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: PPIL3

Gene summary for PPIL3

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

PPIL3

Gene ID

53938

Gene namepeptidylprolyl isomerase like 3
Gene AliasCYPJ
Cytomap2q33.1
Gene Typeprotein-coding
GO ID

GO:0000375

UniProtAcc

A0A0S2Z5A8


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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
53938PPIL3LZE4THumanEsophagusESCC3.66e-111.71e-010.0811
53938PPIL3LZE5THumanEsophagusESCC6.73e-031.90e-010.0514
53938PPIL3LZE7THumanEsophagusESCC3.81e-042.33e-010.0667
53938PPIL3LZE20THumanEsophagusESCC5.56e-045.73e-020.0662
53938PPIL3LZE24THumanEsophagusESCC2.07e-122.67e-010.0596
53938PPIL3LZE6THumanEsophagusESCC1.09e-082.50e-010.0845
53938PPIL3P2T-EHumanEsophagusESCC3.52e-183.38e-010.1177
53938PPIL3P4T-EHumanEsophagusESCC1.71e-277.64e-010.1323
53938PPIL3P5T-EHumanEsophagusESCC1.30e-041.19e-010.1327
53938PPIL3P8T-EHumanEsophagusESCC6.78e-112.53e-010.0889
53938PPIL3P9T-EHumanEsophagusESCC2.47e-092.38e-010.1131
53938PPIL3P10T-EHumanEsophagusESCC6.76e-173.17e-010.116
53938PPIL3P11T-EHumanEsophagusESCC3.27e-134.55e-010.1426
53938PPIL3P12T-EHumanEsophagusESCC4.34e-214.39e-010.1122
53938PPIL3P15T-EHumanEsophagusESCC2.87e-253.02e-010.1149
53938PPIL3P16T-EHumanEsophagusESCC6.78e-182.70e-010.1153
53938PPIL3P17T-EHumanEsophagusESCC3.92e-022.40e-010.1278
53938PPIL3P20T-EHumanEsophagusESCC7.64e-193.85e-010.1124
53938PPIL3P21T-EHumanEsophagusESCC2.24e-213.47e-010.1617
53938PPIL3P22T-EHumanEsophagusESCC2.89e-162.68e-010.1236
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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
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
SkinThe 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.AK: Actinic keratosis
cSCC: Cutaneous squamous cell carcinoma
SCCIS:squamous cell carcinoma in situ
∗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:0008380111EsophagusESCCRNA splicing336/8552434/187231.74e-423.67e-39336
GO:0000375111EsophagusESCCRNA splicing, via transesterification reactions248/8552324/187233.05e-301.49e-27248
GO:0000377111EsophagusESCCRNA splicing, via transesterification reactions with bulged adenosine as nucleophile244/8552320/187232.52e-291.07e-26244
GO:0000398111EsophagusESCCmRNA splicing, via spliceosome244/8552320/187232.52e-291.07e-26244
GO:0006457110EsophagusESCCprotein folding163/8552212/187231.13e-201.74e-18163
GO:001820816EsophagusESCCpeptidyl-proline modification46/855258/187231.59e-072.51e-0646
GO:000041313EsophagusESCCprotein peptidyl-prolyl isomerization32/855242/187235.52e-054.27e-0432
GO:000838020Oral cavityOSCCRNA splicing308/7305434/187232.43e-427.70e-39308
GO:000037519Oral cavityOSCCRNA splicing, via transesterification reactions225/7305324/187235.20e-292.99e-26225
GO:000037719Oral cavityOSCCRNA splicing, via transesterification reactions with bulged adenosine as nucleophile221/7305320/187235.50e-282.18e-25221
GO:000039819Oral cavityOSCCmRNA splicing, via spliceosome221/7305320/187235.50e-282.18e-25221
GO:000645718Oral cavityOSCCprotein folding154/7305212/187231.89e-234.60e-21154
GO:00182088Oral cavityOSCCpeptidyl-proline modification42/730558/187232.49e-073.92e-0642
GO:00004134Oral cavityOSCCprotein peptidyl-prolyl isomerization28/730542/187232.61e-041.67e-0328
GO:0008380110Oral cavityLPRNA splicing237/4623434/187231.82e-413.79e-38237
GO:0000375110Oral cavityLPRNA splicing, via transesterification reactions181/4623324/187231.36e-331.70e-30181
GO:0000377110Oral cavityLPRNA splicing, via transesterification reactions with bulged adenosine as nucleophile179/4623320/187232.48e-332.22e-30179
GO:0000398110Oral cavityLPmRNA splicing, via spliceosome179/4623320/187232.48e-332.22e-30179
GO:000645719Oral cavityLPprotein folding125/4623212/187231.62e-268.45e-24125
GO:001820815Oral cavityLPpeptidyl-proline modification28/462358/187238.35e-051.07e-0328
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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
PPIL3SNVMissense_Mutationc.219N>Tp.Lys73Asnp.K73NQ9H2H8protein_codingtolerated(0.28)benign(0.413)TCGA-D5-6928-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
PPIL3SNVMissense_Mutationc.242N>Tp.Glu81Valp.E81VQ9H2H8protein_codingdeleterious(0.03)benign(0.036)TCGA-AG-3592-01Colorectumrectum adenocarcinomaMale>=65I/IIUnknownUnknownSD
PPIL3SNVMissense_Mutationc.241N>Ap.Glu81Lysp.E81KQ9H2H8protein_codingdeleterious(0.04)benign(0.197)TCGA-AG-3592-01Colorectumrectum adenocarcinomaMale>=65I/IIUnknownUnknownSD
PPIL3SNVMissense_Mutationc.332N>Tp.Lys111Ilep.K111IQ9H2H8protein_codingdeleterious(0.01)possibly_damaging(0.856)TCGA-AP-A051-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
PPIL3SNVMissense_Mutationrs369410002c.466A>Gp.Ile156Valp.I156VQ9H2H8protein_codingtolerated(1)benign(0.001)TCGA-AP-A059-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
PPIL3SNVMissense_Mutationrs61730410c.361N>Ap.Val121Ilep.V121IQ9H2H8protein_codingtolerated(0.58)benign(0.026)TCGA-B5-A11E-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
PPIL3SNVMissense_Mutationc.307T>Gp.Ser103Alap.S103AQ9H2H8protein_codingdeleterious(0.04)possibly_damaging(0.809)TCGA-D1-A17Q-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
PPIL3SNVMissense_Mutationnovelc.485N>Ap.Pro162Glnp.P162QQ9H2H8protein_codingdeleterious(0)probably_damaging(1)TCGA-05-4396-01Lunglung adenocarcinomaMale>=65III/IVUnknownUnknownSD
PPIL3SNVMissense_Mutationc.318N>Ap.Phe106Leup.F106LQ9H2H8protein_codingdeleterious(0)possibly_damaging(0.68)TCGA-78-7542-01Lunglung adenocarcinomaMale<65I/IIUnknownUnknownSD
PPIL3SNVMissense_Mutationc.238N>Tp.Ser80Cysp.S80CQ9H2H8protein_codingdeleterious(0.03)possibly_damaging(0.748)TCGA-70-6723-01Lunglung squamous cell carcinomaMale>=65I/IIUnknownUnknownPD
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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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