucleus signaling pathway29/463446/187234.23e-081.36e-0629
GO:19035737LiverCirrhoticnegative regulation of response to endoplasmic reticulum stress26/463444/187231.30e-062.59e-0526
GO:19001015LiverCirrhoticregulation of endoplasmic reticulum unfolded protein response19/463430/187238.57e-061.27e-0419
GO:004361812LiverCirrhoticregulation of transcription from RNA polymerase II promoter in response to stress24/463447/187239.00e-059.67e-0424
GO:004362012LiverCirrhoticregulation of DNA-templated transcription in response to stress26/463453/187231.11e-041.12e-0326
GO:00360035LiverCirrhoticpositive regulation of transcription from RNA polymerase II promoter in response to stress14/463424/187234.64e-043.75e-0314
GO:19001022LiverCirrhoticnegative regulation of endoplasmic reticulum unfolded protein response10/463415/187237.26e-045.36e-0310
GO:19904401LiverCirrhoticpositive regulation of transcription from RNA polymerase II promoter in response to endoplasmic reticulum stress7/463411/187237.11e-033.41e-027
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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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