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: DUSP5

Gene summary for DUSP5

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

DUSP5

Gene ID

1847

Gene namedual specificity phosphatase 5
Gene AliasDUSP
Cytomap10q25.2
Gene Typeprotein-coding
GO ID

GO:0000165

UniProtAcc

Q16690


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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
1847DUSP5C46HumanOral cavityOSCC6.77e-066.34e-010.1673
1847DUSP5C57HumanOral cavityOSCC2.52e-251.73e+000.1679
1847DUSP5C08HumanOral cavityOSCC8.21e-187.56e-010.1919
1847DUSP5C09HumanOral cavityOSCC6.35e-168.33e-010.1431
1847DUSP5LN46HumanOral cavityOSCC5.10e-171.68e+000.1666
1847DUSP5LP15HumanOral cavityLP7.20e-036.03e-010.2174
1847DUSP5EOLP-1HumanOral cavityEOLP4.30e-093.83e-01-0.0202
1847DUSP5NEOLP-3HumanOral cavityNEOLP9.07e-031.22e-01-0.0191
1847DUSP5SYSMH2HumanOral cavityOSCC2.95e-136.04e-010.2326
1847DUSP5SYSMH3HumanOral cavityOSCC8.05e-031.82e-010.2442
1847DUSP5SYSMH4HumanOral cavityOSCC2.81e-053.64e-020.1226
1847DUSP5SYSMH6HumanOral cavityOSCC5.14e-063.16e-010.1275
1847DUSP5GSM5252135_BPH511PrPUr_Fcol_3GEXHumanProstateBPH6.43e-201.70e+00-0.1833
1847DUSP5047563_1562-all-cellsHumanProstateBPH1.30e-05-3.31e-010.0791
1847DUSP5048752_1579-all-cellsHumanProstateBPH1.88e-04-4.01e-010.1008
1847DUSP5052095_1628-all-cellsHumanProstateBPH8.13e-05-4.14e-010.1032
1847DUSP5052097_1595-all-cellsHumanProstateBPH1.08e-07-4.02e-010.0972
1847DUSP5052099_1652-all-cellsHumanProstateBPH8.76e-20-5.73e-010.1038
1847DUSP5Dong_P1HumanProstateTumor2.17e-304.30e-020.035
1847DUSP5Dong_P3HumanProstateTumor2.63e-11-3.51e-010.0278
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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
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
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
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:00064708CervixCCprotein dephosphorylation60/2311281/187231.33e-052.68e-0460
GO:00073695CervixCCgastrulation42/2311185/187235.83e-058.46e-0442
GO:00074923CervixCCendoderm development20/231177/187238.40e-047.30e-0320
GO:00434099CervixCCnegative regulation of MAPK cascade37/2311180/187231.17e-039.50e-0337
GO:00163117CervixCCdephosphorylation73/2311417/187231.23e-039.87e-0373
GO:0001704CervixCCformation of primary germ layer27/2311121/187231.49e-031.16e-0227
GO:00017041CervixHSIL_HPVformation of primary germ layer13/737121/187239.63e-041.20e-0213
GO:004340913CervixHSIL_HPVnegative regulation of MAPK cascade16/737180/187232.05e-032.13e-0216
GO:000736911CervixHSIL_HPVgastrulation16/737185/187232.71e-032.58e-0216
GO:0001706CervixHSIL_HPVendoderm formation7/73754/187235.04e-034.12e-027
GO:00064701ColorectumSERprotein dephosphorylation65/2897281/187234.44e-046.51e-0365
GO:00434091ColorectumSERnegative regulation of MAPK cascade45/2897180/187235.81e-047.98e-0345
GO:00163111ColorectumSERdephosphorylation86/2897417/187232.73e-032.46e-0286
GO:00073691ColorectumSERgastrulation43/2897185/187233.44e-032.92e-0243
GO:001631110EsophagusESCCdephosphorylation251/8552417/187231.26e-092.99e-08251
GO:000647018EsophagusESCCprotein dephosphorylation177/8552281/187233.13e-096.72e-08177
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
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa040109CervixCCMAPK signaling pathway62/1267302/84654.89e-031.67e-029.86e-0362
hsa0401012CervixCCMAPK signaling pathway62/1267302/84654.89e-031.67e-029.86e-0362
hsa0401014Oral cavityOSCCMAPK signaling pathway165/3704302/84657.11e-052.74e-041.40e-04165
hsa0401015Oral cavityOSCCMAPK signaling pathway165/3704302/84657.11e-052.74e-041.40e-04165
hsa0401023Oral cavityEOLPMAPK signaling pathway68/1218302/84657.48e-053.40e-042.01e-0468
hsa0401033Oral cavityEOLPMAPK signaling pathway68/1218302/84657.48e-053.40e-042.01e-0468
hsa0401041Oral cavityNEOLPMAPK signaling pathway59/1112302/84659.40e-044.67e-032.94e-0359
hsa0401051Oral cavityNEOLPMAPK signaling pathway59/1112302/84659.40e-044.67e-032.94e-0359
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
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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
DUSP5insertionNonsense_Mutationnovelc.913_914insTTTTTTCCTCTCTCAAATGAACAAp.Gly305delinsValPheSerSerLeuLysTerThrSerp.G305delinsVFSSLK*TSQ16690protein_codingTCGA-AO-A0JB-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapycyclophosphamideSD
DUSP5insertionFrame_Shift_Insnovelc.797_798insCACTTp.Ile267ThrfsTer2p.I267Tfs*2Q16690protein_codingTCGA-BH-A0HF-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyarimidexSD
DUSP5insertionFrame_Shift_Insnovelc.799_800insCTCAAGCTCCATGCTGTATGCACAGAAAAGTTGGCATCTTTp.Ile267ThrfsTer27p.I267Tfs*27Q16690protein_codingTCGA-BH-A0HF-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyarimidexSD
DUSP5SNVMissense_Mutationc.388N>Ap.Glu130Lysp.E130KQ16690protein_codingdeleterious(0.02)possibly_damaging(0.824)TCGA-C5-A1MK-01Cervixcervical & endocervical cancerFemale>=65III/IVChemotherapycarboplatinPD
DUSP5SNVMissense_Mutationrs370573010c.388G>Cp.Glu130Glnp.E130QQ16690protein_codingdeleterious(0.02)possibly_damaging(0.526)TCGA-IR-A3LA-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
DUSP5SNVMissense_Mutationrs141147474c.1076N>Tp.Ser359Leup.S359LQ16690protein_codingdeleterious(0)probably_damaging(0.994)TCGA-AA-A00N-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownPD
DUSP5SNVMissense_Mutationc.91N>Cp.Tyr31Hisp.Y31HQ16690protein_codingdeleterious(0)probably_damaging(0.999)TCGA-AM-5821-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
DUSP5SNVMissense_Mutationrs775205143c.940G>Ap.Glu314Lysp.E314KQ16690protein_codingdeleterious(0.02)benign(0.134)TCGA-AZ-4315-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownSD
DUSP5SNVMissense_Mutationnovelc.739N>Tp.Asp247Tyrp.D247YQ16690protein_codingdeleterious(0)probably_damaging(0.983)TCGA-CA-6717-01Colorectumcolon adenocarcinomaMale<65I/IIChemotherapyoxaliplatinCR
DUSP5SNVMissense_Mutationrs144264318c.640N>Tp.Arg214Trpp.R214WQ16690protein_codingtolerated(0.07)benign(0.042)TCGA-F4-6806-01Colorectumcolon adenocarcinomaFemale<65I/IIChemotherapyirinotecanPD
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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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