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: NEU4

Gene summary for NEU4

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

NEU4

Gene ID

129807

Gene nameneuraminidase 4
Gene AliasNEU4
Cytomap2q37.3
Gene Typeprotein-coding
GO ID

GO:0001573

UniProtAcc

B3KR54


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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
129807NEU4HTA11_2112_2000001011HumanColorectumSER4.97e-024.28e-01-0.2196
129807NEU4HTA11_83_2000001011HumanColorectumSER6.04e-064.13e-01-0.1526
129807NEU4HTA11_696_2000001011HumanColorectumAD3.61e-113.67e-01-0.1464
129807NEU4HTA11_2992_2000001011HumanColorectumSER2.67e-064.13e-01-0.1706
129807NEU4HTA11_5212_2000001011HumanColorectumAD1.13e-044.26e-01-0.2061
129807NEU4HTA11_10623_2000001011HumanColorectumAD1.41e-022.48e-01-0.0177
129807NEU4HCC1_MengHumanLiverHCC1.10e-381.43e-010.0246
129807NEU4HCC1HumanLiverHCC8.31e-038.95e-010.5336
129807NEU4HCC2HumanLiverHCC2.30e-152.59e+000.5341
129807NEU4Pt14.aHumanLiverHCC6.27e-085.42e-010.0169
129807NEU4S028HumanLiverHCC3.15e-197.57e-010.2503
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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
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
∗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:0016052ColorectumADcarbohydrate catabolic process56/3918154/187237.01e-061.73e-0456
GO:0010975ColorectumADregulation of neuron projection development129/3918445/187232.88e-055.37e-04129
GO:0016042ColorectumADlipid catabolic process97/3918320/187234.31e-057.56e-0497
GO:0044242ColorectumADcellular lipid catabolic process66/3918214/187233.96e-044.50e-0366
GO:0031345ColorectumADnegative regulation of cell projection organization58/3918186/187236.37e-046.58e-0358
GO:0010977ColorectumADnegative regulation of neuron projection development43/3918137/187232.60e-031.97e-0243
GO:00160421ColorectumSERlipid catabolic process77/2897320/187233.52e-059.18e-0477
GO:00442421ColorectumSERcellular lipid catabolic process51/2897214/187238.60e-041.05e-0251
GO:00109751ColorectumSERregulation of neuron projection development92/2897445/187231.85e-031.89e-0292
GO:00160521ColorectumSERcarbohydrate catabolic process38/2897154/187231.92e-031.93e-0238
GO:00313451ColorectumSERnegative regulation of cell projection organization42/2897186/187236.51e-034.66e-0242
GO:004424222LiverHCCcellular lipid catabolic process134/7958214/187232.07e-095.79e-08134
GO:001605222LiverHCCcarbohydrate catabolic process99/7958154/187233.79e-088.30e-0799
GO:001604221LiverHCClipid catabolic process175/7958320/187236.50e-067.88e-05175
GO:00066431LiverHCCmembrane lipid metabolic process115/7958203/187233.17e-053.22e-04115
GO:1901136LiverHCCcarbohydrate derivative catabolic process98/7958172/187238.71e-057.62e-0498
GO:0006665LiverHCCsphingolipid metabolic process85/7958155/187231.27e-036.92e-0385
GO:001097511LiverHCCregulation of neuron projection development220/7958445/187231.68e-038.78e-03220
GO:0009100LiverHCCglycoprotein metabolic process193/7958387/187231.89e-039.62e-03193
GO:0006664LiverHCCglycolipid metabolic process57/7958100/187232.40e-031.17e-0257
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa00600LiverHCCSphingolipid metabolism34/402053/84651.06e-022.71e-021.51e-0234
hsa006001LiverHCCSphingolipid metabolism34/402053/84651.06e-022.71e-021.51e-0234
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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
NEU4SNVMissense_Mutationnovelc.1199G>Ap.Arg400Lysp.R400KQ8WWR8protein_codingtolerated(0.68)benign(0.007)TCGA-A2-A3XV-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycarboplatinCR
NEU4SNVMissense_Mutationrs370002261c.667C>Tp.Arg223Cysp.R223CQ8WWR8protein_codingdeleterious(0.02)benign(0.083)TCGA-AR-A2LO-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinSD
NEU4SNVMissense_Mutationnovelc.545C>Tp.Ser182Leup.S182LQ8WWR8protein_codingdeleterious(0)probably_damaging(0.996)TCGA-DS-A1OB-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycarboplatinPD
NEU4insertionFrame_Shift_Insnovelc.325_326insAGCCCCCGGCCAGCGTp.Gly109GlufsTer21p.G109Efs*21Q8WWR8protein_codingTCGA-DS-A1OB-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycarboplatinPD
NEU4SNVMissense_Mutationrs370244576c.406N>Tp.Arg136Cysp.R136CQ8WWR8protein_codingdeleterious(0)probably_damaging(0.999)TCGA-A6-6651-01Colorectumcolon adenocarcinomaFemale<65III/IVAncillaryleucovorinSD
NEU4SNVMissense_Mutationrs780590587c.278N>Tp.Ala93Valp.A93VQ8WWR8protein_codingtolerated(0.05)benign(0.027)TCGA-AZ-4615-01Colorectumcolon adenocarcinomaMale>=65III/IVChemotherapyxelodaPD
NEU4SNVMissense_Mutationrs537701318c.1195N>Tp.Arg399Cysp.R399CQ8WWR8protein_codingdeleterious(0.01)possibly_damaging(0.84)TCGA-QL-A97D-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
NEU4SNVMissense_Mutationrs374258246c.719C>Tp.Ala240Valp.A240VQ8WWR8protein_codingtolerated(0.48)benign(0.013)TCGA-EI-6917-01Colorectumrectum adenocarcinomaMale<65III/IVChemotherapy5fluorouracil+oxaciplatina+l-folinianSD
NEU4SNVMissense_Mutationrs377551488c.634N>Ap.Ala212Thrp.A212TQ8WWR8protein_codingtolerated(0.38)benign(0.079)TCGA-F5-6811-01Colorectumrectum adenocarcinomaFemale>=65I/IIUnknownUnknownSD
NEU4SNVMissense_Mutationnovelc.82N>Tp.Arg28Trpp.R28WQ8WWR8protein_codingdeleterious(0)probably_damaging(0.947)TCGA-F5-6814-01Colorectumrectum adenocarcinomaMale<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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