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: LRRC19

Gene summary for LRRC19

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

LRRC19

Gene ID

64922

Gene nameleucine rich repeat containing 19
Gene AliasLRRC19
Cytomap9p21.2
Gene Typeprotein-coding
GO ID

GO:0001816

UniProtAcc

Q9H756


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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
64922LRRC19HTA11_347_2000001011HumanColorectumAD1.02e-185.67e-01-0.1954
64922LRRC19HTA11_99999971662_82457HumanColorectumMSS1.79e-02-2.07e-010.3859
64922LRRC19HTA11_99999974143_84620HumanColorectumMSS1.08e-06-2.54e-010.3005
64922LRRC19A002-C-010HumanColorectumFAP2.55e-02-1.56e-010.242
64922LRRC19A015-C-203HumanColorectumFAP1.74e-07-2.05e-01-0.1294
64922LRRC19A002-C-201HumanColorectumFAP6.10e-05-2.57e-010.0324
64922LRRC19A001-C-119HumanColorectumFAP2.42e-02-2.50e-01-0.1557
64922LRRC19A001-C-108HumanColorectumFAP1.42e-06-2.00e-01-0.0272
64922LRRC19A002-C-205HumanColorectumFAP5.00e-05-2.51e-01-0.1236
64922LRRC19A001-C-104HumanColorectumFAP2.05e-02-1.82e-010.0184
64922LRRC19A015-C-006HumanColorectumFAP9.64e-03-2.58e-01-0.0994
64922LRRC19A015-C-106HumanColorectumFAP1.03e-03-1.84e-01-0.0511
64922LRRC19A002-C-114HumanColorectumFAP2.25e-04-2.59e-01-0.1561
64922LRRC19A015-C-104HumanColorectumFAP2.47e-08-2.43e-01-0.1899
64922LRRC19A001-C-014HumanColorectumFAP4.69e-06-1.96e-010.0135
64922LRRC19A002-C-016HumanColorectumFAP1.77e-05-1.85e-010.0521
64922LRRC19A001-C-007HumanColorectumCRC4.53e-02-2.77e-010.1899
64922LRRC19A002-C-116HumanColorectumFAP2.34e-08-2.01e-01-0.0452
64922LRRC19A018-E-020HumanColorectumFAP3.56e-03-2.13e-01-0.2034
64922LRRC19F034HumanColorectumFAP7.89e-07-1.88e-01-0.0665
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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
∗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:0044403ColorectumADbiological process involved in symbiotic interaction99/3918290/187231.02e-074.93e-0699
GO:0048872ColorectumADhomeostasis of number of cells87/3918272/187231.16e-052.61e-0487
GO:0035821ColorectumADmodulation of process of other organism34/3918106/187234.73e-033.22e-0234
GO:00444032ColorectumMSSbiological process involved in symbiotic interaction93/3467290/187231.72e-089.85e-0793
GO:00488722ColorectumMSShomeostasis of number of cells82/3467272/187232.02e-066.28e-0582
GO:00358211ColorectumMSSmodulation of process of other organism33/3467106/187231.18e-031.14e-0233
GO:0002221ColorectumMSSpattern recognition receptor signaling pathway45/3467172/187238.06e-034.91e-0245
GO:00444034ColorectumFAPbiological process involved in symbiotic interaction66/2622290/187233.47e-057.64e-0466
GO:00488724ColorectumFAPhomeostasis of number of cells60/2622272/187231.91e-042.79e-0360
GO:00444035ColorectumCRCbiological process involved in symbiotic interaction55/2078290/187234.82e-051.12e-0355
GO:00488725ColorectumCRChomeostasis of number of cells48/2078272/187237.78e-049.87e-0348
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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
LRRC19SNVMissense_Mutationc.673N>Ap.Glu225Lysp.E225KQ9H756protein_codingtolerated(0.08)benign(0.015)TCGA-BH-A1EV-01Breastbreast invasive carcinomaFemale<65III/IVUnknownUnknownPD
LRRC19SNVMissense_Mutationnovelc.700N>Ap.Val234Ilep.V234IQ9H756protein_codingtolerated(1)benign(0)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
LRRC19SNVMissense_Mutationnovelc.581C>Tp.Ser194Leup.S194LQ9H756protein_codingdeleterious(0)possibly_damaging(0.543)TCGA-C5-A8XK-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinSD
LRRC19SNVMissense_Mutationc.1006G>Ap.Glu336Lysp.E336KQ9H756protein_codingdeleterious(0.04)benign(0.003)TCGA-FU-A3HY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
LRRC19SNVMissense_Mutationnovelc.514A>Cp.Thr172Prop.T172PQ9H756protein_codingdeleterious(0.01)benign(0.26)TCGA-CA-6717-01Colorectumcolon adenocarcinomaMale<65I/IIChemotherapyoxaliplatinCR
LRRC19SNVMissense_Mutationc.1043N>Cp.Phe348Serp.F348SQ9H756protein_codingdeleterious(0)probably_damaging(0.973)TCGA-QG-A5YX-01Colorectumcolon adenocarcinomaFemale<65I/IIChemotherapyxelodaCR
LRRC19SNVMissense_Mutationc.298N>Cp.Glu100Glnp.E100QQ9H756protein_codingtolerated(0.51)benign(0.063)TCGA-AF-3911-01Colorectumrectum adenocarcinomaMale<65III/IVChemotherapy5-fuPD
LRRC19SNVMissense_Mutationnovelc.200N>Tp.Arg67Ilep.R67IQ9H756protein_codingdeleterious(0.05)benign(0.009)TCGA-EI-6917-01Colorectumrectum adenocarcinomaMale<65III/IVChemotherapy5fluorouracil+oxaciplatina+l-folinianSD
LRRC19insertionFrame_Shift_Insnovelc.373_374insCATATAAp.Gln125ProfsTer17p.Q125Pfs*17Q9H756protein_codingTCGA-AM-5820-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
LRRC19deletionIn_Frame_Delc.534_539delGAACTGp.Trp178_Asn179delp.W178_N179delQ9H756protein_codingTCGA-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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