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: PRR3

Gene summary for PRR3

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

PRR3

Gene ID

80742

Gene nameproline rich 3
Gene AliasCAT56
Cytomap6p21.33
Gene Typeprotein-coding
GO ID

GO:0003674

UniProtAcc

B3KQA4


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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
80742PRR3LZE4THumanEsophagusESCC4.77e-027.59e-020.0811
80742PRR3LZE7THumanEsophagusESCC9.95e-031.72e-010.0667
80742PRR3LZE24THumanEsophagusESCC1.40e-152.29e-010.0596
80742PRR3LZE6THumanEsophagusESCC4.20e-031.64e-010.0845
80742PRR3P1T-EHumanEsophagusESCC1.63e-136.46e-010.0875
80742PRR3P2T-EHumanEsophagusESCC4.08e-254.25e-010.1177
80742PRR3P4T-EHumanEsophagusESCC9.69e-123.97e-010.1323
80742PRR3P5T-EHumanEsophagusESCC2.44e-081.86e-010.1327
80742PRR3P8T-EHumanEsophagusESCC6.37e-121.64e-010.0889
80742PRR3P9T-EHumanEsophagusESCC6.76e-081.45e-010.1131
80742PRR3P10T-EHumanEsophagusESCC7.95e-162.76e-010.116
80742PRR3P11T-EHumanEsophagusESCC4.67e-081.99e-010.1426
80742PRR3P12T-EHumanEsophagusESCC3.94e-213.29e-010.1122
80742PRR3P15T-EHumanEsophagusESCC7.70e-091.68e-010.1149
80742PRR3P16T-EHumanEsophagusESCC9.22e-193.21e-010.1153
80742PRR3P17T-EHumanEsophagusESCC1.51e-083.91e-010.1278
80742PRR3P20T-EHumanEsophagusESCC1.65e-046.46e-020.1124
80742PRR3P21T-EHumanEsophagusESCC8.51e-071.32e-010.1617
80742PRR3P22T-EHumanEsophagusESCC5.59e-204.04e-010.1236
80742PRR3P23T-EHumanEsophagusESCC4.80e-102.12e-010.108
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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:004206010CervixCCwound healing109/2311422/187231.84e-141.57e-11109
GO:00085446CervixCCepidermis development83/2311324/187233.91e-118.54e-0983
GO:00435884CervixCCskin development71/2311263/187238.04e-111.46e-0871
GO:00302164CervixCCkeratinocyte differentiation42/2311139/187231.74e-081.28e-0642
GO:00099137CervixCCepidermal cell differentiation53/2311202/187235.48e-083.25e-0653
GO:00181493CervixCCpeptide cross-linking10/231135/187237.99e-034.18e-0210
GO:000854413CervixHSIL_HPVepidermis development38/737324/187231.92e-093.23e-0738
GO:003021611CervixHSIL_HPVkeratinocyte differentiation22/737139/187232.53e-082.18e-0622
GO:004358813CervixHSIL_HPVskin development31/737263/187235.32e-083.89e-0631
GO:000991313CervixHSIL_HPVepidermal cell differentiation26/737202/187231.10e-077.15e-0626
GO:004206015CervixHSIL_HPVwound healing40/737422/187232.80e-071.61e-0540
GO:00181491CervixHSIL_HPVpeptide cross-linking8/73735/187235.08e-051.26e-038
GO:00435888EsophagusESCCskin development163/8552263/187236.48e-081.14e-06163
GO:000854410EsophagusESCCepidermis development193/8552324/187232.87e-074.19e-06193
GO:004206027EsophagusESCCwound healing243/8552422/187234.62e-076.25e-06243
GO:000991310EsophagusESCCepidermal cell differentiation122/8552202/187231.69e-051.51e-04122
GO:00302167EsophagusESCCkeratinocyte differentiation86/8552139/187238.53e-056.19e-0486
GO:004206020Oral cavityOSCCwound healing237/7305422/187234.51e-132.18e-11237
GO:00435887Oral cavityOSCCskin development143/7305263/187232.77e-074.27e-06143
GO:00085449Oral cavityOSCCepidermis development171/7305324/187232.89e-074.43e-06171
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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
PRR3SNVMissense_Mutationrs751749669c.431N>Tp.Pro144Leup.P144LP79522protein_codingdeleterious_low_confidence(0.04)benign(0.006)TCGA-A8-A07B-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
PRR3SNVMissense_Mutationnovelc.424A>Gp.Thr142Alap.T142AP79522protein_codingtolerated_low_confidence(0.12)benign(0.162)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
PRR3SNVMissense_Mutationnovelc.530N>Tp.Ala177Valp.A177VP79522protein_codingdeleterious_low_confidence(0.01)possibly_damaging(0.448)TCGA-AP-A1DK-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
PRR3SNVMissense_Mutationnovelc.466T>Ap.Ser156Thrp.S156TP79522protein_codingdeleterious_low_confidence(0.01)possibly_damaging(0.82)TCGA-AX-A0J1-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
PRR3SNVMissense_Mutationnovelc.412C>Ap.Leu138Ilep.L138IP79522protein_codingdeleterious_low_confidence(0.02)benign(0.024)TCGA-AX-A2HC-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVChemotherapypaclitaxelPD
PRR3SNVMissense_Mutationnovelc.381N>Tp.Gln127Hisp.Q127HP79522protein_codingdeleterious_low_confidence(0.01)benign(0.276)TCGA-EY-A215-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
PRR3SNVMissense_Mutationnovelc.187C>Tp.Pro63Serp.P63SP79522protein_codingdeleterious_low_confidence(0.02)benign(0.231)TCGA-BR-6452-01Stomachstomach adenocarcinomaFemale>=65I/IIUnknownUnknownSD
PRR3SNVMissense_Mutationc.452T>Cp.Val151Alap.V151AP79522protein_codingtolerated_low_confidence(0.06)benign(0.068)TCGA-HU-A4GH-01Stomachstomach adenocarcinomaMale>=65I/IIUnknownUnknownSD
PRR3deletionFrame_Shift_Delnovelc.448delCp.Gln150ArgfsTer55p.Q150Rfs*55P79522protein_codingTCGA-CD-A4MJ-01Stomachstomach adenocarcinomaMale<65I/IIChemotherapycisplatinCR
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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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