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: BTG1

Gene summary for BTG1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

BTG1

Gene ID

694

Gene nameBTG anti-proliferation factor 1
Gene AliasAPRO2
Cytomap12q21.33
Gene Typeprotein-coding
GO ID

GO:0000003

UniProtAcc

P62324


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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
694BTG1GSM4909281HumanBreastIDC1.61e-17-4.82e-010.21
694BTG1GSM4909282HumanBreastIDC1.81e-13-4.73e-01-0.0288
694BTG1GSM4909285HumanBreastIDC1.81e-08-2.11e-010.21
694BTG1GSM4909286HumanBreastIDC5.07e-042.02e-010.1081
694BTG1GSM4909287HumanBreastIDC2.11e-17-6.22e-010.2057
694BTG1GSM4909288HumanBreastIDC3.85e-02-4.84e-010.0988
694BTG1GSM4909289HumanBreastIDC9.80e-03-5.93e-010.1064
694BTG1GSM4909290HumanBreastIDC3.97e-14-4.94e-010.2096
694BTG1GSM4909291HumanBreastIDC6.95e-11-5.38e-010.1753
694BTG1GSM4909292HumanBreastIDC4.07e-02-7.02e-010.1236
694BTG1GSM4909293HumanBreastIDC1.30e-03-1.58e-010.1581
694BTG1GSM4909294HumanBreastIDC2.06e-25-6.63e-010.2022
694BTG1GSM4909296HumanBreastIDC7.63e-43-9.25e-010.1524
694BTG1GSM4909297HumanBreastIDC1.24e-11-6.58e-020.1517
694BTG1GSM4909298HumanBreastIDC4.21e-03-1.53e-010.1551
694BTG1GSM4909301HumanBreastIDC1.53e-29-7.26e-010.1577
694BTG1GSM4909302HumanBreastIDC5.21e-16-6.05e-010.1545
694BTG1GSM4909304HumanBreastIDC1.04e-33-6.87e-010.1636
694BTG1GSM4909306HumanBreastIDC1.68e-02-1.78e-010.1564
694BTG1GSM4909307HumanBreastIDC1.55e-37-8.37e-010.1569
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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
CervixThe 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.CC: Cervix cancer
HSIL_HPV: HPV-infected high-grade squamous intraepithelial lesions
N_HPV: HPV-infected normal cervix
Colorectum (GSE201348)The 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.FAP: Familial adenomatous polyposis
CRC: Colorectal cancer
Colorectum (HTA11)The 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.AD: Adenomas
SER: Sessile serrated lesions
MSI-H: Microsatellite-high colorectal cancer
MSS: Microsatellite stable colorectal cancer
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
GCThe 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.CAG: Chronic atrophic gastritis
CAG with IM: Chronic atrophic gastritis with intestinal metaplasia
CSG: Chronic superficial gastritis
GC: Gastric cancer
SIM: Severe intestinal metaplasia
WIM: Wild intestinal metaplasia
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:00069799BreastPrecancerresponse to oxidative stress70/1080446/187231.59e-144.26e-1270
GO:0045766BreastPrecancerpositive regulation of angiogenesis23/1080181/187233.09e-044.43e-0323
GO:1904018BreastPrecancerpositive regulation of vasculature development23/1080181/187233.09e-044.43e-0323
GO:00160497BreastPrecancercell growth46/1080482/187235.63e-047.16e-0346
GO:0045765BreastPrecancerregulation of angiogenesis35/1080342/187237.35e-048.80e-0335
GO:1901342BreastPrecancerregulation of vasculature development35/1080348/187231.00e-031.12e-0235
GO:00015587BreastPrecancerregulation of cell growth39/1080414/187231.81e-031.78e-0239
GO:000697914BreastIDCresponse to oxidative stress83/1434446/187232.36e-147.06e-1283
GO:00434348BreastIDCresponse to peptide hormone54/1434414/187238.25e-051.61e-0354
GO:00457651BreastIDCregulation of angiogenesis45/1434342/187232.57e-043.98e-0345
GO:19013421BreastIDCregulation of vasculature development45/1434348/187233.78e-045.38e-0345
GO:001604913BreastIDCcell growth56/1434482/187231.16e-031.26e-0256
GO:00457661BreastIDCpositive regulation of angiogenesis26/1434181/187231.39e-031.43e-0226
GO:19040181BreastIDCpositive regulation of vasculature development26/1434181/187231.39e-031.43e-0226
GO:000155813BreastIDCregulation of cell growth49/1434414/187231.55e-031.55e-0249
GO:00073465BreastIDCregulation of mitotic cell cycle51/1434457/187234.30e-033.35e-0251
GO:000697924BreastDCISresponse to oxidative stress82/1390446/187231.22e-143.85e-1282
GO:004343414BreastDCISresponse to peptide hormone52/1390414/187231.33e-042.28e-0352
GO:00457652BreastDCISregulation of angiogenesis44/1390342/187232.50e-043.87e-0344
GO:19013422BreastDCISregulation of vasculature development44/1390348/187233.67e-045.17e-0344
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa030186BreastPrecancerRNA degradation14/68479/84653.97e-032.37e-021.81e-0214
hsa0301811BreastPrecancerRNA degradation14/68479/84653.97e-032.37e-021.81e-0214
hsa0301824EsophagusESCCRNA degradation62/420579/84651.18e-079.39e-074.81e-0762
hsa0301834EsophagusESCCRNA degradation62/420579/84651.18e-079.39e-074.81e-0762
hsa0301861Oral cavityNEOLPRNA degradation18/111279/84651.25e-024.06e-022.56e-0218
hsa0301871Oral cavityNEOLPRNA degradation18/111279/84651.25e-024.06e-022.56e-0218
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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
BTG1SNVMissense_Mutationc.407N>Gp.Asn136Serp.N136SP62324protein_codingtolerated(0.57)benign(0)TCGA-G4-6304-01Colorectumcolon adenocarcinomaFemale>=65I/IIChemotherapyfluorouracilPD
BTG1SNVMissense_Mutationnovelc.128G>Ap.Ser43Asnp.S43NP62324protein_codingtolerated(0.1)benign(0.141)TCGA-AP-A1DV-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
BTG1SNVMissense_Mutationnovelc.233N>Tp.Pro78Leup.P78LP62324protein_codingdeleterious(0)probably_damaging(1)TCGA-B5-A3FC-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
BTG1SNVMissense_Mutationrs764941738c.415N>Gp.Asn139Aspp.N139DP62324protein_codingtolerated(0.87)benign(0.011)TCGA-DF-A2KU-01Endometriumuterine corpus endometrioid carcinomaFemaleUnknownI/IIUnknownUnknownSD
BTG1SNVMissense_Mutationnovelc.172N>Gp.Pro58Alap.P58AP62324protein_codingdeleterious(0)probably_damaging(1)TCGA-55-8616-01Lunglung adenocarcinomaFemale<65I/IIUnknownUnknownSD
BTG1SNVMissense_Mutationc.80N>Cp.Arg27Prop.R27PP62324protein_codingdeleterious(0)possibly_damaging(0.857)TCGA-37-3789-01Lunglung squamous cell carcinomaMale>=65I/IIUnknownUnknownSD
BTG1SNVMissense_Mutationc.365G>Tp.Cys122Phep.C122FP62324protein_codingdeleterious(0)probably_damaging(0.996)TCGA-CN-6021-01Oral cavityhead & neck squamous cell carcinomaFemale<65I/IIUnknownUnknownPD
BTG1insertionFrame_Shift_Insnovelc.439_440insAp.Ile147AsnfsTer4p.I147Nfs*4P62324protein_codingTCGA-HC-8258-01Prostateprostate adenocarcinomaMale<656UnknownUnknownSD
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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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