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: ULK1

Gene summary for ULK1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

ULK1

Gene ID

8408

Gene nameunc-51 like autophagy activating kinase 1
Gene AliasATG1
Cytomap12q24.33
Gene Typeprotein-coding
GO ID

GO:0000045

UniProtAcc

O75385


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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
8408ULK1HCC1_MengHumanLiverHCC1.92e-225.09e-030.0246
8408ULK1HCC2_MengHumanLiverHCC3.18e-084.85e-020.0107
8408ULK1HCC1HumanLiverHCC2.70e-023.02e+000.5336
8408ULK1HCC2HumanLiverHCC6.07e-102.67e+000.5341
8408ULK1S014HumanLiverHCC1.58e-044.24e-010.2254
8408ULK1S015HumanLiverHCC2.96e-054.89e-010.2375
8408ULK1S016HumanLiverHCC1.62e-033.27e-010.2243
8408ULK1S027HumanLiverHCC1.68e-078.42e-010.2446
8408ULK1S028HumanLiverHCC1.30e-116.24e-010.2503
8408ULK1S029HumanLiverHCC1.11e-065.11e-010.2581
8408ULK1C30HumanOral cavityOSCC2.30e-116.00e-010.3055
8408ULK1C38HumanOral cavityOSCC1.51e-069.25e-010.172
8408ULK1C43HumanOral cavityOSCC2.39e-152.66e-010.1704
8408ULK1C51HumanOral cavityOSCC5.20e-095.87e-010.2674
8408ULK1C57HumanOral cavityOSCC2.88e-022.63e-010.1679
8408ULK1C08HumanOral cavityOSCC3.18e-051.53e-010.1919
8408ULK1LN22HumanOral cavityOSCC2.98e-036.13e-010.1733
8408ULK1EOLP-1HumanOral cavityEOLP4.01e-041.27e-01-0.0202
8408ULK1SYSMH1HumanOral cavityOSCC6.71e-152.94e-010.1127
8408ULK1SYSMH2HumanOral cavityOSCC1.85e-061.58e-010.2326
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
LiverThe 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.HCC: Hepatocellular carcinoma
NAFLD: Non-alcoholic fatty liver disease
Oral CavityThe 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.EOLP: Erosive Oral lichen planus
LP: leukoplakia
NEOLP: Non-erosive oral lichen planus
OSCC: Oral squamous cell carcinoma
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:000989622LiverHCCpositive regulation of catabolic process335/7958492/187233.83e-311.87e-28335
GO:003133122LiverHCCpositive regulation of cellular catabolic process295/7958427/187233.20e-291.45e-26295
GO:001623621LiverHCCmacroautophagy204/7958291/187238.66e-221.41e-19204
GO:002241112LiverHCCcellular component disassembly282/7958443/187231.02e-191.38e-17282
GO:001050621LiverHCCregulation of autophagy210/7958317/187237.59e-188.45e-16210
GO:004325422LiverHCCregulation of protein-containing complex assembly264/7958428/187235.47e-164.39e-14264
GO:190300811LiverHCCorganelle disassembly89/7958114/187238.68e-155.73e-1389
GO:004440322LiverHCCbiological process involved in symbiotic interaction183/7958290/187239.13e-134.59e-11183
GO:003166722LiverHCCresponse to nutrient levels276/7958474/187232.30e-121.08e-10276
GO:000042211LiverHCCautophagy of mitochondrion64/795881/187231.96e-117.72e-1064
GO:006172611LiverHCCmitochondrion disassembly64/795881/187231.96e-117.72e-1064
GO:000703311LiverHCCvacuole organization119/7958180/187231.22e-104.25e-09119
GO:007149622LiverHCCcellular response to external stimulus191/7958320/187233.40e-101.13e-08191
GO:001624111LiverHCCregulation of macroautophagy96/7958141/187236.82e-102.14e-0896
GO:001604921LiverHCCcell growth269/7958482/187231.84e-095.35e-08269
GO:005170122LiverHCCbiological process involved in interaction with host128/7958203/187232.51e-096.91e-08128
GO:003166812LiverHCCcellular response to extracellular stimulus149/7958246/187237.35e-091.86e-07149
GO:003253522LiverHCCregulation of cellular component size217/7958383/187231.28e-083.14e-07217
GO:004259421LiverHCCresponse to starvation121/7958197/187236.08e-081.28e-06121
GO:003166912LiverHCCcellular response to nutrient levels130/7958215/187237.52e-081.51e-06130
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa0501622LiverHCCHuntington disease219/4020306/84653.06e-183.42e-161.90e-16219
hsa0501422LiverHCCAmyotrophic lateral sclerosis252/4020364/84658.85e-187.41e-164.12e-16252
hsa0501022LiverHCCAlzheimer disease254/4020384/84653.75e-148.97e-134.99e-13254
hsa0502222LiverHCCPathways of neurodegeneration - multiple diseases298/4020476/84656.59e-121.30e-107.22e-11298
hsa0414021LiverHCCAutophagy - animal99/4020141/84653.08e-084.70e-072.61e-0799
hsa0413741LiverHCCMitophagy - animal53/402072/84655.49e-064.59e-052.56e-0553
hsa0501721LiverHCCSpinocerebellar ataxia92/4020143/84653.20e-051.88e-041.04e-0492
hsa0421121LiverHCCLongevity regulating pathway61/402089/84654.46e-052.37e-041.32e-0461
hsa041502LiverHCCmTOR signaling pathway95/4020156/84654.70e-041.99e-031.11e-0395
hsa0501632LiverHCCHuntington disease219/4020306/84653.06e-183.42e-161.90e-16219
hsa0501432LiverHCCAmyotrophic lateral sclerosis252/4020364/84658.85e-187.41e-164.12e-16252
hsa0501032LiverHCCAlzheimer disease254/4020384/84653.75e-148.97e-134.99e-13254
hsa0502232LiverHCCPathways of neurodegeneration - multiple diseases298/4020476/84656.59e-121.30e-107.22e-11298
hsa0414031LiverHCCAutophagy - animal99/4020141/84653.08e-084.70e-072.61e-0799
hsa0413751LiverHCCMitophagy - animal53/402072/84655.49e-064.59e-052.56e-0553
hsa0501731LiverHCCSpinocerebellar ataxia92/4020143/84653.20e-051.88e-041.04e-0492
hsa0421131LiverHCCLongevity regulating pathway61/402089/84654.46e-052.37e-041.32e-0461
hsa0415011LiverHCCmTOR signaling pathway95/4020156/84654.70e-041.99e-031.11e-0395
hsa0501428Oral cavityOSCCAmyotrophic lateral sclerosis246/3704364/84656.65e-211.11e-185.67e-19246
hsa0501628Oral cavityOSCCHuntington disease204/3704306/84651.70e-167.13e-153.63e-15204
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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
ULK1SNVMissense_Mutationnovelc.989N>Tp.Ser330Phep.S330FO75385protein_codingdeleterious(0)probably_damaging(0.986)TCGA-AC-A5XS-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyfemaraSD
ULK1SNVMissense_Mutationc.644T>Cp.Leu215Prop.L215PO75385protein_codingdeleterious(0)probably_damaging(1)TCGA-AO-A128-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinSD
ULK1insertionIn_Frame_Insnovelc.247-1_247insTTTAAGTTTTGTATTTTTAGTAGAp.Gln82_Glu83insPheLysPheCysIlePheSerArgp.Q82_E83insFKFCIFSRO75385protein_codingTCGA-A8-A08H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
ULK1deletionFrame_Shift_Delnovelc.1470delNp.Ala491ProfsTer156p.A491Pfs*156O75385protein_codingTCGA-EW-A2FV-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapydocetaxelSD
ULK1SNVMissense_Mutationnovelc.2048N>Gp.Glu683Glyp.E683GO75385protein_codingtolerated(0.13)benign(0.054)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
ULK1SNVMissense_Mutationnovelc.448N>Ap.Ala150Thrp.A150TO75385protein_codingtolerated(0.27)benign(0.017)TCGA-DS-A0VN-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinSD
ULK1SNVMissense_Mutationrs757530790c.2009N>Cp.Phe670Serp.F670SO75385protein_codingtolerated(0.17)benign(0.074)TCGA-DS-A1OD-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinSD
ULK1SNVMissense_Mutationc.1379N>Gp.Ser460Cysp.S460CO75385protein_codingtolerated(0.08)benign(0.003)TCGA-IR-A3LK-01Cervixcervical & endocervical cancerFemale>=65I/IIChemotherapycisplatinPD
ULK1SNVMissense_Mutationrs761511646c.848N>Tp.Ser283Leup.S283LO75385protein_codingdeleterious(0.02)benign(0.132)TCGA-MY-A5BF-01Cervixcervical & endocervical cancerFemale>=65I/IIChemotherapycisplatinCR
ULK1SNVMissense_Mutationrs150697369c.1631C>Gp.Ser544Cysp.S544CO75385protein_codingtolerated(0.08)possibly_damaging(0.635)TCGA-VS-A953-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownPD
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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
8408ULK1KINASE, DRUGGABLE GENOME, SERINE THREONINE KINASE, ENZYMEinhibitor249565893
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