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:00310988CervixCCstress-activated protein kinase signaling cascade58/2311247/187238.02e-072.89e-0558
GO:00514038CervixCCstress-activated MAPK cascade55/2311239/187232.96e-068.31e-0555
GO:00109757CervixCCregulation of neuron projection development88/2311445/187234.26e-061.09e-0488
GO:00703027CervixCCregulation of stress-activated protein kinase signaling cascade46/2311195/187239.35e-062.11e-0446
GO:00328727CervixCCregulation of stress-activated MAPK cascade44/2311192/187233.09e-055.10e-0444
GO:00380664CervixCCp38MAPK cascade17/231155/187232.25e-042.54e-0317
GO:00072545CervixCCJNK cascade35/2311167/187231.10e-039.09e-0335
GO:19007442CervixCCregulation of p38MAPK cascade14/231147/187231.18e-039.56e-0314
GO:00463285CervixCCregulation of JNK cascade28/2311133/187233.06e-032.01e-0228
GO:00514039EndometriumAEHstress-activated MAPK cascade50/2100239/187239.33e-062.18e-0450
GO:00310989EndometriumAEHstress-activated protein kinase signaling cascade51/2100247/187231.12e-052.52e-0451
GO:00328728EndometriumAEHregulation of stress-activated MAPK cascade42/2100192/187231.53e-053.23e-0442
GO:00380665EndometriumAEHp38MAPK cascade18/210055/187231.77e-053.65e-0418
GO:00703028EndometriumAEHregulation of stress-activated protein kinase signaling cascade42/2100195/187232.27e-054.35e-0442
GO:19007443EndometriumAEHregulation of p38MAPK cascade15/210047/187231.21e-041.67e-0315
GO:00109758EndometriumAEHregulation of neuron projection development75/2100445/187232.01e-042.54e-0375
GO:00017642EndometriumAEHneuron migration31/2100156/187231.08e-039.46e-0331
GO:00072546EndometriumAEHJNK cascade30/2100167/187236.16e-033.70e-0230
GO:003806612EndometriumEECp38MAPK cascade21/216855/187233.30e-071.33e-0521
GO:005140314EndometriumEECstress-activated MAPK cascade55/2168239/187233.98e-071.56e-0555
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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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