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

Home

Download

Statistics

Help

Contact

Center for Computational Systems Medicine
leaf

Gene summary

leaf

Malignant transformation analysis

leaf

Malignant transformation related pathway analysis

leaf

Cell-cell communication analysis

leaf

Single-cell gene regulatory network inference analysis

leaf

Somatic mutation of malignant transformation related genes

leaf

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


Top

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
Page: 1 2 3 4 

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.

Top

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).
Page: 1 2 3 4 5 6 7 8 9 

check button Enriched GO biological processes.
GO IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustCount
GO:0009896ColorectumADpositive regulation of catabolic process180/3918492/187234.33e-161.94e-13180
GO:1903311ColorectumADregulation of mRNA metabolic process117/3918288/187231.69e-144.23e-12117
GO:0031331ColorectumADpositive regulation of cellular catabolic process156/3918427/187234.68e-141.05e-11156
GO:0006401ColorectumADRNA catabolic process102/3918278/187238.64e-106.76e-08102
GO:1904951ColorectumADpositive regulation of establishment of protein localization112/3918319/187232.55e-091.80e-07112
GO:0044270ColorectumADcellular nitrogen compound catabolic process147/3918451/187233.35e-092.23e-07147
GO:0046700ColorectumADheterocycle catabolic process145/3918445/187234.37e-092.84e-07145
GO:0006402ColorectumADmRNA catabolic process87/3918232/187234.40e-092.84e-0787
GO:0006979ColorectumADresponse to oxidative stress145/3918446/187235.16e-093.23e-07145
GO:0051222ColorectumADpositive regulation of protein transport106/3918303/187238.45e-095.08e-07106
GO:0034655ColorectumADnucleobase-containing compound catabolic process133/3918407/187231.56e-089.12e-07133
GO:0019439ColorectumADaromatic compound catabolic process146/3918467/187237.48e-083.84e-06146
GO:1901361ColorectumADorganic cyclic compound catabolic process153/3918495/187238.23e-084.18e-06153
GO:0061013ColorectumADregulation of mRNA catabolic process64/3918166/187231.44e-076.59e-0664
GO:0090316ColorectumADpositive regulation of intracellular protein transport62/3918160/187231.82e-077.79e-0662
GO:0032388ColorectumADpositive regulation of intracellular transport74/3918202/187231.83e-077.80e-0674
GO:0032386ColorectumADregulation of intracellular transport109/3918337/187235.33e-071.95e-05109
GO:0062197ColorectumADcellular response to chemical stress109/3918337/187235.33e-071.95e-05109
GO:0033157ColorectumADregulation of intracellular protein transport80/3918229/187235.81e-072.09e-0580
GO:0034599ColorectumADcellular response to oxidative stress94/3918288/187232.03e-066.02e-0594
Page: 1 2 3 4 5 6 7 8 

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
Page: 1 

Top

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
Page: 1 

Top

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.
Page: 1 

Top

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
Page: 1 2 3 4 

Top

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
Page: 1