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

Home

Download

Statistics

Help

Contact

Center for Computational Systems Medicine
leaf

Gene summary

leaf

Malignant transformation analysis

leaf

Malignant transformation related pathway analysis

leaf

Cell-cell communication analysis

leaf

Single-cell gene regulatory network inference analysis

leaf

Somatic mutation of malignant transformation related genes

leaf

Related drugs of malignant transformation related genes

Gene: DUSP16

Gene summary for DUSP16

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

DUSP16

Gene ID

80824

Gene namedual specificity phosphatase 16
Gene AliasMKP-7
Cytomap12p13.2
Gene Typeprotein-coding
GO ID

GO:0000165

UniProtAcc

A0A024RAR2


Top

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
80824DUSP16AEH-subject1HumanEndometriumAEH3.52e-195.42e-01-0.3059
80824DUSP16AEH-subject4HumanEndometriumAEH1.31e-115.26e-01-0.2657
80824DUSP16AEH-subject5HumanEndometriumAEH1.32e-094.28e-01-0.2953
80824DUSP16EEC-subject1HumanEndometriumEEC1.08e-094.57e-01-0.2682
80824DUSP16EEC-subject4HumanEndometriumEEC1.24e-052.86e-01-0.2571
80824DUSP16GSM6177620_NYU_UCEC1_lib3_lib3HumanEndometriumEEC2.87e-021.13e-02-0.1883
80824DUSP16GSM6177622_NYU_UCEC3_lib2_lib2HumanEndometriumEEC1.06e-02-6.63e-02-0.1916
80824DUSP16RNA-P17T-P17T-2HumanLungIAC2.56e-024.47e-010.3371
80824DUSP16RNA-P25T1-P25T1-1HumanLungAIS7.93e-146.31e-01-0.2116
80824DUSP16RNA-P25T1-P25T1-2HumanLungAIS2.98e-036.65e-01-0.1941
80824DUSP16RNA-P25T1-P25T1-3HumanLungAIS1.05e-067.07e-01-0.2107
80824DUSP16RNA-P25T1-P25T1-4HumanLungAIS5.33e-085.67e-01-0.2119
80824DUSP16RNA-P6T1-P6T1-2HumanLungMIAC3.96e-026.53e-01-0.0186
80824DUSP16RNA-P6T1-P6T1-4HumanLungMIAC2.39e-025.39e-01-0.0263
80824DUSP16RNA-P6T2-P6T2-1HumanLungIAC2.53e-165.79e-01-0.0166
80824DUSP16RNA-P6T2-P6T2-2HumanLungIAC1.53e-155.02e-01-0.0132
80824DUSP16RNA-P6T2-P6T2-3HumanLungIAC8.21e-195.29e-01-0.013
80824DUSP16RNA-P6T2-P6T2-4HumanLungIAC2.91e-105.11e-01-0.0121
80824DUSP16RNA-P7T1-P7T1-1HumanLungAIS9.11e-089.01e-01-0.0961
80824DUSP16RNA-P7T1-P7T1-2HumanLungAIS1.91e-078.61e-01-0.0876
Page: 1 2 

check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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
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
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
∗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.

Top

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).
Page: 1 2 3 4 5 6 7 8 9 

check button Enriched GO biological processes.
GO IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustCount
GO:00066117EndometriumAEHprotein export from nucleus17/210057/187231.13e-041.60e-0317
GO:000691310EndometriumAEHnucleocytoplasmic transport54/2100301/187233.24e-043.62e-0354
GO:005116910EndometriumAEHnuclear transport54/2100301/187233.24e-043.62e-0354
GO:005116810EndometriumAEHnuclear export32/2100154/187234.02e-044.29e-0332
GO:004340910EndometriumAEHnegative regulation of MAPK cascade33/2100180/187233.04e-032.15e-0233
GO:000661114EndometriumEECprotein export from nucleus20/216857/187232.96e-068.25e-0520
GO:000691314EndometriumEECnucleocytoplasmic transport59/2168301/187233.31e-055.65e-0459
GO:005116914EndometriumEECnuclear transport59/2168301/187233.31e-055.65e-0459
GO:005116814EndometriumEECnuclear export35/2168154/187236.36e-059.48e-0435
GO:004340914EndometriumEECnegative regulation of MAPK cascade34/2168180/187232.69e-031.95e-0234
GO:00069138LungIACnucleocytoplasmic transport63/2061301/187233.50e-072.54e-0563
GO:00511698LungIACnuclear transport63/2061301/187233.50e-072.54e-0563
GO:00511688LungIACnuclear export38/2061154/187231.24e-066.45e-0538
GO:00434098LungIACnegative regulation of MAPK cascade40/2061180/187231.05e-053.30e-0440
GO:00163116LungIACdephosphorylation75/2061417/187231.21e-053.64e-0475
GO:00066115LungIACprotein export from nucleus14/206157/187232.93e-032.61e-0214
GO:004340912LungAISnegative regulation of MAPK cascade39/1849180/187231.92e-061.12e-0439
GO:001631112LungAISdephosphorylation69/1849417/187231.27e-054.78e-0469
GO:005116813LungAISnuclear export33/1849154/187231.47e-055.40e-0433
GO:000691313LungAISnucleocytoplasmic transport52/1849301/187234.54e-051.34e-0352
Page: 1 2 

check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa040108LungIACMAPK signaling pathway62/1053302/84653.54e-056.38e-044.24e-0462
hsa0401011LungIACMAPK signaling pathway62/1053302/84653.54e-056.38e-044.24e-0462
hsa0401021LungAISMAPK signaling pathway57/961302/84656.41e-059.43e-046.03e-0457
hsa0401031LungAISMAPK signaling pathway57/961302/84656.41e-059.43e-046.03e-0457
hsa040106LungMIACMAPK signaling pathway32/507302/84651.12e-031.36e-029.81e-0332
hsa040107LungMIACMAPK signaling pathway32/507302/84651.12e-031.36e-029.81e-0332
hsa0401010ProstateBPHMAPK signaling pathway87/1718302/84652.05e-041.13e-036.98e-0487
hsa0401013ProstateBPHMAPK signaling pathway87/1718302/84652.05e-041.13e-036.98e-0487
hsa0401022ProstateTumorMAPK signaling pathway87/1791302/84658.46e-043.94e-032.45e-0387
hsa0401032ProstateTumorMAPK signaling pathway87/1791302/84658.46e-043.94e-032.45e-0387
Page: 1 

Top

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
Page: 1 

Top

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.
Page: 1 

Top

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
DUSP16SNVMissense_Mutationrs370518275c.623N>Ap.Arg208Hisp.R208HQ9BY84protein_codingdeleterious(0)probably_damaging(0.992)TCGA-A2-A0CR-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinCR
DUSP16SNVMissense_Mutationrs148059278c.482N>Ap.Arg161Glnp.R161QQ9BY84protein_codingdeleterious(0)possibly_damaging(0.722)TCGA-A8-A09Z-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
DUSP16SNVMissense_Mutationnovelc.130G>Ap.Glu44Lysp.E44KQ9BY84protein_codingtolerated(0.11)benign(0.381)TCGA-C8-A12X-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
DUSP16SNVMissense_Mutationnovelc.130N>Ap.Glu44Lysp.E44KQ9BY84protein_codingtolerated(0.11)benign(0.381)TCGA-D8-A1Y1-01Breastbreast invasive carcinomaFemale>=65III/IVHormone TherapytamoxiphenPD
DUSP16SNVMissense_Mutationc.629N>Tp.Pro210Leup.P210LQ9BY84protein_codingdeleterious(0)possibly_damaging(0.876)TCGA-D8-A1Y3-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapydoxorubicine+cyclophosphamideSD
DUSP16SNVMissense_Mutationnovelc.34N>Tp.Thr12Serp.T12SQ9BY84protein_codingtolerated(0.3)benign(0.115)TCGA-GI-A2C9-01Breastbreast invasive carcinomaFemale<65I/IIUnspecificSD
DUSP16insertionFrame_Shift_Insnovelc.905dupCp.Gly303TrpfsTer19p.G303Wfs*19Q9BY84protein_codingTCGA-B6-A0IC-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
DUSP16insertionFrame_Shift_Insnovelc.1510_1511insGGGGATTACAGGCACCAGCCACCATGCCCGGp.His504ArgfsTer44p.H504Rfs*44Q9BY84protein_codingTCGA-BH-A0AY-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapySD
DUSP16SNVMissense_Mutationrs866115319c.1832N>Ap.Arg611Glnp.R611QQ9BY84protein_codingtolerated(0.08)possibly_damaging(0.838)TCGA-EA-A410-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
DUSP16SNVMissense_Mutationc.238N>Cp.Asp80Hisp.D80HQ9BY84protein_codingtolerated(0.17)benign(0.166)TCGA-IR-A3LA-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
Page: 1 2 3 4 5 6 7 

Top

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
Page: 1