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: NR4A2

Gene summary for NR4A2

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

NR4A2

Gene ID

4929

Gene namenuclear receptor subfamily 4 group A member 2
Gene AliasHZF-3
Cytomap2q24.1
Gene Typeprotein-coding
GO ID

GO:0000122

UniProtAcc

F1D8N6


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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
4929NR4A2GSM4909282HumanBreastIDC2.79e-126.24e-01-0.0288
4929NR4A2GSM4909286HumanBreastIDC5.57e-041.19e-010.1081
4929NR4A2GSM4909291HumanBreastIDC2.96e-033.82e-010.1753
4929NR4A2GSM4909294HumanBreastIDC2.27e-02-2.11e-010.2022
4929NR4A2GSM4909297HumanBreastIDC7.30e-03-1.60e-010.1517
4929NR4A2GSM4909298HumanBreastIDC2.71e-02-2.30e-010.1551
4929NR4A2GSM4909304HumanBreastIDC2.07e-02-2.05e-010.1636
4929NR4A2GSM4909308HumanBreastIDC2.11e-347.85e-010.158
4929NR4A2GSM4909311HumanBreastIDC6.16e-11-2.79e-010.1534
4929NR4A2GSM4909313HumanBreastIDC3.13e-023.03e-010.0391
4929NR4A2GSM4909319HumanBreastIDC1.90e-09-2.39e-010.1563
4929NR4A2GSM4909320HumanBreastIDC4.54e-03-3.17e-010.1575
4929NR4A2GSM4909321HumanBreastIDC3.04e-03-2.14e-010.1559
4929NR4A2brca1HumanBreastPrecancer4.83e-06-2.88e-01-0.0338
4929NR4A2brca2HumanBreastPrecancer1.56e-05-2.67e-01-0.024
4929NR4A2brca3HumanBreastPrecancer1.10e-04-2.82e-01-0.0263
4929NR4A2brca10HumanBreastPrecancer1.20e-05-2.88e-01-0.0029
4929NR4A2NCCBC14HumanBreastDCIS1.73e-06-2.86e-010.2021
4929NR4A2NCCBC3HumanBreastDCIS1.44e-04-2.62e-010.1198
4929NR4A2NCCBC5HumanBreastDCIS2.45e-04-1.96e-010.2046
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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
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:20012339BreastPrecancerregulation of apoptotic signaling pathway65/1080356/187237.70e-173.17e-1465
GO:00069799BreastPrecancerresponse to oxidative stress70/1080446/187231.59e-144.26e-1270
GO:00362939BreastPrecancerresponse to decreased oxygen levels53/1080322/187234.09e-126.84e-1053
GO:00016669BreastPrecancerresponse to hypoxia51/1080307/187237.33e-121.11e-0951
GO:00704829BreastPrecancerresponse to oxygen levels55/1080347/187237.47e-121.11e-0955
GO:00621979BreastPrecancercellular response to chemical stress51/1080337/187232.40e-102.34e-0851
GO:20012349BreastPrecancernegative regulation of apoptotic signaling pathway39/1080224/187235.35e-104.77e-0839
GO:00709979BreastPrecancerneuron death50/1080361/187237.75e-095.70e-0750
GO:00514029BreastPrecancerneuron apoptotic process38/1080246/187232.68e-081.75e-0638
GO:00345999BreastPrecancercellular response to oxidative stress42/1080288/187232.78e-081.79e-0642
GO:00309018BreastPrecancermidbrain development20/108090/187231.50e-077.93e-0620
GO:19012149BreastPrecancerregulation of neuron death41/1080319/187231.27e-064.80e-0541
GO:00435237BreastPrecancerregulation of neuron apoptotic process31/1080212/187231.69e-066.08e-0531
GO:00435243BreastPrecancernegative regulation of neuron apoptotic process19/1080145/187236.83e-048.34e-0319
GO:00454444BreastPrecancerfat cell differentiation26/1080229/187237.60e-049.04e-0326
GO:00714969BreastPrecancercellular response to external stimulus33/1080320/187239.01e-041.03e-0233
GO:19012157BreastPrecancernegative regulation of neuron death24/1080208/187239.50e-041.07e-0224
GO:00316688BreastPrecancercellular response to extracellular stimulus27/1080246/187231.02e-031.13e-0227
GO:00140753BreastPrecancerresponse to amine9/108049/187231.74e-031.74e-029
GO:0001975BreastPrecancerresponse to amphetamine7/108033/187232.37e-032.19e-027
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa0492812CervixCCParathyroid hormone synthesis, secretion and action27/1267106/84653.12e-031.19e-027.03e-0327
hsa0492813CervixCCParathyroid hormone synthesis, secretion and action27/1267106/84653.12e-031.19e-027.03e-0327
hsa0492816EsophagusESCCParathyroid hormone synthesis, secretion and action66/4205106/84655.86e-031.47e-027.51e-0366
hsa0492817EsophagusESCCParathyroid hormone synthesis, secretion and action66/4205106/84655.86e-031.47e-027.51e-0366
hsa0492810LungIACParathyroid hormone synthesis, secretion and action26/1053106/84654.34e-044.03e-032.68e-0326
hsa0492811LungIACParathyroid hormone synthesis, secretion and action26/1053106/84654.34e-044.03e-032.68e-0326
hsa0492814ProstateBPHParathyroid hormone synthesis, secretion and action33/1718106/84655.30e-031.75e-021.08e-0233
hsa0492815ProstateBPHParathyroid hormone synthesis, secretion and action33/1718106/84655.30e-031.75e-021.08e-0233
hsa0492822ProstateTumorParathyroid hormone synthesis, secretion and action35/1791106/84652.89e-031.07e-026.67e-0335
hsa0492832ProstateTumorParathyroid hormone synthesis, secretion and action35/1791106/84652.89e-031.07e-026.67e-0335
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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
NR4A2GOBEsophagusHealthyCXCL3,LURAP1L,CXCL1, etc.1.28e-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.
NR4A2NUERProstateHealthySLC38A2,HMOX1,CCN3, etc.5.12e-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.
NR4A2UROProstateHealthySLC38A2,HMOX1,CCN3, etc.9.14e-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.
NR4A2MSCStomachADJNR4A3,ZNF331,REL, etc.8.47e-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.
NR4A2ENDStomachCAG with IMNR4A3,ZNF331,REL, etc.2.77e-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.
NR4A2ICAFStomachCSGNR4A3,ZNF331,REL, etc.1.02e-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.
NR4A2MSCStomachGCNR4A3,ZNF331,REL, etc.7.94e-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.
NR4A2TFCThyroidATCZNF331,NR4A1,NR4A3, etc.7.06e-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.
∗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
NR4A2SNVMissense_Mutationc.1028G>Tp.Gly343Valp.G343VP43354protein_codingdeleterious(0)probably_damaging(0.999)TCGA-A2-A0EQ-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinSD
NR4A2SNVMissense_Mutationnovelc.872N>Cp.Val291Alap.V291AP43354protein_codingdeleterious(0)probably_damaging(0.999)TCGA-D8-A1XK-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicine+cyclophosphamideSD
NR4A2deletionFrame_Shift_Delc.430delGp.Asp144ThrfsTer19p.D144Tfs*19P43354protein_codingTCGA-E2-A1IF-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyarimidexSD
NR4A2SNVMissense_Mutationc.833G>Tp.Arg278Leup.R278LP43354protein_codingdeleterious(0.01)probably_damaging(0.92)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
NR4A2SNVMissense_Mutationc.52G>Ap.Ala18Thrp.A18TP43354protein_codingdeleterious(0.03)possibly_damaging(0.656)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
NR4A2SNVMissense_Mutationc.16N>Ap.Ala6Thrp.A6TP43354protein_codingtolerated(0.33)benign(0.339)TCGA-AA-3713-01Colorectumcolon adenocarcinomaMale>=65III/IVChemotherapy5-fluorouracilPR
NR4A2SNVMissense_Mutationc.866N>Ap.Arg289Hisp.R289HP43354protein_codingdeleterious(0)probably_damaging(0.999)TCGA-AA-3821-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
NR4A2SNVMissense_Mutationnovelc.503C>Tp.Thr168Metp.T168MP43354protein_codingdeleterious(0.03)benign(0.11)TCGA-AA-3845-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownPD
NR4A2SNVMissense_Mutationnovelc.1145N>Gp.Leu382Argp.L382RP43354protein_codingdeleterious(0.01)benign(0.436)TCGA-AD-6889-01Colorectumcolon adenocarcinomaMale>=65I/IIChemotherapyxelodaPD
NR4A2SNVMissense_Mutationnovelc.214N>Ap.Asp72Asnp.D72NP43354protein_codingtolerated(0.07)probably_damaging(0.932)TCGA-AZ-4315-01Colorectumcolon adenocarcinomaMale<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
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