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: RTN4

Gene summary for RTN4

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

RTN4

Gene ID

57142

Gene namereticulon 4
Gene AliasASY
Cytomap2p16.1
Gene Typeprotein-coding
GO ID

GO:0000902

UniProtAcc

Q9NQC3


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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
57142RTN4GSM4909282HumanBreastIDC8.74e-052.28e-01-0.0288
57142RTN4GSM4909286HumanBreastIDC3.74e-18-4.73e-010.1081
57142RTN4GSM4909291HumanBreastIDC2.10e-09-5.84e-010.1753
57142RTN4GSM4909294HumanBreastIDC1.64e-16-4.07e-010.2022
57142RTN4GSM4909296HumanBreastIDC1.71e-23-5.88e-010.1524
57142RTN4GSM4909297HumanBreastIDC2.30e-31-6.23e-010.1517
57142RTN4GSM4909298HumanBreastIDC2.91e-08-3.06e-010.1551
57142RTN4GSM4909301HumanBreastIDC1.58e-06-3.75e-010.1577
57142RTN4GSM4909302HumanBreastIDC3.57e-14-5.61e-010.1545
57142RTN4GSM4909308HumanBreastIDC2.13e-062.69e-010.158
57142RTN4GSM4909309HumanBreastIDC4.42e-10-5.16e-010.0483
57142RTN4GSM4909311HumanBreastIDC8.17e-58-8.40e-010.1534
57142RTN4GSM4909312HumanBreastIDC8.12e-16-3.53e-010.1552
57142RTN4GSM4909315HumanBreastIDC1.70e-03-2.17e-010.21
57142RTN4GSM4909318HumanBreastIDC1.69e-04-6.32e-010.2031
57142RTN4GSM4909319HumanBreastIDC2.26e-61-7.34e-010.1563
57142RTN4GSM4909320HumanBreastIDC1.58e-13-7.17e-010.1575
57142RTN4GSM4909321HumanBreastIDC9.94e-19-2.80e-010.1559
57142RTN4brca1HumanBreastPrecancer2.77e-113.28e-01-0.0338
57142RTN4brca2HumanBreastPrecancer1.20e-021.91e-01-0.024
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
BreastThe 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.IDC: Invasive ductal carcinoma
DCIS: Ductal carcinoma in situ
Precancer(BRCA1-mut): Precancerous lesion from BRCA1 mutation carriers
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
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
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
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:00429874SkinAKamyloid precursor protein catabolic process14/191068/187237.90e-034.00e-0214
GO:003164729SkincSCCregulation of protein stability144/4864298/187236.51e-176.80e-15144
GO:190382928SkincSCCpositive regulation of cellular protein localization129/4864276/187236.43e-144.09e-12129
GO:0050821112SkincSCCprotein stabilization96/4864191/187235.00e-132.93e-1196
GO:000170124SkincSCCin utero embryonic development150/4864367/187232.47e-101.04e-08150
GO:004873227SkincSCCgland development167/4864436/187237.64e-092.44e-07167
GO:0070972110SkincSCCprotein localization to endoplasmic reticulum41/486474/187237.13e-081.78e-0641
GO:000182413SkincSCCblastocyst development53/4864106/187239.74e-082.32e-0653
GO:00069976SkincSCCnucleus organization62/4864133/187232.21e-074.72e-0662
GO:001604925SkincSCCcell growth173/4864482/187237.21e-071.34e-05173
GO:003812724SkincSCCERBB signaling pathway55/4864121/187232.77e-064.38e-0555
GO:00070296SkincSCCendoplasmic reticulum organization42/486487/187236.36e-068.92e-0542
GO:003424915SkincSCCnegative regulation of cellular amide metabolic process104/4864273/187236.44e-069.00e-05104
GO:000182512SkincSCCblastocyst formation21/486438/187231.17e-041.08e-0321
GO:003359822SkincSCCmammary gland epithelial cell proliferation16/486426/187231.39e-041.26e-0316
GO:0032535111SkincSCCregulation of cellular component size131/4864383/187231.89e-041.59e-03131
GO:000155824SkincSCCregulation of cell growth140/4864414/187232.07e-041.72e-03140
GO:005067324SkincSCCepithelial cell proliferation144/4864437/187236.07e-044.38e-03144
GO:007266516SkincSCCprotein localization to vacuole30/486467/187236.60e-044.73e-0330
GO:003087922SkincSCCmammary gland development53/4864137/187237.21e-045.05e-0353
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa0501016BreastPrecancerAlzheimer disease103/684384/84651.03e-294.66e-283.57e-28103
hsa0501017BreastPrecancerAlzheimer disease103/684384/84651.03e-294.66e-283.57e-28103
hsa0501023BreastIDCAlzheimer disease107/867384/84651.70e-237.88e-225.90e-22107
hsa0501033BreastIDCAlzheimer disease107/867384/84651.70e-237.88e-225.90e-22107
hsa0501043BreastDCISAlzheimer disease105/846384/84653.23e-231.49e-211.10e-21105
hsa0501053BreastDCISAlzheimer disease105/846384/84653.23e-231.49e-211.10e-21105
hsa0501018CervixCCAlzheimer disease113/1267384/84659.67e-143.92e-122.32e-12113
hsa0501019CervixCCAlzheimer disease113/1267384/84659.67e-143.92e-122.32e-12113
hsa0501044CervixN_HPVAlzheimer disease41/349384/84651.50e-083.13e-072.45e-0741
hsa0501054CervixN_HPVAlzheimer disease41/349384/84651.50e-083.13e-072.45e-0741
hsa05010ColorectumADAlzheimer disease174/2092384/84651.82e-199.26e-185.91e-18174
hsa050101ColorectumADAlzheimer disease174/2092384/84651.82e-199.26e-185.91e-18174
hsa050104ColorectumMSSAlzheimer disease169/1875384/84651.21e-221.01e-206.21e-21169
hsa050105ColorectumMSSAlzheimer disease169/1875384/84651.21e-221.01e-206.21e-21169
hsa050108ColorectumFAPAlzheimer disease105/1404384/84653.74e-081.04e-066.33e-07105
hsa050109ColorectumFAPAlzheimer disease105/1404384/84653.74e-081.04e-066.33e-07105
hsa0501020EndometriumAEHAlzheimer disease124/1197384/84651.20e-203.91e-192.86e-19124
hsa05010110EndometriumAEHAlzheimer disease124/1197384/84651.20e-203.91e-192.86e-19124
hsa0501025EndometriumEECAlzheimer disease126/1237384/84652.25e-207.40e-195.52e-19126
hsa0501035EndometriumEECAlzheimer disease126/1237384/84652.25e-207.40e-195.52e-19126
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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
RTN4SNVMissense_Mutationc.1778C>Ap.Ala593Glup.A593EQ9NQC3protein_codingdeleterious(0.01)benign(0.273)TCGA-A1-A0SO-01Breastbreast invasive carcinomaFemale>=65I/IIChemotherapySD
RTN4SNVMissense_Mutationc.1574C>Tp.Ser525Phep.S525FQ9NQC3protein_codingdeleterious(0)benign(0.343)TCGA-AN-A041-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
RTN4SNVMissense_Mutationc.3296N>Gp.Val1099Glyp.V1099GQ9NQC3protein_codingdeleterious(0)probably_damaging(0.994)TCGA-AO-A03T-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycyclophosphamideSD
RTN4SNVMissense_Mutationc.3359N>Cp.Lys1120Thrp.K1120TQ9NQC3protein_codingdeleterious(0)probably_damaging(0.999)TCGA-AO-A128-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinSD
RTN4SNVMissense_Mutationc.1960N>Ap.Glu654Lysp.E654KQ9NQC3protein_codingdeleterious(0)probably_damaging(0.985)TCGA-E2-A1IN-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapyarimidexSD
RTN4SNVMissense_Mutationc.2798N>Cp.Ser933Thrp.S933TQ9NQC3protein_codingtolerated(0.33)benign(0.015)TCGA-E9-A244-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycyclophosphamideSD
RTN4SNVMissense_Mutationc.1261N>Cp.Asp421Hisp.D421HQ9NQC3protein_codingdeleterious(0.01)probably_damaging(0.915)TCGA-GM-A2DB-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapytaxolCR
RTN4insertionFrame_Shift_Insnovelc.3048_3049insGTATCACCAGAGGTAAGAGAGCATTGCAGATTGGGAAAACCATp.Thr1017ValfsTer53p.T1017Vfs*53Q9NQC3protein_codingTCGA-A8-A0A4-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapytamoxiphenCR
RTN4insertionIn_Frame_Insnovelc.2685_2686insTATAAACATAATATAAAAp.Ser895_His896insTyrLysHisAsnIleLysp.S895_H896insYKHNIKQ9NQC3protein_codingTCGA-AR-A0U2-01Breastbreast invasive carcinomaFemale<65III/IVHormone TherapytamoxiphenPD
RTN4SNVMissense_Mutationnovelc.1315N>Cp.Glu439Glnp.E439QQ9NQC3protein_codingdeleterious(0)probably_damaging(0.946)TCGA-C5-A1MH-01Cervixcervical & endocervical cancerFemale>=65III/IVChemotherapycisplatinPD
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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
57142RTN4DRUGGABLE GENOMEHYPERBARIC OXYGEN12951059
57142RTN4DRUGGABLE GENOMEinhibitorCHEMBL2108679OZANEZUMAB
57142RTN4DRUGGABLE GENOMEATI-355ATINUMAB22544872
57142RTN4DRUGGABLE GENOMEANTISENSE OLIGONUCLEOTIDES14574981
57142RTN4DRUGGABLE GENOMEantibody249565934OZANEZUMAB
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