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: PRR7

Gene summary for PRR7

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

PRR7

Gene ID

80758

Gene nameproline rich 7, synaptic
Gene AliasPRR7
Cytomap5q35.3
Gene Typeprotein-coding
GO ID

GO:0001775

UniProtAcc

A0A024R7R8


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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
80758PRR7LZE2THumanEsophagusESCC8.02e-032.76e-010.082
80758PRR7LZE24THumanEsophagusESCC1.07e-082.91e-010.0596
80758PRR7LZE21THumanEsophagusESCC1.22e-114.17e-010.0655
80758PRR7P1T-EHumanEsophagusESCC7.37e-102.27e-010.0875
80758PRR7P2T-EHumanEsophagusESCC4.22e-417.23e-010.1177
80758PRR7P4T-EHumanEsophagusESCC9.17e-285.63e-010.1323
80758PRR7P5T-EHumanEsophagusESCC6.71e-377.03e-010.1327
80758PRR7P9T-EHumanEsophagusESCC1.25e-087.56e-020.1131
80758PRR7P10T-EHumanEsophagusESCC2.88e-112.39e-010.116
80758PRR7P11T-EHumanEsophagusESCC6.46e-134.70e-010.1426
80758PRR7P12T-EHumanEsophagusESCC7.58e-346.94e-010.1122
80758PRR7P15T-EHumanEsophagusESCC8.91e-335.93e-010.1149
80758PRR7P16T-EHumanEsophagusESCC1.21e-407.30e-010.1153
80758PRR7P17T-EHumanEsophagusESCC7.17e-103.96e-010.1278
80758PRR7P19T-EHumanEsophagusESCC4.38e-054.86e-010.1662
80758PRR7P20T-EHumanEsophagusESCC1.53e-204.36e-010.1124
80758PRR7P21T-EHumanEsophagusESCC7.70e-346.64e-010.1617
80758PRR7P22T-EHumanEsophagusESCC1.21e-507.62e-010.1236
80758PRR7P23T-EHumanEsophagusESCC2.00e-193.81e-010.108
80758PRR7P24T-EHumanEsophagusESCC1.64e-173.65e-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:1903320111EsophagusESCCregulation of protein modification by small protein conjugation or removal181/8552242/187231.80e-202.60e-18181
GO:0045862111EsophagusESCCpositive regulation of proteolysis256/8552372/187237.88e-209.43e-18256
GO:0031396111EsophagusESCCregulation of protein ubiquitination154/8552210/187232.70e-162.04e-14154
GO:2000116111EsophagusESCCregulation of cysteine-type endopeptidase activity158/8552235/187231.67e-115.90e-10158
GO:0043281111EsophagusESCCregulation of cysteine-type endopeptidase activity involved in apoptotic process143/8552209/187232.12e-117.31e-10143
GO:0010952111EsophagusESCCpositive regulation of peptidase activity133/8552197/187234.31e-101.14e-08133
GO:0052547111EsophagusESCCregulation of peptidase activity275/8552461/187237.54e-101.88e-08275
GO:0031397111EsophagusESCCnegative regulation of protein ubiquitination63/855283/187231.87e-083.65e-0763
GO:0052548111EsophagusESCCregulation of endopeptidase activity253/8552432/187233.68e-086.78e-07253
GO:1903321111EsophagusESCCnegative regulation of protein modification by small protein conjugation or removal69/855295/187238.54e-081.44e-0669
GO:0010950111EsophagusESCCpositive regulation of endopeptidase activity116/8552179/187231.77e-072.79e-06116
GO:0043280110EsophagusESCCpositive regulation of cysteine-type endopeptidase activity involved in apoptotic process84/8552129/187236.38e-066.55e-0584
GO:2001056110EsophagusESCCpositive regulation of cysteine-type endopeptidase activity94/8552148/187238.87e-068.59e-0594
GO:20012675EsophagusESCCregulation of cysteine-type endopeptidase activity involved in apoptotic signaling pathway15/855216/187237.15e-055.38e-0415
GO:004211018EsophagusESCCT cell activation256/8552487/187231.18e-035.87e-03256
GO:19031317EsophagusESCCmononuclear cell differentiation226/8552426/187231.20e-035.88e-03226
GO:2001269EsophagusESCCpositive regulation of cysteine-type endopeptidase activity involved in apoptotic signaling pathway9/855210/187235.09e-031.92e-029
GO:00302176EsophagusESCCT cell differentiation137/8552257/187238.09e-032.87e-02137
GO:00300984EsophagusESCClymphocyte differentiation192/8552374/187231.52e-024.93e-02192
GO:004586212LiverCirrhoticpositive regulation of proteolysis163/4634372/187234.18e-165.14e-14163
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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
PRR7SNVMissense_Mutationc.142N>Cp.Glu48Glnp.E48QQ8TB68protein_codingdeleterious(0)probably_damaging(0.999)TCGA-C5-A1MK-01Cervixcervical & endocervical cancerFemale>=65III/IVChemotherapycarboplatinPD
PRR7SNVMissense_Mutationnovelc.710N>Ap.Arg237Hisp.R237HQ8TB68protein_codingdeleterious(0.03)benign(0.32)TCGA-85-8354-01Lunglung squamous cell carcinomaMale<65I/IIUnknownUnknownSD
PRR7SNVMissense_Mutationnovelc.661N>Tp.Arg221Trpp.R221WQ8TB68protein_codingdeleterious(0)benign(0.378)TCGA-94-7943-01Lunglung squamous cell carcinomaMale>=65I/IIUnknownUnknownPD
PRR7SNVMissense_Mutationnovelc.608C>Ap.Pro203Glnp.P203QQ8TB68protein_codingdeleterious(0.01)benign(0.015)TCGA-CR-7390-01Oral cavityhead & neck squamous cell carcinomaMale>=65I/IIUnknownUnknownSD
PRR7SNVMissense_Mutationnovelc.502N>Ap.Glu168Lysp.E168KQ8TB68protein_codingdeleterious(0)possibly_damaging(0.689)TCGA-T2-A6X2-01Oral cavityhead & neck squamous cell carcinomaMale>=65III/IVUnknownUnknownSD
PRR7SNVMissense_Mutationnovelc.38N>Tp.Cys13Phep.C13FQ8TB68protein_codingdeleterious(0)probably_damaging(0.97)TCGA-D7-A6EV-01Stomachstomach adenocarcinomaFemale>=65I/IIUnknownUnknownSD
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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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