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: NOP2

Gene summary for NOP2

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

NOP2

Gene ID

4839

Gene nameNOP2 nucleolar protein
Gene AliasNOL1
Cytomap12p13.31
Gene Typeprotein-coding
GO ID

GO:0000027

UniProtAcc

P46087


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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
4839NOP2HTA11_3410_2000001011HumanColorectumAD5.90e-112.19e-010.0155
4839NOP2HTA11_2487_2000001011HumanColorectumSER2.89e-041.85e-01-0.1808
4839NOP2HTA11_1938_2000001011HumanColorectumAD8.04e-153.98e-01-0.0811
4839NOP2HTA11_78_2000001011HumanColorectumAD2.48e-072.09e-01-0.1088
4839NOP2HTA11_347_2000001011HumanColorectumAD1.27e-081.88e-01-0.1954
4839NOP2HTA11_2112_2000001011HumanColorectumSER1.90e-022.72e-01-0.2196
4839NOP2HTA11_3361_2000001011HumanColorectumAD7.91e-051.76e-01-0.1207
4839NOP2HTA11_83_2000001011HumanColorectumSER1.47e-062.28e-01-0.1526
4839NOP2HTA11_696_2000001011HumanColorectumAD5.76e-061.83e-01-0.1464
4839NOP2HTA11_866_2000001011HumanColorectumAD3.14e-082.33e-01-0.1001
4839NOP2HTA11_1391_2000001011HumanColorectumAD1.87e-194.49e-01-0.059
4839NOP2HTA11_7862_2000001011HumanColorectumAD3.59e-093.01e-01-0.0179
4839NOP2HTA11_866_3004761011HumanColorectumAD5.30e-214.16e-010.096
4839NOP2HTA11_4255_2000001011HumanColorectumSER3.22e-053.05e-010.0446
4839NOP2HTA11_8622_2000001021HumanColorectumSER3.19e-021.58e-010.0528
4839NOP2HTA11_7663_2000001011HumanColorectumSER6.29e-032.01e-010.0131
4839NOP2HTA11_10623_2000001011HumanColorectumAD6.46e-073.32e-01-0.0177
4839NOP2HTA11_6801_2000001011HumanColorectumSER2.21e-022.03e-010.0171
4839NOP2HTA11_10711_2000001011HumanColorectumAD7.11e-071.99e-010.0338
4839NOP2HTA11_7696_3000711011HumanColorectumAD1.53e-113.32e-010.0674
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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
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
∗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:0022618ColorectumADribonucleoprotein complex assembly92/3918220/187231.49e-122.60e-1092
GO:0071826ColorectumADribonucleoprotein complex subunit organization94/3918227/187231.70e-122.87e-1094
GO:0022613ColorectumADribonucleoprotein complex biogenesis151/3918463/187231.96e-091.39e-07151
GO:0072331ColorectumADsignal transduction by p53 class mediator58/3918163/187231.04e-052.40e-0458
GO:0042255ColorectumADribosome assembly28/391861/187231.08e-052.47e-0428
GO:1901796ColorectumADregulation of signal transduction by p53 class mediator36/391893/187236.58e-051.07e-0336
GO:0042273ColorectumADribosomal large subunit biogenesis28/391872/187233.74e-044.31e-0328
GO:0042254ColorectumADribosome biogenesis84/3918299/187231.82e-031.50e-0284
GO:0000027ColorectumADribosomal large subunit assembly12/391827/187235.07e-033.38e-0212
GO:00226181ColorectumSERribonucleoprotein complex assembly69/2897220/187232.25e-092.15e-0769
GO:00718261ColorectumSERribonucleoprotein complex subunit organization70/2897227/187233.83e-093.51e-0770
GO:00226131ColorectumSERribonucleoprotein complex biogenesis112/2897463/187235.01e-072.48e-05112
GO:00422551ColorectumSERribosome assembly25/289761/187231.44e-066.55e-0525
GO:00723311ColorectumSERsignal transduction by p53 class mediator43/2897163/187232.22e-043.90e-0343
GO:00422731ColorectumSERribosomal large subunit biogenesis23/289772/187233.60e-045.61e-0323
GO:19017961ColorectumSERregulation of signal transduction by p53 class mediator27/289793/187236.48e-048.71e-0327
GO:00000271ColorectumSERribosomal large subunit assembly11/289727/187231.40e-031.53e-0211
GO:00422541ColorectumSERribosome biogenesis66/2897299/187231.48e-031.60e-0266
GO:00718262ColorectumMSSribonucleoprotein complex subunit organization90/3467227/187236.88e-141.78e-1190
GO:00226182ColorectumMSSribonucleoprotein complex assembly88/3467220/187237.12e-141.78e-1188
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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
NOP2SNVMissense_Mutationc.745G>Ap.Glu249Lysp.E249KP46087protein_codingtolerated(0.07)benign(0.028)TCGA-A8-A09X-01Breastbreast invasive carcinomaFemale<65III/IVUnknownUnknownSD
NOP2SNVMissense_Mutationnovelc.2003N>Cp.Gln668Prop.Q668PP46087protein_codingtolerated(0.1)benign(0.005)TCGA-B6-A0I6-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownPD
NOP2SNVMissense_Mutationrs771707726c.1400T>Gp.Val467Glyp.V467GP46087protein_codingdeleterious(0)probably_damaging(0.969)TCGA-B6-A1KN-01Breastbreast invasive carcinomaFemale<65III/IVUnknownUnknownSD
NOP2SNVMissense_Mutationc.1208N>Ap.Gly403Glup.G403EP46087protein_codingdeleterious(0.01)probably_damaging(0.966)TCGA-C8-A131-01Breastbreast invasive carcinomaFemale>=65III/IVChemotherapy5-fluorouracilCR
NOP2SNVMissense_Mutationc.994N>Ap.Glu332Lysp.E332KP46087protein_codingdeleterious(0)possibly_damaging(0.621)TCGA-D8-A1J8-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapynolvadexSD
NOP2insertionIn_Frame_Insnovelc.1231_1232insGGCp.Met411delinsArgLeup.M411delinsRLP46087protein_codingTCGA-A8-A07J-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapy5-fluorouracilCR
NOP2insertionIn_Frame_Insnovelc.1230_1231insCAAGACAGGp.Val410_Met411insGlnAspArgp.V410_M411insQDRP46087protein_codingTCGA-A8-A07J-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapy5-fluorouracilCR
NOP2insertionIn_Frame_Insnovelc.2000_2001insTGGGGTGGGCGTCCAGATCGACACCATCACp.Gln667delinsHisGlyValGlyValGlnIleAspThrIleThrp.Q667delinsHGVGVQIDTITP46087protein_codingTCGA-B6-A0I6-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownPD
NOP2insertionIn_Frame_Insnovelc.2000_2001insCTCCAGCCCGGGCGACAGTGAGACp.Gln667delinsHisSerSerProGlyAspSerGluThrp.Q667delinsHSSPGDSETP46087protein_codingTCGA-B6-A0RE-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
NOP2deletionFrame_Shift_Delnovelc.1517delNp.Pro506GlnfsTer3p.P506Qfs*3P46087protein_codingTCGA-EW-A2FV-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapydocetaxelSD
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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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