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: NRARP

Gene summary for NRARP

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

NRARP

Gene ID

441478

Gene nameNOTCH regulated ankyrin repeat protein
Gene AliasNRARP
Cytomap9q34.3
Gene Typeprotein-coding
GO ID

GO:0000122

UniProtAcc

Q7Z6K4


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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
441478NRARPCA_HPV_1HumanCervixCC4.59e-03-1.79e-010.0264
441478NRARPsample1HumanCervixCC1.69e-116.83e-010.0959
441478NRARPsample3HumanCervixCC3.84e-245.33e-010.1387
441478NRARPT1HumanCervixCC2.24e-288.36e-010.0918
441478NRARPT2HumanCervixCC6.87e-044.89e-010.0709
441478NRARPT3HumanCervixCC1.67e-215.83e-010.1389
441478NRARPLZE4THumanEsophagusESCC3.57e-104.66e-010.0811
441478NRARPLZE7THumanEsophagusESCC3.19e-055.23e-010.0667
441478NRARPLZE20THumanEsophagusESCC1.33e-043.59e-010.0662
441478NRARPLZE24THumanEsophagusESCC1.00e-032.96e-010.0596
441478NRARPLZE21THumanEsophagusESCC1.24e-131.45e+000.0655
441478NRARPP1T-EHumanEsophagusESCC4.61e-054.39e-010.0875
441478NRARPP2T-EHumanEsophagusESCC4.42e-143.06e-010.1177
441478NRARPP4T-EHumanEsophagusESCC5.15e-258.38e-010.1323
441478NRARPP5T-EHumanEsophagusESCC4.92e-194.26e-010.1327
441478NRARPP8T-EHumanEsophagusESCC3.07e-042.00e-010.0889
441478NRARPP9T-EHumanEsophagusESCC1.50e-125.02e-010.1131
441478NRARPP10T-EHumanEsophagusESCC1.03e-099.90e-020.116
441478NRARPP11T-EHumanEsophagusESCC4.68e-043.35e-010.1426
441478NRARPP12T-EHumanEsophagusESCC3.69e-041.50e-010.1122
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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
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
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
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
∗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:002240710CervixCCregulation of cell-cell adhesion103/2311448/187231.78e-102.87e-08103
GO:00421108CervixCCT cell activation107/2311487/187231.24e-091.46e-07107
GO:00508638CervixCCregulation of T cell activation80/2311329/187231.28e-091.47e-0780
GO:00506737CervixCCepithelial cell proliferation98/2311437/187232.01e-092.15e-0798
GO:00160557CervixCCWnt signaling pathway98/2311444/187234.82e-094.65e-0798
GO:01987387CervixCCcell-cell signaling by wnt98/2311446/187236.16e-095.58e-0798
GO:00071598CervixCCleukocyte cell-cell adhesion85/2311371/187238.27e-097.07e-0785
GO:00071626CervixCCnegative regulation of cell adhesion72/2311303/187232.36e-081.70e-0672
GO:00026837CervixCCnegative regulation of immune system process94/2311434/187232.63e-081.87e-0694
GO:00301117CervixCCregulation of Wnt signaling pathway76/2311328/187233.05e-082.08e-0676
GO:19030378CervixCCregulation of leukocyte cell-cell adhesion77/2311336/187234.08e-082.54e-0677
GO:00506787CervixCCregulation of epithelial cell proliferation83/2311381/187231.31e-076.42e-0683
GO:190370610CervixCCregulation of hemopoiesis80/2311367/187232.14e-079.55e-0680
GO:00608287CervixCCregulation of canonical Wnt signaling pathway58/2311253/187231.83e-065.89e-0558
GO:00224084CervixCCnegative regulation of cell-cell adhesion48/2311196/187231.99e-066.18e-0548
GO:00600707CervixCCcanonical Wnt signaling pathway66/2311303/187232.47e-067.35e-0566
GO:19021056CervixCCregulation of leukocyte differentiation61/2311279/187235.16e-061.29e-0461
GO:19021064CervixCCnegative regulation of leukocyte differentiation29/2311102/187231.02e-052.29e-0429
GO:0051250CervixCCnegative regulation of lymphocyte activation39/2311157/187231.23e-052.57e-0439
GO:00506794CervixCCpositive regulation of epithelial cell proliferation47/2311207/187232.18e-053.90e-0447
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa04330CervixCCNotch signaling pathway17/126762/84657.99e-032.56e-021.51e-0217
hsa043301CervixCCNotch signaling pathway17/126762/84657.99e-032.56e-021.51e-0217
hsa043306EsophagusESCCNotch signaling pathway42/420562/84652.97e-037.97e-034.08e-0342
hsa0433013EsophagusESCCNotch signaling pathway42/420562/84652.97e-037.97e-034.08e-0342
hsa0433021Oral cavityNEOLPNotch signaling pathway21/111262/84652.23e-051.87e-041.18e-0421
hsa0433031Oral cavityNEOLPNotch signaling pathway21/111262/84652.23e-051.87e-041.18e-0421
hsa043304ProstateBPHNotch signaling pathway21/171862/84658.53e-032.68e-021.66e-0221
hsa0433011ProstateBPHNotch signaling pathway21/171862/84658.53e-032.68e-021.66e-0221
hsa043302ProstateTumorNotch signaling pathway22/179162/84656.45e-032.16e-021.34e-0222
hsa043303ProstateTumorNotch signaling pathway22/179162/84656.45e-032.16e-021.34e-0222
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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
NRARPSNVMissense_Mutationnovelc.130N>Ap.Val44Metp.V44MQ7Z6K4protein_codingdeleterious(0.01)probably_damaging(0.984)TCGA-5L-AAT1-01Breastbreast invasive carcinomaFemale<65III/IVHormone TherapyletrozolSD
NRARPinsertionFrame_Shift_Insnovelc.10dupGp.Ala4GlyfsTer209p.A4Gfs*209Q7Z6K4protein_codingTCGA-AC-A8OR-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
NRARPSNVMissense_Mutationc.155N>Cp.Gln52Prop.Q52PQ7Z6K4protein_codingdeleterious(0.03)benign(0.021)TCGA-WL-A834-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapypaclitaxelSD
NRARPSNVMissense_Mutationc.305N>Gp.Tyr102Cysp.Y102CQ7Z6K4protein_codingdeleterious(0)probably_damaging(0.994)TCGA-A6-3809-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
NRARPSNVMissense_Mutationnovelc.233G>Tp.Arg78Leup.R78LQ7Z6K4protein_codingdeleterious(0.03)benign(0.19)TCGA-CA-6717-01Colorectumcolon adenocarcinomaMale<65I/IIChemotherapyoxaliplatinCR
NRARPSNVMissense_Mutationc.92N>Gp.Gln31Argp.Q31RQ7Z6K4protein_codingtolerated(0.54)benign(0.02)TCGA-DM-A1HB-01Colorectumcolon adenocarcinomaMale>=65III/IVUnknownUnknownSD
NRARPSNVMissense_Mutationnovelc.307N>Ap.Leu103Ilep.L103IQ7Z6K4protein_codingdeleterious(0)probably_damaging(0.987)TCGA-AX-A2HC-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVChemotherapypaclitaxelPD
NRARPSNVMissense_Mutationnovelc.326N>Gp.Tyr109Cysp.Y109CQ7Z6K4protein_codingtolerated(0.05)probably_damaging(0.97)TCGA-FI-A2D0-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
NRARPSNVMissense_Mutationnovelc.170A>Gp.Gln57Argp.Q57RQ7Z6K4protein_codingtolerated(0.05)possibly_damaging(0.757)TCGA-2Y-A9GV-01Liverliver hepatocellular carcinomaFemale<65I/IITargeted Molecular therapysorafenibPD
NRARPSNVMissense_Mutationc.247G>Ap.Asp83Asnp.D83NQ7Z6K4protein_codingtolerated(0.11)benign(0.062)TCGA-22-5491-01Lunglung squamous cell carcinomaMale>=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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