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: RTN4RL2

Gene summary for RTN4RL2

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

RTN4RL2

Gene ID

349667

Gene namereticulon 4 receptor like 2
Gene AliasNGRH1
Cytomap11q12.1
Gene Typeprotein-coding
GO ID

GO:0006950

UniProtAcc

Q86UN3


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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
349667RTN4RL2HCC1_MengHumanLiverHCC8.77e-391.08e-010.0246
349667RTN4RL2HCC1HumanLiverHCC3.04e-041.45e+000.5336
349667RTN4RL2HCC2HumanLiverHCC1.03e-172.90e+000.5341
349667RTN4RL2S014HumanLiverHCC1.04e-022.32e-010.2254
349667RTN4RL2S015HumanLiverHCC8.79e-073.94e-010.2375
349667RTN4RL2S016HumanLiverHCC5.68e-083.23e-010.2243
349667RTN4RL2S028HumanLiverHCC1.46e-022.25e-010.2503
349667RTN4RL2S029HumanLiverHCC2.86e-042.31e-010.2581
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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
∗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:00310992LiverHCCregeneration107/7958198/187236.67e-044.12e-03107
GO:001097511LiverHCCregulation of neuron projection development220/7958445/187231.68e-038.78e-03220
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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
RTN4RL2SNVMissense_Mutationc.283T>Ap.Ser95Thrp.S95TQ86UN3protein_codingtolerated(0.59)benign(0.103)TCGA-A8-A08Z-01Breastbreast invasive carcinomaFemale>=65III/IVUnknownUnknownSD
RTN4RL2insertionFrame_Shift_Insnovelc.206_207insCCTCCCGGGTTp.Asn70LeufsTer116p.N70Lfs*116Q86UN3protein_codingTCGA-A8-A0A1-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapytamoxiphenSD
RTN4RL2insertionFrame_Shift_Insnovelc.208_209insCp.Asn70ThrfsTer46p.N70Tfs*46Q86UN3protein_codingTCGA-A8-A0A1-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapytamoxiphenSD
RTN4RL2SNVMissense_Mutationc.418C>Tp.Arg140Cysp.R140CQ86UN3protein_codingdeleterious(0)probably_damaging(0.985)TCGA-EK-A2PI-01Cervixcervical & endocervical cancerFemale<65III/IVUnknownUnknownSD
RTN4RL2SNVMissense_Mutationrs537129988c.218N>Ap.Arg73Hisp.R73HQ86UN3protein_codingtolerated(0.14)possibly_damaging(0.595)TCGA-AA-3984-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
RTN4RL2SNVMissense_Mutationrs140089941c.37N>Ap.Ala13Thrp.A13TQ86UN3protein_codingtolerated_low_confidence(0.08)benign(0.223)TCGA-AD-6889-01Colorectumcolon adenocarcinomaMale>=65I/IIChemotherapyxelodaPD
RTN4RL2SNVMissense_Mutationrs755532417c.226C>Tp.Arg76Trpp.R76WQ86UN3protein_codingdeleterious(0.01)probably_damaging(0.986)TCGA-CK-4951-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownPD
RTN4RL2SNVMissense_Mutationnovelc.713N>Ap.Ser238Asnp.S238NQ86UN3protein_codingtolerated(0.55)benign(0.031)TCGA-AP-A051-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
RTN4RL2SNVMissense_Mutationnovelc.212N>Ap.Leu71Hisp.L71HQ86UN3protein_codingtolerated(0.19)benign(0.036)TCGA-AP-A059-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
RTN4RL2SNVMissense_Mutationnovelc.431N>Ap.Ser144Asnp.S144NQ86UN3protein_codingtolerated(0.11)benign(0.022)TCGA-AP-A1DK-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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