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: NSUN4

Gene summary for NSUN4

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

NSUN4

Gene ID

387338

Gene nameNOP2/Sun RNA methyltransferase 4
Gene AliasSHTAP
Cytomap1p33
Gene Typeprotein-coding
GO ID

GO:0000154

UniProtAcc

Q96CB9


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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
387338NSUN4LZE7THumanEsophagusESCC2.90e-051.72e-010.0667
387338NSUN4LZE20THumanEsophagusESCC1.67e-041.42e-010.0662
387338NSUN4LZE24THumanEsophagusESCC1.42e-092.40e-010.0596
387338NSUN4P1T-EHumanEsophagusESCC1.62e-022.01e-010.0875
387338NSUN4P2T-EHumanEsophagusESCC2.97e-163.37e-010.1177
387338NSUN4P4T-EHumanEsophagusESCC7.79e-102.02e-010.1323
387338NSUN4P5T-EHumanEsophagusESCC2.24e-051.20e-010.1327
387338NSUN4P8T-EHumanEsophagusESCC1.93e-131.04e-010.0889
387338NSUN4P9T-EHumanEsophagusESCC1.72e-071.38e-010.1131
387338NSUN4P10T-EHumanEsophagusESCC2.74e-183.07e-010.116
387338NSUN4P11T-EHumanEsophagusESCC8.40e-041.89e-010.1426
387338NSUN4P12T-EHumanEsophagusESCC1.03e-071.77e-010.1122
387338NSUN4P15T-EHumanEsophagusESCC9.78e-122.74e-010.1149
387338NSUN4P16T-EHumanEsophagusESCC9.27e-101.45e-010.1153
387338NSUN4P17T-EHumanEsophagusESCC1.88e-072.23e-010.1278
387338NSUN4P20T-EHumanEsophagusESCC1.58e-152.20e-010.1124
387338NSUN4P21T-EHumanEsophagusESCC7.32e-172.94e-010.1617
387338NSUN4P22T-EHumanEsophagusESCC1.96e-059.26e-020.1236
387338NSUN4P23T-EHumanEsophagusESCC4.07e-184.94e-010.108
387338NSUN4P24T-EHumanEsophagusESCC2.56e-089.87e-020.1287
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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
∗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:0022613111EsophagusESCCribonucleoprotein complex biogenesis365/8552463/187231.74e-491.11e-45365
GO:0042254111EsophagusESCCribosome biogenesis252/8552299/187233.27e-441.04e-40252
GO:003447015EsophagusESCCncRNA processing300/8552395/187233.09e-353.26e-32300
GO:0016072110EsophagusESCCrRNA metabolic process197/8552236/187231.31e-331.18e-30197
GO:0006364110EsophagusESCCrRNA processing189/8552225/187234.88e-333.87e-30189
GO:003466012EsophagusESCCncRNA metabolic process346/8552485/187234.35e-312.51e-28346
GO:00434143EsophagusESCCmacromolecule methylation199/8552316/187233.44e-109.57e-09199
GO:00322592EsophagusESCCmethylation222/8552364/187232.26e-095.09e-08222
GO:00094512EsophagusESCCRNA modification114/8552167/187232.76e-096.04e-08114
GO:00015101EsophagusESCCRNA methylation58/855283/187236.87e-066.94e-0558
GO:0000154EsophagusESCCrRNA modification26/855237/187232.16e-039.62e-0326
GO:002261322LiverHCCribonucleoprotein complex biogenesis355/7958463/187237.76e-524.92e-48355
GO:004225422LiverHCCribosome biogenesis246/7958299/187234.99e-461.58e-42246
GO:00344702LiverHCCncRNA processing293/7958395/187234.26e-386.76e-35293
GO:001607212LiverHCCrRNA metabolic process193/7958236/187231.26e-351.14e-32193
GO:000636421LiverHCCrRNA processing185/7958225/187238.14e-356.45e-32185
GO:00346601LiverHCCncRNA metabolic process332/7958485/187231.48e-317.80e-29332
GO:00434141LiverHCCmacromolecule methylation183/7958316/187232.00e-084.72e-07183
GO:0032259LiverHCCmethylation206/7958364/187233.35e-087.53e-07206
GO:0009451LiverHCCRNA modification101/7958167/187232.02e-062.78e-05101
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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
NSUN4SNVMissense_Mutationc.688N>Gp.Gln230Glup.Q230EQ96CB9protein_codingtolerated(0.38)benign(0.003)TCGA-AO-A0J6-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinSD
NSUN4SNVMissense_Mutationc.799N>Ap.Glu267Lysp.E267KQ96CB9protein_codingdeleterious(0.01)possibly_damaging(0.475)TCGA-EK-A2R8-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
NSUN4SNVMissense_Mutationc.334N>Tp.Gly112Cysp.G112CQ96CB9protein_codingdeleterious(0.02)possibly_damaging(0.552)TCGA-A6-3809-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
NSUN4SNVMissense_Mutationc.994N>Cp.Tyr332Hisp.Y332HQ96CB9protein_codingtolerated(0.87)benign(0.01)TCGA-AY-6197-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownSD
NSUN4SNVMissense_Mutationc.349N>Ap.Ala117Thrp.A117TQ96CB9protein_codingtolerated(0.61)benign(0.001)TCGA-G4-6588-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
NSUN4SNVMissense_Mutationc.971C>Ap.Ala324Aspp.A324DQ96CB9protein_codingdeleterious(0)possibly_damaging(0.846)TCGA-WS-AB45-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
NSUN4SNVMissense_Mutationc.135N>Cp.Leu45Phep.L45FQ96CB9protein_codingdeleterious(0.01)probably_damaging(0.976)TCGA-AG-A025-01Colorectumrectum adenocarcinomaFemale<65I/IIUnknownUnknownSD
NSUN4SNVMissense_Mutationnovelc.880N>Ap.Ala294Thrp.A294TQ96CB9protein_codingdeleterious(0.01)benign(0.326)TCGA-A5-A0G2-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVUnknownUnknownSD
NSUN4SNVMissense_Mutationrs201711075c.785N>Ap.Arg262Hisp.R262HQ96CB9protein_codingdeleterious(0)probably_damaging(1)TCGA-AX-A0J1-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
NSUN4SNVMissense_Mutationnovelc.683G>Ap.Gly228Glup.G228EQ96CB9protein_codingtolerated(1)benign(0.001)TCGA-AX-A1CE-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnspecificPaclitaxelSD
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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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