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: LONRF2

Gene summary for LONRF2

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

LONRF2

Gene ID

164832

Gene nameLON peptidase N-terminal domain and ring finger 2
Gene AliasRNF192
Cytomap2q11.2
Gene Typeprotein-coding
GO ID

GO:0003674

UniProtAcc

Q1L5Z9


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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
164832LONRF2HTA12-15-2HumanPancreasPDAC5.50e-065.71e-010.2315
164832LONRF2HTA12-23-1HumanPancreasPDAC1.72e-068.41e-010.3405
164832LONRF2HTA12-25-1HumanPancreasPDAC3.32e-035.46e-010.313
164832LONRF2HTA12-26-1HumanPancreasPDAC4.09e-291.19e+000.3728
164832LONRF2HTA12-29-1HumanPancreasPDAC5.66e-471.04e+000.3722
164832LONRF2PTCwithHT_8HumanThyroidHT1.09e-02-1.33e-010.0351
164832LONRF2male-WTAHumanThyroidPTC9.44e-394.65e-010.1037
164832LONRF2PTC01HumanThyroidPTC1.29e-311.15e+000.1899
164832LONRF2PTC03HumanThyroidPTC3.69e-065.88e-010.1784
164832LONRF2PTC04HumanThyroidPTC4.52e-381.10e+000.1927
164832LONRF2PTC05HumanThyroidPTC1.17e-331.83e+000.2065
164832LONRF2PTC06HumanThyroidPTC1.34e-822.56e+000.2057
164832LONRF2PTC07HumanThyroidPTC1.24e-852.02e+000.2044
164832LONRF2ATC12HumanThyroidATC1.09e-02-1.39e-010.34
164832LONRF2ATC13HumanThyroidATC6.23e-211.54e-010.34
164832LONRF2ATC5HumanThyroidATC6.69e-151.67e-010.34
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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
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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
LONRF2SNVMissense_Mutationc.1604C>Ap.Thr535Asnp.T535NQ1L5Z9protein_codingtolerated(1)benign(0.084)TCGA-AR-A0U0-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
LONRF2SNVMissense_Mutationc.2038N>Tp.Gly680Trpp.G680WQ1L5Z9protein_codingdeleterious(0)probably_damaging(1)TCGA-BH-A0DK-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapytamoxiphenSD
LONRF2SNVMissense_Mutationc.775N>Gp.Gln259Glup.Q259EQ1L5Z9protein_codingdeleterious(0.02)benign(0.407)TCGA-D8-A1XQ-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
LONRF2SNVMissense_Mutationc.1563G>Cp.Lys521Asnp.K521NQ1L5Z9protein_codingdeleterious(0)possibly_damaging(0.596)TCGA-D8-A27G-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
LONRF2SNVMissense_Mutationc.1994C>Gp.Ala665Glyp.A665GQ1L5Z9protein_codingtolerated(0.33)benign(0.378)TCGA-OL-A66I-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinCR
LONRF2deletionFrame_Shift_Delc.1764_1807delAGAGTATGGATGCATGCTGGAGATTAAGGACGTGAGAACGTTTCp.Glu589Terp.E589*Q1L5Z9protein_codingTCGA-A2-A04T-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycyclophosphamideSD
LONRF2SNVMissense_Mutationrs760683755c.1993N>Ap.Ala665Thrp.A665TQ1L5Z9protein_codingtolerated(1)benign(0.01)TCGA-C5-A1MK-01Cervixcervical & endocervical cancerFemale>=65III/IVChemotherapycarboplatinPD
LONRF2SNVMissense_Mutationc.713C>Tp.Ala238Valp.A238VQ1L5Z9protein_codingtolerated(0.08)possibly_damaging(0.826)TCGA-EK-A2PG-01Cervixcervical & endocervical cancerFemale>=65I/IIUnknownUnknownSD
LONRF2SNVMissense_Mutationrs143848902c.1795N>Ap.Val599Metp.V599MQ1L5Z9protein_codingdeleterious(0)probably_damaging(0.997)TCGA-EK-A2PL-01Cervixcervical & endocervical cancerFemale<65III/IVUnknownUnknownSD
LONRF2SNVMissense_Mutationc.1303N>Ap.Glu435Lysp.E435KQ1L5Z9protein_codingtolerated(0.85)benign(0.001)TCGA-IR-A3LK-01Cervixcervical & endocervical cancerFemale>=65I/IIChemotherapycisplatinPD
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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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