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: DPY19L4

Gene summary for DPY19L4

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

DPY19L4

Gene ID

286148

Gene namedpy-19 like 4
Gene AliasDPY19L4
Cytomap8q22.1
Gene Typeprotein-coding
GO ID

GO:0006464

UniProtAcc

A0A024R9F2


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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
286148DPY19L4LZE4THumanEsophagusESCC4.47e-101.46e-010.0811
286148DPY19L4LZE7THumanEsophagusESCC5.11e-047.15e-020.0667
286148DPY19L4LZE8THumanEsophagusESCC4.57e-053.90e-020.067
286148DPY19L4LZE24THumanEsophagusESCC1.61e-071.67e-010.0596
286148DPY19L4P1T-EHumanEsophagusESCC5.94e-061.54e-010.0875
286148DPY19L4P2T-EHumanEsophagusESCC2.06e-173.13e-010.1177
286148DPY19L4P4T-EHumanEsophagusESCC1.15e-123.10e-010.1323
286148DPY19L4P5T-EHumanEsophagusESCC2.46e-085.05e-020.1327
286148DPY19L4P8T-EHumanEsophagusESCC1.23e-142.96e-010.0889
286148DPY19L4P9T-EHumanEsophagusESCC2.53e-088.35e-020.1131
286148DPY19L4P10T-EHumanEsophagusESCC3.48e-212.28e-010.116
286148DPY19L4P11T-EHumanEsophagusESCC3.05e-072.17e-010.1426
286148DPY19L4P12T-EHumanEsophagusESCC1.22e-142.03e-010.1122
286148DPY19L4P15T-EHumanEsophagusESCC1.83e-102.41e-010.1149
286148DPY19L4P16T-EHumanEsophagusESCC1.04e-194.67e-010.1153
286148DPY19L4P20T-EHumanEsophagusESCC6.93e-181.97e-010.1124
286148DPY19L4P21T-EHumanEsophagusESCC6.30e-183.82e-010.1617
286148DPY19L4P22T-EHumanEsophagusESCC9.67e-151.86e-010.1236
286148DPY19L4P23T-EHumanEsophagusESCC2.98e-102.95e-010.108
286148DPY19L4P24T-EHumanEsophagusESCC3.44e-091.27e-010.1287
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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
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
SkinThe 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.AK: Actinic keratosis
cSCC: Cutaneous squamous cell carcinoma
SCCIS:squamous cell carcinoma in situ
∗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:00091002EsophagusESCCglycoprotein metabolic process226/8552387/187232.64e-073.94e-06226
GO:00700854EsophagusESCCglycosylation144/8552240/187235.12e-065.38e-05144
GO:00064865EsophagusESCCprotein glycosylation135/8552226/187231.36e-051.24e-04135
GO:00434135EsophagusESCCmacromolecule glycosylation135/8552226/187231.36e-051.24e-04135
GO:00091012EsophagusESCCglycoprotein biosynthetic process181/8552317/187232.54e-052.15e-04181
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: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
DPY19L4SNVMissense_Mutationc.93C>Gp.Ile31Metp.I31MQ7Z388protein_codingtolerated(0.11)benign(0.062)TCGA-A1-A0SI-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
DPY19L4SNVMissense_Mutationnovelc.1904N>Ap.Ser635Tyrp.S635YQ7Z388protein_codingdeleterious(0)probably_damaging(0.929)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
DPY19L4SNVMissense_Mutationc.1732N>Ap.Ala578Thrp.A578TQ7Z388protein_codingtolerated(0.52)benign(0.433)TCGA-AR-A0TV-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
DPY19L4SNVMissense_Mutationc.397N>Cp.Ala133Prop.A133PQ7Z388protein_codingtolerated(0.09)probably_damaging(0.929)TCGA-BH-A0DL-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycytoxanCR
DPY19L4SNVMissense_Mutationc.437N>Cp.Ser146Thrp.S146TQ7Z388protein_codingdeleterious(0)probably_damaging(0.995)TCGA-E2-A159-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycyclophosphamideSD
DPY19L4SNVMissense_Mutationc.1948N>Ap.Glu650Lysp.E650KQ7Z388protein_codingdeleterious(0)probably_damaging(0.989)TCGA-GM-A3NW-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyfluorouracilSD
DPY19L4SNVMissense_Mutationc.1556N>Ap.Thr519Asnp.T519NQ7Z388protein_codingtolerated(0.4)benign(0.242)TCGA-EA-A411-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
DPY19L4SNVMissense_Mutationc.85G>Ap.Glu29Lysp.E29KQ7Z388protein_codingtolerated(0.14)benign(0)TCGA-UC-A7PF-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
DPY19L4SNVMissense_Mutationc.916N>Cp.Tyr306Hisp.Y306HQ7Z388protein_codingtolerated(0.43)probably_damaging(0.998)TCGA-AA-3811-01Colorectumcolon adenocarcinomaFemale>=65III/IVUnknownUnknownPD
DPY19L4SNVMissense_Mutationrs745462309c.1433C>Ap.Ser478Tyrp.S478YQ7Z388protein_codingtolerated(1)benign(0.012)TCGA-AA-A00N-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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