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: NOP10

Gene summary for NOP10

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

NOP10

Gene ID

55505

Gene nameNOP10 ribonucleoprotein
Gene AliasDKCB1
Cytomap15q14
Gene Typeprotein-coding
GO ID

GO:0000154

UniProtAcc

Q9NPE3


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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
55505NOP10CA_HPV_1HumanCervixCC1.82e-067.57e-040.0264
55505NOP10CA_HPV_3HumanCervixCC1.47e-04-1.66e-010.0414
55505NOP10CCI_1HumanCervixCC1.34e-12-7.89e-010.528
55505NOP10CCI_2HumanCervixCC3.92e-04-5.28e-010.5249
55505NOP10CCI_3HumanCervixCC1.39e-14-7.62e-010.516
55505NOP10CCII_1HumanCervixCC3.70e-24-7.98e-010.3249
55505NOP10TumorHumanCervixCC9.26e-083.88e-010.1241
55505NOP10sample3HumanCervixCC2.47e-073.26e-010.1387
55505NOP10H2HumanCervixHSIL_HPV3.68e-06-3.72e-010.0632
55505NOP10L1HumanCervixCC4.97e-04-1.20e-010.0802
55505NOP10T3HumanCervixCC1.48e-083.24e-010.1389
55505NOP10HTA11_3410_2000001011HumanColorectumAD4.03e-021.65e-010.0155
55505NOP10HTA11_2487_2000001011HumanColorectumSER4.67e-095.87e-01-0.1808
55505NOP10HTA11_1938_2000001011HumanColorectumAD2.64e-064.23e-01-0.0811
55505NOP10HTA11_78_2000001011HumanColorectumAD4.23e-029.01e-02-0.1088
55505NOP10HTA11_347_2000001011HumanColorectumAD4.17e-134.06e-01-0.1954
55505NOP10HTA11_411_2000001011HumanColorectumSER2.25e-088.81e-01-0.2602
55505NOP10HTA11_3361_2000001011HumanColorectumAD4.57e-043.02e-01-0.1207
55505NOP10HTA11_83_2000001011HumanColorectumSER4.59e-084.40e-01-0.1526
55505NOP10HTA11_696_2000001011HumanColorectumAD3.49e-134.29e-01-0.1464
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
CervixThe 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.CC: Cervix cancer
HSIL_HPV: HPV-infected high-grade squamous intraepithelial lesions
N_HPV: HPV-infected normal cervix
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
EndometriumThe 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.AEH: Atypical endometrial hyperplasia
EEC: Endometrioid 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
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
ProstateThe 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.BPH: Benign Prostatic Hyperplasia
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:0006278110ThyroidPTCRNA-dependent DNA biosynthetic process43/596875/187234.61e-065.66e-0543
GO:190487416ThyroidPTCpositive regulation of telomerase RNA localization to Cajal body13/596815/187231.81e-051.87e-0413
GO:00322009ThyroidPTCtelomere organization74/5968159/187237.46e-056.43e-0474
GO:0071897110ThyroidPTCDNA biosynthetic process82/5968180/187237.98e-056.81e-0482
GO:002261334ThyroidATCribonucleoprotein complex biogenesis292/6293463/187233.05e-399.63e-36292
GO:004225434ThyroidATCribosome biogenesis203/6293299/187233.63e-344.59e-31203
GO:000636432ThyroidATCrRNA processing157/6293225/187239.02e-295.70e-26157
GO:001607232ThyroidATCrRNA metabolic process161/6293236/187231.02e-275.89e-25161
GO:000640326ThyroidATCRNA localization132/6293201/187231.13e-201.93e-18132
GO:003447021ThyroidATCncRNA processing216/6293395/187233.14e-183.98e-16216
GO:003466021ThyroidATCncRNA metabolic process240/6293485/187232.03e-139.91e-12240
GO:000072324ThyroidATCtelomere maintenance76/6293131/187238.21e-091.75e-0776
GO:000700424ThyroidATCtelomere maintenance via telomerase44/629369/187232.84e-074.29e-0644
GO:007189723ThyroidATCDNA biosynthetic process91/6293180/187231.84e-062.24e-0591
GO:190487221ThyroidATCregulation of telomerase RNA localization to Cajal body16/629318/187231.88e-062.27e-0516
GO:001083326ThyroidATCtelomere maintenance via telomere lengthening47/629381/187235.53e-065.93e-0547
GO:000627823ThyroidATCRNA-dependent DNA biosynthetic process44/629375/187237.37e-067.56e-0544
GO:009067021ThyroidATCRNA localization to Cajal body16/629319/187238.15e-068.27e-0516
GO:009067121ThyroidATCtelomerase RNA localization to Cajal body16/629319/187238.15e-068.27e-0516
GO:009067221ThyroidATCtelomerase RNA localization16/629319/187238.15e-068.27e-0516
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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
NOP10SNVMissense_Mutationc.24N>Gp.Asn8Lysp.N8KQ9NPE3protein_codingtolerated(0.08)benign(0.158)TCGA-AR-A24H-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapytamoxiphenSD
NOP10SNVMissense_Mutationc.157A>Gp.Lys53Glup.K53EQ9NPE3protein_codingdeleterious(0.01)benign(0.067)TCGA-DD-AACY-01Liverliver hepatocellular carcinomaMale<65I/IIUnknownUnknownPD
NOP10SNVMissense_Mutationnovelc.12N>Tp.Gln4Hisp.Q4HQ9NPE3protein_codingdeleterious(0.04)benign(0.001)TCGA-DD-AAW3-01Liverliver hepatocellular carcinomaMale>=65I/IIUnknownUnknownSD
NOP10SNVMissense_Mutationnovelc.173A>Tp.Gln58Leup.Q58LQ9NPE3protein_codingdeleterious(0)probably_damaging(0.987)TCGA-MN-A4N4-01Lunglung adenocarcinomaMale<65I/IIUnknownUnknownSD
NOP10SNVMissense_Mutationc.152N>Cp.Arg51Prop.R51PQ9NPE3protein_codingdeleterious(0.02)possibly_damaging(0.726)TCGA-34-5232-01Lunglung squamous cell carcinomaFemale>=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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