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: NOL12

Gene summary for NOL12

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

NOL12

Gene ID

79159

Gene namenucleolar protein 12
Gene AliasNop25
Cytomap22q13.1
Gene Typeprotein-coding
GO ID

GO:0005575

UniProtAcc

A0A024R1M6


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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
79159NOL12LZE4THumanEsophagusESCC5.47e-112.73e-010.0811
79159NOL12LZE5THumanEsophagusESCC2.43e-032.83e-010.0514
79159NOL12LZE7THumanEsophagusESCC9.18e-124.66e-010.0667
79159NOL12LZE8THumanEsophagusESCC1.24e-062.08e-010.067
79159NOL12LZE20THumanEsophagusESCC1.46e-082.25e-010.0662
79159NOL12LZE22THumanEsophagusESCC2.36e-022.55e-010.068
79159NOL12LZE24THumanEsophagusESCC3.25e-193.89e-010.0596
79159NOL12LZE21THumanEsophagusESCC2.16e-095.22e-010.0655
79159NOL12LZE6THumanEsophagusESCC5.18e-093.29e-010.0845
79159NOL12P1T-EHumanEsophagusESCC1.26e-136.02e-010.0875
79159NOL12P2T-EHumanEsophagusESCC2.74e-234.51e-010.1177
79159NOL12P4T-EHumanEsophagusESCC3.34e-204.39e-010.1323
79159NOL12P5T-EHumanEsophagusESCC6.18e-194.23e-010.1327
79159NOL12P8T-EHumanEsophagusESCC8.78e-203.77e-010.0889
79159NOL12P9T-EHumanEsophagusESCC1.86e-173.54e-010.1131
79159NOL12P10T-EHumanEsophagusESCC1.01e-335.50e-010.116
79159NOL12P11T-EHumanEsophagusESCC3.53e-134.15e-010.1426
79159NOL12P12T-EHumanEsophagusESCC4.63e-193.21e-010.1122
79159NOL12P15T-EHumanEsophagusESCC3.03e-214.51e-010.1149
79159NOL12P16T-EHumanEsophagusESCC5.53e-285.28e-010.1153
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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
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
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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
NOL12SNVMissense_Mutationrs141736495c.545N>Ap.Arg182Glnp.R182QQ9UGY1protein_codingtolerated(0.39)benign(0.006)TCGA-AC-A5XS-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyfemaraSD
NOL12SNVMissense_Mutationc.397A>Tp.Arg133Trpp.R133WQ9UGY1protein_codingdeleterious(0.01)benign(0.401)TCGA-B6-A0RS-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownPD
NOL12SNVMissense_Mutationc.85N>Ap.Glu29Lysp.E29KQ9UGY1protein_codingdeleterious(0.01)possibly_damaging(0.596)TCGA-B6-A1KN-01Breastbreast invasive carcinomaFemale<65III/IVUnknownUnknownSD
NOL12SNVMissense_Mutationc.64T>Gp.Phe22Valp.F22VQ9UGY1protein_codingdeleterious(0.02)probably_damaging(0.997)TCGA-C8-A12V-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
NOL12SNVMissense_Mutationc.488C>Tp.Ser163Phep.S163FQ9UGY1protein_codingdeleterious(0)benign(0.305)TCGA-IR-A3LH-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
NOL12SNVMissense_Mutationrs377073310c.518N>Ap.Arg173Hisp.R173HQ9UGY1protein_codingtolerated(0.11)benign(0.265)TCGA-AA-3510-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
NOL12SNVMissense_Mutationrs775776838c.547C>Tp.Arg183Trpp.R183WQ9UGY1protein_codingdeleterious(0.01)benign(0.306)TCGA-AA-3864-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
NOL12SNVMissense_Mutationnovelc.586N>Gp.Thr196Alap.T196AQ9UGY1protein_codingdeleterious(0)probably_damaging(0.985)TCGA-AA-A00N-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownPD
NOL12SNVMissense_Mutationc.335N>Tp.Asp112Valp.D112VQ9UGY1protein_codingdeleterious(0)possibly_damaging(0.867)TCGA-AA-A02K-01Colorectumcolon adenocarcinomaMale<65III/IVChemotherapyfolinicPD
NOL12SNVMissense_Mutationrs377073310c.518G>Ap.Arg173Hisp.R173HQ9UGY1protein_codingtolerated(0.11)benign(0.265)TCGA-A5-A0G2-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVUnknownUnknownSD
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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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