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: LRFN4

Gene summary for LRFN4

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

LRFN4

Gene ID

78999

Gene nameleucine rich repeat and fibronectin type III domain containing 4
Gene AliasFIGLER6
Cytomap11q13.2
Gene Typeprotein-coding
GO ID

GO:0006996

UniProtAcc

A0A024R5I6


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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
78999LRFN4C04HumanOral cavityOSCC1.48e-145.86e-010.2633
78999LRFN4C21HumanOral cavityOSCC9.08e-206.66e-010.2678
78999LRFN4C30HumanOral cavityOSCC3.05e-301.07e+000.3055
78999LRFN4C38HumanOral cavityOSCC4.68e-033.23e-010.172
78999LRFN4C43HumanOral cavityOSCC3.34e-037.98e-020.1704
78999LRFN4C51HumanOral cavityOSCC3.51e-271.07e+000.2674
78999LRFN4C08HumanOral cavityOSCC1.94e-133.24e-010.1919
78999LRFN4SYSMH1HumanOral cavityOSCC2.37e-142.71e-010.1127
78999LRFN4SYSMH2HumanOral cavityOSCC4.12e-205.70e-010.2326
78999LRFN4SYSMH3HumanOral cavityOSCC2.04e-194.36e-010.2442
78999LRFN4SYSMH5HumanOral cavityOSCC1.84e-021.28e-010.0647
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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:19021155Oral cavityOSCCregulation of organelle assembly109/7305186/187234.54e-088.45e-07109
GO:003432916Oral cavityOSCCcell junction assembly190/7305420/187234.99e-031.96e-02190
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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
LRFN4SNVMissense_Mutationrs371172656c.1508N>Tp.Ser503Leup.S503LQ6PJG9protein_codingtolerated(0.2)benign(0.001)TCGA-A2-A0YK-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycytoxanSD
LRFN4SNVMissense_Mutationnovelc.213G>Ap.Met71Ilep.M71IQ6PJG9protein_codingdeleterious(0)probably_damaging(0.999)TCGA-DS-A1OB-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycarboplatinPD
LRFN4SNVMissense_Mutationnovelc.1859G>Ap.Cys620Tyrp.C620YQ6PJG9protein_codingtolerated_low_confidence(0.07)possibly_damaging(0.447)TCGA-EA-A3HS-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
LRFN4SNVMissense_Mutationnovelc.358G>Tp.Val120Phep.V120FQ6PJG9protein_codingdeleterious(0.05)possibly_damaging(0.732)TCGA-VS-A8EB-01Cervixcervical & endocervical cancerFemale<65III/IVUnknownUnknownPD
LRFN4SNVMissense_Mutationc.1735N>Tp.Arg579Trpp.R579WQ6PJG9protein_codingdeleterious(0.03)benign(0.428)TCGA-AA-3492-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
LRFN4SNVMissense_Mutationnovelc.646C>Tp.Arg216Cysp.R216CQ6PJG9protein_codingdeleterious(0)probably_damaging(0.998)TCGA-AA-A00N-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownPD
LRFN4SNVMissense_Mutationc.295N>Tp.Arg99Cysp.R99CQ6PJG9protein_codingdeleterious(0)probably_damaging(1)TCGA-AD-6895-01Colorectumcolon adenocarcinomaMale>=65III/IVUnknownUnknownSD
LRFN4SNVMissense_Mutationc.1327N>Ap.Glu443Lysp.E443KQ6PJG9protein_codingtolerated(0.8)benign(0.121)TCGA-AM-5821-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
LRFN4SNVMissense_Mutationc.269N>Ap.Arg90Hisp.R90HQ6PJG9protein_codingtolerated(0.56)benign(0.005)TCGA-CK-5916-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownPD
LRFN4SNVMissense_Mutationc.959N>Ap.Arg320Glnp.R320QQ6PJG9protein_codingdeleterious(0.01)possibly_damaging(0.745)TCGA-WS-AB45-01Colorectumcolon adenocarcinomaFemale<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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