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: BATF2

Gene summary for BATF2

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

BATF2

Gene ID

116071

Gene namebasic leucine zipper ATF-like transcription factor 2
Gene AliasSARI
Cytomap11q13.1
Gene Typeprotein-coding
GO ID

GO:0001562

UniProtAcc

B4DV37


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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
116071BATF2HCC1_MengHumanLiverHCC1.49e-052.47e-030.0246
116071BATF2S027HumanLiverHCC8.20e-046.42e-010.2446
116071BATF2S028HumanLiverHCC2.12e-095.71e-010.2503
116071BATF2S029HumanLiverHCC7.73e-115.64e-010.2581
116071BATF2C04HumanOral cavityOSCC3.41e-021.71e-010.2633
116071BATF2C21HumanOral cavityOSCC3.66e-185.53e-010.2678
116071BATF2C30HumanOral cavityOSCC8.80e-227.95e-010.3055
116071BATF2C46HumanOral cavityOSCC5.97e-071.99e-010.1673
116071BATF2LN46HumanOral cavityOSCC9.20e-043.08e-010.1666
116071BATF2SYSMH2HumanOral cavityOSCC8.17e-123.14e-010.2326
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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
∗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:003009922LiverHCCmyeloid cell differentiation200/7958381/187234.64e-054.49e-04200
GO:003009920Oral cavityOSCCmyeloid cell differentiation213/7305381/187231.24e-114.42e-10213
GO:000257310Oral cavityOSCCmyeloid leukocyte differentiation119/7305208/187237.29e-081.29e-06119
GO:19031316Oral cavityOSCCmononuclear cell differentiation210/7305426/187238.44e-069.02e-05210
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa05235Oral cavityOSCCPD-L1 expression and PD-1 checkpoint pathway in cancer56/370489/84651.97e-046.55e-043.33e-0456
hsa052351Oral cavityOSCCPD-L1 expression and PD-1 checkpoint pathway in cancer56/370489/84651.97e-046.55e-043.33e-0456
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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
BATF2SNVMissense_Mutationnovelc.410N>Tp.Ser137Phep.S137FQ8N1L9protein_codingdeleterious(0.01)possibly_damaging(0.496)TCGA-HM-A4S6-01Cervixcervical & endocervical cancerFemale<65III/IVChemotherapycisplatinCR
BATF2SNVMissense_Mutationrs564496581c.22N>Ap.Gly8Argp.G8RQ8N1L9protein_codingtolerated(0.06)benign(0.169)TCGA-Q1-A5R1-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
BATF2SNVMissense_Mutationrs373876947c.352C>Tp.Arg118Trpp.R118WQ8N1L9protein_codingdeleterious(0)benign(0.003)TCGA-A6-5661-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
BATF2SNVMissense_Mutationc.617N>Tp.Pro206Leup.P206LQ8N1L9protein_codingtolerated(0.49)benign(0)TCGA-AA-3848-01Colorectumcolon adenocarcinomaFemale>=65III/IVUnknownUnknownPD
BATF2SNVMissense_Mutationrs377505280c.701N>Ap.Arg234Hisp.R234HQ8N1L9protein_codingtolerated(0.55)benign(0)TCGA-AA-3877-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
BATF2SNVMissense_Mutationc.643A>Gp.Thr215Alap.T215AQ8N1L9protein_codingtolerated(0.21)benign(0)TCGA-AA-3977-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
BATF2SNVMissense_Mutationc.233A>Gp.His78Argp.H78RQ8N1L9protein_codingtolerated(0.33)benign(0.133)TCGA-D5-6927-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownSD
BATF2SNVMissense_Mutationnovelc.410C>Ap.Ser137Tyrp.S137YQ8N1L9protein_codingtolerated(0.08)benign(0.056)TCGA-B5-A1MR-01Endometriumuterine corpus endometrioid carcinomaFemale>=65III/IVUnknownUnknownSD
BATF2SNVMissense_Mutationc.179N>Tp.Arg60Leup.R60LQ8N1L9protein_codingdeleterious(0.01)probably_damaging(0.998)TCGA-EP-A3RK-01Liverliver hepatocellular carcinomaMale>=65III/IVUnknownUnknownPD
BATF2SNVMissense_Mutationc.586N>Ap.Gln196Lysp.Q196KQ8N1L9protein_codingdeleterious(0.01)benign(0.018)TCGA-55-A490-01Lunglung adenocarcinomaMale>=65I/IIChemotherapycarboplatinSD
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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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