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: JUNB

Gene summary for JUNB

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

JUNB

Gene ID

3726

Gene nameJunB proto-oncogene, AP-1 transcription factor subunit
Gene AliasAP-1
Cytomap19p13.13
Gene Typeprotein-coding
GO ID

GO:0000003

UniProtAcc

P17275


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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
3726JUNBGSM4909280HumanBreastPrecancer1.23e-024.42e-010.0305
3726JUNBGSM4909281HumanBreastIDC4.15e-07-4.93e-010.21
3726JUNBGSM4909282HumanBreastIDC2.42e-577.46e-01-0.0288
3726JUNBGSM4909285HumanBreastIDC4.26e-073.14e-010.21
3726JUNBGSM4909290HumanBreastIDC2.71e-04-4.08e-010.2096
3726JUNBGSM4909294HumanBreastIDC1.09e-19-7.18e-010.2022
3726JUNBGSM4909296HumanBreastIDC1.54e-07-5.06e-010.1524
3726JUNBGSM4909297HumanBreastIDC1.57e-101.00e-010.1517
3726JUNBGSM4909299HumanBreastIDC4.89e-063.52e-010.035
3726JUNBGSM4909300HumanBreastIDC7.10e-054.29e-010.0334
3726JUNBGSM4909304HumanBreastIDC3.65e-09-5.44e-010.1636
3726JUNBGSM4909305HumanBreastIDC3.08e-114.28e-010.0436
3726JUNBGSM4909306HumanBreastIDC1.17e-103.49e-010.1564
3726JUNBGSM4909308HumanBreastIDC8.75e-255.47e-010.158
3726JUNBGSM4909311HumanBreastIDC6.18e-24-2.76e-010.1534
3726JUNBGSM4909312HumanBreastIDC9.91e-174.04e-010.1552
3726JUNBGSM4909313HumanBreastIDC2.93e-124.41e-010.0391
3726JUNBGSM4909315HumanBreastIDC7.28e-17-6.80e-010.21
3726JUNBGSM4909316HumanBreastIDC1.01e-08-7.66e-010.21
3726JUNBGSM4909319HumanBreastIDC6.89e-361.66e-010.1563
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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
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:00100389BreastPrecancerresponse to metal ion47/1080373/187233.88e-071.79e-0547
GO:00075653BreastPrecancerfemale pregnancy29/1080193/187232.07e-067.31e-0529
GO:00447063BreastPrecancermulti-multicellular organism process31/1080220/187233.73e-061.19e-0431
GO:00300999BreastPrecancermyeloid cell differentiation45/1080381/187234.00e-061.25e-0445
GO:00025737BreastPrecancermyeloid leukocyte differentiation27/1080208/187236.72e-051.35e-0327
GO:00018927BreastPrecancerembryonic placenta development14/108082/187232.30e-043.48e-0314
GO:00486087BreastPrecancerreproductive structure development43/1080424/187232.36e-043.56e-0343
GO:00614587BreastPrecancerreproductive system development43/1080427/187232.75e-044.00e-0343
GO:00016496BreastPrecancerosteoblast differentiation27/1080229/187233.35e-044.73e-0327
GO:00712488BreastPrecancercellular response to metal ion24/1080197/187234.35e-045.79e-0324
GO:00712418BreastPrecancercellular response to inorganic substance26/1080226/187236.23e-047.78e-0326
GO:00018907BreastPrecancerplacenta development19/1080144/187236.26e-047.78e-0319
GO:00515925BreastPrecancerresponse to calcium ion18/1080149/187232.37e-032.19e-0218
GO:00017017BreastPrecancerin utero embryonic development35/1080367/187232.47e-032.27e-0235
GO:00015036BreastPrecancerossification36/1080408/187237.53e-034.98e-0236
GO:001003814BreastIDCresponse to metal ion65/1434373/187232.95e-103.42e-0865
GO:000756511BreastIDCfemale pregnancy39/1434193/187231.81e-081.27e-0639
GO:00447061BreastIDCmulti-multicellular organism process41/1434220/187238.58e-085.19e-0641
GO:004860812BreastIDCreproductive structure development60/1434424/187232.71e-061.03e-0460
GO:006145813BreastIDCreproductive system development60/1434427/187233.41e-061.24e-0460
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa046686CervixCCTNF signaling pathway28/1267114/84654.60e-031.62e-029.59e-0328
hsa0466813CervixCCTNF signaling pathway28/1267114/84654.60e-031.62e-029.59e-0328
hsa04935ColorectumMSSGrowth hormone synthesis, secretion and action42/1875120/84658.17e-045.16e-033.16e-0342
hsa049351ColorectumMSSGrowth hormone synthesis, secretion and action42/1875120/84658.17e-045.16e-033.16e-0342
hsa046687EndometriumEECTNF signaling pathway27/1237114/84656.47e-033.22e-022.40e-0227
hsa0466814EndometriumEECTNF signaling pathway27/1237114/84656.47e-033.22e-022.40e-0227
hsa0466810EsophagusESCCTNF signaling pathway89/4205114/84653.36e-104.01e-092.06e-0989
hsa0466817EsophagusESCCTNF signaling pathway89/4205114/84653.36e-104.01e-092.06e-0989
hsa046684LiverHCCTNF signaling pathway73/4020114/84652.53e-041.19e-036.63e-0473
hsa0466811LiverHCCTNF signaling pathway73/4020114/84652.53e-041.19e-036.63e-0473
hsa046682LiverCystTNF signaling pathway12/339114/84651.96e-031.88e-021.56e-0212
hsa046683LiverCystTNF signaling pathway12/339114/84651.96e-031.88e-021.56e-0212
hsa046685LungIACTNF signaling pathway25/1053114/84653.01e-031.53e-021.02e-0225
hsa04380LungIACOsteoclast differentiation27/1053128/84653.74e-031.84e-021.22e-0227
hsa049356LungIACGrowth hormone synthesis, secretion and action24/1053120/84651.18e-024.22e-022.80e-0224
hsa0466812LungIACTNF signaling pathway25/1053114/84653.01e-031.53e-021.02e-0225
hsa043801LungIACOsteoclast differentiation27/1053128/84653.74e-031.84e-021.22e-0227
hsa0493511LungIACGrowth hormone synthesis, secretion and action24/1053120/84651.18e-024.22e-022.80e-0224
hsa0493521LungAISGrowth hormone synthesis, secretion and action23/961120/84657.85e-033.58e-022.29e-0223
hsa0493531LungAISGrowth hormone synthesis, secretion and action23/961120/84657.85e-033.58e-022.29e-0223
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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
JUNBINCAFColorectumFAPSOCS3,ZFP36,CEBPB, etc.1.35e-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.
JUNBNEUTEsophagusHealthyDCN,MGP,EIF1, etc.7.24e-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.
JUNBSTMLiverCirrhoticFOS,DEPP1,CTD-3252C9.4, etc.3.93e-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
JUNBSNVMissense_Mutationnovelc.1003N>Ap.Gly335Serp.G335SP17275protein_codingdeleterious(0)probably_damaging(0.997)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
JUNBSNVMissense_Mutationrs781257277c.167G>Cp.Arg56Prop.R56PP17275protein_codingtolerated(0.14)benign(0.009)TCGA-C5-A905-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
JUNBSNVMissense_Mutationc.879N>Gp.Ile293Metp.I293MP17275protein_codingdeleterious(0)probably_damaging(0.998)TCGA-IR-A3LK-01Cervixcervical & endocervical cancerFemale>=65I/IIChemotherapycisplatinPD
JUNBdeletionFrame_Shift_Delc.340delNp.Gly115ValfsTer35p.G115Vfs*35P17275protein_codingTCGA-A6-2686-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
JUNBdeletionFrame_Shift_Delc.340delNp.Gly115ValfsTer35p.G115Vfs*35P17275protein_codingTCGA-AA-3492-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
JUNBdeletionFrame_Shift_Delc.373delNp.Gly126AlafsTer24p.G126Afs*24P17275protein_codingTCGA-DM-A1HB-01Colorectumcolon adenocarcinomaMale>=65III/IVUnknownUnknownSD
JUNBdeletionFrame_Shift_Delc.373delNp.Gly126AlafsTer24p.G126Afs*24P17275protein_codingTCGA-EI-6507-01Colorectumrectum adenocarcinomaMale<65I/IIUnknownUnknownSD
JUNBSNVMissense_Mutationnovelc.10N>Gp.Lys4Glup.K4EP17275protein_codingdeleterious(0.02)benign(0.269)TCGA-A5-A2K3-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIChemotherapycarboplatinSD
JUNBdeletionFrame_Shift_Delc.340delNp.Gly115ValfsTer35p.G115Vfs*35P17275protein_codingTCGA-SL-A6JA-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
JUNBSNVMissense_Mutationc.394C>Ap.Gln132Lysp.Q132KP17275protein_codingdeleterious(0)possibly_damaging(0.79)TCGA-RC-A7SF-01Liverliver hepatocellular carcinomaMale>=65I/IIUnknownUnknownPD
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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
3726JUNBTRANSCRIPTION FACTOR, TRANSCRIPTION FACTOR BINDING, TRANSCRIPTION FACTOR COMPLEX, TUMOR SUPPRESSORUVB9607142
3726JUNBTRANSCRIPTION FACTOR, TRANSCRIPTION FACTOR BINDING, TRANSCRIPTION FACTOR COMPLEX, TUMOR SUPPRESSORINSULININSULIN8264634
3726JUNBTRANSCRIPTION FACTOR, TRANSCRIPTION FACTOR BINDING, TRANSCRIPTION FACTOR COMPLEX, TUMOR SUPPRESSORCYTOKINES9591138
3726JUNBTRANSCRIPTION FACTOR, TRANSCRIPTION FACTOR BINDING, TRANSCRIPTION FACTOR COMPLEX, TUMOR SUPPRESSORDEXAMETHASONEDEXAMETHASONE9024781
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