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: LGI4

Gene summary for LGI4

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

LGI4

Gene ID

163175

Gene nameleucine rich repeat LGI family member 4
Gene AliasAMC1
Cytomap19q13.12
Gene Typeprotein-coding
GO ID

GO:0007272

UniProtAcc

A5D6Y5


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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
163175LGI4P11T-EHumanEsophagusESCC5.36e-117.03e-010.1426
163175LGI4P19T-EHumanEsophagusESCC3.53e-061.04e+000.1662
163175LGI4P130T-EHumanEsophagusESCC1.23e-204.17e-010.1676
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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
∗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:00425524EsophagusESCCmyelination85/8552134/187232.51e-052.13e-0485
GO:00072724EsophagusESCCensheathment of neurons86/8552136/187232.68e-052.24e-0486
GO:00083664EsophagusESCCaxon ensheathment86/8552136/187232.68e-052.24e-0486
GO:00420636EsophagusESCCgliogenesis172/8552301/187233.75e-053.04e-04172
GO:00140091EsophagusESCCglial cell proliferation37/855251/187239.01e-056.50e-0437
GO:00100016EsophagusESCCglial cell differentiation129/8552225/187232.73e-041.65e-03129
GO:00519606EsophagusESCCregulation of nervous system development237/8552443/187235.02e-042.78e-03237
GO:00140373EsophagusESCCSchwann cell differentiation28/855240/187231.61e-037.50e-0328
GO:0031641EsophagusESCCregulation of myelination31/855247/187234.01e-031.62e-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
LGI4SNVMissense_Mutationnovelc.173N>Tp.Ser58Leup.S58LQ8N135protein_codingdeleterious(0.02)possibly_damaging(0.895)TCGA-AN-A0XU-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
LGI4SNVMissense_Mutationnovelc.1463N>Ap.Leu488Glnp.L488QQ8N135protein_codingdeleterious(0)benign(0.206)TCGA-DS-A1OC-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapygemcitabineSD
LGI4SNVMissense_Mutationrs762678784c.112G>Ap.Ala38Thrp.A38TQ8N135protein_codingdeleterious(0.04)benign(0.013)TCGA-EA-A3HU-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
LGI4SNVMissense_Mutationc.606N>Cp.Lys202Asnp.K202NQ8N135protein_codingtolerated(0.34)benign(0.056)TCGA-EK-A2RC-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
LGI4deletionFrame_Shift_Delnovelc.1460_1461delNNp.Leu487ProfsTer35p.L487Pfs*35Q8N135protein_codingTCGA-DS-A1OC-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapygemcitabineSD
LGI4SNVMissense_Mutationc.328N>Gp.Asn110Aspp.N110DQ8N135protein_codingdeleterious(0)possibly_damaging(0.802)TCGA-AA-3710-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
LGI4SNVMissense_Mutationrs755198882c.1354N>Ap.Gly452Serp.G452SQ8N135protein_codingdeleterious(0)probably_damaging(1)TCGA-AA-3845-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownPD
LGI4SNVMissense_Mutationc.371N>Ap.Arg124Hisp.R124HQ8N135protein_codingtolerated(0.06)possibly_damaging(0.886)TCGA-AZ-4315-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownSD
LGI4SNVMissense_Mutationrs144343503c.370C>Tp.Arg124Cysp.R124CQ8N135protein_codingdeleterious(0)probably_damaging(0.912)TCGA-CA-6717-01Colorectumcolon adenocarcinomaMale<65I/IIChemotherapyoxaliplatinCR
LGI4SNVMissense_Mutationnovelc.1501N>Cp.Ala501Prop.A501PQ8N135protein_codingdeleterious(0)probably_damaging(0.942)TCGA-CK-6746-01Colorectumcolon 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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