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:003166713LungAISresponse to nutrient levels64/1849474/187236.13e-034.98e-0264
GO:00903111LungAISregulation of protein deacetylation11/184948/187236.14e-034.98e-0211
GO:0010498113ThyroidPTCproteasomal protein catabolic process297/5968490/187234.58e-409.63e-37297
GO:0043161113ThyroidPTCproteasome-mediated ubiquitin-dependent protein catabolic process254/5968412/187233.91e-364.54e-33254
GO:0009896113ThyroidPTCpositive regulation of catabolic process278/5968492/187233.35e-302.64e-27278
GO:0031331113ThyroidPTCpositive regulation of cellular catabolic process249/5968427/187235.28e-303.58e-27249
GO:0042176113ThyroidPTCregulation of protein catabolic process231/5968391/187234.76e-292.14e-26231
GO:0072594112ThyroidPTCestablishment of protein localization to organelle244/5968422/187231.18e-284.97e-26244
GO:004819320ThyroidPTCGolgi vesicle transport186/5968296/187233.09e-281.22e-25186
GO:0032386111ThyroidPTCregulation of intracellular transport202/5968337/187231.12e-263.93e-24202
GO:1903362113ThyroidPTCregulation of cellular protein catabolic process162/5968255/187231.62e-255.12e-23162
GO:0033157112ThyroidPTCregulation of intracellular protein transport149/5968229/187233.83e-251.15e-22149
GO:0034976113ThyroidPTCresponse to endoplasmic reticulum stress161/5968256/187231.14e-243.27e-22161
GO:0006913112ThyroidPTCnucleocytoplasmic transport181/5968301/187232.93e-247.69e-22181
GO:0051169112ThyroidPTCnuclear transport181/5968301/187232.93e-247.69e-22181
GO:1903050113ThyroidPTCregulation of proteolysis involved in cellular protein catabolic process140/5968221/187234.63e-221.01e-19140
GO:0031647113ThyroidPTCregulation of protein stability174/5968298/187232.05e-214.05e-19174
GO:0034504111ThyroidPTCprotein localization to nucleus170/5968290/187233.34e-216.38e-19170
GO:1903320113ThyroidPTCregulation of protein modification by small protein conjugation or removal148/5968242/187234.49e-218.10e-19148
GO:0006605113ThyroidPTCprotein targeting180/5968314/187236.81e-211.19e-18180
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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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