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

Home

Download

Statistics

Help

Contact

Center for Computational Systems Medicine
leaf

Gene summary

leaf

Malignant transformation analysis

leaf

Malignant transformation related pathway analysis

leaf

Cell-cell communication analysis

leaf

Single-cell gene regulatory network inference analysis

leaf

Somatic mutation of malignant transformation related genes

leaf

Related drugs of malignant transformation related genes

Gene: BATF

Gene summary for BATF

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

BATF

Gene ID

10538

Gene namebasic leucine zipper ATF-like transcription factor
Gene AliasB-ATF
Cytomap14q24.3
Gene Typeprotein-coding
GO ID

GO:0001562

UniProtAcc

Q16520


Top

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
10538BATFLZE2DHumanEsophagusHGIN3.64e-031.15e+000.0642
10538BATFLZE4THumanEsophagusESCC9.56e-125.48e-010.0811
10538BATFLZE5THumanEsophagusESCC1.54e-042.87e-010.0514
10538BATFLZE7THumanEsophagusESCC2.07e-091.28e+000.0667
10538BATFLZE8THumanEsophagusESCC3.19e-085.89e-010.067
10538BATFLZE20THumanEsophagusESCC1.26e-021.54e-010.0662
10538BATFLZE22D1HumanEsophagusHGIN8.03e-044.20e-010.0595
10538BATFLZE22THumanEsophagusESCC1.57e-022.30e-010.068
10538BATFLZE24THumanEsophagusESCC4.15e-021.14e-010.0596
10538BATFLZE6THumanEsophagusESCC7.09e-159.23e-010.0845
10538BATFP1T-EHumanEsophagusESCC7.11e-041.82e-010.0875
10538BATFP8T-EHumanEsophagusESCC1.00e-411.02e+000.0889
10538BATFP62T-EHumanEsophagusESCC5.46e-061.30e-010.1302
10538BATFP65T-EHumanEsophagusESCC1.45e-234.34e-010.0978
10538BATFP76T-EHumanEsophagusESCC3.70e-026.79e-020.1207
10538BATFP82T-EHumanEsophagusESCC2.98e-073.99e-010.1072
10538BATFP127T-EHumanEsophagusESCC8.93e-173.10e-010.0826
10538BATFP130T-EHumanEsophagusESCC2.63e-143.88e-010.1676
Page: 1 

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
∗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.

Top

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).
Page: 1 2 3 4 5 6 7 8 9 

check button Enriched GO biological processes.
GO IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustCount
GO:007233127EsophagusHGINsignal transduction by p53 class mediator49/2587163/187235.71e-083.06e-0649
GO:003009927EsophagusHGINmyeloid cell differentiation83/2587381/187231.26e-053.52e-0483
GO:003033020EsophagusHGINDNA damage response, signal transduction by p53 class mediator24/258772/187232.03e-055.43e-0424
GO:00427708EsophagusHGINsignal transduction in response to DNA damage39/2587172/187231.07e-031.32e-0239
GO:000257316EsophagusHGINmyeloid leukocyte differentiation45/2587208/187231.31e-031.56e-0245
GO:0072331111EsophagusESCCsignal transduction by p53 class mediator121/8552163/187239.61e-144.69e-12121
GO:0030099111EsophagusESCCmyeloid cell differentiation232/8552381/187231.22e-092.90e-08232
GO:004277014EsophagusESCCsignal transduction in response to DNA damage117/8552172/187232.38e-095.32e-08117
GO:0030330110EsophagusESCCDNA damage response, signal transduction by p53 class mediator53/855272/187231.34e-061.63e-0553
GO:000257317EsophagusESCCmyeloid leukocyte differentiation128/8552208/187232.75e-063.15e-05128
GO:00488638EsophagusESCCstem cell differentiation122/8552206/187235.95e-054.59e-04122
GO:00063101EsophagusESCCDNA recombination168/8552305/187235.58e-043.05e-03168
GO:00025622EsophagusESCCsomatic diversification of immune receptors via germline recombination within a single locus43/855266/187231.10e-035.53e-0343
GO:00164442EsophagusESCCsomatic cell DNA recombination43/855266/187231.10e-035.53e-0343
GO:00164472EsophagusESCCsomatic recombination of immunoglobulin gene segments38/855257/187231.11e-035.56e-0338
GO:00022003EsophagusESCCsomatic diversification of immune receptors49/855277/187231.12e-035.60e-0349
GO:004211018EsophagusESCCT cell activation256/8552487/187231.18e-035.87e-03256
GO:19031317EsophagusESCCmononuclear cell differentiation226/8552426/187231.20e-035.88e-03226
GO:00164452EsophagusESCCsomatic diversification of immunoglobulins43/855267/187231.73e-037.97e-0343
GO:00602185EsophagusESCChematopoietic stem cell differentiation22/855230/187231.98e-038.90e-0322
Page: 1 2 

check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa052356EsophagusESCCPD-L1 expression and PD-1 checkpoint pathway in cancer58/420589/84652.19e-036.16e-033.16e-0358
hsa0523511EsophagusESCCPD-L1 expression and PD-1 checkpoint pathway in cancer58/420589/84652.19e-036.16e-033.16e-0358
Page: 1 

Top

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
Page: 1 

Top

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
BATFTREGBreastDCISTNFRSF4,TNFRSF18,IL32, etc.1.80e-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.
BATFTREGBreastHealthyTNFRSF4,TNFRSF18,IL32, etc.5.39e-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.
BATFTREGBreastIDCTNFRSF4,TNFRSF18,IL32, etc.1.77e-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.
BATFKERCervixHealthyCD2,CEP78,TRAC, etc.2.69e-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.
BATFSTMCervixHSIL_HPVMRPS17,CD7,TNFRSF18, etc.2.58e-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.
BATFSTMCervixN_HPVMRPS17,CD7,TNFRSF18, etc.4.61e-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.
BATFTREGColorectumADSH2D2A,SDC4,ZNRF1, etc.9.33e-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.
BATFTREGColorectumADJSH2D2A,SDC4,ZNRF1, etc.1.46e-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.
BATFTREGColorectumFAPSH2D2A,SDC4,ZNRF1, etc.1.28e-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.
BATFCD8TCMColorectumMSI-HSH2D2A,SDC4,ZNRF1, etc.2.29e-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.
∗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.
Page: 1 2 3 4 5 6 

Top

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
BATFSNVMissense_Mutationnovelc.88N>Ap.Val30Ilep.V30IQ16520protein_codingtolerated(0.08)benign(0.333)TCGA-PL-A8LZ-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapypaclitaxelSD
BATFSNVMissense_Mutationc.313N>Ap.Glu105Lysp.E105KQ16520protein_codingdeleterious(0.01)benign(0.299)TCGA-JW-A5VI-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapytopotecanPD
BATFSNVMissense_Mutationc.109N>Tp.Arg37Cysp.R37CQ16520protein_codingdeleterious(0)probably_damaging(0.996)TCGA-AD-6888-01Colorectumcolon adenocarcinomaMale>=65III/IVUnknownUnknownPD
BATFSNVMissense_Mutationc.109C>Tp.Arg37Cysp.R37CQ16520protein_codingdeleterious(0)probably_damaging(0.996)TCGA-AZ-6601-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownPD
BATFSNVMissense_Mutationrs772105665c.362C>Tp.Pro121Leup.P121LQ16520protein_codingdeleterious_low_confidence(0)probably_damaging(0.995)TCGA-G4-6310-01Colorectumcolon adenocarcinomaMale>=65III/IVChemotherapy5-fuSD
BATFSNVMissense_Mutationc.109C>Tp.Arg37Cysp.R37CQ16520protein_codingdeleterious(0)probably_damaging(0.996)TCGA-AG-A002-01Colorectumrectum adenocarcinomaMale<65I/IIUnknownUnknownSD
BATFSNVMissense_Mutationnovelc.16G>Ap.Asp6Asnp.D6NQ16520protein_codingtolerated_low_confidence(0.18)probably_damaging(0.978)TCGA-A5-A0G2-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVUnknownUnknownSD
BATFSNVMissense_Mutationnovelc.292G>Ap.Ala98Thrp.A98TQ16520protein_codingtolerated(0.8)benign(0)TCGA-AP-A1DK-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
BATFSNVMissense_Mutationnovelc.315N>Tp.Glu105Aspp.E105DQ16520protein_codingtolerated(0.36)benign(0.014)TCGA-AX-A2HC-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVChemotherapypaclitaxelPD
BATFSNVMissense_Mutationc.175N>Ap.Glu59Lysp.E59KQ16520protein_codingdeleterious(0)probably_damaging(0.989)TCGA-B5-A11Y-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
Page: 1 2 

Top

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
Page: 1