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: NRN1

Gene summary for NRN1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

NRN1

Gene ID

51299

Gene nameneuritin 1
Gene AliasNRN
Cytomap6p25.1
Gene Typeprotein-coding
GO ID

GO:0000902

UniProtAcc

Q9NPD7


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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
51299NRN1LZE7THumanEsophagusESCC2.29e-033.17e-010.0667
51299NRN1LZE8THumanEsophagusESCC2.07e-053.30e-010.067
51299NRN1P2T-EHumanEsophagusESCC2.40e-061.18e-010.1177
51299NRN1P4T-EHumanEsophagusESCC1.37e-299.49e-010.1323
51299NRN1P8T-EHumanEsophagusESCC7.05e-103.25e-010.0889
51299NRN1P10T-EHumanEsophagusESCC6.62e-429.79e-010.116
51299NRN1P11T-EHumanEsophagusESCC5.27e-117.71e-010.1426
51299NRN1P15T-EHumanEsophagusESCC1.10e-461.41e+000.1149
51299NRN1P16T-EHumanEsophagusESCC3.11e-296.20e-010.1153
51299NRN1P19T-EHumanEsophagusESCC1.61e-101.04e+000.1662
51299NRN1P26T-EHumanEsophagusESCC1.79e-581.88e+000.1276
51299NRN1P28T-EHumanEsophagusESCC5.57e-248.33e-010.1149
51299NRN1P32T-EHumanEsophagusESCC2.65e-062.19e-010.1666
51299NRN1P37T-EHumanEsophagusESCC7.88e-042.39e-010.1371
51299NRN1P38T-EHumanEsophagusESCC4.19e-033.42e-010.127
51299NRN1P42T-EHumanEsophagusESCC4.46e-021.27e-010.1175
51299NRN1P44T-EHumanEsophagusESCC8.37e-073.56e-010.1096
51299NRN1P49T-EHumanEsophagusESCC1.79e-242.63e+000.1768
51299NRN1P56T-EHumanEsophagusESCC6.30e-032.73e-010.1613
51299NRN1P61T-EHumanEsophagusESCC1.53e-225.60e-010.099
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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
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
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:0016049110EsophagusESCCcell growth289/8552482/187231.29e-103.77e-09289
GO:006056010EsophagusESCCdevelopmental growth involved in morphogenesis131/8552234/187239.28e-044.73e-03131
GO:004858810EsophagusESCCdevelopmental cell growth125/8552234/187231.01e-023.46e-02125
GO:001604917Oral cavityOSCCcell growth268/7305482/187236.55e-143.51e-12268
GO:00485889Oral cavityOSCCdevelopmental cell growth116/7305234/187236.20e-043.50e-03116
GO:00605609Oral cavityOSCCdevelopmental growth involved in morphogenesis116/7305234/187236.20e-043.50e-03116
GO:19901388Oral cavityOSCCneuron projection extension86/7305172/187232.13e-039.80e-0386
GO:001604927ThyroidATCcell growth241/6293482/187234.27e-142.35e-12241
GO:199013824ThyroidATCneuron projection extension89/6293172/187236.63e-079.13e-0689
GO:004858823ThyroidATCdevelopmental cell growth114/6293234/187231.11e-061.44e-05114
GO:006056019ThyroidATCdevelopmental growth involved in morphogenesis114/6293234/187231.11e-061.44e-05114
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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
NRN1SNVMissense_Mutationnovelc.176C>Tp.Ala59Valp.A59Vprotein_codingtolerated(0.18)possibly_damaging(0.794)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
NRN1SNVMissense_Mutationc.257N>Tp.Thr86Metp.T86Mprotein_codingtolerated(0.11)possibly_damaging(0.799)TCGA-EA-A50E-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownPD
NRN1SNVMissense_Mutationnovelc.449C>Tp.Ala150Valp.A150Vprotein_codingtolerated(0.32)benign(0.288)TCGA-VS-A9U6-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinPD
NRN1SNVMissense_Mutationc.403N>Ap.Glu135Lysp.E135Kprotein_codingdeleterious(0.01)probably_damaging(0.996)TCGA-AA-3984-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
NRN1SNVMissense_Mutationnovelc.194N>Tp.Ser65Leup.S65Lprotein_codingdeleterious(0)probably_damaging(0.995)TCGA-CA-6717-01Colorectumcolon adenocarcinomaMale<65I/IIChemotherapyoxaliplatinCR
NRN1SNVMissense_Mutationc.338N>Tp.Ala113Valp.A113Vprotein_codingtolerated(0.11)possibly_damaging(0.72)TCGA-CM-6675-01Colorectumcolon adenocarcinomaMale<65I/IIChemotherapyfluorouracilPD
NRN1SNVMissense_Mutationc.403G>Ap.Glu135Lysp.E135Kprotein_codingdeleterious(0.01)probably_damaging(0.996)TCGA-F5-6814-01Colorectumrectum adenocarcinomaMale<65I/IIUnknownUnknownSD
NRN1deletionFrame_Shift_Delc.337delNp.Ala113ArgfsTer8p.A113Rfs*8protein_codingTCGA-A6-2686-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
NRN1SNVMissense_Mutationnovelc.416G>Ap.Ser139Asnp.S139Nprotein_codingtolerated(0.11)benign(0.157)TCGA-AJ-A2QO-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
NRN1SNVMissense_Mutationc.403N>Ap.Glu135Lysp.E135Kprotein_codingdeleterious(0.01)probably_damaging(0.996)TCGA-AX-A0J0-01Endometriumuterine corpus endometrioid 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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