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: PRR5L

Gene summary for PRR5L

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

PRR5L

Gene ID

79899

Gene nameproline rich 5 like
Gene AliasPROTOR2
Cytomap11p13-p12
Gene Typeprotein-coding
GO ID

GO:0001667

UniProtAcc

B3KNU3


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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
79899PRR5LHTA11_3410_2000001011HumanColorectumAD6.90e-10-5.55e-010.0155
79899PRR5LHTA11_347_2000001011HumanColorectumAD4.07e-157.35e-01-0.1954
79899PRR5LHTA11_866_3004761011HumanColorectumAD3.25e-03-4.51e-010.096
79899PRR5LHTA11_7696_3000711011HumanColorectumAD4.16e-11-5.07e-010.0674
79899PRR5LHTA11_99999970781_79442HumanColorectumMSS1.78e-03-3.19e-010.294
79899PRR5LHTA11_99999974143_84620HumanColorectumMSS7.66e-13-5.17e-010.3005
79899PRR5LA015-C-203HumanColorectumFAP7.49e-22-4.74e-01-0.1294
79899PRR5LA015-C-204HumanColorectumFAP2.67e-03-2.73e-01-0.0228
79899PRR5LA002-C-201HumanColorectumFAP6.14e-08-3.79e-010.0324
79899PRR5LA001-C-119HumanColorectumFAP1.14e-12-6.26e-01-0.1557
79899PRR5LA001-C-108HumanColorectumFAP9.09e-12-3.55e-01-0.0272
79899PRR5LA002-C-205HumanColorectumFAP5.74e-14-4.11e-01-0.1236
79899PRR5LA001-C-104HumanColorectumFAP6.24e-03-2.93e-010.0184
79899PRR5LA015-C-005HumanColorectumFAP1.23e-04-3.95e-01-0.0336
79899PRR5LA015-C-006HumanColorectumFAP6.47e-14-6.01e-01-0.0994
79899PRR5LA015-C-106HumanColorectumFAP2.06e-08-3.34e-01-0.0511
79899PRR5LA002-C-114HumanColorectumFAP1.84e-13-4.64e-01-0.1561
79899PRR5LA015-C-104HumanColorectumFAP4.31e-23-4.61e-01-0.1899
79899PRR5LA001-C-014HumanColorectumFAP2.28e-12-3.62e-010.0135
79899PRR5LA002-C-016HumanColorectumFAP5.14e-14-3.25e-010.0521
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
Colorectum (GSE201348)The 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.FAP: Familial adenomatous polyposis
CRC: Colorectal cancer
Colorectum (HTA11)The 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.AD: Adenomas
SER: Sessile serrated lesions
MSI-H: Microsatellite-high colorectal cancer
MSS: Microsatellite stable colorectal cancer
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: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
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa04150ColorectumMSSmTOR signaling pathway47/1875156/84651.19e-023.99e-022.44e-0247
hsa041501ColorectumMSSmTOR signaling pathway47/1875156/84651.19e-023.99e-022.44e-0247
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
PRR5LSNVMissense_Mutationc.652N>Ap.Val218Ilep.V218IQ6MZQ0protein_codingtolerated(0.13)benign(0.015)TCGA-A2-A0CX-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinSD
PRR5LSNVMissense_Mutationnovelc.658C>Gp.Pro220Alap.P220AQ6MZQ0protein_codingdeleterious(0)probably_damaging(0.996)TCGA-AC-A5XS-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyfemaraSD
PRR5LinsertionFrame_Shift_Insnovelc.309_310insGATAGTGTGTGCTGp.Lys104AspfsTer5p.K104Dfs*5Q6MZQ0protein_codingTCGA-AO-A03R-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinSD
PRR5LinsertionNonsense_Mutationnovelc.311_312insTAAAACATGAGTAGTAGAGAGACTGp.Lys104AsnfsTer4p.K104Nfs*4Q6MZQ0protein_codingTCGA-AO-A03R-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinSD
PRR5LSNVMissense_Mutationrs775976935c.464N>Ap.Arg155Hisp.R155HQ6MZQ0protein_codingdeleterious(0)probably_damaging(0.999)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
PRR5LSNVMissense_Mutationrs749777257c.719N>Ap.Arg240Glnp.R240QQ6MZQ0protein_codingdeleterious(0.03)probably_damaging(0.994)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
PRR5LSNVMissense_Mutationc.592N>Tp.His198Tyrp.H198YQ6MZQ0protein_codingdeleterious(0)probably_damaging(0.99)TCGA-DR-A0ZM-01Cervixcervical & endocervical cancerFemale<65III/IVUnspecificCisplatinSD
PRR5LSNVMissense_Mutationrs149927791c.235G>Ap.Glu79Lysp.E79KQ6MZQ0protein_codingdeleterious(0.05)possibly_damaging(0.483)TCGA-EK-A3GJ-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
PRR5LSNVMissense_Mutationrs149927791c.235N>Ap.Glu79Lysp.E79KQ6MZQ0protein_codingdeleterious(0.05)possibly_damaging(0.483)TCGA-A6-2672-01Colorectumcolon adenocarcinomaFemale>=65III/IVUnknownUnknownSD
PRR5LSNVMissense_Mutationrs751977077c.361N>Tp.Arg121Cysp.R121CQ6MZQ0protein_codingtolerated(0.09)probably_damaging(0.999)TCGA-AA-3685-01Colorectumcolon adenocarcinomaMale>=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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