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: LRRC2

Gene summary for LRRC2

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

LRRC2

Gene ID

79442

Gene nameleucine rich repeat containing 2
Gene AliasLRRC2
Cytomap3p21.31
Gene Typeprotein-coding
GO ID

GO:0006464

UniProtAcc

A0A024R2R5


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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
79442LRRC2HCC1HumanLiverHCC1.41e-101.74e+000.5336
79442LRRC2HCC2HumanLiverHCC8.98e-403.83e+000.5341
79442LRRC2HCC5HumanLiverHCC6.59e-231.61e+000.4932
79442LRRC2Adj_PTCwithHT_6HumanThyroidHT1.09e-02-2.47e-010.02
79442LRRC2PTCwithHT_6HumanThyroidHT1.25e-05-2.42e-010.02
79442LRRC2male-WTAHumanThyroidPTC7.49e-12-1.32e-010.1037
79442LRRC2PTC01HumanThyroidPTC8.75e-08-8.26e-020.1899
79442LRRC2PTC04HumanThyroidPTC8.07e-151.03e-010.1927
79442LRRC2PTC05HumanThyroidPTC2.11e-072.35e-020.2065
79442LRRC2PTC06HumanThyroidPTC5.19e-11-5.72e-020.2057
79442LRRC2PTC07HumanThyroidPTC2.22e-154.49e-020.2044
79442LRRC2ATC12HumanThyroidATC4.38e-02-2.48e-010.34
79442LRRC2ATC13HumanThyroidATC1.84e-06-2.07e-010.34
79442LRRC2ATC4HumanThyroidATC2.33e-04-2.42e-010.34
79442LRRC2ATC5HumanThyroidATC1.31e-02-2.04e-010.34
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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
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:00324116BreastPrecancerpositive regulation of transporter activity16/1080120/187231.46e-031.51e-0216
GO:00347673BreastPrecancerpositive regulation of ion transmembrane transport19/1080167/187233.60e-032.98e-0219
GO:00324143BreastPrecancerpositive regulation of ion transmembrane transporter activity14/1080109/187233.97e-033.15e-0214
GO:00109596BreastPrecancerregulation of metal ion transport37/1080406/187234.07e-033.22e-0237
GO:00228985BreastPrecancerregulation of transmembrane transporter activity27/1080278/187235.72e-034.11e-0227
GO:001095913BreastIDCregulation of metal ion transport52/1434406/187231.76e-042.97e-0352
GO:003241111BreastIDCpositive regulation of transporter activity20/1434120/187237.64e-049.27e-0320
GO:00432703BreastIDCpositive regulation of ion transport36/1434275/187231.11e-031.22e-0236
GO:002289812BreastIDCregulation of transmembrane transporter activity36/1434278/187231.35e-031.40e-0236
GO:003241411BreastIDCpositive regulation of ion transmembrane transporter activity18/1434109/187231.53e-031.53e-0218
GO:003476711BreastIDCpositive regulation of ion transmembrane transport24/1434167/187232.07e-031.95e-0224
GO:00324125BreastIDCregulation of ion transmembrane transporter activity33/1434267/187234.38e-033.40e-0233
GO:00324096BreastIDCregulation of transporter activity37/1434310/187234.77e-033.66e-0237
GO:00347644BreastIDCpositive regulation of transmembrane transport28/1434219/187235.19e-033.86e-0228
GO:001095921BreastDCISregulation of metal ion transport50/1390406/187232.86e-044.22e-0350
GO:003241121BreastDCISpositive regulation of transporter activity20/1390120/187235.16e-046.73e-0320
GO:003241421BreastDCISpositive regulation of ion transmembrane transporter activity18/1390109/187231.07e-031.17e-0218
GO:003476721BreastDCISpositive regulation of ion transmembrane transport24/1390167/187231.37e-031.42e-0224
GO:002289822BreastDCISregulation of transmembrane transporter activity35/1390278/187231.50e-031.51e-0235
GO:004327011BreastDCISpositive regulation of ion transport34/1390275/187232.35e-032.13e-0234
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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
LRRC2SNVMissense_Mutationc.1076N>Tp.Pro359Leup.P359LQ9BYS8protein_codingdeleterious(0)probably_damaging(0.996)TCGA-D8-A1XY-01Breastbreast invasive carcinomaFemale>=65I/IIChemotherapytamoxiphenSD
LRRC2insertionNonsense_Mutationnovelc.411_412insGGGTGGTGAGGTCGGCGTCTCGCCTGTATAACTCAGCACATAGGp.Thr138GlyfsTer3p.T138Gfs*3Q9BYS8protein_codingTCGA-A8-A07J-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapy5-fluorouracilCR
LRRC2insertionFrame_Shift_Insnovelc.268_269insCCTCCGTCCATCTCTTTGTATCTp.Leu90ProfsTer36p.L90Pfs*36Q9BYS8protein_codingTCGA-AO-A0JF-01Breastbreast invasive carcinomaFemale>=65I/IIChemotherapydoxorubicinSD
LRRC2insertionIn_Frame_Insnovelc.266_267insCCTGGGp.Leu90_Pro91insGlyLeup.L90_P91insGLQ9BYS8protein_codingTCGA-AO-A0JF-01Breastbreast invasive carcinomaFemale>=65I/IIChemotherapydoxorubicinSD
LRRC2SNVMissense_Mutationnovelc.631N>Gp.Ser211Glyp.S211GQ9BYS8protein_codingdeleterious(0.01)probably_damaging(0.985)TCGA-C5-A901-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
LRRC2SNVMissense_Mutationnovelc.562N>Cp.Asp188Hisp.D188HQ9BYS8protein_codingtolerated(0.05)benign(0.09)TCGA-VS-A9UH-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
LRRC2SNVMissense_Mutationc.980G>Ap.Gly327Aspp.G327DQ9BYS8protein_codingtolerated(0.62)benign(0)TCGA-AA-3713-01Colorectumcolon adenocarcinomaMale>=65III/IVChemotherapy5-fluorouracilPR
LRRC2SNVMissense_Mutationc.1068A>Tp.Glu356Aspp.E356DQ9BYS8protein_codingtolerated(0.63)benign(0.001)TCGA-AA-3815-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
LRRC2SNVMissense_Mutationc.932N>Cp.Phe311Serp.F311SQ9BYS8protein_codingdeleterious(0)benign(0.282)TCGA-AZ-4315-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownSD
LRRC2SNVMissense_Mutationrs752406824c.154N>Ap.Glu52Lysp.E52KQ9BYS8protein_codingtolerated(0.09)probably_damaging(0.98)TCGA-AG-A002-01Colorectumrectum 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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