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: BTG3

Gene summary for BTG3

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

BTG3

Gene ID

10950

Gene nameBTG anti-proliferation factor 3
Gene AliasANA
Cytomap21q21.1
Gene Typeprotein-coding
GO ID

GO:0000278

UniProtAcc

Q14201


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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
10950BTG3GSM4909281HumanBreastIDC2.63e-03-2.73e-010.21
10950BTG3GSM4909282HumanBreastIDC8.61e-043.41e-01-0.0288
10950BTG3GSM4909286HumanBreastIDC2.19e-09-3.89e-010.1081
10950BTG3GSM4909290HumanBreastIDC2.36e-05-4.16e-010.2096
10950BTG3GSM4909291HumanBreastIDC4.09e-11-5.26e-010.1753
10950BTG3GSM4909293HumanBreastIDC4.40e-25-5.35e-010.1581
10950BTG3GSM4909294HumanBreastIDC1.86e-14-4.42e-010.2022
10950BTG3GSM4909296HumanBreastIDC4.66e-34-5.87e-010.1524
10950BTG3GSM4909297HumanBreastIDC1.05e-28-5.12e-010.1517
10950BTG3GSM4909298HumanBreastIDC5.49e-19-4.77e-010.1551
10950BTG3GSM4909301HumanBreastIDC2.65e-19-4.95e-010.1577
10950BTG3GSM4909302HumanBreastIDC4.80e-17-5.05e-010.1545
10950BTG3GSM4909304HumanBreastIDC2.97e-20-5.08e-010.1636
10950BTG3GSM4909306HumanBreastIDC7.81e-17-4.78e-010.1564
10950BTG3GSM4909307HumanBreastIDC3.73e-28-5.63e-010.1569
10950BTG3GSM4909308HumanBreastIDC3.77e-17-5.40e-010.158
10950BTG3GSM4909309HumanBreastIDC2.45e-05-3.62e-010.0483
10950BTG3GSM4909311HumanBreastIDC9.86e-34-5.79e-010.1534
10950BTG3GSM4909312HumanBreastIDC4.06e-25-5.40e-010.1552
10950BTG3GSM4909313HumanBreastIDC1.54e-07-4.02e-010.0391
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
BreastThe 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.IDC: Invasive ductal carcinoma
DCIS: Ductal carcinoma in situ
Precancer(BRCA1-mut): Precancerous lesion from BRCA1 mutation carriers
EndometriumThe 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.AEH: Atypical endometrial hyperplasia
EEC: Endometrioid Cancer
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
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
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
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
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:00073465BreastIDCregulation of mitotic cell cycle51/1434457/187234.30e-033.35e-0251
GO:000734612BreastDCISregulation of mitotic cell cycle52/1390457/187231.38e-031.43e-0252
GO:00073467EndometriumEECregulation of mitotic cell cycle70/2168457/187238.76e-034.74e-0270
GO:000734615EsophagusESCCregulation of mitotic cell cycle293/8552457/187238.00e-165.64e-14293
GO:00457865EsophagusESCCnegative regulation of cell cycle236/8552385/187233.62e-109.93e-09236
GO:004593013EsophagusESCCnegative regulation of mitotic cell cycle143/8552235/187231.84e-062.15e-05143
GO:00073463LiverCirrhoticregulation of mitotic cell cycle154/4634457/187238.73e-061.29e-04154
GO:000734611LiverHCCregulation of mitotic cell cycle255/7958457/187234.96e-091.30e-07255
GO:0045786LiverHCCnegative regulation of cell cycle204/7958385/187231.84e-051.99e-04204
GO:0045930LiverHCCnegative regulation of mitotic cell cycle130/7958235/187234.69e-054.50e-04130
GO:00073464LungIACregulation of mitotic cell cycle78/2061457/187235.37e-051.21e-0378
GO:00457861LungIACnegative regulation of cell cycle67/2061385/187239.74e-051.93e-0367
GO:00459301LungIACnegative regulation of mitotic cell cycle45/2061235/187231.49e-042.73e-0345
GO:00073469Oral cavityOSCCregulation of mitotic cell cycle266/7305457/187233.87e-173.41e-15266
GO:00457864Oral cavityOSCCnegative regulation of cell cycle206/7305385/187234.28e-099.55e-08206
GO:00459304Oral cavityOSCCnegative regulation of mitotic cell cycle132/7305235/187236.51e-081.16e-06132
GO:000734614Oral cavityLPregulation of mitotic cell cycle163/4623457/187237.64e-082.56e-06163
GO:004578612Oral cavityLPnegative regulation of cell cycle127/4623385/187231.33e-041.53e-03127
GO:004593012Oral cavityLPnegative regulation of mitotic cell cycle83/4623235/187231.62e-041.82e-0383
GO:000734621Oral cavityEOLPregulation of mitotic cell cycle82/2218457/187237.50e-059.14e-0482
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa0301821BreastIDCRNA degradation16/86779/84655.65e-033.13e-022.34e-0216
hsa0301831BreastIDCRNA degradation16/86779/84655.65e-033.13e-022.34e-0216
hsa030184BreastDCISRNA degradation16/84679/84654.45e-032.46e-021.82e-0216
hsa030185BreastDCISRNA degradation16/84679/84654.45e-032.46e-021.82e-0216
hsa030187EndometriumEECRNA degradation20/123779/84658.36e-033.88e-022.89e-0220
hsa0301812EndometriumEECRNA degradation20/123779/84658.36e-033.88e-022.89e-0220
hsa0301824EsophagusESCCRNA degradation62/420579/84651.18e-079.39e-074.81e-0762
hsa0301834EsophagusESCCRNA degradation62/420579/84651.18e-079.39e-074.81e-0762
hsa03018LiverCirrhoticRNA degradation44/253079/84651.43e-061.65e-051.02e-0544
hsa030181LiverCirrhoticRNA degradation44/253079/84651.43e-061.65e-051.02e-0544
hsa030182LiverHCCRNA degradation58/402079/84652.29e-062.19e-051.22e-0558
hsa030183LiverHCCRNA degradation58/402079/84652.29e-062.19e-051.22e-0558
hsa030189Oral cavityOSCCRNA degradation59/370479/84652.05e-081.91e-079.70e-0859
hsa0301814Oral cavityOSCCRNA degradation59/370479/84652.05e-081.91e-079.70e-0859
hsa0301823Oral cavityLPRNA degradation39/241879/84656.98e-054.38e-042.83e-0439
hsa0301833Oral cavityLPRNA degradation39/241879/84656.98e-054.38e-042.83e-0439
hsa0301841Oral cavityEOLPRNA degradation22/121879/84651.33e-034.80e-032.83e-0322
hsa0301851Oral cavityEOLPRNA degradation22/121879/84651.33e-034.80e-032.83e-0322
hsa030188ProstateBPHRNA degradation29/171879/84655.17e-042.67e-031.65e-0329
hsa0301813ProstateBPHRNA degradation29/171879/84655.17e-042.67e-031.65e-0329
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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
BTG3SNVMissense_Mutationc.560N>Cp.His187Prop.H187PQ14201protein_codingtolerated(0.11)probably_damaging(0.998)TCGA-A2-A1G1-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
BTG3SNVMissense_Mutationc.464N>Tp.Ala155Valp.A155VQ14201protein_codingdeleterious(0.04)possibly_damaging(0.794)TCGA-AR-A0U0-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
BTG3deletionFrame_Shift_Delnovelc.791delNp.Asn264IlefsTer9p.N264Ifs*9Q14201protein_codingTCGA-EW-A2FV-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapydocetaxelSD
BTG3SNVMissense_Mutationc.817N>Gp.Thr273Alap.T273AQ14201protein_codingtolerated(0.51)probably_damaging(0.953)TCGA-D5-6930-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
BTG3SNVMissense_Mutationc.451N>Cp.Glu151Glnp.E151QQ14201protein_codingdeleterious(0)possibly_damaging(0.808)TCGA-RU-A8FL-01Colorectumcolon adenocarcinomaMale<65III/IVChemotherapyfolfoxPD
BTG3deletionFrame_Shift_Delc.1delNp.Met1?p.M1?Q14201protein_codingTCGA-AD-5900-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
BTG3SNVMissense_Mutationrs542747898c.802C>Tp.Arg268Cysp.R268CQ14201protein_codingdeleterious(0.04)probably_damaging(0.973)TCGA-AP-A0LM-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVChemotherapycisplatinSD
BTG3SNVMissense_Mutationc.510G>Tp.Glu170Aspp.E170DQ14201protein_codingtolerated(0.2)benign(0.003)TCGA-AP-A0LM-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVChemotherapycisplatinSD
BTG3SNVMissense_Mutationc.851G>Tp.Arg284Leup.R284LQ14201protein_codingdeleterious(0.03)possibly_damaging(0.501)TCGA-AX-A064-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
BTG3SNVMissense_Mutationnovelc.830C>Ap.Pro277Hisp.P277HQ14201protein_codingtolerated(0.06)probably_damaging(0.998)TCGA-AX-A2HC-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVChemotherapypaclitaxelPD
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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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