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: NPRL3

Gene summary for NPRL3

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

NPRL3

Gene ID

8131

Gene nameNPR3 like, GATOR1 complex subunit
Gene AliasC16orf35
Cytomap16p13.3
Gene Typeprotein-coding
GO ID

GO:0000045

UniProtAcc

Q9BTE2


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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
8131NPRL3LZE7THumanEsophagusESCC1.31e-082.80e-010.0667
8131NPRL3LZE8THumanEsophagusESCC7.37e-058.45e-020.067
8131NPRL3LZE22THumanEsophagusESCC2.42e-073.69e-010.068
8131NPRL3LZE24THumanEsophagusESCC9.57e-082.07e-010.0596
8131NPRL3LZE21THumanEsophagusESCC4.50e-021.11e-010.0655
8131NPRL3P1T-EHumanEsophagusESCC2.02e-022.77e-010.0875
8131NPRL3P2T-EHumanEsophagusESCC2.57e-255.10e-010.1177
8131NPRL3P4T-EHumanEsophagusESCC2.18e-066.48e-020.1323
8131NPRL3P5T-EHumanEsophagusESCC5.06e-141.47e-010.1327
8131NPRL3P8T-EHumanEsophagusESCC6.14e-132.30e-010.0889
8131NPRL3P9T-EHumanEsophagusESCC1.68e-077.77e-020.1131
8131NPRL3P10T-EHumanEsophagusESCC5.38e-132.28e-010.116
8131NPRL3P11T-EHumanEsophagusESCC9.08e-031.06e-010.1426
8131NPRL3P12T-EHumanEsophagusESCC3.22e-173.57e-010.1122
8131NPRL3P15T-EHumanEsophagusESCC1.97e-142.44e-010.1149
8131NPRL3P16T-EHumanEsophagusESCC6.34e-131.58e-010.1153
8131NPRL3P17T-EHumanEsophagusESCC4.03e-042.28e-010.1278
8131NPRL3P20T-EHumanEsophagusESCC9.65e-193.40e-010.1124
8131NPRL3P21T-EHumanEsophagusESCC6.31e-131.43e-010.1617
8131NPRL3P22T-EHumanEsophagusESCC3.01e-203.70e-010.1236
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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
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:00316677LiverNAFLDresponse to nutrient levels85/1882474/187238.23e-087.09e-0685
GO:00714967LiverNAFLDcellular response to external stimulus51/1882320/187236.21e-048.18e-0351
GO:00162365LiverNAFLDmacroautophagy45/1882291/187232.31e-032.19e-0245
GO:00425945LiverNAFLDresponse to starvation33/1882197/187232.35e-032.21e-0233
GO:001623611LiverCirrhoticmacroautophagy129/4634291/187231.75e-131.41e-11129
GO:004259412LiverCirrhoticresponse to starvation87/4634197/187231.85e-097.78e-0887
GO:003166712LiverCirrhoticresponse to nutrient levels174/4634474/187233.08e-091.27e-07174
GO:00070332LiverCirrhoticvacuole organization80/4634180/187235.73e-092.25e-0780
GO:007149612LiverCirrhoticcellular response to external stimulus123/4634320/187233.27e-081.10e-06123
GO:00316686LiverCirrhoticcellular response to extracellular stimulus96/4634246/187234.55e-071.05e-0596
GO:00092675LiverCirrhoticcellular response to starvation67/4634156/187234.58e-071.05e-0567
GO:00316695LiverCirrhoticcellular response to nutrient levels85/4634215/187231.08e-062.20e-0585
GO:0000045LiverCirrhoticautophagosome assembly43/463499/187233.56e-054.32e-0443
GO:1905037LiverCirrhoticautophagosome organization44/4634103/187234.74e-055.50e-0444
GO:0044088LiverCirrhoticregulation of vacuole organization23/463445/187231.23e-041.22e-0323
GO:1990928LiverCirrhoticresponse to amino acid starvation23/463449/187236.06e-044.67e-0323
GO:1902115LiverCirrhoticregulation of organelle assembly66/4634186/187236.66e-045.04e-0366
GO:2000785LiverCirrhoticregulation of autophagosome assembly18/463439/187232.93e-031.67e-0218
GO:0034198LiverCirrhoticcellular response to amino acid starvation20/463446/187234.15e-032.22e-0220
GO:00319292LiverCirrhoticTOR signaling44/4634126/187236.69e-033.30e-0244
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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
hsa041504Oral cavityOSCCmTOR signaling pathway90/3704156/84652.87e-049.15e-044.66e-0490
hsa0415012Oral cavityOSCCmTOR signaling pathway90/3704156/84652.87e-049.15e-044.66e-0490
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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
NPRL3SNVMissense_Mutationrs778377009c.1462G>Cp.Ala488Prop.A488PQ12980protein_codingtolerated(0.13)possibly_damaging(0.502)TCGA-A2-A0CS-01Breastbreast invasive carcinomaFemale>=65III/IVHormone TherapyanastrozoleSD
NPRL3SNVMissense_Mutationrs778377009c.1462N>Cp.Ala488Prop.A488PQ12980protein_codingtolerated(0.13)possibly_damaging(0.502)TCGA-A2-A1FW-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapycytoxanSD
NPRL3SNVMissense_Mutationc.548N>Cp.Gly183Alap.G183AQ12980protein_codingtolerated(1)benign(0)TCGA-D8-A27G-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
NPRL3SNVMissense_Mutationrs778377009c.1462N>Cp.Ala488Prop.A488PQ12980protein_codingtolerated(0.13)possibly_damaging(0.502)TCGA-E2-A150-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinSD
NPRL3SNVMissense_Mutationrs556683821c.1198C>Tp.Arg400Cysp.R400CQ12980protein_codingdeleterious(0)possibly_damaging(0.541)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
NPRL3SNVMissense_Mutationrs769327693c.1606N>Tp.Arg536Trpp.R536WQ12980protein_codingdeleterious(0)probably_damaging(0.99)TCGA-AA-3982-01Colorectumcolon adenocarcinomaMale>=65III/IVUnknownUnknownSD
NPRL3SNVMissense_Mutationrs556232826c.641N>Tp.Ser214Leup.S214LQ12980protein_codingdeleterious(0)benign(0.06)TCGA-AA-A00N-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownPD
NPRL3SNVMissense_Mutationc.801N>Tp.Glu267Aspp.E267DQ12980protein_codingtolerated(0.15)probably_damaging(0.989)TCGA-AA-A010-01Colorectumcolon adenocarcinomaFemale<65I/IIChemotherapyfolinicCR
NPRL3SNVMissense_Mutationc.113A>Tp.Gln38Leup.Q38LQ12980protein_codingtolerated(0.37)benign(0)TCGA-CK-4951-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownPD
NPRL3SNVMissense_Mutationnovelc.640N>Cp.Ser214Prop.S214PQ12980protein_codingdeleterious(0)benign(0.198)TCGA-D5-6927-01Colorectumcolon adenocarcinomaMale<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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