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: DUS3L

Gene summary for DUS3L

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

DUS3L

Gene ID

56931

Gene namedihydrouridine synthase 3 like
Gene AliasDUS3
Cytomap19p13.3
Gene Typeprotein-coding
GO ID

GO:0002943

UniProtAcc

Q96G46


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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
56931DUS3LLZE2THumanEsophagusESCC1.41e-022.49e-010.082
56931DUS3LLZE7THumanEsophagusESCC4.00e-104.47e-010.0667
56931DUS3LLZE8THumanEsophagusESCC2.79e-035.06e-020.067
56931DUS3LLZE20THumanEsophagusESCC4.14e-057.17e-020.0662
56931DUS3LLZE24THumanEsophagusESCC2.74e-153.79e-010.0596
56931DUS3LLZE21THumanEsophagusESCC3.64e-021.47e-010.0655
56931DUS3LP1T-EHumanEsophagusESCC1.04e-115.11e-010.0875
56931DUS3LP2T-EHumanEsophagusESCC7.73e-212.72e-010.1177
56931DUS3LP4T-EHumanEsophagusESCC1.14e-253.67e-010.1323
56931DUS3LP5T-EHumanEsophagusESCC6.68e-193.14e-010.1327
56931DUS3LP8T-EHumanEsophagusESCC8.48e-203.58e-010.0889
56931DUS3LP9T-EHumanEsophagusESCC7.65e-224.57e-010.1131
56931DUS3LP10T-EHumanEsophagusESCC1.68e-172.93e-010.116
56931DUS3LP11T-EHumanEsophagusESCC2.18e-195.03e-010.1426
56931DUS3LP12T-EHumanEsophagusESCC3.33e-315.62e-010.1122
56931DUS3LP15T-EHumanEsophagusESCC1.60e-263.42e-010.1149
56931DUS3LP16T-EHumanEsophagusESCC1.88e-274.29e-010.1153
56931DUS3LP17T-EHumanEsophagusESCC2.27e-125.74e-010.1278
56931DUS3LP19T-EHumanEsophagusESCC4.68e-084.59e-010.1662
56931DUS3LP20T-EHumanEsophagusESCC4.91e-173.53e-010.1124
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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:003447015EsophagusESCCncRNA processing300/8552395/187233.09e-353.26e-32300
GO:003466012EsophagusESCCncRNA metabolic process346/8552485/187234.35e-312.51e-28346
GO:00080333EsophagusESCCtRNA processing92/8552127/187237.83e-101.93e-0892
GO:00063992EsophagusESCCtRNA metabolic process122/8552179/187239.03e-102.19e-08122
GO:00094512EsophagusESCCRNA modification114/8552167/187232.76e-096.04e-08114
GO:00064002EsophagusESCCtRNA modification62/855290/187237.02e-067.04e-0562
GO:00344702LiverHCCncRNA processing293/7958395/187234.26e-386.76e-35293
GO:00346601LiverHCCncRNA metabolic process332/7958485/187231.48e-317.80e-29332
GO:0008033LiverHCCtRNA processing87/7958127/187232.66e-097.23e-0887
GO:0006399LiverHCCtRNA metabolic process108/7958179/187231.07e-061.59e-05108
GO:0009451LiverHCCRNA modification101/7958167/187232.02e-062.78e-05101
GO:0006400LiverHCCtRNA modification60/795890/187233.09e-064.09e-0560
GO:00344709Oral cavityOSCCncRNA processing263/7305395/187234.38e-292.78e-26263
GO:00346605Oral cavityOSCCncRNA metabolic process296/7305485/187232.94e-236.65e-21296
GO:00080332Oral cavityOSCCtRNA processing78/7305127/187232.56e-074.00e-0678
GO:00063991Oral cavityOSCCtRNA metabolic process101/7305179/187231.65e-062.15e-05101
GO:00094511Oral cavityOSCCRNA modification95/7305167/187232.05e-062.62e-0595
GO:00064001Oral cavityOSCCtRNA modification53/730590/187231.04e-047.70e-0453
GO:003447014Oral cavityLPncRNA processing184/4623395/187231.20e-213.12e-19184
GO:003466011Oral cavityLPncRNA metabolic process205/4623485/187236.46e-181.09e-15205
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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
DUS3LGCBreastADJCCNE2,DUS2,P2RY6, etc.2.61e-02The 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.
DUS3LMASTBreastDCISCCNE2,DUS2,P2RY6, etc.1.61e-02The 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.
DUS3LCD8TEXINTBreastPrecancerCCNE2,DUS2,P2RY6, etc.2.76e-02The 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.
DUS3LpDCBreastPrecancerCCNE2,DUS2,P2RY6, etc.1.53e-02The 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.
DUS3LSURFEndometriumAEHBATF3,SLC35E4,PLPBP, etc.2.89e-01The 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.
∗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
DUS3LSNVMissense_Mutationc.1180N>Tp.Val394Phep.V394FQ96G46protein_codingdeleterious(0)benign(0.246)TCGA-BH-A0DX-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapytaxotereCR
DUS3LdeletionFrame_Shift_Delnovelc.1928delNp.Lys643SerfsTer24p.K643Sfs*24Q96G46protein_codingTCGA-EW-A2FV-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapydocetaxelSD
DUS3LdeletionFrame_Shift_Delnovelc.595delNp.Arg199AlafsTer87p.R199Afs*87Q96G46protein_codingTCGA-EW-A2FV-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapydocetaxelSD
DUS3LSNVMissense_Mutationnovelc.454N>Ap.Glu152Lysp.E152KQ96G46protein_codingtolerated(0.69)benign(0)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
DUS3LSNVMissense_Mutationc.965N>Ap.Arg322Glnp.R322QQ96G46protein_codingdeleterious(0)probably_damaging(0.987)TCGA-EX-A449-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
DUS3LSNVMissense_Mutationc.1528N>Tp.Met510Leup.M510LQ96G46protein_codingtolerated(0.58)benign(0)TCGA-IR-A3LI-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
DUS3LSNVMissense_Mutationrs758799429c.698N>Ap.Arg233Hisp.R233HQ96G46protein_codingdeleterious(0.05)benign(0.009)TCGA-IR-A3LL-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
DUS3LSNVMissense_Mutationc.1233N>Ap.Met411Ilep.M411IQ96G46protein_codingdeleterious(0)benign(0.056)TCGA-LP-A5U2-01Cervixcervical & endocervical cancerFemale<65III/IVUnknownUnknownSD
DUS3LSNVMissense_Mutationnovelc.1400N>Ap.Arg467Hisp.R467HQ96G46protein_codingdeleterious(0)probably_damaging(1)TCGA-A6-3809-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
DUS3LSNVMissense_Mutationnovelc.418C>Tp.Arg140Cysp.R140CQ96G46protein_codingdeleterious(0)possibly_damaging(0.786)TCGA-AA-3947-01Colorectumcolon adenocarcinomaFemale<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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