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:009026312LungAISpositive regulation of canonical Wnt signaling pathway22/1849106/187235.91e-049.03e-0322
GO:005165612LungAISestablishment of organelle localization59/1849390/187236.08e-049.24e-0359
GO:005186511LungAISprotein autoubiquitination17/184973/187236.14e-049.31e-0317
GO:003134511LungAISnegative regulation of cell projection organization33/1849186/187236.45e-049.76e-0333
GO:000704112LungAISlysosomal transport23/1849114/187236.82e-041.02e-0223
GO:190121413LungAISregulation of neuron death50/1849319/187236.90e-041.02e-0250
GO:003497613LungAISresponse to endoplasmic reticulum stress42/1849256/187237.09e-041.04e-0242
GO:005080811LungAISsynapse organization63/1849426/187237.39e-041.07e-0263
GO:007149613LungAIScellular response to external stimulus50/1849320/187237.41e-041.07e-0250
GO:003238612LungAISregulation of intracellular transport52/1849337/187237.89e-041.11e-0252
GO:004339313LungAISregulation of protein binding34/1849196/187238.16e-041.14e-0234
GO:003647313LungAIScell death in response to oxidative stress20/184995/187238.52e-041.17e-0220
GO:000660513LungAISprotein targeting49/1849314/187238.56e-041.17e-0249
GO:00987321LungAISmacromolecule deacylation23/1849116/187238.77e-041.19e-0223
GO:000616313LungAISpurine nucleotide metabolic process59/1849396/187238.91e-041.20e-0259
GO:001969313LungAISribose phosphate metabolic process59/1849396/187238.91e-041.20e-0259
GO:001623612LungAISmacroautophagy46/1849291/187239.21e-041.23e-0246
GO:007005913LungAISintrinsic apoptotic signaling pathway in response to endoplasmic reticulum stress15/184963/187239.87e-041.29e-0215
GO:001619712LungAISendosomal transport38/1849230/187231.08e-031.41e-0238
GO:007252113LungAISpurine-containing compound metabolic process61/1849416/187231.10e-031.42e-0261
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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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