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: NSUN2

Gene summary for NSUN2

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

NSUN2

Gene ID

54888

Gene nameNOP2/Sun RNA methyltransferase 2
Gene AliasMISU
Cytomap5p15.31
Gene Typeprotein-coding
GO ID

GO:0000003

UniProtAcc

Q08J23


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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
54888NSUN2HTA11_1938_2000001011HumanColorectumAD1.00e-075.36e-01-0.0811
54888NSUN2HTA11_78_2000001011HumanColorectumAD2.32e-054.29e-01-0.1088
54888NSUN2HTA11_347_2000001011HumanColorectumAD2.66e-145.13e-01-0.1954
54888NSUN2HTA11_696_2000001011HumanColorectumAD3.16e-043.37e-01-0.1464
54888NSUN2HTA11_1391_2000001011HumanColorectumAD8.90e-054.11e-01-0.059
54888NSUN2HTA11_10711_2000001011HumanColorectumAD2.10e-033.70e-010.0338
54888NSUN2HTA11_6818_2000001011HumanColorectumAD9.21e-034.32e-010.0112
54888NSUN2HTA11_6818_2000001021HumanColorectumAD2.01e-023.25e-010.0588
54888NSUN2HTA11_99999970781_79442HumanColorectumMSS1.69e-063.98e-010.294
54888NSUN2HTA11_99999965062_69753HumanColorectumMSI-H6.39e-047.74e-010.3487
54888NSUN2HTA11_99999971662_82457HumanColorectumMSS6.24e-064.58e-010.3859
54888NSUN2HTA11_99999973899_84307HumanColorectumMSS8.46e-045.84e-010.2585
54888NSUN2HTA11_99999974143_84620HumanColorectumMSS4.79e-341.10e+000.3005
54888NSUN2A015-C-203HumanColorectumFAP8.85e-05-8.18e-02-0.1294
54888NSUN2A002-C-203HumanColorectumFAP2.10e-02-1.32e-010.2786
54888NSUN2A015-C-104HumanColorectumFAP1.66e-05-1.39e-01-0.1899
54888NSUN2A002-C-016HumanColorectumFAP2.72e-07-2.19e-010.0521
54888NSUN2A002-C-116HumanColorectumFAP9.90e-09-1.53e-01-0.0452
54888NSUN2F034HumanColorectumFAP8.94e-05-1.39e-01-0.0665
54888NSUN2LZE2THumanEsophagusESCC7.31e-044.89e-010.082
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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
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
LungThe 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.AAH: Atypical adenomatous hyperplasia
AIS: Adenocarcinoma in situ
IAC: Invasive lung adenocarcinoma
MIA: Minimally invasive adenocarcinoma
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:0009895ColorectumADnegative regulation of catabolic process124/3918320/187231.66e-133.35e-11124
GO:0031330ColorectumADnegative regulation of cellular catabolic process104/3918262/187232.66e-123.96e-10104
GO:0006401ColorectumADRNA catabolic process102/3918278/187238.64e-106.76e-08102
GO:0044270ColorectumADcellular nitrogen compound catabolic process147/3918451/187233.35e-092.23e-07147
GO:0046700ColorectumADheterocycle catabolic process145/3918445/187234.37e-092.84e-07145
GO:0034655ColorectumADnucleobase-containing compound catabolic process133/3918407/187231.56e-089.12e-07133
GO:0019439ColorectumADaromatic compound catabolic process146/3918467/187237.48e-083.84e-06146
GO:1901361ColorectumADorganic cyclic compound catabolic process153/3918495/187238.23e-084.18e-06153
GO:0006913ColorectumADnucleocytoplasmic transport102/3918301/187231.00e-074.85e-06102
GO:0051169ColorectumADnuclear transport102/3918301/187231.00e-074.85e-06102
GO:0032386ColorectumADregulation of intracellular transport109/3918337/187235.33e-071.95e-05109
GO:0043487ColorectumADregulation of RNA stability63/3918170/187239.17e-073.12e-0563
GO:0006403ColorectumADRNA localization71/3918201/187231.54e-064.76e-0571
GO:0051236ColorectumADestablishment of RNA localization58/3918166/187231.95e-054.01e-0458
GO:0015931ColorectumADnucleobase-containing compound transport73/3918222/187232.02e-054.10e-0473
GO:0046822ColorectumADregulation of nucleocytoplasmic transport41/3918106/187232.17e-054.33e-0441
GO:0050657ColorectumADnucleic acid transport57/3918163/187232.22e-054.39e-0457
GO:0050658ColorectumADRNA transport57/3918163/187232.22e-054.39e-0457
GO:0001701ColorectumADin utero embryonic development110/3918367/187232.36e-054.62e-04110
GO:0051168ColorectumADnuclear export53/3918154/187236.89e-051.11e-0353
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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
NSUN2SNVMissense_Mutationc.1876N>Ap.Asp626Asnp.D626NQ08J23protein_codingdeleterious(0)probably_damaging(0.998)TCGA-A2-A0CR-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinCR
NSUN2SNVMissense_Mutationrs745927756c.658N>Tp.Arg220Cysp.R220CQ08J23protein_codingdeleterious(0)probably_damaging(1)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
NSUN2SNVMissense_Mutationnovelc.2117N>Gp.Val706Glyp.V706GQ08J23protein_codingdeleterious(0.01)benign(0.141)TCGA-AO-A1KP-01Breastbreast invasive carcinomaFemale>=65I/IIChemotherapyfluorouracilSD
NSUN2SNVMissense_Mutationrs759251595c.2008N>Tp.Ala670Serp.A670SQ08J23protein_codingtolerated(0.76)benign(0.02)TCGA-E9-A2JS-01Breastbreast invasive carcinomaFemale>=65I/IIChemotherapycyclophosphamidePD
NSUN2insertionNonsense_Mutationnovelc.1617_1618insTTTCATCTTATTTTTTTACTTACAGGTTATTAACACAp.Asp540PhefsTer11p.D540Ffs*11Q08J23protein_codingTCGA-AO-A0J5-01Breastbreast invasive carcinomaFemale<65III/IVOther, specify in notesBisphosphonatezoledronicPD
NSUN2deletionFrame_Shift_Delnovelc.403delNp.Ile135SerfsTer2p.I135Sfs*2Q08J23protein_codingTCGA-D8-A27V-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapytamoxiphenSD
NSUN2SNVMissense_Mutationrs746142475c.2167G>Ap.Ala723Thrp.A723TQ08J23protein_codingtolerated(0.19)benign(0.003)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
NSUN2SNVMissense_Mutationnovelc.259G>Ap.Ala87Thrp.A87TQ08J23protein_codingdeleterious(0.04)possibly_damaging(0.616)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
NSUN2SNVMissense_Mutationc.178N>Ap.Glu60Lysp.E60KQ08J23protein_codingdeleterious(0.01)benign(0.091)TCGA-C5-A1BQ-01Cervixcervical & endocervical cancerFemale>=65III/IVChemotherapycisplatinCR
NSUN2SNVMissense_Mutationnovelc.2001N>Gp.Asn667Lysp.N667KQ08J23protein_codingtolerated(0.93)benign(0)TCGA-VS-A8EK-01Cervixcervical & endocervical cancerFemale>=65I/IIChemotherapycisplatinPD
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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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