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: NOL11

Gene summary for NOL11

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

NOL11

Gene ID

25926

Gene namenucleolar protein 11
Gene AliasNOL11
Cytomap17q24.2
Gene Typeprotein-coding
GO ID

GO:0006139

UniProtAcc

Q9H8H0


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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
25926NOL11LZE4THumanEsophagusESCC1.88e-043.40e-010.0811
25926NOL11LZE7THumanEsophagusESCC1.81e-075.04e-010.0667
25926NOL11LZE20THumanEsophagusESCC1.03e-071.29e-010.0662
25926NOL11LZE22THumanEsophagusESCC2.12e-033.48e-010.068
25926NOL11LZE24THumanEsophagusESCC2.13e-133.31e-010.0596
25926NOL11LZE21THumanEsophagusESCC2.02e-022.66e-010.0655
25926NOL11LZE6THumanEsophagusESCC3.88e-041.54e-010.0845
25926NOL11P1T-EHumanEsophagusESCC4.22e-033.05e-010.0875
25926NOL11P2T-EHumanEsophagusESCC3.90e-275.55e-010.1177
25926NOL11P4T-EHumanEsophagusESCC3.37e-123.71e-010.1323
25926NOL11P5T-EHumanEsophagusESCC1.72e-266.91e-010.1327
25926NOL11P8T-EHumanEsophagusESCC8.68e-203.88e-010.0889
25926NOL11P9T-EHumanEsophagusESCC7.65e-112.54e-010.1131
25926NOL11P10T-EHumanEsophagusESCC9.19e-284.52e-010.116
25926NOL11P11T-EHumanEsophagusESCC3.00e-148.41e-010.1426
25926NOL11P12T-EHumanEsophagusESCC4.48e-356.14e-010.1122
25926NOL11P15T-EHumanEsophagusESCC2.20e-195.36e-010.1149
25926NOL11P16T-EHumanEsophagusESCC5.25e-335.13e-010.1153
25926NOL11P17T-EHumanEsophagusESCC2.34e-092.59e-010.1278
25926NOL11P20T-EHumanEsophagusESCC8.95e-164.66e-010.1124
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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
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
∗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:000636421LiverHCCrRNA processing185/7958225/187238.14e-356.45e-32185
GO:00346601LiverHCCncRNA metabolic process332/7958485/187231.48e-317.80e-29332
GO:004227422LiverHCCribosomal small subunit biogenesis65/795873/187231.09e-169.92e-1565
GO:00304901LiverHCCmaturation of SSU-rRNA43/795850/187232.35e-108.04e-0943
GO:0009303LiverHCCrRNA transcription25/795834/187232.42e-041.81e-0325
GO:0006360LiverHCCtranscription by RNA polymerase I36/795855/187234.94e-043.23e-0336
GO:0006356LiverHCCregulation of transcription by RNA polymerase I24/795834/187238.62e-045.13e-0324
GO:0045943LiverHCCpositive regulation of transcription by RNA polymerase I16/795823/187238.04e-033.17e-0216
GO:0098781LiverHCCncRNA transcription33/795856/187239.64e-033.63e-0233
GO:0042790LiverHCCnucleolar large rRNA transcription by RNA polymerase I13/795818/187231.05e-023.89e-0213
GO:002261320Oral cavityOSCCribonucleoprotein complex biogenesis333/7305463/187238.28e-485.24e-44333
GO:004225420Oral cavityOSCCribosome biogenesis230/7305299/187233.22e-416.80e-38230
GO:000636410Oral cavityOSCCrRNA processing172/7305225/187231.57e-301.24e-27172
GO:00344709Oral cavityOSCCncRNA processing263/7305395/187234.38e-292.78e-26263
GO:001607210Oral cavityOSCCrRNA metabolic process176/7305236/187236.51e-293.24e-26176
GO:00346605Oral cavityOSCCncRNA metabolic process296/7305485/187232.94e-236.65e-21296
GO:004227420Oral cavityOSCCribosomal small subunit biogenesis63/730573/187237.61e-176.34e-1563
GO:00304903Oral cavityOSCCmaturation of SSU-rRNA41/730550/187235.59e-101.46e-0841
GO:00987811Oral cavityOSCCncRNA transcription38/730556/187231.15e-051.18e-0438
GO:00063563Oral cavityOSCCregulation of transcription by RNA polymerase I25/730534/187234.63e-053.90e-0425
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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
NOL11SNVMissense_Mutationc.1687N>Ap.Glu563Lysp.E563KQ9H8H0protein_codingtolerated(0.57)benign(0)TCGA-A2-A0YK-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycytoxanSD
NOL11SNVMissense_Mutationnovelc.1337N>Gp.Ala446Glyp.A446GQ9H8H0protein_codingdeleterious(0.04)benign(0.188)TCGA-A7-A6VY-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycyclophosphamideCR
NOL11SNVMissense_Mutationc.19N>Cp.Glu7Glnp.E7QQ9H8H0protein_codingtolerated(0.25)benign(0.188)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
NOL11SNVMissense_Mutationnovelc.1646G>Tp.Gly549Valp.G549VQ9H8H0protein_codingdeleterious(0)probably_damaging(0.999)TCGA-AC-A8OR-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
NOL11SNVMissense_Mutationc.1524N>Gp.Phe508Leup.F508LQ9H8H0protein_codingdeleterious(0.01)benign(0.026)TCGA-AO-A0JD-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapycyclophosphamideSD
NOL11SNVMissense_Mutationnovelc.769G>Ap.Gly257Serp.G257SQ9H8H0protein_codingdeleterious(0.03)possibly_damaging(0.554)TCGA-C8-A1HE-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
NOL11deletionFrame_Shift_Delnovelc.725delAp.Asn242IlefsTer4p.N242Ifs*4Q9H8H0protein_codingTCGA-EW-A2FV-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapydocetaxelSD
NOL11SNVMissense_Mutationrs755793736c.785N>Cp.Gly262Alap.G262AQ9H8H0protein_codingtolerated(0.35)possibly_damaging(0.48)TCGA-C5-A8XH-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
NOL11SNVMissense_Mutationc.451G>Ap.Glu151Lysp.E151KQ9H8H0protein_codingdeleterious(0)probably_damaging(0.996)TCGA-EK-A3GK-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
NOL11SNVMissense_Mutationnovelc.1176G>Tp.Gln392Hisp.Q392HQ9H8H0protein_codingdeleterious(0.03)benign(0.003)TCGA-VS-A953-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownPD
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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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