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: LRIG1

Gene summary for LRIG1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

LRIG1

Gene ID

26018

Gene nameleucine rich repeats and immunoglobulin like domains 1
Gene AliasLIG-1
Cytomap3p14.1
Gene Typeprotein-coding
GO ID

GO:0003008

UniProtAcc

Q96JA1


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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
26018LRIG1HTA11_3410_2000001011HumanColorectumAD3.20e-26-8.09e-010.0155
26018LRIG1HTA11_2487_2000001011HumanColorectumSER7.59e-09-6.74e-01-0.1808
26018LRIG1HTA11_1938_2000001011HumanColorectumAD3.33e-07-6.45e-01-0.0811
26018LRIG1HTA11_78_2000001011HumanColorectumAD4.08e-16-7.79e-01-0.1088
26018LRIG1HTA11_347_2000001011HumanColorectumAD2.98e-03-3.60e-01-0.1954
26018LRIG1HTA11_3361_2000001011HumanColorectumAD4.17e-08-6.97e-01-0.1207
26018LRIG1HTA11_83_2000001011HumanColorectumSER6.23e-04-5.85e-01-0.1526
26018LRIG1HTA11_696_2000001011HumanColorectumAD1.66e-17-5.47e-01-0.1464
26018LRIG1HTA11_866_2000001011HumanColorectumAD4.30e-19-5.55e-01-0.1001
26018LRIG1HTA11_1391_2000001011HumanColorectumAD8.86e-08-6.05e-01-0.059
26018LRIG1HTA11_5212_2000001011HumanColorectumAD7.14e-05-8.08e-01-0.2061
26018LRIG1HTA11_5216_2000001011HumanColorectumSER2.06e-02-7.69e-01-0.1462
26018LRIG1HTA11_546_2000001011HumanColorectumAD6.68e-03-5.03e-01-0.0842
26018LRIG1HTA11_866_3004761011HumanColorectumAD2.99e-12-6.23e-010.096
26018LRIG1HTA11_10623_2000001011HumanColorectumAD3.66e-02-4.46e-01-0.0177
26018LRIG1HTA11_10711_2000001011HumanColorectumAD3.35e-06-5.61e-010.0338
26018LRIG1HTA11_7696_3000711011HumanColorectumAD2.37e-24-6.36e-010.0674
26018LRIG1HTA11_99999970781_79442HumanColorectumMSS1.74e-14-4.42e-010.294
26018LRIG1HTA11_99999971662_82457HumanColorectumMSS2.28e-04-2.91e-010.3859
26018LRIG1HTA11_99999974143_84620HumanColorectumMSS5.41e-32-7.46e-010.3005
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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
EndometriumThe 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.AEH: Atypical endometrial hyperplasia
EEC: Endometrioid Cancer
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
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
LungThe 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.AAH: Atypical adenomatous hyperplasia
AIS: Adenocarcinoma in situ
IAC: Invasive lung adenocarcinoma
MIA: Minimally invasive adenocarcinoma
ProstateThe 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.BPH: Benign Prostatic Hyperplasia
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
GO:0048568ColorectumADembryonic organ development112/3918427/187234.60e-033.14e-02112
GO:00485681ColorectumMSSembryonic organ development100/3467427/187236.00e-034.03e-02100
GO:0022404ColorectumFAPmolting cycle process21/262284/187235.10e-033.37e-0221
GO:0022405ColorectumFAPhair cycle process21/262284/187235.10e-033.37e-0221
GO:00485682ColorectumFAPembryonic organ development79/2622427/187235.32e-033.49e-0279
GO:00224041ColorectumCRCmolting cycle process18/207884/187234.43e-033.47e-0218
GO:00224051ColorectumCRChair cycle process18/207884/187234.43e-033.47e-0218
GO:00485683ColorectumCRCembryonic organ development65/2078427/187235.15e-033.94e-0265
GO:0090596ColorectumCRCsensory organ morphogenesis42/2078256/187236.22e-034.54e-0242
GO:0042303ColorectumCRCmolting cycle21/2078107/187236.56e-034.70e-0221
GO:0042633ColorectumCRChair cycle21/2078107/187236.56e-034.70e-0221
GO:00485687EsophagusESCCembryonic organ development228/8552427/187237.28e-043.79e-03228
GO:00224043EsophagusESCCmolting cycle process53/855284/187239.62e-044.88e-0353
GO:00224053EsophagusESCChair cycle process53/855284/187239.62e-044.88e-0353
GO:00423033EsophagusESCCmolting cycle64/8552107/187232.24e-039.85e-0364
GO:00426333EsophagusESCChair cycle64/8552107/187232.24e-039.85e-0364
GO:00485684LungIACembryonic organ development64/2061427/187236.46e-034.59e-0264
GO:00423032ProstateBPHmolting cycle28/3107107/187237.85e-033.43e-0228
GO:00426332ProstateBPHhair cycle28/3107107/187237.85e-033.43e-0228
GO:00423031ProstateTumormolting cycle31/3246107/187231.97e-031.14e-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
LRIG1SNVMissense_Mutationnovelc.428T>Gp.Val143Glyp.V143GQ96JA1protein_codingdeleterious(0.02)benign(0.21)TCGA-AN-A0FT-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
LRIG1SNVMissense_Mutationc.444G>Cp.Leu148Phep.L148FQ96JA1protein_codingtolerated(0.58)benign(0)TCGA-C8-A1HM-01Breastbreast invasive carcinomaFemale>=65I/IIChemotherapydoxorubicinCR
LRIG1SNVMissense_Mutationrs757878940c.2150N>Tp.Thr717Metp.T717MQ96JA1protein_codingdeleterious(0.03)benign(0.105)TCGA-D8-A1XJ-01Breastbreast invasive carcinomaFemale>=65III/IVHormone TherapytamoxiphenSD
LRIG1SNVMissense_Mutationrs766168660c.752N>Gp.Thr251Argp.T251RQ96JA1protein_codingtolerated(0.1)benign(0.258)TCGA-E2-A1B6-01Breastbreast invasive carcinomaFemale<65I/IIUnspecificAdriamycinSD
LRIG1insertionIn_Frame_Insnovelc.2523_2524insCTTTCCTCCTCCTCTTATTTTATCp.Ser841_Tyr842insLeuSerSerSerSerTyrPheIlep.S841_Y842insLSSSSYFIQ96JA1protein_codingTCGA-A2-A0EM-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapytamoxiphenSD
LRIG1insertionNonsense_Mutationnovelc.2521_2522insAAGGTCAGAACAGTTAAACACTp.Ser841LysfsTer6p.S841Kfs*6Q96JA1protein_codingTCGA-A2-A0EM-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapytamoxiphenSD
LRIG1insertionIn_Frame_Insnovelc.828_829insAAGAGTTGGGTGp.Ser276_Gly277insLysSerTrpValp.S276_G277insKSWVQ96JA1protein_codingTCGA-A8-A08H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
LRIG1insertionFrame_Shift_Insnovelc.827_828insTTTAGTCTACTGTGTTTCTTTATTTTTCAp.Gly277LeufsTer53p.G277Lfs*53Q96JA1protein_codingTCGA-A8-A08H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
LRIG1insertionIn_Frame_Insnovelc.425_426insCAAGGGACAGAGGCAGGAp.Leu141_Glu142insAspLysGlyGlnArgGlnp.L141_E142insDKGQRQQ96JA1protein_codingTCGA-AN-A0FT-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
LRIG1insertionIn_Frame_Insnovelc.734_735insGAGGCAAGCACTTCTAAGCCTTTCTCTTTTTCGTTTTTCTGTTTTTAGp.Asn245delinsLysArgGlnAlaLeuLeuSerLeuSerLeuPheArgPheSerValPheSerp.N245delinsKRQALLSLSLFRFSVFSQ96JA1protein_codingTCGA-B6-A0IC-01Breastbreast invasive 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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