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: DUSP4

Gene summary for DUSP4

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

DUSP4

Gene ID

1846

Gene namedual specificity phosphatase 4
Gene AliasHVH2
Cytomap8p12
Gene Typeprotein-coding
GO ID

GO:0000165

UniProtAcc

Q13115


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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
1846DUSP4GSM4909281HumanBreastIDC2.57e-08-3.38e-010.21
1846DUSP4GSM4909282HumanBreastIDC8.95e-11-3.37e-01-0.0288
1846DUSP4GSM4909285HumanBreastIDC1.81e-17-3.73e-010.21
1846DUSP4GSM4909287HumanBreastIDC7.49e-04-2.70e-010.2057
1846DUSP4GSM4909292HumanBreastIDC2.20e-026.10e-010.1236
1846DUSP4GSM4909296HumanBreastIDC5.08e-03-2.13e-010.1524
1846DUSP4GSM4909297HumanBreastIDC1.85e-032.31e-010.1517
1846DUSP4GSM4909298HumanBreastIDC2.72e-266.49e-010.1551
1846DUSP4GSM4909302HumanBreastIDC5.72e-033.09e-010.1545
1846DUSP4GSM4909307HumanBreastIDC5.87e-054.04e-010.1569
1846DUSP4GSM4909308HumanBreastIDC6.51e-164.70e-010.158
1846DUSP4GSM4909311HumanBreastIDC1.72e-14-3.30e-010.1534
1846DUSP4GSM4909315HumanBreastIDC2.37e-04-3.24e-010.21
1846DUSP4GSM4909319HumanBreastIDC3.41e-13-3.14e-010.1563
1846DUSP4brca2HumanBreastPrecancer1.12e-063.07e-01-0.024
1846DUSP4M1HumanBreastIDC9.45e-03-3.37e-010.1577
1846DUSP4NCCBC14HumanBreastDCIS1.41e-073.59e-010.2021
1846DUSP4NCCBC5HumanBreastDCIS1.68e-03-1.81e-010.2046
1846DUSP4P1HumanBreastIDC1.85e-08-2.17e-010.1527
1846DUSP4DCIS2HumanBreastDCIS2.20e-322.64e-010.0085
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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
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
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
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:00703713BreastIDCERK1 and ERK2 cascade43/1434330/187234.28e-045.84e-0343
GO:00703733BreastIDCnegative regulation of ERK1 and ERK2 cascade14/143478/187232.21e-032.06e-0214
GO:00703722BreastIDCregulation of ERK1 and ERK2 cascade37/1434309/187234.53e-033.49e-0237
GO:007037111BreastDCISERK1 and ERK2 cascade41/1390330/187238.11e-049.32e-0341
GO:007037311BreastDCISnegative regulation of ERK1 and ERK2 cascade14/139078/187231.65e-031.64e-0214
GO:001631110EsophagusESCCdephosphorylation251/8552417/187231.26e-092.99e-08251
GO:00073698EsophagusESCCgastrulation115/8552185/187234.35e-064.64e-05115
GO:00074926EsophagusESCCendoderm development54/855277/187231.20e-051.12e-0454
GO:00017064EsophagusESCCendoderm formation38/855254/187232.08e-041.31e-0338
GO:00017044EsophagusESCCformation of primary germ layer75/8552121/187232.17e-041.36e-0375
GO:0043409110EsophagusESCCnegative regulation of MAPK cascade105/8552180/187234.13e-042.35e-03105
GO:00163119Oral cavityOSCCdephosphorylation220/7305417/187236.33e-091.34e-07220
GO:004340917Oral cavityOSCCnegative regulation of MAPK cascade105/7305180/187231.10e-071.87e-06105
GO:00074925Oral cavityOSCCendoderm development47/730577/187237.40e-055.81e-0447
GO:00017063Oral cavityOSCCendoderm formation34/730554/187233.12e-041.94e-0334
GO:00073697Oral cavityOSCCgastrulation95/7305185/187234.17e-042.54e-0395
GO:00017043Oral cavityOSCCformation of primary germ layer65/7305121/187237.08e-043.90e-0365
GO:00703735Oral cavityOSCCnegative regulation of ERK1 and ERK2 cascade43/730578/187232.80e-031.22e-0243
GO:00703716Oral cavityOSCCERK1 and ERK2 cascade150/7305330/187239.47e-033.38e-02150
GO:00703724Oral cavityOSCCregulation of ERK1 and ERK2 cascade140/7305309/187231.34e-024.46e-02140
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa0401014Oral cavityOSCCMAPK signaling pathway165/3704302/84657.11e-052.74e-041.40e-04165
hsa0401015Oral cavityOSCCMAPK signaling pathway165/3704302/84657.11e-052.74e-041.40e-04165
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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
DUSP4SNVMissense_Mutationnovelc.1181N>Cp.Cys394Serp.C394SQ13115protein_codingdeleterious(0)probably_damaging(0.997)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
DUSP4SNVMissense_Mutationnovelc.719N>Tp.Tyr240Phep.Y240FQ13115protein_codingtolerated(0.35)benign(0.232)TCGA-E2-A573-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapytaxotereCR
DUSP4insertionNonsense_Mutationnovelc.985_986insGACGAGGCCAGCCAGAATGGCAATAAGGACTCCGAATp.Gln329ArgfsTer9p.Q329Rfs*9Q13115protein_codingTCGA-A8-A0A2-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapytamoxiphenSD
DUSP4SNVMissense_Mutationrs375453930c.823N>Tp.Arg275Cysp.R275CQ13115protein_codingdeleterious(0)probably_damaging(0.998)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
DUSP4SNVMissense_Mutationc.662N>Tp.Gly221Valp.G221VQ13115protein_codingdeleterious(0)probably_damaging(0.997)TCGA-A6-6648-01Colorectumcolon adenocarcinomaMale<65I/IIChemotherapyoxaliplatinPD
DUSP4SNVMissense_Mutationrs375453930c.823C>Tp.Arg275Cysp.R275CQ13115protein_codingdeleterious(0)probably_damaging(0.998)TCGA-AA-3864-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
DUSP4SNVMissense_Mutationrs774219516c.471C>Ap.Phe157Leup.F157LQ13115protein_codingtolerated(1)benign(0)TCGA-AA-A00N-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownPD
DUSP4SNVMissense_Mutationnovelc.450T>Gp.Phe150Leup.F150LQ13115protein_codingdeleterious(0)probably_damaging(0.978)TCGA-AA-A010-01Colorectumcolon adenocarcinomaFemale<65I/IIChemotherapyfolinicCR
DUSP4SNVMissense_Mutationrs375453930c.823N>Tp.Arg275Cysp.R275CQ13115protein_codingdeleterious(0)probably_damaging(0.998)TCGA-AD-6964-01Colorectumcolon adenocarcinomaMale<65III/IVChemotherapyfolfoxPD
DUSP4SNVMissense_Mutationc.62G>Ap.Arg21Glnp.R21QQ13115protein_codingtolerated(0.26)benign(0.072)TCGA-G4-6320-01Colorectumcolon adenocarcinomaMale>=65III/IVChemotherapyoxaliplatinSD
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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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