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: LRRK2

Gene summary for LRRK2

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

LRRK2

Gene ID

120892

Gene nameleucine rich repeat kinase 2
Gene AliasAURA17
Cytomap12q12
Gene Typeprotein-coding
GO ID

GO:0000003

UniProtAcc

Q17RV3


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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
120892LRRK2RNA-P25T1-P25T1-1HumanLungAIS7.85e-129.89e-01-0.2116
120892LRRK2RNA-P25T1-P25T1-2HumanLungAIS1.06e-069.66e-01-0.1941
120892LRRK2RNA-P25T1-P25T1-3HumanLungAIS1.28e-121.06e+00-0.2107
120892LRRK2RNA-P25T1-P25T1-4HumanLungAIS4.75e-171.09e+00-0.2119
120892LRRK2RNA-P3T-P3T-1HumanLungIAC5.14e-06-1.10e+000.1829
120892LRRK2RNA-P3T-P3T-2HumanLungIAC5.47e-06-1.10e+000.1835
120892LRRK2RNA-P3T-P3T-4HumanLungIAC1.93e-05-9.51e-010.1859
120892LRRK2RNA-P6T2-P6T2-1HumanLungIAC9.65e-218.45e-01-0.0166
120892LRRK2RNA-P6T2-P6T2-2HumanLungIAC4.81e-288.93e-01-0.0132
120892LRRK2RNA-P6T2-P6T2-3HumanLungIAC5.49e-268.56e-01-0.013
120892LRRK2RNA-P6T2-P6T2-4HumanLungIAC6.97e-228.43e-01-0.0121
120892LRRK2RNA-P7T1-P7T1-1HumanLungAIS8.22e-038.21e-01-0.0961
120892LRRK2RNA-P7T1-P7T1-2HumanLungAIS5.55e-037.44e-01-0.0876
120892LRRK2RNA-P7T1-P7T1-3HumanLungAIS5.39e-067.54e-01-0.0822
120892LRRK2male-WTAHumanThyroidPTC5.10e-446.71e-010.1037
120892LRRK2female-WTAHumanThyroidPTC2.63e-075.70e-010.0726
120892LRRK2PTC01HumanThyroidPTC7.12e-661.28e+000.1899
120892LRRK2PTC03HumanThyroidPTC2.27e-116.79e-010.1784
120892LRRK2PTC04HumanThyroidPTC4.49e-1222.86e+000.1927
120892LRRK2PTC05HumanThyroidPTC5.15e-351.66e+000.2065
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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
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:006099712ThyroidATCdendritic spine morphogenesis33/629361/187237.76e-044.28e-0333
GO:004586134ThyroidATCnegative regulation of proteolysis146/6293351/187239.84e-045.22e-03146
GO:000181924ThyroidATCpositive regulation of cytokine production189/6293467/187231.00e-035.31e-03189
GO:007124124ThyroidATCcellular response to inorganic substance98/6293226/187231.35e-037.02e-0398
GO:190495013ThyroidATCnegative regulation of establishment of protein localization61/6293131/187231.38e-037.16e-0361
GO:000725424ThyroidATCJNK cascade75/6293167/187231.51e-037.68e-0375
GO:005134629ThyroidATCnegative regulation of hydrolase activity155/6293379/187231.64e-038.23e-03155
GO:005122413ThyroidATCnegative regulation of protein transport59/6293127/187231.75e-038.71e-0359
GO:00349821ThyroidATCmitochondrial protein processing10/629313/187231.77e-038.71e-0310
GO:009031211ThyroidATCpositive regulation of protein deacetylation16/629325/187231.81e-038.90e-0316
GO:009917512ThyroidATCregulation of postsynapse organization44/629390/187231.89e-039.27e-0344
GO:006062811ThyroidATCregulation of ER to Golgi vesicle-mediated transport11/629315/187231.94e-039.41e-0311
GO:001624212ThyroidATCnegative regulation of macroautophagy20/629334/187232.22e-031.04e-0220
GO:00901401ThyroidATCregulation of mitochondrial fission19/629332/187232.46e-031.14e-0219
GO:00508483ThyroidATCregulation of calcium-mediated signaling36/629373/187233.91e-031.70e-0236
GO:00327608ThyroidATCpositive regulation of tumor necrosis factor production48/6293103/187234.14e-031.76e-0248
GO:190320125ThyroidATCregulation of oxidative stress-induced cell death36/629374/187235.19e-032.12e-0236
GO:006068813ThyroidATCregulation of morphogenesis of a branching structure26/629350/187235.51e-032.24e-0226
GO:004340611ThyroidATCpositive regulation of MAP kinase activity51/6293112/187235.68e-032.30e-0251
GO:19035576ThyroidATCpositive regulation of tumor necrosis factor superfamily cytokine production49/6293107/187235.79e-032.34e-0249
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa0501216LungIACParkinson disease47/1053266/84657.53e-033.02e-022.01e-0247
hsa0501217LungIACParkinson disease47/1053266/84657.53e-033.02e-022.01e-0247
hsa0501223LungAISParkinson disease44/961266/84656.25e-032.98e-021.91e-0244
hsa0501233LungAISParkinson disease44/961266/84656.25e-032.98e-021.91e-0244
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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
LRRK2SNVMissense_Mutationrs200688492c.25N>Gp.Cys9Glyp.C9GQ5S007protein_codingtolerated_low_confidence(0.08)benign(0.007)TCGA-A2-A0SW-01Breastbreast invasive carcinomaFemale>=65III/IVHormone TherapyarimidexPD
LRRK2SNVMissense_Mutationnovelc.1307N>Ap.Leu436Glnp.L436QQ5S007protein_codingdeleterious(0)probably_damaging(0.999)TCGA-AC-A23G-01Breastbreast invasive carcinomaFemale>=65I/IIChemotherapycytoxanCR
LRRK2SNVMissense_Mutationc.7522N>Cp.Glu2508Glnp.E2508QQ5S007protein_codingtolerated(0.53)benign(0.012)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
LRRK2SNVMissense_Mutationnovelc.3266N>Gp.Asn1089Serp.N1089SQ5S007protein_codingtolerated(0.12)possibly_damaging(0.71)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
LRRK2SNVMissense_Mutationnovelc.4469N>Tp.Ala1490Valp.A1490VQ5S007protein_codingtolerated(0.18)possibly_damaging(0.602)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
LRRK2SNVMissense_Mutationc.5072N>Cp.Ile1691Thrp.I1691TQ5S007protein_codingdeleterious(0.04)benign(0.215)TCGA-AN-A0XO-01Breastbreast invasive carcinomaFemale<65III/IVUnknownUnknownSD
LRRK2SNVMissense_Mutationc.5312N>Cp.Arg1771Thrp.R1771TQ5S007protein_codingtolerated(0.11)benign(0.152)TCGA-AN-A0XU-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
LRRK2SNVMissense_Mutationnovelc.2515N>Ap.Leu839Ilep.L839IQ5S007protein_codingdeleterious(0.01)probably_damaging(0.997)TCGA-BH-A1FN-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownPD
LRRK2SNVMissense_Mutationnovelc.7367N>Cp.Arg2456Thrp.R2456TQ5S007protein_codingdeleterious(0)probably_damaging(0.999)TCGA-BH-A28O-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapycytoxanCR
LRRK2SNVMissense_Mutationnovelc.6322N>Ap.Glu2108Lysp.E2108KQ5S007protein_codingdeleterious(0.03)benign(0.27)TCGA-C8-A3M7-01Breastbreast invasive carcinomaFemale<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
120892LRRK2KINASE, SERINE THREONINE KINASE, ENZYME, DRUGGABLE GENOME, CLINICALLY ACTIONABLEAZD-1775ADAVOSERTIB
120892LRRK2KINASE, SERINE THREONINE KINASE, ENZYME, DRUGGABLE GENOME, CLINICALLY ACTIONABLEPyridopyrimidinone derivative 2
120892LRRK2KINASE, SERINE THREONINE KINASE, ENZYME, DRUGGABLE GENOME, CLINICALLY ACTIONABLEinhibitor384403651
120892LRRK2KINASE, SERINE THREONINE KINASE, ENZYME, DRUGGABLE GENOME, CLINICALLY ACTIONABLEPMID28117607-Compound-21
120892LRRK2KINASE, SERINE THREONINE KINASE, ENZYME, DRUGGABLE GENOME, CLINICALLY ACTIONABLEPyridopyrimidinone derivative 1
120892LRRK2KINASE, SERINE THREONINE KINASE, ENZYME, DRUGGABLE GENOME, CLINICALLY ACTIONABLEPALBOCICLIBPALBOCICLIB
120892LRRK2KINASE, SERINE THREONINE KINASE, ENZYME, DRUGGABLE GENOME, CLINICALLY ACTIONABLEAminopyridine derivative 2
120892LRRK2KINASE, SERINE THREONINE KINASE, ENZYME, DRUGGABLE GENOME, CLINICALLY ACTIONABLEinhibitor328083498
120892LRRK2KINASE, SERINE THREONINE KINASE, ENZYME, DRUGGABLE GENOME, CLINICALLY ACTIONABLEinhibitor328083494
120892LRRK2KINASE, SERINE THREONINE KINASE, ENZYME, DRUGGABLE GENOME, CLINICALLY ACTIONABLEPHA-767491CHEMBL225519
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