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:004362029ThyroidHTregulation of DNA-templated transcription in response to stress17/127253/187233.90e-082.65e-0617
GO:003462026ThyroidHTcellular response to unfolded protein23/127296/187237.95e-084.81e-0623
GO:001470610ThyroidHTstriated muscle tissue development55/1272384/187231.16e-076.59e-0655
GO:003497627ThyroidHTresponse to endoplasmic reticulum stress41/1272256/187232.43e-071.20e-0541
GO:009719129ThyroidHTextrinsic apoptotic signaling pathway36/1272219/187236.85e-072.80e-0536
GO:200123629ThyroidHTregulation of extrinsic apoptotic signaling pathway28/1272151/187231.02e-064.03e-0528
GO:003596727ThyroidHTcellular response to topologically incorrect protein23/1272116/187232.83e-069.85e-0523
GO:00075178ThyroidHTmuscle organ development44/1272327/187231.09e-052.91e-0444
GO:200123527ThyroidHTpositive regulation of apoptotic signaling pathway23/1272126/187231.20e-053.15e-0423
GO:007149629ThyroidHTcellular response to external stimulus43/1272320/187231.41e-053.57e-0443
GO:003096820ThyroidHTendoplasmic reticulum unfolded protein response16/127274/187232.95e-056.33e-0416
GO:003166729ThyroidHTresponse to nutrient levels56/1272474/187233.66e-057.57e-0456
GO:00605386ThyroidHTskeletal muscle organ development26/1272166/187235.47e-051.06e-0326
GO:003600322ThyroidHTpositive regulation of transcription from RNA polymerase II promoter in response to stress8/127224/187231.22e-041.98e-038
GO:00075196ThyroidHTskeletal muscle tissue development24/1272155/187231.25e-042.01e-0324
GO:00359146ThyroidHTskeletal muscle cell differentiation14/127267/187231.35e-042.12e-0314
GO:000926723ThyroidHTcellular response to starvation24/1272156/187231.38e-042.16e-0324
GO:004259423ThyroidHTresponse to starvation28/1272197/187231.64e-042.45e-0328
GO:19904408ThyroidHTpositive regulation of transcription from RNA polymerase II promoter in response to endoplasmic reticulum stress5/127211/187234.69e-045.70e-035
GO:004340925ThyroidHTnegative regulation of MAPK cascade25/1272180/187235.10e-046.14e-0325
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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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