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: LINGO1

Gene summary for LINGO1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

LINGO1

Gene ID

84894

Gene nameleucine rich repeat and Ig domain containing 1
Gene AliasLERN1
Cytomap15q24.3
Gene Typeprotein-coding
GO ID

GO:0005575

UniProtAcc

Q96FE5


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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
84894LINGO1HTA11_3410_2000001011HumanColorectumAD1.02e-08-5.02e-010.0155
84894LINGO1HTA11_2951_2000001011HumanColorectumAD3.47e-023.37e-010.0216
84894LINGO1HTA11_78_2000001011HumanColorectumAD2.89e-05-2.35e-01-0.1088
84894LINGO1HTA11_347_2000001011HumanColorectumAD3.73e-07-2.81e-01-0.1954
84894LINGO1HTA11_3361_2000001011HumanColorectumAD4.96e-127.14e-01-0.1207
84894LINGO1HTA11_866_2000001011HumanColorectumAD1.28e-069.97e-02-0.1001
84894LINGO1HTA11_1391_2000001011HumanColorectumAD1.94e-025.66e-02-0.059
84894LINGO1HTA11_866_3004761011HumanColorectumAD4.59e-05-4.63e-010.096
84894LINGO1HTA11_10623_2000001011HumanColorectumAD2.24e-03-6.45e-01-0.0177
84894LINGO1HTA11_10711_2000001011HumanColorectumAD7.35e-05-5.92e-010.0338
84894LINGO1HTA11_7696_3000711011HumanColorectumAD5.82e-15-5.97e-010.0674
84894LINGO1HTA11_6818_2000001021HumanColorectumAD9.55e-04-3.92e-010.0588
84894LINGO1HTA11_99999970781_79442HumanColorectumMSS3.05e-14-5.43e-010.294
84894LINGO1HTA11_99999965062_69753HumanColorectumMSI-H2.53e-035.24e-010.3487
84894LINGO1HTA11_99999965104_69814HumanColorectumMSS1.37e-07-6.45e-010.281
84894LINGO1HTA11_99999971662_82457HumanColorectumMSS7.98e-14-5.73e-010.3859
84894LINGO1HTA11_99999974143_84620HumanColorectumMSS1.31e-10-3.98e-010.3005
84894LINGO1A015-C-203HumanColorectumFAP6.02e-521.02e+00-0.1294
84894LINGO1A015-C-204HumanColorectumFAP5.76e-208.34e-01-0.0228
84894LINGO1A014-C-040HumanColorectumFAP1.43e-271.27e+00-0.1184
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
Colorectum (GSE201348)The 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.FAP: Familial adenomatous polyposis
CRC: Colorectal cancer
Colorectum (HTA11)The 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.AD: Adenomas
SER: Sessile serrated lesions
MSI-H: Microsatellite-high colorectal cancer
MSS: Microsatellite stable colorectal cancer
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
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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
LINGO1SNVMissense_Mutationc.925G>Cp.Glu309Glnp.E309QQ96FE5protein_codingtolerated(0.12)benign(0.001)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
LINGO1SNVMissense_Mutationc.331G>Ap.Glu111Lysp.E111KQ96FE5protein_codingdeleterious(0)probably_damaging(0.998)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
LINGO1SNVMissense_Mutationc.526N>Ap.Asp176Asnp.D176NQ96FE5protein_codingdeleterious(0.02)probably_damaging(0.993)TCGA-BH-A0DE-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
LINGO1SNVMissense_Mutationc.428N>Ap.Ser143Asnp.S143NQ96FE5protein_codingtolerated(0.15)benign(0.062)TCGA-BH-A0HO-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycyclophosphamideSD
LINGO1SNVMissense_Mutationrs369718013c.847N>Ap.Val283Ilep.V283IQ96FE5protein_codingtolerated(0.16)benign(0)TCGA-E2-A1B6-01Breastbreast invasive carcinomaFemale<65I/IIUnspecificAdriamycinSD
LINGO1SNVMissense_Mutationc.1588N>Ap.Ala530Thrp.A530TQ96FE5protein_codingtolerated(0.38)benign(0.115)TCGA-C5-A1M7-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
LINGO1SNVMissense_Mutationc.646N>Ap.Gly216Serp.G216SQ96FE5protein_codingtolerated(0.84)benign(0.023)TCGA-JW-A5VJ-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownPD
LINGO1SNVMissense_Mutationc.733G>Cp.Glu245Glnp.E245QQ96FE5protein_codingtolerated(0.07)benign(0.193)TCGA-LP-A4AV-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
LINGO1SNVMissense_Mutationc.1588N>Ap.Ala530Thrp.A530TQ96FE5protein_codingtolerated(0.38)benign(0.115)TCGA-VS-A9UJ-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownPD
LINGO1SNVMissense_Mutationnovelc.1150N>Tp.Arg384Cysp.R384CQ96FE5protein_codingdeleterious(0)probably_damaging(0.988)TCGA-VS-A9UL-01Cervixcervical & endocervical cancerFemale>=65III/IVUnknownUnknownPD
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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
84894LINGO1DRUGGABLE GENOMEantibody310264704OPICINUMAB
84894LINGO1DRUGGABLE GENOMEinhibitorCHEMBL3544922OPICINUMAB
84894LINGO1DRUGGABLE GENOMEBIIB-033OPICINUMAB
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