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: DUSP12

Gene summary for DUSP12

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

DUSP12

Gene ID

11266

Gene namedual specificity phosphatase 12
Gene AliasDUSP1
Cytomap1q23.3
Gene Typeprotein-coding
GO ID

GO:0005975

UniProtAcc

Q9UNI6


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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
11266DUSP12P22T-EHumanEsophagusESCC1.18e-143.70e-010.1236
11266DUSP12P23T-EHumanEsophagusESCC2.54e-184.23e-010.108
11266DUSP12P24T-EHumanEsophagusESCC9.86e-153.20e-010.1287
11266DUSP12P26T-EHumanEsophagusESCC3.18e-254.62e-010.1276
11266DUSP12P27T-EHumanEsophagusESCC7.91e-122.61e-010.1055
11266DUSP12P28T-EHumanEsophagusESCC3.75e-275.64e-010.1149
11266DUSP12P30T-EHumanEsophagusESCC6.51e-277.87e-010.137
11266DUSP12P31T-EHumanEsophagusESCC1.30e-153.86e-010.1251
11266DUSP12P32T-EHumanEsophagusESCC5.21e-266.22e-010.1666
11266DUSP12P36T-EHumanEsophagusESCC1.64e-185.94e-010.1187
11266DUSP12P37T-EHumanEsophagusESCC1.41e-112.33e-010.1371
11266DUSP12P38T-EHumanEsophagusESCC3.85e-031.31e-010.127
11266DUSP12P39T-EHumanEsophagusESCC2.79e-082.08e-010.0894
11266DUSP12P40T-EHumanEsophagusESCC8.80e-052.52e-010.109
11266DUSP12P42T-EHumanEsophagusESCC3.25e-182.98e-010.1175
11266DUSP12P44T-EHumanEsophagusESCC3.15e-021.66e-010.1096
11266DUSP12P47T-EHumanEsophagusESCC5.01e-142.26e-010.1067
11266DUSP12P48T-EHumanEsophagusESCC3.21e-112.24e-010.0959
11266DUSP12P49T-EHumanEsophagusESCC2.25e-111.02e+000.1768
11266DUSP12P52T-EHumanEsophagusESCC2.70e-205.25e-010.1555
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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
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
∗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:001631110EsophagusESCCdephosphorylation251/8552417/187231.26e-092.99e-08251
GO:000647018EsophagusESCCprotein dephosphorylation177/8552281/187233.13e-096.72e-08177
GO:00059969EsophagusESCCmonosaccharide metabolic process159/8552257/187231.11e-071.81e-06159
GO:00193189EsophagusESCChexose metabolic process147/8552237/187232.63e-073.94e-06147
GO:003367420EsophagusESCCpositive regulation of kinase activity260/8552467/187237.26e-067.22e-05260
GO:00060069EsophagusESCCglucose metabolic process119/8552196/187231.51e-051.36e-04119
GO:00442626EsophagusESCCcellular carbohydrate metabolic process160/8552283/187231.43e-049.66e-04160
GO:00620129EsophagusESCCregulation of small molecule metabolic process184/8552334/187233.11e-041.85e-03184
GO:00109065EsophagusESCCregulation of glucose metabolic process71/8552119/187231.46e-036.92e-0371
GO:00061096EsophagusESCCregulation of carbohydrate metabolic process101/8552178/187231.89e-038.52e-03101
GO:00106755EsophagusESCCregulation of cellular carbohydrate metabolic process83/8552146/187234.24e-031.69e-0283
GO:000599621LiverHCCmonosaccharide metabolic process167/7958257/187232.31e-131.25e-11167
GO:001931821LiverHCChexose metabolic process155/7958237/187237.63e-133.90e-11155
GO:000600621LiverHCCglucose metabolic process128/7958196/187238.60e-113.06e-09128
GO:006201222LiverHCCregulation of small molecule metabolic process190/7958334/187236.77e-081.40e-06190
GO:001631121LiverHCCdephosphorylation230/7958417/187231.00e-071.96e-06230
GO:000647021LiverHCCprotein dephosphorylation162/7958281/187231.91e-073.46e-06162
GO:000610921LiverHCCregulation of carbohydrate metabolic process109/7958178/187233.36e-075.78e-06109
GO:00109062LiverHCCregulation of glucose metabolic process76/7958119/187232.03e-062.79e-0576
GO:00106752LiverHCCregulation of cellular carbohydrate metabolic process88/7958146/187231.08e-051.24e-0488
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
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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
DUSP12SNVMissense_Mutationrs747507283c.548N>Ap.Arg183Hisp.R183HQ9UNI6protein_codingdeleterious(0)probably_damaging(0.94)TCGA-GM-A2D9-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyarimidexSD
DUSP12SNVMissense_Mutationc.545A>Gp.Tyr182Cysp.Y182CQ9UNI6protein_codingdeleterious(0)probably_damaging(0.921)TCGA-FU-A3HZ-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
DUSP12SNVMissense_Mutationnovelc.468N>Cp.Glu156Aspp.E156DQ9UNI6protein_codingtolerated(0.2)possibly_damaging(0.725)TCGA-VS-A94X-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinPD
DUSP12SNVMissense_Mutationc.71N>Tp.Ala24Valp.A24VQ9UNI6protein_codingtolerated_low_confidence(0.12)benign(0)TCGA-AA-3663-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownSD
DUSP12SNVMissense_Mutationc.998T>Cp.Leu333Serp.L333SQ9UNI6protein_codingtolerated(0.21)benign(0.025)TCGA-CM-5861-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownPD
DUSP12SNVMissense_Mutationrs778635807c.547N>Tp.Arg183Cysp.R183CQ9UNI6protein_codingdeleterious(0)probably_damaging(0.959)TCGA-EI-6917-01Colorectumrectum adenocarcinomaMale<65III/IVChemotherapy5fluorouracil+oxaciplatina+l-folinianSD
DUSP12SNVMissense_Mutationnovelc.78N>Tp.Gln26Hisp.Q26HQ9UNI6protein_codingtolerated_low_confidence(0.31)benign(0)TCGA-AJ-A3EL-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
DUSP12SNVMissense_Mutationnovelc.753N>Tp.Met251Ilep.M251IQ9UNI6protein_codingtolerated(0.62)benign(0)TCGA-AJ-A3EL-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
DUSP12SNVMissense_Mutationc.746A>Gp.Lys249Argp.K249RQ9UNI6protein_codingtolerated(0.21)possibly_damaging(0.566)TCGA-AP-A0LI-01Endometriumuterine corpus endometrioid carcinomaFemale>=65III/IVChemotherapypaclitaxelSD
DUSP12SNVMissense_Mutationnovelc.143N>Cp.Leu48Prop.L48PQ9UNI6protein_codingdeleterious(0)probably_damaging(1)TCGA-AP-A1DK-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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