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: NPAS2

Gene summary for NPAS2

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

NPAS2

Gene ID

4862

Gene nameneuronal PAS domain protein 2
Gene AliasMOP4
Cytomap2q11.2
Gene Typeprotein-coding
GO ID

GO:0001662

UniProtAcc

A2I2P5


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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
4862NPAS2A002-C-010HumanColorectumFAP1.20e-03-1.83e-010.242
4862NPAS2A015-C-203HumanColorectumFAP1.72e-41-6.42e-01-0.1294
4862NPAS2A015-C-204HumanColorectumFAP1.96e-08-5.19e-01-0.0228
4862NPAS2A014-C-040HumanColorectumFAP6.79e-04-5.11e-01-0.1184
4862NPAS2A002-C-201HumanColorectumFAP9.51e-12-4.44e-010.0324
4862NPAS2A002-C-203HumanColorectumFAP1.12e-03-2.23e-010.2786
4862NPAS2A001-C-119HumanColorectumFAP3.28e-09-6.09e-01-0.1557
4862NPAS2A001-C-108HumanColorectumFAP1.90e-23-3.72e-01-0.0272
4862NPAS2A002-C-021HumanColorectumFAP1.29e-02-2.34e-010.1171
4862NPAS2A002-C-205HumanColorectumFAP3.21e-26-7.19e-01-0.1236
4862NPAS2A001-C-104HumanColorectumFAP6.39e-05-2.81e-010.0184
4862NPAS2A015-C-005HumanColorectumFAP3.17e-02-3.47e-01-0.0336
4862NPAS2A015-C-006HumanColorectumFAP1.01e-12-4.27e-01-0.0994
4862NPAS2A015-C-106HumanColorectumFAP7.69e-19-4.20e-01-0.0511
4862NPAS2A002-C-114HumanColorectumFAP8.53e-16-5.33e-01-0.1561
4862NPAS2A015-C-104HumanColorectumFAP1.25e-42-6.99e-01-0.1899
4862NPAS2A001-C-014HumanColorectumFAP2.31e-16-3.71e-010.0135
4862NPAS2A002-C-016HumanColorectumFAP1.06e-30-5.49e-010.0521
4862NPAS2A015-C-002HumanColorectumFAP4.25e-12-5.90e-01-0.0763
4862NPAS2A001-C-203HumanColorectumFAP1.59e-17-4.13e-01-0.0481
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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
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
∗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:00076233ColorectumFAPcircadian rhythm56/2622210/187239.12e-074.14e-0556
GO:00510524ColorectumFAPregulation of DNA metabolic process84/2622359/187239.80e-074.38e-0584
GO:00485113ColorectumFAPrhythmic process72/2622298/187231.67e-066.99e-0572
GO:00510544ColorectumFAPpositive regulation of DNA metabolic process53/2622201/187232.55e-069.82e-0553
GO:20010204ColorectumFAPregulation of response to DNA damage stimulus51/2622219/187231.40e-042.21e-0351
GO:00062822ColorectumFAPregulation of DNA repair32/2622130/187238.53e-048.79e-0332
GO:20010222ColorectumFAPpositive regulation of response to DNA damage stimulus27/2622105/187231.04e-031.02e-0227
GO:00094102ColorectumFAPresponse to xenobiotic stimulus87/2622462/187232.15e-031.77e-0287
GO:00457391ColorectumFAPpositive regulation of DNA repair19/262273/187234.71e-033.17e-0219
GO:0032922ColorectumFAPcircadian regulation of gene expression18/262268/187234.83e-033.25e-0218
GO:00485114ColorectumCRCrhythmic process64/2078298/187231.43e-071.62e-0564
GO:00510545ColorectumCRCpositive regulation of DNA metabolic process46/2078201/187231.26e-067.21e-0546
GO:00510525ColorectumCRCregulation of DNA metabolic process70/2078359/187231.75e-068.92e-0570
GO:00076234ColorectumCRCcircadian rhythm47/2078210/187231.89e-069.29e-0547
GO:20010205ColorectumCRCregulation of response to DNA damage stimulus45/2078219/187233.13e-058.09e-0445
GO:00062823ColorectumCRCregulation of DNA repair30/2078130/187237.15e-051.52e-0330
GO:20010223ColorectumCRCpositive regulation of response to DNA damage stimulus25/2078105/187231.64e-042.94e-0325
GO:00457392ColorectumCRCpositive regulation of DNA repair18/207873/187238.33e-041.04e-0218
GO:00094103ColorectumCRCresponse to xenobiotic stimulus69/2078462/187236.34e-034.61e-0269
GO:004851110ProstateBPHrhythmic process96/3107298/187231.88e-111.31e-0996
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa047104ProstateBPHCircadian rhythm15/171834/84651.40e-035.85e-033.62e-0315
hsa0471011ProstateBPHCircadian rhythm15/171834/84651.40e-035.85e-033.62e-0315
hsa0471021ProstateTumorCircadian rhythm14/179134/84656.44e-032.16e-021.34e-0214
hsa0471031ProstateTumorCircadian rhythm14/179134/84656.44e-032.16e-021.34e-0214
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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
NPAS2CHOLiverHealthySLC35F3,FMNL2,SLC12A2, etc.3.38e-01The 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.
NPAS2LYMENDLungADJSULF1,KIF26B,TENM4, etc.4.26e-02The 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.
NPAS2PERILungADJSULF1,KIF26B,TENM4, etc.2.09e-02The 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.
NPAS2LYMENDLungAISSULF1,KIF26B,TENM4, etc.7.85e-03The 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.
NPAS2MEGALungAISSULF1,KIF26B,TENM4, etc.1.39e-03The 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.
NPAS2PERILungIACSULF1,KIF26B,TENM4, etc.4.80e-01The 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.
NPAS2LYMENDLungIACSULF1,KIF26B,TENM4, etc.5.24e-03The 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.
NPAS2MEGALungIACSULF1,KIF26B,TENM4, etc.1.07e-04The 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.
NPAS2ICAFLungIACSULF1,KIF26B,TENM4, etc.5.99e-04The 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.
NPAS2ECMLungMIACSULF1,KIF26B,TENM4, etc.2.12e-01The 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.
∗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
NPAS2SNVMissense_Mutationnovelc.587C>Gp.Ser196Cysp.S196CQ99743protein_codingtolerated(0.14)benign(0.093)TCGA-5L-AAT1-01Breastbreast invasive carcinomaFemale<65III/IVHormone TherapyletrozolSD
NPAS2SNVMissense_Mutationc.64N>Tp.Arg22Trpp.R22WQ99743protein_codingdeleterious(0)probably_damaging(1)TCGA-A1-A0SK-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownPD
NPAS2SNVMissense_Mutationc.1476N>Cp.Met492Ilep.M492IQ99743protein_codingtolerated(0.14)benign(0.017)TCGA-A2-A25B-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapytaxoterePD
NPAS2SNVMissense_Mutationc.132C>Ap.Asp44Glup.D44EQ99743protein_codingdeleterious(0.02)possibly_damaging(0.893)TCGA-A8-A06P-01Breastbreast invasive carcinomaFemale<65III/IVUnspecificSD
NPAS2SNVMissense_Mutationrs751210882c.736N>Ap.Glu246Lysp.E246KQ99743protein_codingdeleterious(0.01)possibly_damaging(0.877)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
NPAS2SNVMissense_Mutationrs530175072c.1487N>Tp.Ser496Leup.S496LQ99743protein_codingdeleterious(0.02)possibly_damaging(0.727)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
NPAS2SNVMissense_Mutationc.1460G>Ap.Ser487Asnp.S487NQ99743protein_codingtolerated(0.41)benign(0.001)TCGA-BH-A18G-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
NPAS2insertionFrame_Shift_Insnovelc.1448_1449insGAGTp.Val484SerfsTer80p.V484Sfs*80Q99743protein_codingTCGA-A2-A0D2-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinSD
NPAS2insertionFrame_Shift_Insnovelc.1449_1450insCTTTCACTp.Val484LeufsTer29p.V484Lfs*29Q99743protein_codingTCGA-A2-A0D2-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinSD
NPAS2insertionNonsense_Mutationnovelc.1017_1018insGCCACCACACCCGGCTAATTTTTTGTATTTTTAGTAGAGp.Ser339_Lys340insAlaThrThrProGlyTerPhePheValPheLeuValGlup.S339_K340insATTPG*FFVFLVEQ99743protein_codingTCGA-AO-A0JB-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapycyclophosphamideSD
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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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