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: PRMT7

Gene summary for PRMT7

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

PRMT7

Gene ID

54496

Gene nameprotein arginine methyltransferase 7
Gene AliasSBIDDS
Cytomap16q22.1
Gene Typeprotein-coding
GO ID

GO:0000003

UniProtAcc

Q9NVM4


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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
54496PRMT7LZE4THumanEsophagusESCC3.91e-082.00e-010.0811
54496PRMT7LZE7THumanEsophagusESCC6.08e-085.17e-010.0667
54496PRMT7LZE8THumanEsophagusESCC7.15e-081.90e-010.067
54496PRMT7LZE24THumanEsophagusESCC2.20e-052.20e-010.0596
54496PRMT7LZE21THumanEsophagusESCC2.31e-031.74e-010.0655
54496PRMT7P1T-EHumanEsophagusESCC6.07e-123.66e-010.0875
54496PRMT7P2T-EHumanEsophagusESCC2.32e-215.47e-010.1177
54496PRMT7P4T-EHumanEsophagusESCC1.99e-122.59e-010.1323
54496PRMT7P5T-EHumanEsophagusESCC3.91e-101.33e-010.1327
54496PRMT7P8T-EHumanEsophagusESCC3.99e-182.83e-010.0889
54496PRMT7P9T-EHumanEsophagusESCC6.93e-045.48e-020.1131
54496PRMT7P10T-EHumanEsophagusESCC6.06e-071.29e-010.116
54496PRMT7P11T-EHumanEsophagusESCC2.25e-103.57e-010.1426
54496PRMT7P12T-EHumanEsophagusESCC1.12e-132.15e-010.1122
54496PRMT7P15T-EHumanEsophagusESCC1.15e-121.71e-010.1149
54496PRMT7P16T-EHumanEsophagusESCC4.36e-112.10e-010.1153
54496PRMT7P17T-EHumanEsophagusESCC1.96e-021.42e-010.1278
54496PRMT7P19T-EHumanEsophagusESCC1.13e-022.50e-010.1662
54496PRMT7P20T-EHumanEsophagusESCC5.15e-112.24e-010.1124
54496PRMT7P21T-EHumanEsophagusESCC1.98e-142.51e-010.1617
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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
∗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:0051098111EsophagusESCCregulation of binding251/8552363/187236.73e-208.46e-18251
GO:0071826111EsophagusESCCribonucleoprotein complex subunit organization166/8552227/187232.94e-172.42e-15166
GO:0022618111EsophagusESCCribonucleoprotein complex assembly159/8552220/187238.19e-165.71e-14159
GO:004339320EsophagusESCCregulation of protein binding135/8552196/187233.69e-111.22e-09135
GO:00434143EsophagusESCCmacromolecule methylation199/8552316/187233.44e-109.57e-09199
GO:00322592EsophagusESCCmethylation222/8552364/187232.26e-095.09e-08222
GO:00400295EsophagusESCCregulation of gene expression, epigenetic74/8552105/187232.24e-073.42e-0674
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:00003875EsophagusESCCspliceosomal snRNP assembly32/855250/187236.90e-032.52e-0232
GO:0006304EsophagusESCCDNA modification68/8552120/187239.95e-033.42e-0268
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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
PRMT7SNVMissense_Mutationc.1730C>Gp.Pro577Argp.P577RQ9NVM4protein_codingdeleterious(0)possibly_damaging(0.675)TCGA-AN-A0XR-01Breastbreast invasive carcinomaFemale<65III/IVUnknownUnknownSD
PRMT7SNVMissense_Mutationnovelc.283G>Tp.Val95Phep.V95FQ9NVM4protein_codingdeleterious(0.01)possibly_damaging(0.786)TCGA-E9-A1RE-01Breastbreast invasive carcinomaFemale>=65III/IVHormone TherapytamoxiphenSD
PRMT7SNVMissense_Mutationc.1359C>Gp.Asn453Lysp.N453KQ9NVM4protein_codingtolerated(1)benign(0)TCGA-EW-A1PB-01Breastbreast invasive carcinomaFemale>=65III/IVUnknownUnknownSD
PRMT7SNVMissense_Mutationc.1145T>Cp.Ile382Thrp.I382TQ9NVM4protein_codingdeleterious(0)benign(0.25)TCGA-4N-A93T-01Colorectumcolon adenocarcinomaMale>=65III/IVChemotherapyxelodaSD
PRMT7SNVMissense_Mutationc.134N>Gp.Asn45Serp.N45SQ9NVM4protein_codingdeleterious(0)probably_damaging(1)TCGA-AA-A010-01Colorectumcolon adenocarcinomaFemale<65I/IIChemotherapyfolinicCR
PRMT7SNVMissense_Mutationrs200159195c.1372N>Tp.Arg458Trpp.R458WQ9NVM4protein_codingdeleterious(0.01)possibly_damaging(0.586)TCGA-AD-6889-01Colorectumcolon adenocarcinomaMale>=65I/IIChemotherapyxelodaPD
PRMT7SNVMissense_Mutationrs369694606c.1246G>Ap.Val416Metp.V416MQ9NVM4protein_codingtolerated(0.31)benign(0.014)TCGA-AZ-6601-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownPD
PRMT7SNVMissense_Mutationc.507A>Cp.Glu169Aspp.E169DQ9NVM4protein_codingtolerated(0.18)benign(0.003)TCGA-CA-6718-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownPD
PRMT7SNVMissense_Mutationc.1058C>Ap.Pro353Hisp.P353HQ9NVM4protein_codingtolerated(0.11)benign(0.132)TCGA-CK-4951-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownPD
PRMT7SNVMissense_Mutationc.1850N>Gp.Tyr617Cysp.Y617CQ9NVM4protein_codingdeleterious(0)possibly_damaging(0.738)TCGA-F4-6856-01Colorectumcolon adenocarcinomaMale<65I/IIAncillaryleucovorinCR
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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
54496PRMT7ENZYME, METHYL TRANSFERASEinhibitor252166606
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