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: RTN2

Gene summary for RTN2

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

RTN2

Gene ID

6253

Gene namereticulon 2
Gene AliasNSP2
Cytomap19q13.32
Gene Typeprotein-coding
GO ID

GO:0006518

UniProtAcc

A8K7F2


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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
6253RTN2HCC1_MengHumanLiverHCC1.89e-531.09e-010.0246
6253RTN2HCC2_MengHumanLiverHCC1.82e-074.09e-020.0107
6253RTN2Pt13.bHumanLiverHCC4.70e-027.67e-020.0251
6253RTN2Pt14.aHumanLiverHCC9.06e-062.72e-010.0169
6253RTN2S014HumanLiverHCC2.01e-155.25e-010.2254
6253RTN2S015HumanLiverHCC8.20e-218.04e-010.2375
6253RTN2S016HumanLiverHCC2.02e-225.31e-010.2243
6253RTN2C21HumanOral cavityOSCC9.52e-031.34e-010.2678
6253RTN2C30HumanOral cavityOSCC6.79e-125.57e-010.3055
6253RTN2C38HumanOral cavityOSCC6.26e-033.49e-010.172
6253RTN2C46HumanOral cavityOSCC3.11e-041.32e-010.1673
6253RTN2LN46HumanOral cavityOSCC9.73e-042.13e-010.1666
6253RTN2SYSMH2HumanOral cavityOSCC2.80e-059.00e-020.2326
6253RTN2SYSMH5HumanOral cavityOSCC3.24e-021.50e-010.0647
6253RTN2SYSMH6HumanOral cavityOSCC4.57e-031.20e-010.1275
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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
∗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:007180611LiverHCCprotein transmembrane transport47/795859/187235.82e-091.51e-0747
GO:006500211LiverHCCintracellular protein transmembrane transport41/795851/187233.41e-087.61e-0741
GO:003424921LiverHCCnegative regulation of cellular amide metabolic process144/7958273/187233.80e-042.61e-03144
GO:0008643LiverHCCcarbohydrate transport80/7958152/187237.34e-032.92e-0280
GO:00718068Oral cavityOSCCprotein transmembrane transport43/730559/187231.32e-072.22e-0643
GO:00650025Oral cavityOSCCintracellular protein transmembrane transport36/730551/187234.79e-065.47e-0536
GO:00429873Oral cavityOSCCamyloid precursor protein catabolic process40/730568/187237.28e-043.98e-0340
GO:00429823Oral cavityOSCCamyloid precursor protein metabolic process52/730595/187231.33e-036.62e-0352
GO:00342495Oral cavityOSCCnegative regulation of cellular amide metabolic process130/7305273/187232.20e-031.00e-02130
GO:00504353Oral cavityOSCCamyloid-beta metabolic process36/730567/187231.01e-023.51e-0236
GO:00342052Oral cavityOSCCamyloid-beta formation31/730557/187231.32e-024.38e-0231
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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
RTN2SNVMissense_Mutationnovelc.344N>Gp.Leu115Argp.L115RO75298protein_codingdeleterious_low_confidence(0)probably_damaging(0.994)TCGA-A8-A06X-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
RTN2SNVMissense_Mutationrs570062973c.403N>Tp.Arg135Cysp.R135CO75298protein_codingdeleterious_low_confidence(0)benign(0)TCGA-AR-A254-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapypaclitaxelSD
RTN2SNVMissense_Mutationc.649N>Ap.Gly217Serp.G217SO75298protein_codingtolerated_low_confidence(0.51)benign(0.001)TCGA-BH-A0HF-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyarimidexSD
RTN2SNVMissense_Mutationc.1060A>Gp.Thr354Alap.T354AO75298protein_codingtolerated(0.24)benign(0.022)TCGA-C8-A12Q-01Breastbreast invasive carcinomaFemale>=65III/IVUnknownUnknownPD
RTN2SNVMissense_Mutationc.895N>Ap.Leu299Metp.L299MO75298protein_codingtolerated_low_confidence(0.1)benign(0.372)TCGA-D8-A27G-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
RTN2SNVMissense_Mutationrs781700125c.250N>Tp.Arg84Cysp.R84CO75298protein_codingdeleterious_low_confidence(0)probably_damaging(0.965)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
RTN2SNVMissense_Mutationnovelc.694N>Ap.Glu232Lysp.E232KO75298protein_codingdeleterious_low_confidence(0.01)benign(0.04)TCGA-C5-A902-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinSD
RTN2SNVMissense_Mutationc.628N>Tp.Gly210Cysp.G210CO75298protein_codingtolerated_low_confidence(0.07)possibly_damaging(0.533)TCGA-DS-A0VK-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycarboplatinPD
RTN2SNVMissense_Mutationc.676N>Ap.Asp226Asnp.D226NO75298protein_codingtolerated_low_confidence(0.05)possibly_damaging(0.616)TCGA-LP-A4AV-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
RTN2SNVMissense_Mutationnovelc.1438N>Gp.Leu480Valp.L480VO75298protein_codingtolerated(0.08)possibly_damaging(0.56)TCGA-VS-A94W-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
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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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