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: LRRK1

Gene summary for LRRK1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

LRRK1

Gene ID

79705

Gene nameleucine rich repeat kinase 1
Gene AliasRIPK6
Cytomap15q26.3
Gene Typeprotein-coding
GO ID

GO:0001501

UniProtAcc

Q38SD2


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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
79705LRRK1P1T-EHumanEsophagusESCC8.58e-053.13e-010.0875
79705LRRK1P2T-EHumanEsophagusESCC4.30e-101.78e-010.1177
79705LRRK1P4T-EHumanEsophagusESCC2.58e-091.12e-010.1323
79705LRRK1P8T-EHumanEsophagusESCC3.89e-122.42e-010.0889
79705LRRK1P9T-EHumanEsophagusESCC1.10e-031.45e-010.1131
79705LRRK1P10T-EHumanEsophagusESCC6.74e-069.30e-020.116
79705LRRK1P11T-EHumanEsophagusESCC2.24e-051.60e-010.1426
79705LRRK1P12T-EHumanEsophagusESCC4.31e-061.11e-010.1122
79705LRRK1P15T-EHumanEsophagusESCC1.97e-041.06e-010.1149
79705LRRK1P16T-EHumanEsophagusESCC1.28e-061.62e-010.1153
79705LRRK1P20T-EHumanEsophagusESCC9.90e-059.72e-020.1124
79705LRRK1P21T-EHumanEsophagusESCC2.05e-071.22e-010.1617
79705LRRK1P22T-EHumanEsophagusESCC9.02e-111.77e-010.1236
79705LRRK1P23T-EHumanEsophagusESCC1.07e-123.13e-010.108
79705LRRK1P24T-EHumanEsophagusESCC7.90e-039.89e-020.1287
79705LRRK1P26T-EHumanEsophagusESCC1.78e-039.65e-020.1276
79705LRRK1P27T-EHumanEsophagusESCC5.05e-045.94e-020.1055
79705LRRK1P28T-EHumanEsophagusESCC3.75e-038.70e-020.1149
79705LRRK1P30T-EHumanEsophagusESCC1.10e-051.85e-010.137
79705LRRK1P32T-EHumanEsophagusESCC7.90e-037.41e-020.1666
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
EsophagusThe 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.ESCC: Esophageal squamous cell carcinoma
HGIN: High-grade intraepithelial neoplasias
LGIN: Low-grade intraepithelial neoplasias
∗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:0010563111EsophagusESCCnegative regulation of phosphorus metabolic process274/8552442/187232.32e-129.41e-11274
GO:0045936111EsophagusESCCnegative regulation of phosphate metabolic process273/8552441/187233.18e-121.25e-10273
GO:0042326111EsophagusESCCnegative regulation of phosphorylation237/8552385/187231.86e-105.33e-09237
GO:001605517EsophagusESCCWnt signaling pathway268/8552444/187232.32e-106.58e-09268
GO:019873817EsophagusESCCcell-cell signaling by wnt269/8552446/187232.41e-106.79e-09269
GO:0001933111EsophagusESCCnegative regulation of protein phosphorylation213/8552342/187233.54e-109.76e-09213
GO:0030099111EsophagusESCCmyeloid cell differentiation232/8552381/187231.22e-092.90e-08232
GO:001631110EsophagusESCCdephosphorylation251/8552417/187231.26e-092.99e-08251
GO:000647018EsophagusESCCprotein dephosphorylation177/8552281/187233.13e-096.72e-08177
GO:003011117EsophagusESCCregulation of Wnt signaling pathway194/8552328/187235.39e-077.14e-06194
GO:006007016EsophagusESCCcanonical Wnt signaling pathway180/8552303/187239.15e-071.17e-05180
GO:006082817EsophagusESCCregulation of canonical Wnt signaling pathway153/8552253/187231.38e-061.67e-05153
GO:000257317EsophagusESCCmyeloid leukocyte differentiation128/8552208/187232.75e-063.15e-05128
GO:009026316EsophagusESCCpositive regulation of canonical Wnt signaling pathway69/8552106/187234.22e-053.39e-0469
GO:003017716EsophagusESCCpositive regulation of Wnt signaling pathway87/8552140/187236.18e-054.73e-0487
GO:00507322EsophagusESCCnegative regulation of peptidyl-tyrosine phosphorylation42/855259/187236.35e-054.84e-0442
GO:00182124EsophagusESCCpeptidyl-tyrosine modification202/8552378/187231.34e-036.39e-03202
GO:00181084EsophagusESCCpeptidyl-tyrosine phosphorylation200/8552375/187231.60e-037.45e-03200
GO:00603485EsophagusESCCbone development115/8552205/187231.67e-037.72e-03115
GO:00507303EsophagusESCCregulation of peptidyl-tyrosine phosphorylation144/8552264/187232.22e-039.78e-03144
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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
LRRK1SNVMissense_Mutationnovelc.2907N>Cp.Glu969Aspp.E969DQ38SD2protein_codingtolerated(0.06)possibly_damaging(0.708)TCGA-5L-AAT1-01Breastbreast invasive carcinomaFemale<65III/IVHormone TherapyletrozolSD
LRRK1SNVMissense_Mutationnovelc.3976N>Tp.Ser1326Cysp.S1326CQ38SD2protein_codingdeleterious(0)probably_damaging(0.979)TCGA-A2-A4RW-01Breastbreast invasive carcinomaFemale<65III/IVUnknownUnknownSD
LRRK1SNVMissense_Mutationnovelc.376N>Tp.Val126Leup.V126LQ38SD2protein_codingtolerated(0.8)benign(0.007)TCGA-A8-A07J-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapy5-fluorouracilCR
LRRK1SNVMissense_Mutationc.622N>Cp.Asp208Hisp.D208HQ38SD2protein_codingdeleterious(0)possibly_damaging(0.751)TCGA-A8-A08R-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
LRRK1SNVMissense_Mutationc.2272C>Tp.His758Tyrp.H758YQ38SD2protein_codingdeleterious(0)probably_damaging(0.998)TCGA-A8-A092-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapypaclitaxelCR
LRRK1SNVMissense_Mutationc.5768G>Tp.Arg1923Metp.R1923MQ38SD2protein_codingdeleterious(0)probably_damaging(0.996)TCGA-A8-A09Z-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
LRRK1SNVMissense_Mutationnovelc.884N>Tp.Ser295Leup.S295LQ38SD2protein_codingdeleterious(0)probably_damaging(0.944)TCGA-AC-A3W6-01Breastbreast invasive carcinomaFemale>=65III/IVUnknownUnknownSD
LRRK1SNVMissense_Mutationc.5024A>Gp.Asn1675Serp.N1675SQ38SD2protein_codingdeleterious(0.01)probably_damaging(0.985)TCGA-AN-A03Y-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
LRRK1SNVMissense_Mutationrs753053998c.2300N>Ap.Arg767Hisp.R767HQ38SD2protein_codingdeleterious(0.01)probably_damaging(0.976)TCGA-AO-A128-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinSD
LRRK1SNVMissense_Mutationc.2217G>Cp.Trp739Cysp.W739CQ38SD2protein_codingdeleterious(0)probably_damaging(0.999)TCGA-AR-A0TT-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapydoxorubicinSD
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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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