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: DEPTOR

Gene summary for DEPTOR

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

DEPTOR

Gene ID

64798

Gene nameDEP domain containing MTOR interacting protein
Gene AliasDEP.6
Cytomap8q24.12
Gene Typeprotein-coding
GO ID

GO:0001932

UniProtAcc

Q8TB45


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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
64798DEPTORAEH-subject1HumanEndometriumAEH2.51e-032.35e-01-0.3059
64798DEPTORAEH-subject2HumanEndometriumAEH2.26e-063.30e-01-0.2525
64798DEPTORAEH-subject4HumanEndometriumAEH1.86e-033.09e-01-0.2657
64798DEPTOREEC-subject2HumanEndometriumEEC4.12e-134.84e-01-0.2607
64798DEPTOREEC-subject3HumanEndometriumEEC3.58e-04-9.56e-03-0.2525
64798DEPTOREEC-subject4HumanEndometriumEEC4.44e-185.91e-01-0.2571
64798DEPTOREEC-subject5HumanEndometriumEEC3.75e-104.06e-01-0.249
64798DEPTORGSM5276934HumanEndometriumEEC5.95e-04-1.43e-01-0.0913
64798DEPTORGSM5276935HumanEndometriumEEC3.00e-062.80e-01-0.123
64798DEPTORGSM6177620_NYU_UCEC1_lib3_lib3HumanEndometriumEEC3.29e-034.58e-02-0.1883
64798DEPTORGSM6177621_NYU_UCEC2_lib1_lib1HumanEndometriumEEC2.62e-031.67e-01-0.1934
64798DEPTORGSM6177622_NYU_UCEC3_lib1_lib1HumanEndometriumEEC1.91e-112.12e-01-0.1917
64798DEPTORGSM6177622_NYU_UCEC3_lib2_lib2HumanEndometriumEEC1.14e-041.61e-01-0.1916
64798DEPTORHCC1_MengHumanLiverHCC1.12e-461.32e-010.0246
64798DEPTORHCC2_MengHumanLiverHCC5.23e-131.21e-010.0107
64798DEPTORS014HumanLiverHCC1.84e-157.00e-010.2254
64798DEPTORS015HumanLiverHCC1.89e-147.80e-010.2375
64798DEPTORS016HumanLiverHCC7.21e-206.80e-010.2243
64798DEPTORHTA12-25-1HumanPancreasPDAC3.63e-066.05e-010.313
64798DEPTORHTA12-26-1HumanPancreasPDAC3.25e-136.86e-010.3728
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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
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
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:200123316EndometriumAEHregulation of apoptotic signaling pathway86/2100356/187232.97e-124.95e-1086
GO:003253510EndometriumAEHregulation of cellular component size78/2100383/187231.10e-075.29e-0678
GO:009719116EndometriumAEHextrinsic apoptotic signaling pathway49/2100219/187231.58e-064.94e-0549
GO:200123616EndometriumAEHregulation of extrinsic apoptotic signaling pathway37/2100151/187233.17e-068.69e-0537
GO:004593616EndometriumAEHnegative regulation of phosphate metabolic process77/2100441/187235.13e-058.25e-0477
GO:001056316EndometriumAEHnegative regulation of phosphorus metabolic process77/2100442/187235.54e-058.79e-0477
GO:00083616EndometriumAEHregulation of cell size38/2100181/187239.69e-051.40e-0338
GO:005134816EndometriumAEHnegative regulation of transferase activity51/2100268/187231.06e-041.52e-0351
GO:000193315EndometriumAEHnegative regulation of protein phosphorylation60/2100342/187232.89e-043.31e-0360
GO:004232615EndometriumAEHnegative regulation of phosphorylation65/2100385/187234.93e-045.06e-0365
GO:003367310EndometriumAEHnegative regulation of kinase activity40/2100237/187235.47e-033.38e-0240
GO:000646915EndometriumAEHnegative regulation of protein kinase activity36/2100212/187237.35e-034.18e-0236
GO:200123317EndometriumEECregulation of apoptotic signaling pathway91/2168356/187231.31e-133.28e-1191
GO:003253516EndometriumEECregulation of cellular component size79/2168383/187231.98e-078.93e-0679
GO:009719117EndometriumEECextrinsic apoptotic signaling pathway52/2168219/187232.91e-071.20e-0552
GO:200123617EndometriumEECregulation of extrinsic apoptotic signaling pathway40/2168151/187233.33e-071.33e-0540
GO:000836111EndometriumEECregulation of cell size39/2168181/187238.72e-051.24e-0339
GO:005134817EndometriumEECnegative regulation of transferase activity52/2168268/187231.23e-041.64e-0352
GO:004593617EndometriumEECnegative regulation of phosphate metabolic process77/2168441/187231.45e-041.87e-0377
GO:001056317EndometriumEECnegative regulation of phosphorus metabolic process77/2168442/187231.56e-041.97e-0377
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa0414021LiverHCCAutophagy - animal99/4020141/84653.08e-084.70e-072.61e-0799
hsa041502LiverHCCmTOR signaling pathway95/4020156/84654.70e-041.99e-031.11e-0395
hsa0414031LiverHCCAutophagy - animal99/4020141/84653.08e-084.70e-072.61e-0799
hsa0415011LiverHCCmTOR signaling pathway95/4020156/84654.70e-041.99e-031.11e-0395
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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
DEPTORSNVMissense_Mutationc.485N>Cp.Glu162Alap.E162AQ8TB45protein_codingtolerated(0.29)benign(0.068)TCGA-A8-A09Z-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
DEPTORinsertionNonsense_Mutationnovelc.658_659insTTTCAAAATAAGAAGTTATTTTGGTTTTTTCTGAGp.Asn220IlefsTer4p.N220Ifs*4Q8TB45protein_codingTCGA-A2-A0CP-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycytoxanSD
DEPTORinsertionNonsense_Mutationnovelc.953_954insACTATGTTGAGTACTCAGAAAAGTTCACTAGCATTATTp.Leu320CysfsTer2p.L320Cfs*2Q8TB45protein_codingTCGA-AN-A0FN-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
DEPTORSNVMissense_Mutationrs149224142c.196N>Ap.Ala66Thrp.A66TQ8TB45protein_codingdeleterious(0)probably_damaging(0.953)TCGA-VS-A94Z-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
DEPTORSNVMissense_Mutationc.987N>Tp.Lys329Asnp.K329NQ8TB45protein_codingdeleterious(0)probably_damaging(0.96)TCGA-AA-3984-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
DEPTORSNVMissense_Mutationc.393N>Tp.Lys131Asnp.K131NQ8TB45protein_codingdeleterious(0.04)possibly_damaging(0.567)TCGA-CM-6674-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownSD
DEPTORSNVMissense_Mutationrs147092773c.974N>Tp.Pro325Leup.P325LQ8TB45protein_codingdeleterious(0)possibly_damaging(0.746)TCGA-G4-6309-01Colorectumcolon adenocarcinomaFemale<65III/IVChemotherapyxelodaPD
DEPTORSNVMissense_Mutationnovelc.794G>Ap.Ser265Asnp.S265NQ8TB45protein_codingtolerated(0.25)benign(0.15)TCGA-EI-6917-01Colorectumrectum adenocarcinomaMale<65III/IVChemotherapy5fluorouracil+oxaciplatina+l-folinianSD
DEPTORSNVMissense_Mutationnovelc.170N>Cp.Leu57Prop.L57PQ8TB45protein_codingdeleterious(0)probably_damaging(0.999)TCGA-F5-6814-01Colorectumrectum adenocarcinomaMale<65I/IIUnknownUnknownSD
DEPTORdeletionFrame_Shift_Delc.897delNp.Pro301LeufsTer10p.P301Lfs*10Q8TB45protein_codingTCGA-CK-4951-01Colorectumcolon adenocarcinomaFemale>=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
64798DEPTORKINASEinhibitorOSI-027OSI-027
64798DEPTORKINASEinhibitorAZD8055AZD-8055
64798DEPTORKINASEinhibitorMLN0128SAPANISERTIB
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