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: ULK4

Gene summary for ULK4

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

ULK4

Gene ID

54986

Gene nameunc-51 like kinase 4
Gene AliasFAM7C1
Cytomap3p22.1
Gene Typeprotein-coding
GO ID

GO:0000165

UniProtAcc

Q96C45


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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
54986ULK4CCI_2HumanCervixCC6.08e-055.27e-010.5249
54986ULK4CCI_3HumanCervixCC2.54e-115.12e-010.516
54986ULK4AEH-subject1HumanEndometriumAEH7.94e-133.79e-01-0.3059
54986ULK4AEH-subject2HumanEndometriumAEH3.08e-053.47e-01-0.2525
54986ULK4AEH-subject3HumanEndometriumAEH3.30e-093.59e-01-0.2576
54986ULK4AEH-subject4HumanEndometriumAEH3.37e-379.73e-01-0.2657
54986ULK4AEH-subject5HumanEndometriumAEH2.25e-256.17e-01-0.2953
54986ULK4EEC-subject1HumanEndometriumEEC5.66e-073.77e-01-0.2682
54986ULK4EEC-subject2HumanEndometriumEEC2.31e-215.76e-01-0.2607
54986ULK4EEC-subject4HumanEndometriumEEC5.43e-185.25e-01-0.2571
54986ULK4EEC-subject5HumanEndometriumEEC4.44e-063.35e-01-0.249
54986ULK4GSM6177622_NYU_UCEC3_lib1_lib1HumanEndometriumEEC1.63e-02-7.73e-02-0.1917
54986ULK4RNA-P25T1-P25T1-1HumanLungAIS1.77e-074.79e-01-0.2116
54986ULK4RNA-P25T1-P25T1-2HumanLungAIS1.68e-036.51e-01-0.1941
54986ULK4RNA-P25T1-P25T1-4HumanLungAIS2.09e-055.34e-01-0.2119
54986ULK4RNA-P6T2-P6T2-1HumanLungIAC3.49e-053.19e-01-0.0166
54986ULK4RNA-P6T2-P6T2-2HumanLungIAC3.28e-073.44e-01-0.0132
54986ULK4RNA-P6T2-P6T2-3HumanLungIAC1.46e-063.21e-01-0.013
54986ULK4RNA-P6T2-P6T2-4HumanLungIAC1.78e-073.69e-01-0.0121
54986ULK4HTA12-23-1HumanPancreasPDAC6.08e-066.24e-010.3405
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
CervixThe 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.CC: Cervix cancer
HSIL_HPV: HPV-infected high-grade squamous intraepithelial lesions
N_HPV: HPV-infected normal cervix
EndometriumThe 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.AEH: Atypical endometrial hyperplasia
EEC: Endometrioid Cancer
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
∗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:003109814EndometriumEECstress-activated protein kinase signaling cascade56/2168247/187235.25e-072.00e-0556
GO:003287214EndometriumEECregulation of stress-activated MAPK cascade46/2168192/187231.06e-063.56e-0546
GO:007030214EndometriumEECregulation of stress-activated protein kinase signaling cascade46/2168195/187231.67e-065.12e-0546
GO:190074411EndometriumEECregulation of p38MAPK cascade18/216847/187232.16e-066.41e-0518
GO:001097513EndometriumEECregulation of neuron projection development79/2168445/187236.80e-051.01e-0379
GO:00017641EndometriumEECneuron migration33/2168156/187234.17e-044.38e-0333
GO:000725414EndometriumEECJNK cascade33/2168167/187231.44e-031.17e-0233
GO:00463286EndometriumEECregulation of JNK cascade27/2168133/187232.50e-031.83e-0227
GO:00310987LungIACstress-activated protein kinase signaling cascade57/2061247/187233.95e-084.57e-0657
GO:00514037LungIACstress-activated MAPK cascade54/2061239/187231.86e-071.56e-0554
GO:00072544LungIACJNK cascade42/2061167/187231.99e-071.62e-0542
GO:00703026LungIACregulation of stress-activated protein kinase signaling cascade45/2061195/187231.03e-065.65e-0545
GO:00109756LungIACregulation of neuron projection development82/2061445/187231.82e-068.78e-0582
GO:00463284LungIACregulation of JNK cascade34/2061133/187231.88e-068.87e-0534
GO:00380663LungIACp38MAPK cascade19/206155/187233.20e-061.38e-0419
GO:00328726LungIACregulation of stress-activated MAPK cascade43/2061192/187234.06e-061.66e-0443
GO:1900744LungIACregulation of p38MAPK cascade15/206147/187239.77e-051.93e-0315
GO:0001764LungIACneuron migration31/2061156/187237.89e-041.02e-0231
GO:003109813LungAISstress-activated protein kinase signaling cascade51/1849247/187232.69e-072.37e-0551
GO:000725413LungAISJNK cascade38/1849167/187237.27e-075.36e-0538
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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
ULK4SNVMissense_Mutationnovelc.2920G>Ap.Ala974Thrp.A974TQ96C45protein_codingtolerated(0.57)benign(0.015)TCGA-A8-A09Z-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
ULK4SNVMissense_Mutationc.1174N>Gp.Leu392Valp.L392VQ96C45protein_codingtolerated(0.3)benign(0.001)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
ULK4SNVMissense_Mutationc.81C>Gp.Ile27Metp.I27MQ96C45protein_codingdeleterious(0)possibly_damaging(0.85)TCGA-AO-A0JC-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyfluorouracilSD
ULK4SNVMissense_Mutationc.2280N>Cp.Leu760Phep.L760FQ96C45protein_codingdeleterious(0.04)probably_damaging(0.959)TCGA-D8-A1J8-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapynolvadexSD
ULK4SNVMissense_Mutationrs767374190c.1409N>Tp.Ser470Leup.S470LQ96C45protein_codingtolerated(0.09)benign(0.006)TCGA-D8-A1Y3-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapydoxorubicine+cyclophosphamideSD
ULK4SNVMissense_Mutationc.2470T>Gp.Ser824Alap.S824AQ96C45protein_codingtolerated(1)benign(0)TCGA-E2-A1LH-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinSD
ULK4SNVMissense_Mutationc.1375C>Gp.Gln459Glup.Q459EQ96C45protein_codingtolerated(0.94)benign(0.003)TCGA-EW-A1J5-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinSD
ULK4SNVMissense_Mutationnovelc.1147N>Ap.His383Asnp.H383NQ96C45protein_codingtolerated(0.23)benign(0.013)TCGA-PE-A5DD-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyCR
ULK4insertionNonsense_Mutationnovelc.549_550insCCCAAAGCTCTGGGATTATAGGCATGAGCCACTGTGCCTGGCCAp.Val184ProfsTer7p.V184Pfs*7Q96C45protein_codingTCGA-A8-A07L-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapyCR
ULK4deletionFrame_Shift_Delnovelc.313delNp.Leu105Terp.L105*Q96C45protein_codingTCGA-D8-A27V-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapytamoxiphenSD
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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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