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: JUND

Gene summary for JUND

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

JUND

Gene ID

3727

Gene nameJunD proto-oncogene, AP-1 transcription factor subunit
Gene AliasAP-1
Cytomap19p13.11
Gene Typeprotein-coding
GO ID

GO:0001503

UniProtAcc

P17535


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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
3727JUNDGSM4909281HumanBreastIDC2.81e-18-6.16e-010.21
3727JUNDGSM4909282HumanBreastIDC3.34e-05-3.72e-01-0.0288
3727JUNDGSM4909285HumanBreastIDC2.27e-22-6.72e-010.21
3727JUNDGSM4909286HumanBreastIDC2.66e-24-6.41e-010.1081
3727JUNDGSM4909290HumanBreastIDC4.59e-10-6.03e-010.2096
3727JUNDGSM4909291HumanBreastIDC6.16e-074.49e-010.1753
3727JUNDGSM4909293HumanBreastIDC5.51e-518.27e-010.1581
3727JUNDGSM4909294HumanBreastIDC6.19e-06-3.06e-010.2022
3727JUNDGSM4909296HumanBreastIDC3.16e-08-3.86e-010.1524
3727JUNDGSM4909297HumanBreastIDC5.89e-30-6.39e-010.1517
3727JUNDGSM4909301HumanBreastIDC1.52e-305.55e-010.1577
3727JUNDGSM4909303HumanBreastIDC4.47e-116.50e-010.0438
3727JUNDGSM4909304HumanBreastIDC2.71e-144.39e-010.1636
3727JUNDGSM4909306HumanBreastIDC1.38e-10-4.98e-010.1564
3727JUNDGSM4909307HumanBreastIDC1.68e-08-4.63e-010.1569
3727JUNDGSM4909308HumanBreastIDC6.04e-07-1.77e-010.158
3727JUNDGSM4909311HumanBreastIDC3.96e-31-3.44e-010.1534
3727JUNDGSM4909313HumanBreastIDC4.00e-073.05e-010.0391
3727JUNDGSM4909315HumanBreastIDC1.71e-062.17e-010.21
3727JUNDGSM4909319HumanBreastIDC2.05e-40-5.52e-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
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
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:00075688BreastPrecanceraging41/1080339/187235.95e-061.71e-0441
GO:00022378BreastPrecancerresponse to molecule of bacterial origin43/1080363/187236.05e-061.72e-0443
GO:00324968BreastPrecancerresponse to lipopolysaccharide41/1080343/187237.94e-062.17e-0441
GO:00093148BreastPrecancerresponse to radiation47/1080456/187238.39e-051.62e-0347
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:00515925BreastPrecancerresponse to calcium ion18/1080149/187232.37e-032.19e-0218
GO:00096126BreastPrecancerresponse to mechanical stimulus23/1080216/187233.41e-032.85e-0223
GO:00015036BreastPrecancerossification36/1080408/187237.53e-034.98e-0236
GO:001003814BreastIDCresponse to metal ion65/1434373/187232.95e-103.42e-0865
GO:000756813BreastIDCaging52/1434339/187231.14e-065.10e-0552
GO:000931412BreastIDCresponse to radiation62/1434456/187236.91e-062.10e-0462
GO:000961211BreastIDCresponse to mechanical stimulus34/1434216/187234.59e-051.03e-0334
GO:000164912BreastIDCosteoblast differentiation35/1434229/187236.64e-051.35e-0335
GO:003249612BreastIDCresponse to lipopolysaccharide47/1434343/187237.13e-051.43e-0347
GO:000223712BreastIDCresponse to molecule of bacterial origin49/1434363/187237.40e-051.47e-0349
GO:00434348BreastIDCresponse to peptide hormone54/1434414/187238.25e-051.61e-0354
GO:000150311BreastIDCossification50/1434408/187236.51e-048.04e-0350
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa0465716BreastPrecancerIL-17 signaling pathway20/68494/84654.74e-054.54e-043.48e-0420
hsa0465717BreastPrecancerIL-17 signaling pathway20/68494/84654.74e-054.54e-043.48e-0420
hsa0465721BreastIDCIL-17 signaling pathway18/86794/84656.39e-033.30e-022.47e-0218
hsa0465731BreastIDCIL-17 signaling pathway18/86794/84656.39e-033.30e-022.47e-0218
hsa0465741BreastDCISIL-17 signaling pathway18/84694/84654.95e-032.67e-021.96e-0218
hsa0465751BreastDCISIL-17 signaling pathway18/84694/84654.95e-032.67e-021.96e-0218
hsa0465718CervixCCIL-17 signaling pathway31/126794/84658.71e-067.43e-054.39e-0531
hsa0492812CervixCCParathyroid hormone synthesis, secretion and action27/1267106/84653.12e-031.19e-027.03e-0327
hsa040109CervixCCMAPK signaling pathway62/1267302/84654.89e-031.67e-029.86e-0362
hsa0465719CervixCCIL-17 signaling pathway31/126794/84658.71e-067.43e-054.39e-0531
hsa0492813CervixCCParathyroid hormone synthesis, secretion and action27/1267106/84653.12e-031.19e-027.03e-0327
hsa0401012CervixCCMAPK signaling pathway62/1267302/84654.89e-031.67e-029.86e-0362
hsa0465742CervixN_HPVIL-17 signaling pathway16/34994/84651.20e-061.64e-051.28e-0516
hsa0465752CervixN_HPVIL-17 signaling pathway16/34994/84651.20e-061.64e-051.28e-0516
hsa04928ColorectumADParathyroid hormone synthesis, secretion and action38/2092106/84656.60e-032.77e-021.76e-0238
hsa049281ColorectumADParathyroid hormone synthesis, secretion and action38/2092106/84656.60e-032.77e-021.76e-0238
hsa049282ColorectumSERParathyroid hormone synthesis, secretion and action31/1580106/84655.20e-033.28e-022.38e-0231
hsa049283ColorectumSERParathyroid hormone synthesis, secretion and action31/1580106/84655.20e-033.28e-022.38e-0231
hsa049284ColorectumMSSParathyroid hormone synthesis, secretion and action37/1875106/84651.72e-039.13e-035.59e-0337
hsa049285ColorectumMSSParathyroid hormone synthesis, secretion and action37/1875106/84651.72e-039.13e-035.59e-0337
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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
JUNDSNVMissense_Mutationnovelc.412N>Ap.Glu138Lysp.E138KP17535protein_codingdeleterious(0)possibly_damaging(0.812)TCGA-C5-A1BQ-01Cervixcervical & endocervical cancerFemale>=65III/IVChemotherapycisplatinCR
JUNDSNVMissense_Mutationc.790N>Tp.Asp264Tyrp.D264YP17535protein_codingdeleterious(0)possibly_damaging(0.907)TCGA-EK-A2PG-01Cervixcervical & endocervical cancerFemale>=65I/IIUnknownUnknownSD
JUNDSNVMissense_Mutationc.856N>Tp.Arg286Cysp.R286CP17535protein_codingdeleterious(0)probably_damaging(0.922)TCGA-FU-A40J-01Cervixcervical & endocervical cancerFemale<65III/IVChemotherapycarboplatinCR
JUNDSNVMissense_Mutationc.344N>Tp.Thr115Ilep.T115IP17535protein_codingtolerated(0.16)probably_damaging(0.999)TCGA-CK-4951-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownPD
JUNDSNVMissense_Mutationnovelc.979A>Gp.Lys327Glup.K327EP17535protein_codingdeleterious(0)possibly_damaging(0.895)TCGA-A5-A2K5-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
JUNDSNVMissense_Mutationrs751981092c.436G>Ap.Asp146Asnp.D146NP17535protein_codingdeleterious(0.04)probably_damaging(0.954)TCGA-UB-A7MA-01Liverliver hepatocellular carcinomaFemale<65I/IIChemotherapygemcitabinePD
JUNDSNVMissense_Mutationc.654N>Tp.Glu218Aspp.E218DP17535protein_codingtolerated(0.79)benign(0.003)TCGA-55-8507-01Lunglung adenocarcinomaMale<65I/IIUnknownUnknownSD
JUNDSNVMissense_Mutationc.362C>Tp.Ser121Leup.S121LP17535protein_codingtolerated(0.08)benign(0.013)TCGA-39-5031-01Lunglung squamous cell carcinomaFemale>=65I/IIUnknownUnknownSD
JUNDSNVMissense_Mutationnovelc.410C>Tp.Ala137Valp.A137VP17535protein_codingdeleterious(0.02)possibly_damaging(0.645)TCGA-77-A5GH-01Lunglung squamous cell carcinomaMale>=65I/IIUnknownUnknownSD
JUNDdeletionFrame_Shift_Delnovelc.256_289delNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNp.Gly86SerfsTer101p.G86Sfs*101P17535protein_codingTCGA-62-8394-01Lunglung adenocarcinomaFemale>=65III/IVChemotherapycarboplatinSD
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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
3727JUNDTRANSCRIPTION FACTOR BINDING, TRANSCRIPTION FACTOR COMPLEX, TUMOR SUPPRESSOR, TRANSCRIPTION FACTORCLOZAPINECLOZAPINE12093589
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