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: DPY19L1

Gene summary for DPY19L1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

DPY19L1

Gene ID

23333

Gene namedpy-19 like C-mannosyltransferase 1
Gene AliasDPY19L1
Cytomap7p14.2
Gene Typeprotein-coding
GO ID

GO:0006464

UniProtAcc

Q2PZI1


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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
23333DPY19L1HCC1_MengHumanLiverHCC3.17e-11-3.87e-030.0246
23333DPY19L1HCC2_MengHumanLiverHCC3.19e-221.99e-010.0107
23333DPY19L1HCC2HumanLiverHCC6.60e-031.34e+000.5341
23333DPY19L1S014HumanLiverHCC1.40e-022.97e-010.2254
23333DPY19L1S015HumanLiverHCC1.38e-095.14e-010.2375
23333DPY19L1S027HumanLiverHCC1.64e-023.88e-010.2446
23333DPY19L1S028HumanLiverHCC1.88e-094.70e-010.2503
23333DPY19L1S029HumanLiverHCC2.38e-104.99e-010.2581
23333DPY19L1RNA-P17T-P17T-2HumanLungIAC2.46e-022.33e-010.3371
23333DPY19L1RNA-P3T-P3T-1HumanLungIAC2.20e-023.88e-010.1829
23333DPY19L1RNA-P3T-P3T-2HumanLungIAC1.65e-023.35e-010.1835
23333DPY19L1RNA-P3T-P3T-4HumanLungIAC2.39e-034.11e-010.1859
23333DPY19L1RNA-P6T2-P6T2-1HumanLungIAC1.28e-217.26e-01-0.0166
23333DPY19L1RNA-P6T2-P6T2-2HumanLungIAC3.86e-307.83e-01-0.0132
23333DPY19L1RNA-P6T2-P6T2-3HumanLungIAC2.98e-287.14e-01-0.013
23333DPY19L1RNA-P6T2-P6T2-4HumanLungIAC2.97e-196.71e-01-0.0121
23333DPY19L1RNA-P7T1-P7T1-2HumanLungAIS6.02e-034.49e-01-0.0876
23333DPY19L1RNA-P7T1-P7T1-4HumanLungAIS1.48e-034.62e-01-0.0809
23333DPY19L1C04HumanOral cavityOSCC9.12e-042.52e-010.2633
23333DPY19L1C21HumanOral cavityOSCC2.27e-041.95e-010.2678
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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
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
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
∗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:00064862LiverHCCprotein glycosylation122/7958226/187233.11e-042.21e-03122
GO:00434132LiverHCCmacromolecule glycosylation122/7958226/187233.11e-042.21e-03122
GO:00700852LiverHCCglycosylation128/7958240/187234.35e-042.92e-03128
GO:0009100LiverHCCglycoprotein metabolic process193/7958387/187231.89e-039.62e-03193
GO:00064863LungAISprotein glycosylation35/1849226/187234.93e-034.27e-0235
GO:00434133LungAISmacromolecule glycosylation35/1849226/187234.93e-034.27e-0235
GO:00091001Oral cavityOSCCglycoprotein metabolic process185/7305387/187232.37e-041.54e-03185
GO:00091011Oral cavityOSCCglycoprotein biosynthetic process151/7305317/187231.01e-035.26e-03151
GO:00064864Oral cavityOSCCprotein glycosylation111/7305226/187231.22e-036.10e-03111
GO:00434134Oral cavityOSCCmacromolecule glycosylation111/7305226/187231.22e-036.10e-03111
GO:00700853Oral cavityOSCCglycosylation117/7305240/187231.29e-036.42e-03117
GO:007008511Oral cavityLPglycosylation77/4623240/187235.60e-033.38e-0277
GO:000648611Oral cavityLPprotein glycosylation73/4623226/187235.72e-033.44e-0273
GO:004341311Oral cavityLPmacromolecule glycosylation73/4623226/187235.72e-033.44e-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
DPY19L1SNVMissense_Mutationc.791C>Ap.Thr264Asnp.T264NQ2PZI1protein_codingdeleterious(0)probably_damaging(0.997)TCGA-A8-A07W-01Breastbreast invasive carcinomaFemale>=65III/IVHormone TherapyexemestaneSD
DPY19L1SNVMissense_Mutationc.1862N>Ap.Arg621Lysp.R621KQ2PZI1protein_codingtolerated(0.32)possibly_damaging(0.76)TCGA-AC-A23C-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapychemoCR
DPY19L1SNVMissense_Mutationc.1771N>Gp.Met591Valp.M591VQ2PZI1protein_codingtolerated(0.38)probably_damaging(0.949)TCGA-BH-A18G-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
DPY19L1SNVMissense_Mutationnovelc.100N>Ap.His34Asnp.H34NQ2PZI1protein_codingtolerated(0.17)probably_damaging(0.988)TCGA-D8-A1XU-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
DPY19L1SNVMissense_Mutationc.157N>Tp.Thr53Serp.T53SQ2PZI1protein_codingtolerated(0.41)benign(0.109)TCGA-E2-A14W-01Breastbreast invasive carcinomaMale>=65I/IIChemotherapycytoxanSD
DPY19L1insertionIn_Frame_Insnovelc.361_362insGACAGGAAGGAAAAATTAAGTGCTTAGAACTTCp.Thr121delinsArgGlnGluGlyLysIleLysCysLeuGluLeuProp.T121delinsRQEGKIKCLELPQ2PZI1protein_codingTCGA-AN-A03X-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
DPY19L1SNVMissense_Mutationrs200053924c.1951N>Ap.Val651Metp.V651MQ2PZI1protein_codingtolerated(0.22)possibly_damaging(0.897)TCGA-C5-A3HE-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownPD
DPY19L1SNVMissense_Mutationnovelc.740C>Tp.Ser247Phep.S247FQ2PZI1protein_codingtolerated(0.13)probably_damaging(0.996)TCGA-DS-A1OB-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycarboplatinPD
DPY19L1SNVMissense_Mutationnovelc.541N>Ap.Leu181Ilep.L181IQ2PZI1protein_codingtolerated(0.12)probably_damaging(0.992)TCGA-EA-A3HU-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
DPY19L1SNVMissense_Mutationc.124N>Ap.Phe42Ilep.F42IQ2PZI1protein_codingdeleterious(0)probably_damaging(0.994)TCGA-A6-4105-01Colorectumcolon adenocarcinomaMale>=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
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