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: ATF3

Gene summary for ATF3

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

ATF3

Gene ID

467

Gene nameactivating transcription factor 3
Gene AliasATF3
Cytomap1q32.3
Gene Typeprotein-coding
GO ID

GO:0000122

UniProtAcc

P18847


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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
467ATF3GSM4909286HumanBreastIDC1.49e-24-7.65e-010.1081
467ATF3GSM4909290HumanBreastIDC2.98e-23-8.38e-010.2096
467ATF3GSM4909291HumanBreastIDC1.97e-023.39e-010.1753
467ATF3GSM4909294HumanBreastIDC3.37e-12-5.57e-010.2022
467ATF3GSM4909296HumanBreastIDC6.67e-04-3.38e-010.1524
467ATF3GSM4909297HumanBreastIDC1.36e-07-3.22e-010.1517
467ATF3GSM4909298HumanBreastIDC2.00e-12-6.42e-010.1551
467ATF3GSM4909299HumanBreastIDC2.53e-155.34e-010.035
467ATF3GSM4909300HumanBreastIDC8.60e-156.96e-010.0334
467ATF3GSM4909304HumanBreastIDC1.61e-09-6.29e-010.1636
467ATF3GSM4909307HumanBreastIDC2.56e-15-6.75e-010.1569
467ATF3GSM4909311HumanBreastIDC3.52e-22-5.71e-010.1534
467ATF3GSM4909312HumanBreastIDC1.10e-08-5.08e-010.1552
467ATF3GSM4909315HumanBreastIDC3.05e-02-3.53e-010.21
467ATF3GSM4909316HumanBreastIDC3.65e-05-7.07e-010.21
467ATF3GSM4909317HumanBreastIDC8.47e-063.95e-010.1355
467ATF3GSM4909319HumanBreastIDC1.28e-25-1.55e-010.1563
467ATF3GSM4909321HumanBreastIDC6.04e-265.66e-010.1559
467ATF3brca1HumanBreastPrecancer3.13e-04-5.07e-01-0.0338
467ATF3brca2HumanBreastPrecancer2.53e-07-6.06e-01-0.024
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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
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:190204123SkincSCCregulation of extrinsic apoptotic signaling pathway via death domain receptors25/486449/187231.53e-041.35e-0325
GO:003166925SkincSCCcellular response to nutrient levels80/4864215/187231.76e-041.50e-0380
GO:000862522SkincSCCextrinsic apoptotic signaling pathway via death domain receptors36/486482/187233.22e-042.57e-0336
GO:19909285SkincSCCresponse to amino acid starvation23/486449/187231.25e-038.09e-0323
GO:000599610SkincSCCmonosaccharide metabolic process85/4864257/187236.43e-033.14e-0285
GO:190204322SkincSCCpositive regulation of extrinsic apoptotic signaling pathway via death domain receptors8/486413/187237.25e-033.44e-028
GO:00341985SkincSCCcellular response to amino acid starvation20/486446/187237.44e-033.50e-0220
GO:19904407SkincSCCpositive regulation of transcription from RNA polymerase II promoter in response to endoplasmic reticulum stress7/486411/187239.45e-034.25e-027
GO:000600610SkincSCCglucose metabolic process66/4864196/187239.75e-034.32e-0266
GO:003600320SkincSCCpositive regulation of transcription from RNA polymerase II promoter in response to stress12/486424/187239.91e-034.35e-0212
GO:20012336StomachGCregulation of apoptotic signaling pathway52/1159356/187236.61e-097.05e-0752
GO:00069866StomachGCresponse to unfolded protein27/1159137/187237.03e-084.62e-0627
GO:00359666StomachGCresponse to topologically incorrect protein29/1159159/187231.37e-078.14e-0629
GO:00971916StomachGCextrinsic apoptotic signaling pathway34/1159219/187236.52e-073.28e-0534
GO:00316676StomachGCresponse to nutrient levels56/1159474/187232.47e-061.06e-0456
GO:00346206StomachGCcellular response to unfolded protein19/115996/187235.58e-062.20e-0419
GO:20012366StomachGCregulation of extrinsic apoptotic signaling pathway24/1159151/187231.87e-055.77e-0424
GO:00359676StomachGCcellular response to topologically incorrect protein20/1159116/187232.74e-057.80e-0420
GO:00436206StomachGCregulation of DNA-templated transcription in response to stress12/115953/187237.47e-051.63e-0312
GO:00436186StomachGCregulation of transcription from RNA polymerase II promoter in response to stress11/115947/187231.08e-042.09e-0311
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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
ATF3DUCT1PancreasPanINFOSB,PPP1R15A,SERTAD1, etc.2.91e-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
ATF3SNVMissense_Mutationc.379G>Ap.Glu127Lysp.E127KP18847protein_codingdeleterious(0.05)benign(0.247)TCGA-A8-A09M-01Breastbreast invasive carcinomaFemale>=65III/IVChemotherapypaclitaxelCR
ATF3SNVMissense_Mutationc.498N>Cp.Glu166Aspp.E166DP18847protein_codingdeleterious(0.01)probably_damaging(0.967)TCGA-AR-A1AN-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycytoxanSD
ATF3SNVMissense_Mutationc.62N>Gp.Pro21Argp.P21RP18847protein_codingdeleterious(0)probably_damaging(0.996)TCGA-D8-A27G-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
ATF3SNVMissense_Mutationnovelc.278G>Ap.Arg93Glnp.R93QP18847protein_codingtolerated(0.08)possibly_damaging(0.634)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
ATF3SNVMissense_Mutationnovelc.455C>Tp.Thr152Metp.T152MP18847protein_codingdeleterious(0.02)probably_damaging(0.996)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
ATF3SNVMissense_Mutationc.377C>Tp.Ala126Valp.A126VP18847protein_codingtolerated(0.13)benign(0.175)TCGA-AA-3710-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
ATF3SNVMissense_Mutationnovelc.278G>Ap.Arg93Glnp.R93QP18847protein_codingtolerated(0.08)possibly_damaging(0.634)TCGA-AA-A00N-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownPD
ATF3SNVMissense_Mutationnovelc.284G>Tp.Arg95Ilep.R95IP18847protein_codingdeleterious(0)possibly_damaging(0.848)TCGA-F5-6814-01Colorectumrectum adenocarcinomaMale<65I/IIUnknownUnknownSD
ATF3SNVMissense_Mutationnovelc.540N>Tp.Gln180Hisp.Q180HP18847protein_codingdeleterious_low_confidence(0.04)possibly_damaging(0.867)TCGA-A5-A0G2-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVUnknownUnknownSD
ATF3SNVMissense_Mutationc.505C>Ap.Leu169Ilep.L169IP18847protein_codingtolerated(0.32)probably_damaging(0.987)TCGA-A5-A0GB-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
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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
467ATF3TRANSCRIPTION FACTORPROGESTERONEPROGESTERONE15674352
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