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: ULK3

Gene summary for ULK3

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

ULK3

Gene ID

25989

Gene nameunc-51 like kinase 3
Gene AliasULK3
Cytomap15q24.1
Gene Typeprotein-coding
GO ID

GO:0001775

UniProtAcc

B4DDG2


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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
25989ULK3LZE7THumanEsophagusESCC1.89e-093.43e-010.0667
25989ULK3LZE22D1HumanEsophagusHGIN3.66e-021.61e-010.0595
25989ULK3LZE24THumanEsophagusESCC5.11e-112.90e-010.0596
25989ULK3LZE21THumanEsophagusESCC3.28e-052.14e-010.0655
25989ULK3P1T-EHumanEsophagusESCC2.57e-114.07e-010.0875
25989ULK3P2T-EHumanEsophagusESCC9.88e-122.19e-010.1177
25989ULK3P4T-EHumanEsophagusESCC5.52e-213.12e-010.1323
25989ULK3P5T-EHumanEsophagusESCC3.31e-054.01e-020.1327
25989ULK3P8T-EHumanEsophagusESCC5.90e-183.57e-010.0889
25989ULK3P9T-EHumanEsophagusESCC6.28e-183.22e-010.1131
25989ULK3P10T-EHumanEsophagusESCC9.18e-284.94e-010.116
25989ULK3P11T-EHumanEsophagusESCC3.79e-063.75e-010.1426
25989ULK3P12T-EHumanEsophagusESCC4.31e-335.72e-010.1122
25989ULK3P15T-EHumanEsophagusESCC4.69e-082.75e-010.1149
25989ULK3P16T-EHumanEsophagusESCC3.92e-244.54e-010.1153
25989ULK3P17T-EHumanEsophagusESCC3.17e-031.82e-010.1278
25989ULK3P19T-EHumanEsophagusESCC4.22e-083.35e-010.1662
25989ULK3P20T-EHumanEsophagusESCC9.69e-192.28e-010.1124
25989ULK3P21T-EHumanEsophagusESCC6.16e-132.46e-010.1617
25989ULK3P22T-EHumanEsophagusESCC2.79e-121.17e-010.1236
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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
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
∗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:001623616EsophagusHGINmacroautophagy77/2587291/187237.15e-094.61e-0777
GO:00070336EsophagusHGINvacuole organization44/2587180/187238.97e-051.96e-0344
GO:19050375EsophagusHGINautophagosome organization28/2587103/187232.58e-044.53e-0328
GO:001623617EsophagusESCCmacroautophagy216/8552291/187231.94e-234.57e-21216
GO:000703314EsophagusESCCvacuole organization127/8552180/187231.04e-113.85e-10127
GO:190503712EsophagusESCCautophagosome organization73/8552103/187231.88e-072.93e-0673
GO:000756820EsophagusESCCaging201/8552339/187232.64e-073.94e-06201
GO:004677710EsophagusESCCprotein autophosphorylation138/8552227/187232.98e-063.38e-05138
GO:00182099EsophagusESCCpeptidyl-serine modification196/8552338/187233.07e-063.47e-05196
GO:001810515EsophagusESCCpeptidyl-serine phosphorylation184/8552315/187233.22e-063.61e-05184
GO:00075699EsophagusESCCcell aging81/8552132/187232.00e-041.27e-0381
GO:00903984EsophagusESCCcellular senescence54/855293/187231.08e-023.67e-0254
GO:001623621LiverHCCmacroautophagy204/7958291/187238.66e-221.41e-19204
GO:000703311LiverHCCvacuole organization119/7958180/187231.22e-104.25e-09119
GO:19050371LiverHCCautophagosome organization70/7958103/187231.52e-072.82e-0670
GO:000756822LiverHCCaging185/7958339/187234.28e-065.50e-05185
GO:001810511LiverHCCpeptidyl-serine phosphorylation169/7958315/187233.86e-053.81e-04169
GO:001820911LiverHCCpeptidyl-serine modification177/7958338/187231.45e-041.17e-03177
GO:00467775LiverHCCprotein autophosphorylation123/7958227/187232.40e-041.80e-03123
GO:00075691LiverHCCcell aging73/7958132/187232.00e-031.01e-0273
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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
ULK3SNVMissense_Mutationrs753772870c.1055N>Gp.Asn352Serp.N352SQ6PHR2protein_codingtolerated(0.29)benign(0.006)TCGA-A2-A1FZ-01Breastbreast invasive carcinomaFemale<65I/IIUnspecificArimidexSD
ULK3SNVMissense_Mutationc.1027G>Ap.Glu343Lysp.E343KQ6PHR2protein_codingtolerated(0.13)possibly_damaging(0.601)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
ULK3SNVMissense_Mutationc.1022N>Tp.Ala341Valp.A341VQ6PHR2protein_codingdeleterious(0)probably_damaging(0.989)TCGA-EW-A1PB-01Breastbreast invasive carcinomaFemale>=65III/IVUnknownUnknownSD
ULK3SNVMissense_Mutationc.186N>Tp.Glu62Aspp.E62DQ6PHR2protein_codingdeleterious(0)probably_damaging(0.999)TCGA-AA-A00N-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownPD
ULK3SNVMissense_Mutationc.391N>Tp.Arg131Trpp.R131WQ6PHR2protein_codingdeleterious(0.01)possibly_damaging(0.892)TCGA-AA-A022-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
ULK3SNVMissense_Mutationc.481N>Ap.Ala161Thrp.A161TQ6PHR2protein_codingdeleterious(0)probably_damaging(0.997)TCGA-AD-5900-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
ULK3SNVMissense_Mutationc.85N>Ap.Tyr29Asnp.Y29NQ6PHR2protein_codingdeleterious(0)probably_damaging(0.967)TCGA-AD-6895-01Colorectumcolon adenocarcinomaMale>=65III/IVUnknownUnknownSD
ULK3SNVMissense_Mutationnovelc.616N>Ap.Ala206Thrp.A206TQ6PHR2protein_codingtolerated(0.11)benign(0.043)TCGA-F4-6856-01Colorectumcolon adenocarcinomaMale<65I/IIAncillaryleucovorinCR
ULK3SNVMissense_Mutationrs757280306c.574N>Ap.Ala192Thrp.A192TQ6PHR2protein_codingdeleterious(0.01)possibly_damaging(0.523)TCGA-EI-6507-01Colorectumrectum adenocarcinomaMale<65I/IIUnknownUnknownSD
ULK3SNVMissense_Mutationnovelc.134N>Ap.Cys45Tyrp.C45YQ6PHR2protein_codingtolerated(0.11)benign(0.378)TCGA-A5-A0G2-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVUnknownUnknownSD
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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
25989ULK3DRUGGABLE GENOME, KINASE, ENZYME, SERINE THREONINE KINASEinhibitor249565900
25989ULK3DRUGGABLE GENOME, KINASE, ENZYME, SERINE THREONINE KINASEimatinibIMATINIB15073101
25989ULK3DRUGGABLE GENOME, KINASE, ENZYME, SERINE THREONINE KINASEinhibitorHESPERADINHESPERADIN19035792
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