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: NUS1

Gene summary for NUS1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

NUS1

Gene ID

116150

Gene nameNUS1 dehydrodolichyl diphosphate synthase subunit
Gene AliasC6orf68
Cytomap6q22.1
Gene Typeprotein-coding
GO ID

GO:0001525

UniProtAcc

Q96E22


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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
116150NUS1LZE20THumanEsophagusESCC1.94e-062.09e-020.0662
116150NUS1LZE24THumanEsophagusESCC1.15e-092.50e-010.0596
116150NUS1LZE21THumanEsophagusESCC1.65e-024.10e-020.0655
116150NUS1P2T-EHumanEsophagusESCC1.27e-152.27e-010.1177
116150NUS1P4T-EHumanEsophagusESCC1.18e-143.74e-010.1323
116150NUS1P5T-EHumanEsophagusESCC2.53e-204.68e-010.1327
116150NUS1P8T-EHumanEsophagusESCC4.19e-121.77e-010.0889
116150NUS1P9T-EHumanEsophagusESCC1.64e-057.49e-020.1131
116150NUS1P10T-EHumanEsophagusESCC3.26e-232.24e-010.116
116150NUS1P11T-EHumanEsophagusESCC2.28e-092.50e-010.1426
116150NUS1P12T-EHumanEsophagusESCC3.87e-252.22e-010.1122
116150NUS1P15T-EHumanEsophagusESCC8.94e-204.13e-010.1149
116150NUS1P16T-EHumanEsophagusESCC1.93e-214.41e-010.1153
116150NUS1P17T-EHumanEsophagusESCC1.23e-113.04e-010.1278
116150NUS1P19T-EHumanEsophagusESCC2.89e-032.97e-010.1662
116150NUS1P20T-EHumanEsophagusESCC1.12e-131.20e-010.1124
116150NUS1P21T-EHumanEsophagusESCC3.88e-194.40e-010.1617
116150NUS1P22T-EHumanEsophagusESCC1.27e-139.52e-020.1236
116150NUS1P23T-EHumanEsophagusESCC3.11e-165.28e-010.108
116150NUS1P24T-EHumanEsophagusESCC5.16e-203.42e-010.1287
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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
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:004354219ThyroidPTCendothelial cell migration112/5968279/187232.03e-031.09e-02112
GO:00323662ThyroidPTCintracellular sterol transport17/596829/187232.65e-031.35e-0217
GO:00323672ThyroidPTCintracellular cholesterol transport17/596829/187232.65e-031.35e-0217
GO:00700855ThyroidPTCglycosylation96/5968240/187234.57e-032.15e-0296
GO:00091013ThyroidPTCglycoprotein biosynthetic process123/5968317/187235.05e-032.33e-02123
GO:00091003ThyroidPTCglycoprotein metabolic process147/5968387/187235.87e-032.64e-02147
GO:00509991ThyroidPTCregulation of nitric-oxide synthase activity22/596844/187239.27e-033.82e-0222
GO:001059416ThyroidPTCregulation of endothelial cell migration91/5968232/187231.03e-024.18e-0291
GO:003238632ThyroidATCregulation of intracellular transport203/6293337/187236.16e-241.85e-21203
GO:000166731ThyroidATCameboidal-type cell migration228/6293475/187233.72e-111.22e-09228
GO:001063131ThyroidATCepithelial cell migration169/6293357/187234.21e-087.69e-07169
GO:009013031ThyroidATCtissue migration171/6293365/187238.55e-081.47e-06171
GO:009013231ThyroidATCepithelium migration169/6293360/187238.57e-081.47e-06169
GO:001063432ThyroidATCpositive regulation of epithelial cell migration92/6293176/187232.38e-073.70e-0692
GO:001063231ThyroidATCregulation of epithelial cell migration137/6293292/187231.44e-061.77e-05137
GO:004354231ThyroidATCendothelial cell migration127/6293279/187232.14e-051.91e-04127
GO:000648715ThyroidATCprotein N-linked glycosylation38/629365/187233.39e-052.80e-0438
GO:001059531ThyroidATCpositive regulation of endothelial cell migration67/6293133/187234.61e-053.70e-0467
GO:001059431ThyroidATCregulation of endothelial cell migration102/6293232/187236.17e-043.51e-03102
GO:003236611ThyroidATCintracellular sterol transport17/629329/187234.95e-032.03e-0217
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa009005EsophagusESCCTerpenoid backbone biosynthesis20/420523/84652.14e-047.87e-044.03e-0420
hsa0090012EsophagusESCCTerpenoid backbone biosynthesis20/420523/84652.14e-047.87e-044.03e-0420
hsa00900LiverHCCTerpenoid backbone biosynthesis17/402023/84659.26e-032.46e-021.37e-0217
hsa009001LiverHCCTerpenoid backbone biosynthesis17/402023/84659.26e-032.46e-021.37e-0217
hsa009004Oral cavityOSCCTerpenoid backbone biosynthesis19/370423/84651.55e-045.34e-042.72e-0419
hsa0090011Oral cavityOSCCTerpenoid backbone biosynthesis19/370423/84651.55e-045.34e-042.72e-0419
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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
NUS1SNVMissense_Mutationc.353C>Gp.Ala118Glyp.A118GQ96E22protein_codingdeleterious(0.01)probably_damaging(1)TCGA-D8-A1JN-01Breastbreast invasive carcinomaFemale>=65III/IVHormone TherapyanastrozolumSD
NUS1SNVMissense_Mutationc.428N>Tp.Arg143Ilep.R143IQ96E22protein_codingdeleterious(0)probably_damaging(0.942)TCGA-AA-3984-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
NUS1SNVMissense_Mutationc.274N>Tp.Arg92Cysp.R92CQ96E22protein_codingtolerated(0.08)benign(0.005)TCGA-AD-6964-01Colorectumcolon adenocarcinomaMale<65III/IVChemotherapyfolfoxPD
NUS1SNVMissense_Mutationc.428N>Tp.Arg143Ilep.R143IQ96E22protein_codingdeleterious(0)probably_damaging(0.942)TCGA-CA-6718-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownPD
NUS1SNVMissense_Mutationc.670G>Ap.Asp224Asnp.D224NQ96E22protein_codingtolerated(0.77)benign(0.001)TCGA-G4-6628-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
NUS1SNVMissense_Mutationc.454N>Gp.Ile152Valp.I152VQ96E22protein_codingdeleterious(0.04)possibly_damaging(0.497)TCGA-AG-4007-01Colorectumrectum adenocarcinomaMale>=65III/IVUnknownUnknownSD
NUS1SNVMissense_Mutationc.428N>Tp.Arg143Ilep.R143IQ96E22protein_codingdeleterious(0)probably_damaging(0.942)TCGA-EI-6917-01Colorectumrectum adenocarcinomaMale<65III/IVChemotherapy5fluorouracil+oxaciplatina+l-folinianSD
NUS1SNVMissense_Mutationnovelc.834N>Ap.Phe278Leup.F278LQ96E22protein_codingtolerated(0.46)benign(0.026)TCGA-EI-6917-01Colorectumrectum adenocarcinomaMale<65III/IVChemotherapy5fluorouracil+oxaciplatina+l-folinianSD
NUS1SNVMissense_Mutationnovelc.577N>Ap.Pro193Thrp.P193TQ96E22protein_codingdeleterious(0.01)possibly_damaging(0.468)TCGA-A5-A0G2-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVUnknownUnknownSD
NUS1SNVMissense_Mutationnovelc.379N>Ap.Val127Metp.V127MQ96E22protein_codingtolerated(0.2)possibly_damaging(0.766)TCGA-A5-A2K7-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIChemotherapytaxolSD
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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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