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: DUSP9

Gene summary for DUSP9

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

DUSP9

Gene ID

1852

Gene namedual specificity phosphatase 9
Gene AliasMKP-4
CytomapXq28
Gene Typeprotein-coding
GO ID

GO:0000165

UniProtAcc

Q6P9C2


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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
1852DUSP9P2T-EHumanEsophagusESCC1.76e-122.64e-010.1177
1852DUSP9P4T-EHumanEsophagusESCC3.48e-082.22e-010.1323
1852DUSP9P5T-EHumanEsophagusESCC3.97e-041.20e-010.1327
1852DUSP9P9T-EHumanEsophagusESCC3.05e-031.42e-010.1131
1852DUSP9P10T-EHumanEsophagusESCC9.44e-072.31e-010.116
1852DUSP9P15T-EHumanEsophagusESCC2.13e-051.52e-010.1149
1852DUSP9P16T-EHumanEsophagusESCC8.84e-051.50e-010.1153
1852DUSP9P21T-EHumanEsophagusESCC4.17e-051.44e-010.1617
1852DUSP9P22T-EHumanEsophagusESCC4.31e-061.36e-010.1236
1852DUSP9P24T-EHumanEsophagusESCC3.50e-021.06e-010.1287
1852DUSP9P26T-EHumanEsophagusESCC6.56e-153.02e-010.1276
1852DUSP9P28T-EHumanEsophagusESCC5.17e-275.53e-010.1149
1852DUSP9P32T-EHumanEsophagusESCC3.75e-039.52e-020.1666
1852DUSP9P36T-EHumanEsophagusESCC1.55e-041.98e-010.1187
1852DUSP9P37T-EHumanEsophagusESCC1.03e-112.56e-010.1371
1852DUSP9P38T-EHumanEsophagusESCC5.18e-031.60e-010.127
1852DUSP9P44T-EHumanEsophagusESCC6.93e-041.56e-010.1096
1852DUSP9P47T-EHumanEsophagusESCC8.40e-041.23e-010.1067
1852DUSP9P49T-EHumanEsophagusESCC4.64e-064.34e-010.1768
1852DUSP9P74T-EHumanEsophagusESCC1.96e-031.40e-010.1479
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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
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
∗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:003109818EsophagusESCCstress-activated protein kinase signaling cascade154/8552247/187238.53e-081.44e-06154
GO:005140318EsophagusESCCstress-activated MAPK cascade147/8552239/187235.43e-077.18e-06147
GO:00072549EsophagusESCCJNK cascade102/8552167/187234.22e-053.39e-04102
GO:0043409110EsophagusESCCnegative regulation of MAPK cascade105/8552180/187234.13e-042.35e-03105
GO:003109822LiverHCCstress-activated protein kinase signaling cascade138/7958247/187231.43e-051.57e-04138
GO:005140322LiverHCCstress-activated MAPK cascade134/7958239/187231.50e-051.64e-04134
GO:00434097LiverHCCnegative regulation of MAPK cascade98/7958180/187237.88e-044.74e-0398
GO:000725412LiverHCCJNK cascade89/7958167/187233.09e-031.44e-0289
GO:003109816Oral cavityOSCCstress-activated protein kinase signaling cascade141/7305247/187235.74e-091.25e-07141
GO:005140316Oral cavityOSCCstress-activated MAPK cascade134/7305239/187236.02e-081.09e-06134
GO:004340917Oral cavityOSCCnegative regulation of MAPK cascade105/7305180/187231.10e-071.87e-06105
GO:00072548Oral cavityOSCCJNK cascade90/7305167/187236.49e-055.26e-0490
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
GO:003109817Oral cavityLPstress-activated protein kinase signaling cascade88/4623247/187237.39e-059.68e-0488
GO:004340918Oral cavityLPnegative regulation of MAPK cascade67/4623180/187231.18e-041.40e-0367
GO:005140317Oral cavityLPstress-activated MAPK cascade84/4623239/187231.79e-042.00e-0384
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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
DUSP9SNVMissense_Mutationc.997T>Ap.Phe333Ilep.F333IQ99956protein_codingdeleterious(0)probably_damaging(0.995)TCGA-A2-A04R-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapytaxolSD
DUSP9SNVMissense_Mutationc.1057N>Ap.Glu353Lysp.E353KQ99956protein_codingtolerated(0.53)benign(0.001)TCGA-A2-A0YK-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycytoxanSD
DUSP9SNVMissense_Mutationnovelc.943N>Cp.Asp315Hisp.D315HQ99956protein_codingdeleterious(0)probably_damaging(0.998)TCGA-C5-A8YR-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownPD
DUSP9SNVMissense_Mutationnovelc.1091N>Gp.Ser364Cysp.S364CQ99956protein_codingdeleterious(0.03)possibly_damaging(0.785)TCGA-HM-A4S6-01Cervixcervical & endocervical cancerFemale<65III/IVChemotherapycisplatinCR
DUSP9SNVMissense_Mutationrs781805190c.541N>Ap.Asp181Asnp.D181NQ99956protein_codingtolerated(0.11)possibly_damaging(0.707)TCGA-AA-3821-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
DUSP9SNVMissense_Mutationnovelc.825N>Ap.Phe275Leup.F275LQ99956protein_codingdeleterious(0)probably_damaging(0.968)TCGA-AA-3984-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
DUSP9SNVMissense_Mutationc.1103N>Ap.Ser368Tyrp.S368YQ99956protein_codingtolerated(0.08)possibly_damaging(0.837)TCGA-D5-6534-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
DUSP9SNVMissense_Mutationc.38N>Ap.Arg13Glnp.R13QQ99956protein_codingtolerated(0.27)benign(0)TCGA-D5-6930-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
DUSP9SNVMissense_Mutationrs782644901c.475G>Ap.Val159Metp.V159MQ99956protein_codingtolerated(0.06)benign(0.372)TCGA-G4-6588-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
DUSP9SNVMissense_Mutationrs782495643c.598C>Tp.Arg200Trpp.R200WQ99956protein_codingdeleterious(0.03)possibly_damaging(0.462)TCGA-A5-A0G1-01Endometriumuterine 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
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