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: DPY30

Gene summary for DPY30

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

DPY30

Gene ID

84661

Gene namedpy-30 histone methyltransferase complex regulatory subunit
Gene AliasCps25
Cytomap2p22.3
Gene Typeprotein-coding
GO ID

GO:0006464

UniProtAcc

Q9C005


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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
84661DPY30LZE4THumanEsophagusESCC5.43e-155.69e-010.0811
84661DPY30LZE7THumanEsophagusESCC1.72e-121.08e+000.0667
84661DPY30LZE8THumanEsophagusESCC7.66e-093.17e-010.067
84661DPY30LZE20THumanEsophagusESCC4.06e-053.24e-010.0662
84661DPY30LZE22D1HumanEsophagusHGIN3.19e-055.13e-020.0595
84661DPY30LZE24THumanEsophagusESCC4.81e-188.29e-010.0596
84661DPY30LZE21THumanEsophagusESCC1.96e-045.87e-010.0655
84661DPY30LZE6THumanEsophagusESCC1.50e-141.02e+000.0845
84661DPY30P1T-EHumanEsophagusESCC3.03e-066.90e-010.0875
84661DPY30P2T-EHumanEsophagusESCC3.66e-621.21e+000.1177
84661DPY30P4T-EHumanEsophagusESCC3.76e-421.25e+000.1323
84661DPY30P5T-EHumanEsophagusESCC4.78e-469.07e-010.1327
84661DPY30P8T-EHumanEsophagusESCC7.77e-368.15e-010.0889
84661DPY30P9T-EHumanEsophagusESCC2.03e-225.93e-010.1131
84661DPY30P10T-EHumanEsophagusESCC3.24e-469.47e-010.116
84661DPY30P11T-EHumanEsophagusESCC2.02e-181.09e+000.1426
84661DPY30P12T-EHumanEsophagusESCC1.48e-389.05e-010.1122
84661DPY30P15T-EHumanEsophagusESCC8.35e-421.14e+000.1149
84661DPY30P16T-EHumanEsophagusESCC2.98e-601.21e+000.1153
84661DPY30P17T-EHumanEsophagusESCC9.89e-096.39e-010.1278
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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
ProstateThe 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.BPH: Benign Prostatic Hyperplasia
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
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:00182057EsophagusHGINpeptidyl-lysine modification88/2587376/187232.99e-071.39e-0588
GO:001619710EsophagusHGINendosomal transport57/2587230/187235.74e-061.81e-0457
GO:00165708EsophagusHGINhistone modification92/2587463/187231.70e-043.30e-0392
GO:00349688EsophagusHGINhistone lysine methylation27/2587115/187233.51e-033.24e-0227
GO:00064798EsophagusHGINprotein methylation38/2587181/187235.05e-034.22e-0238
GO:00082138EsophagusHGINprotein alkylation38/2587181/187235.05e-034.22e-0238
GO:00180227EsophagusHGINpeptidyl-lysine methylation29/2587131/187236.22e-034.95e-0229
GO:001657015EsophagusESCChistone modification323/8552463/187232.61e-267.88e-24323
GO:001820514EsophagusESCCpeptidyl-lysine modification259/8552376/187233.90e-205.26e-18259
GO:001619715EsophagusESCCendosomal transport168/8552230/187232.28e-171.93e-15168
GO:00434143EsophagusESCCmacromolecule methylation199/8552316/187233.44e-109.57e-09199
GO:00322592EsophagusESCCmethylation222/8552364/187232.26e-095.09e-08222
GO:000647914EsophagusESCCprotein methylation115/8552181/187239.07e-071.16e-05115
GO:000821314EsophagusESCCprotein alkylation115/8552181/187239.07e-071.16e-05115
GO:00165718EsophagusESCChistone methylation89/8552141/187232.17e-051.87e-0489
GO:003496814EsophagusESCChistone lysine methylation72/8552115/187231.85e-041.18e-0372
GO:001802214EsophagusESCCpeptidyl-lysine methylation79/8552131/187235.17e-042.86e-0379
GO:001619711LiverCirrhoticendosomal transport93/4634230/187231.01e-072.93e-0693
GO:00182051LiverCirrhoticpeptidyl-lysine modification134/4634376/187231.29e-062.59e-05134
GO:001657011LiverCirrhotichistone modification154/4634463/187231.92e-052.57e-04154
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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
DPY30SNVMissense_Mutationc.192N>Gp.Ile64Metp.I64MQ9C005protein_codingdeleterious(0)possibly_damaging(0.714)TCGA-IR-A3LK-01Cervixcervical & endocervical cancerFemale>=65I/IIChemotherapycisplatinPD
DPY30SNVMissense_Mutationc.86G>Ap.Arg29Lysp.R29KQ9C005protein_codingtolerated(0.88)benign(0.015)TCGA-AA-3510-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
DPY30SNVMissense_Mutationc.61N>Cp.Tyr21Hisp.Y21HQ9C005protein_codingtolerated(0.3)benign(0.421)TCGA-AA-3672-01Colorectumcolon adenocarcinomaFemale>=65III/IVUnknownUnknownSD
DPY30SNVMissense_Mutationc.86G>Ap.Arg29Lysp.R29KQ9C005protein_codingtolerated(0.88)benign(0.015)TCGA-AA-A00N-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownPD
DPY30SNVMissense_Mutationc.235N>Cp.Asn79Hisp.N79HQ9C005protein_codingdeleterious(0)possibly_damaging(0.701)TCGA-AA-A010-01Colorectumcolon adenocarcinomaFemale<65I/IIChemotherapyfolinicCR
DPY30SNVMissense_Mutationc.86N>Tp.Arg29Ilep.R29IQ9C005protein_codingdeleterious(0.01)possibly_damaging(0.809)TCGA-A5-A0G2-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVUnknownUnknownSD
DPY30SNVMissense_Mutationc.46N>Cp.Asn16Hisp.N16HQ9C005protein_codingdeleterious(0)possibly_damaging(0.69)TCGA-AP-A056-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
DPY30SNVMissense_Mutationnovelc.175C>Gp.Gln59Glup.Q59EQ9C005protein_codingdeleterious(0.03)benign(0.033)TCGA-98-8021-01Lunglung squamous cell carcinomaFemale>=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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