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: NOP53

Gene summary for NOP53

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

NOP53

Gene ID

29997

Gene nameNOP53 ribosome biogenesis factor
Gene AliasGLTSCR2
Cytomap19q13.33
Gene Typeprotein-coding
GO ID

GO:0000027

UniProtAcc

Q9NZM5


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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
29997NOP53GSM4909281HumanBreastIDC2.59e-17-1.95e-010.21
29997NOP53GSM4909282HumanBreastIDC1.33e-16-4.27e-01-0.0288
29997NOP53GSM4909285HumanBreastIDC1.01e-269.00e-020.21
29997NOP53GSM4909286HumanBreastIDC5.34e-296.51e-010.1081
29997NOP53GSM4909287HumanBreastIDC4.59e-08-4.97e-010.2057
29997NOP53GSM4909290HumanBreastIDC1.74e-05-2.74e-010.2096
29997NOP53GSM4909293HumanBreastIDC3.04e-30-4.66e-010.1581
29997NOP53GSM4909294HumanBreastIDC3.09e-19-6.15e-010.2022
29997NOP53GSM4909296HumanBreastIDC3.40e-02-3.38e-010.1524
29997NOP53GSM4909298HumanBreastIDC2.52e-211.92e-010.1551
29997NOP53GSM4909299HumanBreastIDC1.92e-113.45e-010.035
29997NOP53GSM4909300HumanBreastIDC1.58e-033.79e-010.0334
29997NOP53GSM4909301HumanBreastIDC8.87e-12-4.52e-010.1577
29997NOP53GSM4909304HumanBreastIDC2.19e-27-5.62e-010.1636
29997NOP53GSM4909305HumanBreastIDC2.57e-206.04e-010.0436
29997NOP53GSM4909306HumanBreastIDC7.83e-081.64e-010.1564
29997NOP53GSM4909307HumanBreastIDC1.20e-03-1.48e-020.1569
29997NOP53GSM4909308HumanBreastIDC2.35e-242.05e-010.158
29997NOP53GSM4909311HumanBreastIDC2.43e-17-2.17e-010.1534
29997NOP53GSM4909313HumanBreastIDC8.45e-043.70e-010.0391
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
BreastThe 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.IDC: Invasive ductal carcinoma
DCIS: Ductal carcinoma in situ
Precancer(BRCA1-mut): Precancerous lesion from BRCA1 mutation carriers
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
GCThe 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.CAG: Chronic atrophic gastritis
CAG with IM: Chronic atrophic gastritis with intestinal metaplasia
CSG: Chronic superficial gastritis
GC: Gastric cancer
SIM: Severe intestinal metaplasia
WIM: Wild intestinal metaplasia
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
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:004477213EndometriumEECmitotic cell cycle phase transition71/2168424/187238.68e-047.97e-0371
GO:003953111EndometriumEECregulation of viral-induced cytoplasmic pattern recognition receptor signaling pathway9/216824/187239.45e-048.45e-039
GO:003952811EndometriumEECcytoplasmic pattern recognition receptor signaling pathway in response to virus11/216834/187231.10e-039.48e-0311
GO:009008512EndometriumEECregulation of protein deubiquitination6/216812/187231.19e-031.00e-026
GO:009858611EndometriumEECcellular response to virus20/216884/187231.21e-031.02e-0220
GO:000222112EndometriumEECpattern recognition receptor signaling pathway34/2168172/187231.22e-031.02e-0234
GO:006220712EndometriumEECregulation of pattern recognition receptor signaling pathway23/2168105/187231.81e-031.41e-0223
GO:007145314EndometriumEECcellular response to oxygen levels34/2168177/187232.02e-031.53e-0234
GO:004349113EndometriumEECprotein kinase B signaling38/2168211/187233.74e-032.49e-0238
GO:005189612EndometriumEECregulation of protein kinase B signaling34/2168185/187234.24e-032.75e-0234
GO:003447012EndometriumEECncRNA processing63/2168395/187235.20e-033.26e-0263
GO:003629414EndometriumEECcellular response to decreased oxygen levels30/2168161/187235.66e-033.40e-0230
GO:19017971EndometriumEECnegative regulation of signal transduction by p53 class mediator9/216831/187236.90e-033.98e-029
GO:00714567EndometriumEECcellular response to hypoxia28/2168151/187237.84e-034.36e-0228
GO:00073467EndometriumEECregulation of mitotic cell cycle70/2168457/187238.76e-034.74e-0270
GO:002261327EsophagusHGINribonucleoprotein complex biogenesis158/2587463/187232.61e-295.23e-26158
GO:000906020EsophagusHGINaerobic respiration81/2587189/187231.07e-229.26e-2081
GO:000609120EsophagusHGINgeneration of precursor metabolites and energy145/2587490/187233.41e-202.04e-17145
GO:004533320EsophagusHGINcellular respiration86/2587230/187232.41e-191.20e-1686
GO:004225426EsophagusHGINribosome biogenesis101/2587299/187238.74e-194.03e-16101
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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
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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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