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: PRMT5

Gene summary for PRMT5

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

PRMT5

Gene ID

10419

Gene nameprotein arginine methyltransferase 5
Gene AliasHRMT1L5
Cytomap14q11.2
Gene Typeprotein-coding
GO ID

GO:0000165

UniProtAcc

O14744


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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
10419PRMT5LZE2THumanEsophagusESCC3.34e-055.64e-010.082
10419PRMT5LZE4THumanEsophagusESCC5.71e-132.47e-010.0811
10419PRMT5LZE7THumanEsophagusESCC7.92e-031.25e-010.0667
10419PRMT5LZE8THumanEsophagusESCC2.37e-061.45e-010.067
10419PRMT5LZE24THumanEsophagusESCC1.15e-103.38e-010.0596
10419PRMT5LZE21THumanEsophagusESCC5.56e-045.33e-010.0655
10419PRMT5LZE6THumanEsophagusESCC1.73e-022.08e-010.0845
10419PRMT5P2T-EHumanEsophagusESCC7.49e-264.97e-010.1177
10419PRMT5P4T-EHumanEsophagusESCC2.24e-216.17e-010.1323
10419PRMT5P5T-EHumanEsophagusESCC3.96e-327.55e-010.1327
10419PRMT5P8T-EHumanEsophagusESCC3.02e-234.52e-010.0889
10419PRMT5P9T-EHumanEsophagusESCC3.59e-122.62e-010.1131
10419PRMT5P10T-EHumanEsophagusESCC6.85e-385.31e-010.116
10419PRMT5P11T-EHumanEsophagusESCC1.03e-135.30e-010.1426
10419PRMT5P12T-EHumanEsophagusESCC3.65e-471.09e+000.1122
10419PRMT5P15T-EHumanEsophagusESCC1.45e-429.96e-010.1149
10419PRMT5P16T-EHumanEsophagusESCC1.42e-336.11e-010.1153
10419PRMT5P17T-EHumanEsophagusESCC3.61e-094.33e-010.1278
10419PRMT5P19T-EHumanEsophagusESCC4.02e-057.46e-010.1662
10419PRMT5P20T-EHumanEsophagusESCC2.26e-152.36e-010.1124
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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:0022613111EsophagusESCCribonucleoprotein complex biogenesis365/8552463/187231.74e-491.11e-45365
GO:0008380111EsophagusESCCRNA splicing336/8552434/187231.74e-423.67e-39336
GO:0000375111EsophagusESCCRNA splicing, via transesterification reactions248/8552324/187233.05e-301.49e-27248
GO:0000377111EsophagusESCCRNA splicing, via transesterification reactions with bulged adenosine as nucleophile244/8552320/187232.52e-291.07e-26244
GO:0000398111EsophagusESCCmRNA splicing, via spliceosome244/8552320/187232.52e-291.07e-26244
GO:001657015EsophagusESCChistone modification323/8552463/187232.61e-267.88e-24323
GO:014001414EsophagusESCCmitotic nuclear division218/8552287/187236.17e-261.78e-23218
GO:0071826111EsophagusESCCribonucleoprotein complex subunit organization166/8552227/187232.94e-172.42e-15166
GO:000734615EsophagusESCCregulation of mitotic cell cycle293/8552457/187238.00e-165.64e-14293
GO:0022618111EsophagusESCCribonucleoprotein complex assembly159/8552220/187238.19e-165.71e-14159
GO:0072331111EsophagusESCCsignal transduction by p53 class mediator121/8552163/187239.61e-144.69e-12121
GO:005105215EsophagusESCCregulation of DNA metabolic process232/8552359/187232.40e-131.13e-11232
GO:00482853EsophagusESCCorganelle fission301/8552488/187234.64e-132.12e-11301
GO:0048732111EsophagusESCCgland development269/8552436/187237.81e-122.95e-10269
GO:00002802EsophagusESCCnuclear division270/8552439/187231.17e-114.24e-10270
GO:00434143EsophagusESCCmacromolecule methylation199/8552316/187233.44e-109.57e-09199
GO:00322592EsophagusESCCmethylation222/8552364/187232.26e-095.09e-08222
GO:1901796111EsophagusESCCregulation of signal transduction by p53 class mediator70/855293/187235.69e-091.18e-0770
GO:00070883EsophagusESCCregulation of mitotic nuclear division78/8552110/187236.96e-081.21e-0678
GO:0061008110EsophagusESCChepaticobiliary system development98/8552150/187238.91e-071.15e-0598
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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
PRMT5SNVMissense_Mutationnovelc.17N>Gp.Val6Glyp.V6GO14744protein_codingdeleterious_low_confidence(0.02)benign(0.018)TCGA-A2-A0EQ-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinSD
PRMT5SNVMissense_Mutationc.31N>Tp.Gly11Trpp.G11WO14744protein_codingdeleterious(0.02)probably_damaging(0.914)TCGA-A7-A13E-01Breastbreast invasive carcinomaFemale<65I/IITargeted Molecular therapybevacizumabPD
PRMT5SNVMissense_Mutationnovelc.646N>Tp.His216Tyrp.H216YO14744protein_codingdeleterious(0.03)benign(0.37)TCGA-A8-A09X-01Breastbreast invasive carcinomaFemale<65III/IVUnknownUnknownSD
PRMT5SNVMissense_Mutationc.1582N>Tp.Pro528Serp.P528SO14744protein_codingtolerated(0.86)benign(0.005)TCGA-BH-A0HX-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadrimycinSD
PRMT5SNVMissense_Mutationc.944T>Cp.Leu315Prop.L315PO14744protein_codingdeleterious(0)probably_damaging(1)TCGA-BH-A18G-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
PRMT5SNVMissense_Mutationc.115N>Cp.Asp39Hisp.D39HO14744protein_codingdeleterious(0.02)benign(0.188)TCGA-E2-A14P-01Breastbreast invasive carcinomaFemale>=65III/IVTargeted Molecular therapytrastuzumabSD
PRMT5insertionNonsense_Mutationnovelc.1410_1411insAGTGCTCAATGAATGGAGATCTp.Phe471SerfsTer4p.F471Sfs*4O14744protein_codingTCGA-A2-A0EO-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapytamoxiphenSD
PRMT5insertionNonsense_Mutationnovelc.1408_1409insAGATTTATGGGGGGCp.Ser470delinsTerp.S470delins*O14744protein_codingTCGA-A2-A0EO-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapytamoxiphenSD
PRMT5insertionFrame_Shift_Insnovelc.1223_1224insTATATp.Glu408AspfsTer8p.E408Dfs*8O14744protein_codingTCGA-A8-A095-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapy5-fluorouracilCR
PRMT5insertionFrame_Shift_Insnovelc.1221_1222insAATATTGTGTTGTATATGGCTTTGCTTAAACGp.Glu408AsnfsTer17p.E408Nfs*17O14744protein_codingTCGA-A8-A095-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapy5-fluorouracilCR
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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
10419PRMT5ENZYME, METHYL TRANSFERASEinhibitor336446913
10419PRMT5ENZYME, METHYL TRANSFERASEinhibitor252166500
10419PRMT5ENZYME, METHYL TRANSFERASEinhibitor310264735
10419PRMT5ENZYME, METHYL TRANSFERASEinhibitor252166499
10419PRMT5ENZYME, METHYL TRANSFERASEinhibitor252166606
10419PRMT5ENZYME, METHYL TRANSFERASEGSK3326595
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