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: PRR4

Gene summary for PRR4

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

PRR4

Gene ID

11272

Gene nameproline rich 4
Gene AliasLPRP
Cytomap12p13.2
Gene Typeprotein-coding
GO ID

GO:0001894

UniProtAcc

Q16378


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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
11272PRR4P1T-EHumanEsophagusESCC3.76e-02-7.76e-020.0875
11272PRR4P2T-EHumanEsophagusESCC2.37e-352.65e-010.1177
11272PRR4P4T-EHumanEsophagusESCC6.44e-139.08e-020.1323
11272PRR4P5T-EHumanEsophagusESCC3.28e-07-1.25e-010.1327
11272PRR4P8T-EHumanEsophagusESCC1.48e-251.03e-010.0889
11272PRR4P9T-EHumanEsophagusESCC7.23e-03-1.83e-010.1131
11272PRR4P10T-EHumanEsophagusESCC1.69e-248.91e-020.116
11272PRR4P11T-EHumanEsophagusESCC1.03e-02-9.62e-020.1426
11272PRR4P12T-EHumanEsophagusESCC1.54e-272.01e-010.1122
11272PRR4P15T-EHumanEsophagusESCC7.11e-057.17e-030.1149
11272PRR4P16T-EHumanEsophagusESCC2.97e-752.63e+000.1153
11272PRR4P17T-EHumanEsophagusESCC3.72e-02-4.94e-020.1278
11272PRR4P20T-EHumanEsophagusESCC1.29e-156.10e-020.1124
11272PRR4P22T-EHumanEsophagusESCC1.18e-374.79e-010.1236
11272PRR4P23T-EHumanEsophagusESCC1.40e-06-1.04e-010.108
11272PRR4P24T-EHumanEsophagusESCC3.31e-036.14e-010.1287
11272PRR4P26T-EHumanEsophagusESCC1.23e-16-1.63e-020.1276
11272PRR4P27T-EHumanEsophagusESCC2.41e-201.18e-010.1055
11272PRR4P28T-EHumanEsophagusESCC5.09e-04-2.06e-010.1149
11272PRR4P30T-EHumanEsophagusESCC3.18e-048.48e-020.137
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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
GCThe 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.CAG: Chronic atrophic gastritis
CAG with IM: Chronic atrophic gastritis with intestinal metaplasia
CSG: Chronic superficial gastritis
GC: Gastric cancer
SIM: Severe intestinal metaplasia
WIM: Wild intestinal metaplasia
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
∗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:00018946StomachGCtissue homeostasis43/1159268/187238.25e-098.22e-0743
GO:00602496StomachGCanatomical structure homeostasis47/1159314/187231.62e-081.40e-0647
GO:0001895StomachGCretina homeostasis16/115979/187232.23e-056.62e-0416
GO:000189411StomachCAG with IMtissue homeostasis42/1050268/187231.40e-091.74e-0742
GO:006024911StomachCAG with IManatomical structure homeostasis46/1050314/187232.18e-092.64e-0746
GO:00018951StomachCAG with IMretina homeostasis16/105079/187236.51e-062.39e-0416
GO:000189421StomachCSGtissue homeostasis40/1034268/187239.33e-098.66e-0740
GO:006024921StomachCSGanatomical structure homeostasis44/1034314/187231.22e-081.06e-0644
GO:00018952StomachCSGretina homeostasis15/103479/187232.37e-056.88e-0415
GO:000189431StomachCAGtissue homeostasis25/552268/187234.14e-073.13e-0525
GO:006024931StomachCAGanatomical structure homeostasis27/552314/187237.25e-074.98e-0527
GO:00018953StomachCAGretina homeostasis8/55279/187232.26e-032.50e-028
GO:006024941StomachWIManatomical structure homeostasis22/426314/187233.36e-061.93e-0422
GO:000189441StomachWIMtissue homeostasis20/426268/187233.64e-062.03e-0420
GO:00018954StomachWIMretina homeostasis7/42679/187232.13e-032.54e-027
GO:006024951StomachSIManatomical structure homeostasis28/708314/187232.52e-057.73e-0428
GO:000189451StomachSIMtissue homeostasis25/708268/187233.22e-059.44e-0425
GO:00018955StomachSIMretina homeostasis9/70879/187232.91e-032.82e-029
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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
PRR4SNVMissense_Mutationc.49N>Gp.Gln17Glup.Q17EQ16378protein_codingtolerated_low_confidence(0.08)possibly_damaging(0.681)TCGA-A8-A09G-01Breastbreast invasive carcinomaFemale>=65III/IVUnknownUnknownSD
PRR4SNVMissense_Mutationnovelc.76N>Ap.Glu26Lysp.E26KQ16378protein_codingdeleterious_low_confidence(0.03)probably_damaging(0.909)TCGA-AC-A6NO-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
PRR4SNVMissense_Mutationc.119N>Cp.Gln40Prop.Q40PQ16378protein_codingdeleterious_low_confidence(0.01)possibly_damaging(0.81)TCGA-A6-6651-01Colorectumcolon adenocarcinomaFemale<65III/IVAncillaryleucovorinSD
PRR4SNVMissense_Mutationrs373379068c.242G>Ap.Arg81Hisp.R81HQ16378protein_codingtolerated_low_confidence(0.4)benign(0.001)TCGA-AA-3663-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownSD
PRR4SNVMissense_Mutationnovelc.35N>Tp.Ala12Valp.A12VQ16378protein_codingtolerated_low_confidence(0.16)possibly_damaging(0.638)TCGA-B5-A3FA-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
PRR4SNVMissense_Mutationnovelc.166N>Tp.Pro56Serp.P56SQ16378protein_codingtolerated_low_confidence(0.1)probably_damaging(0.947)TCGA-EY-A215-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
PRR4insertionNonsense_Mutationnovelc.194_195insGGACTGAGCAAAGAGTCCTCTGGCGGAAACCTGAGAGAAACCTGp.Asp67Terp.D67*Q16378protein_codingTCGA-B5-A11F-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIHormone TherapymegaceSD
PRR4insertionNonsense_Mutationnovelc.213_214insGTTTGAGAAGGCAGACTCAAAGACAGGAGGCp.Arg72ValfsTer2p.R72Vfs*2Q16378protein_codingTCGA-B5-A11Z-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
PRR4insertionFrame_Shift_Insnovelc.209_210insAAGACAGGAGp.Gln71ArgfsTer70p.Q71Rfs*70Q16378protein_codingTCGA-BG-A0MU-01Endometriumuterine corpus endometrioid carcinomaFemale>=65III/IVHormone TherapymegaceSD
PRR4insertionFrame_Shift_Insnovelc.111_112insCTATTGTCCTCAAAGCCAGGCATCTCTGTATp.Ser38LeufsTer25p.S38Lfs*25Q16378protein_codingTCGA-D1-A102-01Endometriumuterine corpus endometrioid carcinomaFemale<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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