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: NPRL2

Gene summary for NPRL2

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

NPRL2

Gene ID

10641

Gene nameNPR2 like, GATOR1 complex subunit
Gene AliasFFEVF2
Cytomap3p21.31
Gene Typeprotein-coding
GO ID

GO:0000045

UniProtAcc

Q8WTW4


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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
10641NPRL2LZE4THumanEsophagusESCC2.25e-051.56e-010.0811
10641NPRL2LZE24THumanEsophagusESCC3.06e-082.29e-010.0596
10641NPRL2P2T-EHumanEsophagusESCC2.27e-131.71e-010.1177
10641NPRL2P4T-EHumanEsophagusESCC4.39e-162.96e-010.1323
10641NPRL2P5T-EHumanEsophagusESCC2.74e-103.08e-020.1327
10641NPRL2P8T-EHumanEsophagusESCC9.42e-061.23e-010.0889
10641NPRL2P9T-EHumanEsophagusESCC3.91e-071.39e-010.1131
10641NPRL2P10T-EHumanEsophagusESCC1.13e-142.02e-010.116
10641NPRL2P11T-EHumanEsophagusESCC8.84e-133.72e-010.1426
10641NPRL2P12T-EHumanEsophagusESCC4.15e-162.64e-010.1122
10641NPRL2P15T-EHumanEsophagusESCC9.86e-047.27e-020.1149
10641NPRL2P16T-EHumanEsophagusESCC3.53e-082.01e-010.1153
10641NPRL2P19T-EHumanEsophagusESCC8.31e-042.89e-010.1662
10641NPRL2P20T-EHumanEsophagusESCC1.24e-122.40e-010.1124
10641NPRL2P21T-EHumanEsophagusESCC3.06e-122.74e-010.1617
10641NPRL2P22T-EHumanEsophagusESCC2.43e-172.31e-010.1236
10641NPRL2P23T-EHumanEsophagusESCC1.87e-225.10e-010.108
10641NPRL2P24T-EHumanEsophagusESCC1.15e-111.48e-010.1287
10641NPRL2P26T-EHumanEsophagusESCC1.06e-163.39e-010.1276
10641NPRL2P27T-EHumanEsophagusESCC9.16e-141.88e-010.1055
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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
∗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:001623617EsophagusESCCmacroautophagy216/8552291/187231.94e-234.57e-21216
GO:0009896111EsophagusESCCpositive regulation of catabolic process332/8552492/187234.36e-239.22e-21332
GO:0031331111EsophagusESCCpositive regulation of cellular catabolic process292/8552427/187238.67e-221.53e-19292
GO:001050617EsophagusESCCregulation of autophagy220/8552317/187236.72e-186.36e-16220
GO:0071496111EsophagusESCCcellular response to external stimulus215/8552320/187234.29e-152.43e-13215
GO:0031668111EsophagusESCCcellular response to extracellular stimulus168/8552246/187234.93e-132.23e-11168
GO:0010563111EsophagusESCCnegative regulation of phosphorus metabolic process274/8552442/187232.32e-129.41e-11274
GO:0045936111EsophagusESCCnegative regulation of phosphate metabolic process273/8552441/187233.18e-121.25e-10273
GO:0031669110EsophagusESCCcellular response to nutrient levels148/8552215/187234.58e-121.76e-10148
GO:0031667111EsophagusESCCresponse to nutrient levels289/8552474/187239.25e-123.47e-10289
GO:000703314EsophagusESCCvacuole organization127/8552180/187231.04e-113.85e-10127
GO:0051348111EsophagusESCCnegative regulation of transferase activity177/8552268/187231.08e-114.00e-10177
GO:0042326111EsophagusESCCnegative regulation of phosphorylation237/8552385/187231.86e-105.33e-09237
GO:0009267110EsophagusESCCcellular response to starvation110/8552156/187232.63e-107.37e-09110
GO:004259419EsophagusESCCresponse to starvation133/8552197/187234.31e-101.14e-08133
GO:003367319EsophagusESCCnegative regulation of kinase activity154/8552237/187231.38e-093.27e-08154
GO:190503712EsophagusESCCautophagosome organization73/8552103/187231.88e-072.93e-0673
GO:000004513EsophagusESCCautophagosome assembly69/855299/187231.10e-061.38e-0569
GO:190211514EsophagusESCCregulation of organelle assembly116/8552186/187233.15e-063.53e-05116
GO:001050816EsophagusESCCpositive regulation of autophagy81/8552124/187237.74e-067.65e-0581
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa041505EsophagusESCCmTOR signaling pathway98/4205156/84655.81e-041.95e-039.97e-0498
hsa0415013EsophagusESCCmTOR signaling pathway98/4205156/84655.81e-041.95e-039.97e-0498
hsa041502LiverHCCmTOR signaling pathway95/4020156/84654.70e-041.99e-031.11e-0395
hsa0415011LiverHCCmTOR signaling pathway95/4020156/84654.70e-041.99e-031.11e-0395
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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
NPRL2SNVMissense_Mutationrs149128231c.640N>Cp.Asp214Hisp.D214HQ8WTW4protein_codingdeleterious(0)possibly_damaging(0.843)TCGA-D8-A1J8-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapynolvadexSD
NPRL2insertionNonsense_Mutationnovelc.1051_1052insGTTTCTGGGCCAGCCGTGGGAGACCCAGCAGTGAATGAAp.Tyr351delinsCysPheTrpAlaSerArgGlyArgProSerSerGluTerAsnp.Y351delinsCFWASRGRPSSE*NQ8WTW4protein_codingTCGA-AN-A0FX-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
NPRL2SNVMissense_Mutationnovelc.196N>Ap.Gly66Serp.G66SQ8WTW4protein_codingdeleterious(0.01)probably_damaging(0.964)TCGA-EA-A410-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
NPRL2SNVMissense_Mutationnovelc.1054N>Ap.Asp352Asnp.D352NQ8WTW4protein_codingdeleterious(0)possibly_damaging(0.873)TCGA-MA-AA3Y-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
NPRL2SNVMissense_Mutationc.898N>Tp.Arg300Cysp.R300CQ8WTW4protein_codingdeleterious(0)probably_damaging(0.987)TCGA-WS-AB45-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
NPRL2SNVMissense_Mutationnovelc.490N>Tp.Pro164Serp.P164SQ8WTW4protein_codingtolerated(0.78)benign(0.053)TCGA-A5-A0G2-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVUnknownUnknownSD
NPRL2SNVMissense_Mutationnovelc.257N>Ap.Gly86Aspp.G86DQ8WTW4protein_codingdeleterious(0.02)probably_damaging(0.966)TCGA-A5-A0G2-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVUnknownUnknownSD
NPRL2SNVMissense_Mutationnovelc.278N>Tp.Ala93Valp.A93VQ8WTW4protein_codingtolerated(0.22)benign(0.02)TCGA-AJ-A3BH-01Endometriumuterine corpus endometrioid carcinomaFemaleUnknownI/IIUnknownUnknownSD
NPRL2SNVMissense_Mutationc.737N>Ap.Cys246Tyrp.C246YQ8WTW4protein_codingdeleterious(0.02)benign(0.189)TCGA-AP-A051-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
NPRL2SNVMissense_Mutationnovelc.490N>Tp.Pro164Serp.P164SQ8WTW4protein_codingtolerated(0.78)benign(0.053)TCGA-AX-A1CE-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnspecificPaclitaxelSD
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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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