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: BACH2

Gene summary for BACH2

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

BACH2

Gene ID

60468

Gene nameBTB domain and CNC homolog 2
Gene AliasBTBD25
Cytomap6q15
Gene Typeprotein-coding
GO ID

GO:0000122

UniProtAcc

Q9BYV9


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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
60468BACH2RNA-P17T-P17T-4HumanLungIAC1.48e-035.89e-010.343
60468BACH2RNA-P17T-P17T-6HumanLungIAC1.13e-067.81e-010.3385
60468BACH2RNA-P17T-P17T-8HumanLungIAC1.55e-047.06e-010.3329
60468BACH2GSM5252131_BPH340PrSF_ViaHumanProstateBPH7.08e-052.52e-01-0.2126
60468BACH2GSM5252132_BPH389PrGFHumanProstateBPH7.36e-033.54e-01-0.2247
60468BACH2047563_1562-all-cellsHumanProstateBPH3.22e-631.17e+000.0791
60468BACH2048752_1579-all-cellsHumanProstateBPH4.57e-951.50e+000.1008
60468BACH2052095_1628-all-cellsHumanProstateBPH7.34e-451.04e+000.1032
60468BACH2052097_1595-all-cellsHumanProstateBPH3.95e-921.53e+000.0972
60468BACH2052099_1652-all-cellsHumanProstateBPH6.96e-721.49e+000.1038
60468BACH2P1_S1_AKHumanSkinAK6.91e-479.02e-01-0.3399
60468BACH2P2_S3_AKHumanSkinAK7.02e-347.18e-01-0.3287
60468BACH2P2_S4_SCCISHumanSkinSCCIS1.32e-417.58e-01-0.3043
60468BACH2P3_S6_AKHumanSkinAK3.38e-134.68e-01-0.3256
60468BACH2P4_S8_cSCCHumanSkincSCC6.04e-052.08e-01-0.3095
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
LungThe 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.AAH: Atypical adenomatous hyperplasia
AIS: Adenocarcinoma in situ
IAC: Invasive lung adenocarcinoma
MIA: Minimally invasive adenocarcinoma
ProstateThe 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.BPH: Benign Prostatic Hyperplasia
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
∗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:00069138LungIACnucleocytoplasmic transport63/2061301/187233.50e-072.54e-0563
GO:00511698LungIACnuclear transport63/2061301/187233.50e-072.54e-0563
GO:000691315ProstateBPHnucleocytoplasmic transport92/3107301/187231.09e-094.84e-0892
GO:005116915ProstateBPHnuclear transport92/3107301/187231.09e-094.84e-0892
GO:00511708ProstateBPHimport into nucleus48/3107159/187231.42e-051.85e-0448
GO:000691320SkinAKnucleocytoplasmic transport69/1910301/187237.63e-111.29e-0869
GO:005116920SkinAKnuclear transport69/1910301/187237.63e-111.29e-0869
GO:005117015SkinAKimport into nucleus33/1910159/187235.59e-058.47e-0433
GO:0006913111SkinSCCISnucleocytoplasmic transport28/919301/187239.23e-041.18e-0228
GO:0051169111SkinSCCISnuclear transport28/919301/187239.23e-041.18e-0228
GO:000691324SkincSCCnucleocytoplasmic transport162/4864301/187234.20e-251.10e-22162
GO:005116924SkincSCCnuclear transport162/4864301/187234.20e-251.10e-22162
GO:005117016SkincSCCimport into nucleus77/4864159/187239.17e-103.58e-0877
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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
BACH2BNBreastHealthyNEIL1,TCL1A,BCL7A, etc.4.88e-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.
BACH2MASTBreastIDCNEIL1,TCL1A,BCL7A, etc.4.16e-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.
BACH2TH17BreastIDCNEIL1,TCL1A,BCL7A, etc.3.38e-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.
BACH2MYOFIBCervixADJZDHHC14,FNBP1,GAB2, etc.3.81e-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.
BACH2MSCCervixCCZDHHC14,FNBP1,GAB2, etc.4.94e-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.
BACH2STMEsophagusADJRAC2,CREB5,RNF122, etc.4.63e-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.
BACH2HEPLiverHealthyTCF7L2,PRKCE,HDAC4, etc.6.63e-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.
BACH2LYMENDLiverCirrhoticESR1,AIG1,DST, etc.4.00e-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.
BACH2LYMENDLiverHealthyESR1,AIG1,DST, etc.1.40e-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.
BACH2LYMENDLiverNAFLDESR1,AIG1,DST, etc.1.35e-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.
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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
BACH2SNVMissense_Mutationc.238G>Cp.Glu80Glnp.E80QQ9BYV9protein_codingdeleterious(0.05)benign(0.066)TCGA-3C-AALI-01Breastbreast invasive carcinomaFemale<65I/IIUnspecificPoly EComplete Response
BACH2SNVMissense_Mutationc.1593N>Gp.Asp531Glup.D531EQ9BYV9protein_codingtolerated(0.1)probably_damaging(0.995)TCGA-A2-A04U-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinSD
BACH2SNVMissense_Mutationrs375103380c.2321N>Tp.Ala774Valp.A774VQ9BYV9protein_codingtolerated(0.29)benign(0.028)TCGA-A8-A06O-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapyletrozoleSD
BACH2SNVMissense_Mutationrs576225753c.1586N>Tp.Ala529Valp.A529VQ9BYV9protein_codingdeleterious(0.04)probably_damaging(0.996)TCGA-AR-A1AV-01Breastbreast invasive carcinomaMale>=65I/IIChemotherapycytoxanSD
BACH2SNVMissense_Mutationnovelc.929N>Cp.Asp310Alap.D310AQ9BYV9protein_codingdeleterious(0.03)benign(0.141)TCGA-BH-A0HY-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapytaxotereCR
BACH2SNVMissense_Mutationc.194N>Tp.Ala65Valp.A65VQ9BYV9protein_codingtolerated(0.2)benign(0.013)TCGA-BH-A0W5-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyarimidexCR
BACH2SNVMissense_Mutationc.923N>Cp.Glu308Alap.E308AQ9BYV9protein_codingtolerated(0.14)benign(0.007)TCGA-BH-A18S-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
BACH2SNVMissense_Mutationnovelc.110N>Ap.Cys37Tyrp.C37YQ9BYV9protein_codingdeleterious(0)probably_damaging(1)TCGA-BH-A1F8-01Breastbreast invasive carcinomaFemale>=65III/IVUnknownUnknownPD
BACH2SNVMissense_Mutationc.2152N>Ap.Gln718Lysp.Q718KQ9BYV9protein_codingtolerated(0.33)benign(0.197)TCGA-BH-A42U-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
BACH2SNVMissense_Mutationc.92G>Ap.Arg31Glnp.R31QQ9BYV9protein_codingdeleterious(0)probably_damaging(0.929)TCGA-D8-A1XJ-01Breastbreast invasive carcinomaFemale>=65III/IVHormone TherapytamoxiphenSD
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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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