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: PRR5

Gene summary for PRR5

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

PRR5

Gene ID

55615

Gene nameproline rich 5
Gene AliasFLJ20185k
Cytomap22q13.31
Gene Typeprotein-coding
GO ID

GO:0001932

UniProtAcc

A0A024R4U5


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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
55615PRR5LZE7THumanEsophagusESCC6.13e-072.37e-010.0667
55615PRR5LZE24THumanEsophagusESCC1.46e-027.68e-020.0596
55615PRR5LZE21THumanEsophagusESCC6.52e-031.77e-010.0655
55615PRR5P2T-EHumanEsophagusESCC2.99e-081.15e-010.1177
55615PRR5P4T-EHumanEsophagusESCC5.16e-102.06e-010.1323
55615PRR5P5T-EHumanEsophagusESCC3.67e-061.68e-010.1327
55615PRR5P8T-EHumanEsophagusESCC2.52e-022.09e-020.0889
55615PRR5P9T-EHumanEsophagusESCC6.89e-112.54e-010.1131
55615PRR5P10T-EHumanEsophagusESCC1.08e-091.36e-010.116
55615PRR5P11T-EHumanEsophagusESCC1.72e-041.48e-010.1426
55615PRR5P12T-EHumanEsophagusESCC2.06e-057.63e-020.1122
55615PRR5P15T-EHumanEsophagusESCC1.16e-163.06e-010.1149
55615PRR5P17T-EHumanEsophagusESCC2.68e-031.28e-010.1278
55615PRR5P21T-EHumanEsophagusESCC9.55e-071.56e-010.1617
55615PRR5P22T-EHumanEsophagusESCC2.65e-132.31e-010.1236
55615PRR5P23T-EHumanEsophagusESCC6.53e-091.85e-010.108
55615PRR5P24T-EHumanEsophagusESCC8.66e-105.23e-020.1287
55615PRR5P26T-EHumanEsophagusESCC1.13e-051.24e-010.1276
55615PRR5P27T-EHumanEsophagusESCC2.70e-134.85e-020.1055
55615PRR5P28T-EHumanEsophagusESCC4.61e-193.42e-010.1149
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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
ThyroidThe 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.ATC: Anaplastic thyroid cancer
HT: Hashimoto's thyroiditis
PTC: Papillary thyroid cancer
∗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:00610149Oral cavityOSCCpositive regulation of mRNA catabolic process58/730587/187231.59e-072.61e-0658
GO:00107618Oral cavityOSCCfibroblast migration33/730547/187231.43e-051.44e-0433
GO:000166719Oral cavityOSCCameboidal-type cell migration228/7305475/187233.46e-053.10e-04228
GO:00107623Oral cavityOSCCregulation of fibroblast migration24/730536/187237.18e-043.95e-0324
GO:00319293Oral cavityOSCCTOR signaling67/7305126/187238.52e-044.50e-0367
GO:0038203Oral cavityOSCCTORC2 signaling10/730512/187232.25e-031.00e-0210
GO:00319295ThyroidPTCTOR signaling57/5968126/187231.12e-036.56e-0357
GO:00382032ThyroidPTCTORC2 signaling9/596812/187232.72e-031.36e-029
GO:003192911ThyroidATCTOR signaling59/6293126/187231.39e-037.19e-0359
GO:00382031ThyroidATCTORC2 signaling9/629312/187234.10e-031.75e-029
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa041505EsophagusESCCmTOR signaling pathway98/4205156/84655.81e-041.95e-039.97e-0498
hsa0415013EsophagusESCCmTOR signaling pathway98/4205156/84655.81e-041.95e-039.97e-0498
hsa041502LiverHCCmTOR signaling pathway95/4020156/84654.70e-041.99e-031.11e-0395
hsa0415011LiverHCCmTOR signaling pathway95/4020156/84654.70e-041.99e-031.11e-0395
hsa041504Oral cavityOSCCmTOR signaling pathway90/3704156/84652.87e-049.15e-044.66e-0490
hsa0415012Oral cavityOSCCmTOR signaling pathway90/3704156/84652.87e-049.15e-044.66e-0490
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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
PRR5SNVMissense_Mutationnovelc.601N>Tp.Val201Leup.V201LP85299protein_codingtolerated(0.07)benign(0.037)TCGA-A2-A4S3-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
PRR5SNVMissense_Mutationrs368755171c.50N>Tp.Pro17Leup.P17LP85299protein_codingdeleterious_low_confidence(0.01)benign(0)TCGA-AO-A03P-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapyletrozolePD
PRR5SNVMissense_Mutationrs767369731c.772N>Tp.Leu258Phep.L258FP85299protein_codingtolerated(0.56)benign(0.001)TCGA-JW-A5VL-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
PRR5SNVMissense_Mutationc.556N>Cp.Glu186Glnp.E186QP85299protein_codingdeleterious(0.02)possibly_damaging(0.741)TCGA-Q1-A73O-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
PRR5SNVMissense_Mutationrs752935264c.502N>Tp.Arg168Cysp.R168CP85299protein_codingdeleterious(0)probably_damaging(0.995)TCGA-VS-A9U6-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinPD
PRR5SNVMissense_Mutationrs747179688c.280N>Ap.Val94Ilep.V94IP85299protein_codingtolerated(0.45)benign(0.049)TCGA-AA-3950-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
PRR5SNVMissense_Mutationrs368755171c.50N>Tp.Pro17Leup.P17LP85299protein_codingdeleterious_low_confidence(0.01)benign(0)TCGA-CM-6171-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
PRR5SNVMissense_Mutationrs760293496c.583N>Tp.Arg195Cysp.R195CP85299protein_codingdeleterious(0)benign(0.042)TCGA-F4-6856-01Colorectumcolon adenocarcinomaMale<65I/IIAncillaryleucovorinCR
PRR5SNVMissense_Mutationrs773110469c.236N>Ap.Arg79Hisp.R79HP85299protein_codingtolerated(0.08)possibly_damaging(0.88)TCGA-A5-A1OF-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
PRR5SNVMissense_Mutationnovelc.757N>Ap.Leu253Metp.L253MP85299protein_codingdeleterious(0.01)probably_damaging(0.929)TCGA-A5-A1OF-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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