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: RTN3

Gene summary for RTN3

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

RTN3

Gene ID

10313

Gene namereticulon 3
Gene AliasASYIP
Cytomap11q13.1
Gene Typeprotein-coding
GO ID

GO:0006518

UniProtAcc

O95197


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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
10313RTN3A001-C-203HumanColorectumFAP3.94e-07-2.30e-01-0.0481
10313RTN3A002-C-116HumanColorectumFAP2.47e-19-2.59e-01-0.0452
10313RTN3A014-C-008HumanColorectumFAP2.39e-05-3.56e-01-0.191
10313RTN3A018-E-020HumanColorectumFAP1.22e-07-2.69e-01-0.2034
10313RTN3F034HumanColorectumFAP1.75e-14-2.54e-01-0.0665
10313RTN3F072BHumanColorectumFAP7.19e-04-1.70e-010.257
10313RTN3CRC-1-8810HumanColorectumCRC1.44e-04-2.26e-010.6257
10313RTN3CRC-3-11773HumanColorectumCRC2.91e-02-6.42e-020.2564
10313RTN3LZE2THumanEsophagusESCC6.58e-031.23e+000.082
10313RTN3LZE4THumanEsophagusESCC1.14e-189.09e-010.0811
10313RTN3LZE5THumanEsophagusESCC3.13e-026.95e-010.0514
10313RTN3LZE7THumanEsophagusESCC7.99e-068.62e-010.0667
10313RTN3LZE8THumanEsophagusESCC3.21e-022.39e-010.067
10313RTN3LZE20THumanEsophagusESCC1.45e-03-4.30e-020.0662
10313RTN3LZE24THumanEsophagusESCC1.59e-198.55e-010.0596
10313RTN3LZE6THumanEsophagusESCC6.63e-035.21e-010.0845
10313RTN3P1T-EHumanEsophagusESCC4.50e-044.22e-010.0875
10313RTN3P2T-EHumanEsophagusESCC1.04e-317.40e-010.1177
10313RTN3P4T-EHumanEsophagusESCC6.21e-451.44e+000.1323
10313RTN3P5T-EHumanEsophagusESCC9.75e-307.45e-010.1327
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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
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
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:0007029ColorectumADendoplasmic reticulum organization31/391887/187231.08e-031.00e-0231
GO:0071786ColorectumADendoplasmic reticulum tubular network organization9/391818/187235.82e-033.67e-029
GO:00070291ColorectumSERendoplasmic reticulum organization23/289787/187235.77e-034.23e-0223
GO:0034249ColorectumMSSnegative regulation of cellular amide metabolic process70/3467273/187232.07e-031.76e-0270
GO:0050435ColorectumMSSamyloid-beta metabolic process21/346767/187237.90e-034.84e-0221
GO:00342491ColorectumFAPnegative regulation of cellular amide metabolic process54/2622273/187235.00e-033.33e-0254
GO:00342492ColorectumCRCnegative regulation of cellular amide metabolic process45/2078273/187234.35e-033.47e-0245
GO:000702914EsophagusESCCendoplasmic reticulum organization65/855287/187233.28e-086.08e-0765
GO:00717865EsophagusESCCendoplasmic reticulum tubular network organization15/855218/187231.20e-035.88e-0315
GO:003424914EsophagusESCCnegative regulation of cellular amide metabolic process144/8552273/187231.08e-023.67e-02144
GO:00070292LiverCirrhoticendoplasmic reticulum organization42/463487/187231.67e-063.22e-0542
GO:003424911LiverCirrhoticnegative regulation of cellular amide metabolic process100/4634273/187237.34e-061.13e-04100
GO:00717861LiverCirrhoticendoplasmic reticulum tubular network organization11/463418/187231.13e-037.73e-0311
GO:000702911LiverHCCendoplasmic reticulum organization64/795887/187233.92e-091.04e-0764
GO:003424921LiverHCCnegative regulation of cellular amide metabolic process144/7958273/187233.80e-042.61e-03144
GO:00717862LiverHCCendoplasmic reticulum tubular network organization15/795818/187234.74e-043.12e-0315
GO:00070294Oral cavityOSCCendoplasmic reticulum organization58/730587/187231.59e-072.61e-0658
GO:00429873Oral cavityOSCCamyloid precursor protein catabolic process40/730568/187237.28e-043.98e-0340
GO:00717864Oral cavityOSCCendoplasmic reticulum tubular network organization14/730518/187239.51e-044.96e-0314
GO:00429823Oral cavityOSCCamyloid precursor protein metabolic process52/730595/187231.33e-036.62e-0352
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa05010ColorectumADAlzheimer disease174/2092384/84651.82e-199.26e-185.91e-18174
hsa050101ColorectumADAlzheimer disease174/2092384/84651.82e-199.26e-185.91e-18174
hsa050102ColorectumSERAlzheimer disease146/1580384/84656.52e-202.40e-181.75e-18146
hsa050103ColorectumSERAlzheimer disease146/1580384/84656.52e-202.40e-181.75e-18146
hsa050106ColorectumMSI-HAlzheimer disease91/797384/84651.76e-176.41e-165.37e-1691
hsa050107ColorectumMSI-HAlzheimer disease91/797384/84651.76e-176.41e-165.37e-1691
hsa050108ColorectumFAPAlzheimer disease105/1404384/84653.74e-081.04e-066.33e-07105
hsa050109ColorectumFAPAlzheimer disease105/1404384/84653.74e-081.04e-066.33e-07105
hsa05010210EsophagusESCCAlzheimer disease263/4205384/84651.80e-145.47e-132.80e-13263
hsa0501038EsophagusESCCAlzheimer disease263/4205384/84651.80e-145.47e-132.80e-13263
hsa0501014LiverCirrhoticAlzheimer disease180/2530384/84655.52e-131.36e-118.36e-12180
hsa0501015LiverCirrhoticAlzheimer disease180/2530384/84655.52e-131.36e-118.36e-12180
hsa0501022LiverHCCAlzheimer disease254/4020384/84653.75e-148.97e-134.99e-13254
hsa0501032LiverHCCAlzheimer disease254/4020384/84653.75e-148.97e-134.99e-13254
hsa0501028Oral cavityOSCCAlzheimer disease244/3704384/84651.18e-153.60e-141.83e-14244
hsa05010112Oral cavityOSCCAlzheimer disease244/3704384/84651.18e-153.60e-141.83e-14244
hsa0501029Oral cavityLPAlzheimer disease197/2418384/84656.66e-223.69e-202.38e-20197
hsa0501037Oral cavityLPAlzheimer disease197/2418384/84656.66e-223.69e-202.38e-20197
hsa0501062Oral cavityNEOLPAlzheimer disease97/1112384/84653.97e-111.57e-099.89e-1097
hsa0501072Oral cavityNEOLPAlzheimer disease97/1112384/84653.97e-111.57e-099.89e-1097
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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
RTN3SNVMissense_Mutationnovelc.1316A>Gp.Asn439Serp.N439SO95197protein_codingtolerated(1)benign(0.001)TCGA-A7-A3IY-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyanastrozoleSD
RTN3SNVMissense_Mutationnovelc.1435N>Cp.Asp479Hisp.D479HO95197protein_codingdeleterious(0.03)possibly_damaging(0.72)TCGA-A7-A4SE-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinCR
RTN3SNVMissense_Mutationrs375692793c.1012N>Ap.Glu338Lysp.E338KO95197protein_codingdeleterious(0)probably_damaging(0.986)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
RTN3SNVMissense_Mutationc.1621N>Cp.Glu541Glnp.E541QO95197protein_codingdeleterious(0.02)benign(0.216)TCGA-BH-A208-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
RTN3SNVMissense_Mutationc.3080C>Tp.Ala1027Valp.A1027VO95197protein_codingtolerated(0.16)benign(0.396)TCGA-E9-A229-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapy5-fluorouracilSD
RTN3insertionNonsense_Mutationnovelc.3007_3008insCTGGCTAACACGGTGAAACCCCGTCTCTACTAAAAATATAAAp.His1003delinsProGlyTerHisGlyGluThrProSerLeuLeuLysIleTerAsnp.H1003delinsPG*HGETPSLLKI*NO95197protein_codingTCGA-B6-A0I6-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownPD
RTN3SNVMissense_Mutationrs770372955c.464N>Ap.Arg155Hisp.R155HO95197protein_codingtolerated(0.57)benign(0.001)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
RTN3SNVMissense_Mutationnovelc.1420N>Ap.Asp474Asnp.D474NO95197protein_codingtolerated(0.06)benign(0.153)TCGA-C5-A1BJ-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
RTN3SNVMissense_Mutationnovelc.2120N>Cp.Gly707Alap.G707AO95197protein_codingtolerated(0.14)benign(0.011)TCGA-C5-A1BJ-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
RTN3SNVMissense_Mutationnovelc.1115C>Tp.Ser372Leup.S372LO95197protein_codingdeleterious(0)possibly_damaging(0.617)TCGA-C5-A2LY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinSD
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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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