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: NAV2

Gene summary for NAV2

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

NAV2

Gene ID

89797

Gene nameneuron navigator 2
Gene AliasHELAD1
Cytomap11p15.1
Gene Typeprotein-coding
GO ID

GO:0001976

UniProtAcc

A7E2D6


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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
89797NAV2CCI_2HumanCervixCC1.13e-026.01e-010.5249
89797NAV2CCI_3HumanCervixCC2.07e-088.18e-010.516
89797NAV2AEH-subject1HumanEndometriumAEH2.56e-216.49e-01-0.3059
89797NAV2AEH-subject2HumanEndometriumAEH1.42e-145.80e-01-0.2525
89797NAV2AEH-subject4HumanEndometriumAEH5.58e-084.92e-01-0.2657
89797NAV2AEH-subject5HumanEndometriumAEH9.17e-258.33e-01-0.2953
89797NAV2EEC-subject1HumanEndometriumEEC5.47e-481.03e+00-0.2682
89797NAV2EEC-subject2HumanEndometriumEEC1.65e-115.01e-01-0.2607
89797NAV2EEC-subject3HumanEndometriumEEC5.93e-217.44e-01-0.2525
89797NAV2EEC-subject4HumanEndometriumEEC7.20e-197.22e-01-0.2571
89797NAV2EEC-subject5HumanEndometriumEEC1.06e-125.12e-01-0.249
89797NAV2GSM5276934HumanEndometriumEEC2.05e-022.90e-01-0.0913
89797NAV2GSM6177620_NYU_UCEC1_lib1_lib1HumanEndometriumEEC5.76e-051.53e-01-0.1869
89797NAV2GSM6177620_NYU_UCEC1_lib2_lib2HumanEndometriumEEC5.44e-041.93e-01-0.1875
89797NAV2GSM6177620_NYU_UCEC1_lib3_lib3HumanEndometriumEEC1.90e-052.13e-01-0.1883
89797NAV2GSM6177622_NYU_UCEC3_lib2_lib2HumanEndometriumEEC3.99e-071.16e-01-0.1916
89797NAV2LZE4THumanEsophagusESCC2.31e-092.62e-010.0811
89797NAV2LZE5THumanEsophagusESCC1.57e-033.16e-010.0514
89797NAV2LZE7THumanEsophagusESCC2.39e-043.68e-010.0667
89797NAV2LZE8THumanEsophagusESCC1.37e-049.78e-020.067
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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
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
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
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
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:00323923CervixCCDNA geometric change21/231190/187232.71e-031.85e-0221
GO:003239214EsophagusESCCDNA geometric change62/855290/187237.02e-067.04e-0562
GO:003250813EsophagusESCCDNA duplex unwinding58/855284/187231.23e-051.14e-0458
GO:00323922LiverNAFLDDNA geometric change18/188290/187233.34e-032.93e-0218
GO:003239211LiverHCCDNA geometric change54/795890/187236.04e-043.79e-0354
GO:00325081LiverHCCDNA duplex unwinding49/795884/187232.46e-031.19e-0249
GO:0007626LungAISlocomotory behavior31/1849179/187231.39e-031.70e-0231
GO:00030731LungMIACregulation of systemic arterial blood pressure12/96796/187233.86e-034.71e-0212
GO:00323925Oral cavityOSCCDNA geometric change59/730590/187233.03e-074.63e-0659
GO:00325083Oral cavityOSCCDNA duplex unwinding55/730584/187238.05e-071.12e-0555
GO:003239221Oral cavityEOLPDNA geometric change21/221890/187231.63e-031.09e-0221
GO:003250812Oral cavityEOLPDNA duplex unwinding19/221884/187233.84e-032.13e-0219
GO:003239231Oral cavityNEOLPDNA geometric change19/200590/187232.81e-031.73e-0219
GO:003250821Oral cavityNEOLPDNA duplex unwinding18/200584/187233.02e-031.84e-0218
GO:00323924ProstateBPHDNA geometric change26/310790/187232.46e-031.33e-0226
GO:00325082ProstateBPHDNA duplex unwinding24/310784/187234.13e-032.04e-0224
GO:003239212ProstateTumorDNA geometric change27/324690/187232.15e-031.22e-0227
GO:003250811ProstateTumorDNA duplex unwinding25/324684/187233.47e-031.79e-0225
GO:00323927SkinAKDNA geometric change23/191090/187232.53e-054.54e-0423
GO:00325085SkinAKDNA duplex unwinding21/191084/187237.93e-051.09e-0321
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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
NAV2SNVMissense_Mutationc.4325G>Tp.Ser1442Ilep.S1442IQ8IVL1protein_codingdeleterious(0.02)benign(0.229)TCGA-A2-A0CT-01Breastbreast invasive carcinomaFemale>=65I/IIChemotherapycytoxanSD
NAV2SNVMissense_Mutationrs376137371c.1996N>Ap.Gly666Argp.G666RQ8IVL1protein_codingtolerated(0.07)possibly_damaging(0.648)TCGA-A8-A08C-01Breastbreast invasive carcinomaFemale>=65I/IIChemotherapy5-fluorouracilCR
NAV2SNVMissense_Mutationc.6274N>Gp.Arg2092Glyp.R2092GQ8IVL1protein_codingdeleterious(0.02)probably_damaging(0.998)TCGA-A8-A09A-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapytamoxiphenSD
NAV2SNVMissense_Mutationc.4819N>Gp.Phe1607Valp.F1607VQ8IVL1protein_codingdeleterious(0)benign(0.051)TCGA-A8-A09M-01Breastbreast invasive carcinomaFemale>=65III/IVChemotherapypaclitaxelCR
NAV2SNVMissense_Mutationrs141984254c.4319C>Gp.Ser1440Cysp.S1440CQ8IVL1protein_codingtolerated(0.08)probably_damaging(0.998)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
NAV2SNVMissense_Mutationc.6425G>Cp.Arg2142Prop.R2142PQ8IVL1protein_codingdeleterious(0)probably_damaging(0.999)TCGA-AN-A0FL-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
NAV2SNVMissense_Mutationrs751945616c.6098N>Tp.Ser2033Phep.S2033FQ8IVL1protein_codingdeleterious(0.05)possibly_damaging(0.543)TCGA-B6-A0RQ-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
NAV2SNVMissense_Mutationc.2063A>Gp.Asn688Serp.N688SQ8IVL1protein_codingtolerated(1)benign(0)TCGA-BH-A18N-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
NAV2SNVMissense_Mutationc.1889G>Ap.Gly630Aspp.G630DQ8IVL1protein_codingtolerated(0.14)benign(0.146)TCGA-D8-A1J8-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapynolvadexSD
NAV2SNVMissense_Mutationc.5563N>Tp.His1855Tyrp.H1855YQ8IVL1protein_codingtolerated(0.4)probably_damaging(0.968)TCGA-D8-A27G-01Breastbreast invasive carcinomaFemale>=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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