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: LRR1

Gene summary for LRR1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

LRR1

Gene ID

122769

Gene nameleucine rich repeat protein 1
Gene Alias4-1BBLRR
Cytomap14q21.3
Gene Typeprotein-coding
GO ID

GO:0006464

UniProtAcc

Q6AWA7


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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
122769LRR1LZE2THumanEsophagusESCC1.95e-022.85e-010.082
122769LRR1LZE4THumanEsophagusESCC1.57e-021.18e-010.0811
122769LRR1LZE8THumanEsophagusESCC1.40e-028.61e-020.067
122769LRR1LZE20THumanEsophagusESCC2.51e-031.18e-010.0662
122769LRR1LZE24THumanEsophagusESCC2.70e-051.95e-010.0596
122769LRR1P2T-EHumanEsophagusESCC8.55e-122.41e-010.1177
122769LRR1P4T-EHumanEsophagusESCC7.15e-041.66e-010.1323
122769LRR1P5T-EHumanEsophagusESCC8.48e-246.03e-010.1327
122769LRR1P8T-EHumanEsophagusESCC6.01e-061.86e-010.0889
122769LRR1P9T-EHumanEsophagusESCC1.81e-111.52e-010.1131
122769LRR1P10T-EHumanEsophagusESCC1.36e-071.75e-010.116
122769LRR1P12T-EHumanEsophagusESCC2.33e-112.14e-010.1122
122769LRR1P15T-EHumanEsophagusESCC1.03e-123.18e-010.1149
122769LRR1P16T-EHumanEsophagusESCC2.54e-039.28e-020.1153
122769LRR1P17T-EHumanEsophagusESCC1.61e-063.20e-010.1278
122769LRR1P20T-EHumanEsophagusESCC9.48e-041.04e-010.1124
122769LRR1P21T-EHumanEsophagusESCC1.79e-132.91e-010.1617
122769LRR1P22T-EHumanEsophagusESCC7.57e-071.09e-010.1236
122769LRR1P23T-EHumanEsophagusESCC8.46e-111.98e-010.108
122769LRR1P24T-EHumanEsophagusESCC1.76e-195.29e-010.1287
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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
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
SkinThe 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.AK: Actinic keratosis
cSCC: Cutaneous squamous cell carcinoma
SCCIS:squamous cell carcinoma in situ
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
LRR1SNVMissense_Mutationnovelc.283N>Ap.Ala95Thrp.A95TQ96L50protein_codingdeleterious(0)benign(0.417)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
LRR1SNVMissense_Mutationc.775N>Gp.Asn259Aspp.N259DQ96L50protein_codingdeleterious(0)probably_damaging(0.994)TCGA-AN-A0AK-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
LRR1SNVMissense_Mutationrs777354325c.259N>Tp.Pro87Serp.P87SQ96L50protein_codingtolerated(0.1)benign(0.049)TCGA-BH-A1F8-01Breastbreast invasive carcinomaFemale>=65III/IVUnknownUnknownPD
LRR1SNVMissense_Mutationnovelc.155N>Cp.Leu52Prop.L52PQ96L50protein_codingtolerated(0.24)benign(0.276)TCGA-D8-A1XK-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicine+cyclophosphamideSD
LRR1SNVMissense_Mutationc.464N>Gp.Ser155Cysp.S155CQ96L50protein_codingdeleterious(0)possibly_damaging(0.594)TCGA-JX-A3Q0-01Cervixcervical & endocervical cancerFemale<65III/IVUnknownUnknownSD
LRR1SNVMissense_Mutationnovelc.997N>Ap.His333Asnp.H333NQ96L50protein_codingtolerated(0.79)benign(0)TCGA-5M-AAT6-01Colorectumcolon adenocarcinomaFemale<65III/IVUnknownUnknownPD
LRR1SNVMissense_Mutationrs777495090c.514C>Tp.Arg172Cysp.R172CQ96L50protein_codingdeleterious(0)probably_damaging(0.997)TCGA-A6-2671-01Colorectumcolon adenocarcinomaMale>=65III/IVOther, specify in notesProtocol AMG 20060464studyPD
LRR1SNVMissense_Mutationc.737G>Ap.Cys246Tyrp.C246YQ96L50protein_codingdeleterious(0)probably_damaging(0.996)TCGA-AA-A01P-01Colorectumcolon adenocarcinomaFemale>=65III/IVUnknownUnknownPD
LRR1SNVMissense_Mutationrs777495090c.514N>Tp.Arg172Cysp.R172CQ96L50protein_codingdeleterious(0)probably_damaging(0.997)TCGA-CK-5916-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownPD
LRR1SNVMissense_Mutationnovelc.901N>Ap.Leu301Ilep.L301IQ96L50protein_codingdeleterious(0.01)probably_damaging(0.991)TCGA-F5-6814-01Colorectumrectum adenocarcinomaMale<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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