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: PPIL1

Gene summary for PPIL1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

PPIL1

Gene ID

51645

Gene namepeptidylprolyl isomerase like 1
Gene AliasCGI-124
Cytomap6p21.2
Gene Typeprotein-coding
GO ID

GO:0000375

UniProtAcc

A0A024RCX8


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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
51645PPIL1LZE2THumanEsophagusESCC1.22e-027.29e-010.082
51645PPIL1LZE4THumanEsophagusESCC6.01e-122.59e-010.0811
51645PPIL1LZE5THumanEsophagusESCC1.13e-023.66e-010.0514
51645PPIL1LZE7THumanEsophagusESCC9.12e-031.82e-010.0667
51645PPIL1LZE20THumanEsophagusESCC1.01e-021.37e-010.0662
51645PPIL1LZE22THumanEsophagusESCC4.31e-033.13e-010.068
51645PPIL1LZE24THumanEsophagusESCC3.61e-111.77e-010.0596
51645PPIL1LZE6THumanEsophagusESCC8.77e-043.20e-010.0845
51645PPIL1P1T-EHumanEsophagusESCC1.58e-021.54e-010.0875
51645PPIL1P2T-EHumanEsophagusESCC3.04e-346.61e-010.1177
51645PPIL1P4T-EHumanEsophagusESCC2.19e-338.82e-010.1323
51645PPIL1P5T-EHumanEsophagusESCC1.77e-204.43e-010.1327
51645PPIL1P8T-EHumanEsophagusESCC5.34e-192.74e-010.0889
51645PPIL1P9T-EHumanEsophagusESCC6.70e-082.23e-010.1131
51645PPIL1P10T-EHumanEsophagusESCC5.72e-233.42e-010.116
51645PPIL1P11T-EHumanEsophagusESCC1.02e-135.36e-010.1426
51645PPIL1P12T-EHumanEsophagusESCC1.19e-295.12e-010.1122
51645PPIL1P15T-EHumanEsophagusESCC4.50e-183.32e-010.1149
51645PPIL1P16T-EHumanEsophagusESCC2.56e-194.19e-010.1153
51645PPIL1P17T-EHumanEsophagusESCC4.33e-095.23e-010.1278
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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
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:000838022LiverHCCRNA splicing313/7958434/187231.36e-361.73e-33313
GO:000037522LiverHCCRNA splicing, via transesterification reactions228/7958324/187231.47e-244.06e-22228
GO:000037722LiverHCCRNA splicing, via transesterification reactions with bulged adenosine as nucleophile224/7958320/187231.16e-232.62e-21224
GO:000039822LiverHCCmRNA splicing, via spliceosome224/7958320/187231.16e-232.62e-21224
GO:000645712LiverHCCprotein folding160/7958212/187231.07e-221.88e-20160
GO:001820811LiverHCCpeptidyl-proline modification42/795858/187233.73e-064.85e-0542
GO:00004131LiverHCCprotein peptidyl-prolyl isomerization31/795842/187233.83e-053.80e-0431
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
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa0304027EsophagusESCCSpliceosome128/4205217/84653.31e-038.79e-034.50e-03128
hsa0304037EsophagusESCCSpliceosome128/4205217/84653.31e-038.79e-034.50e-03128
hsa0304022LiverHCCSpliceosome122/4020217/84655.55e-031.60e-028.91e-03122
hsa0304032LiverHCCSpliceosome122/4020217/84655.55e-031.60e-028.91e-03122
hsa0304016Oral cavityOSCCSpliceosome123/3704217/84657.21e-052.74e-041.40e-04123
hsa0304017Oral cavityOSCCSpliceosome123/3704217/84657.21e-052.74e-041.40e-04123
hsa0304026Oral cavityLPSpliceosome106/2418217/84651.30e-102.40e-091.55e-09106
hsa0304036Oral cavityLPSpliceosome106/2418217/84651.30e-102.40e-091.55e-09106
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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
PPIL1SNVMissense_Mutationnovelc.208N>Gp.Thr70Alap.T70AQ9Y3C6protein_codingdeleterious(0.02)possibly_damaging(0.594)TCGA-CA-6717-01Colorectumcolon adenocarcinomaMale<65I/IIChemotherapyoxaliplatinCR
PPIL1SNVMissense_Mutationc.313N>Tp.Pro105Serp.P105SQ9Y3C6protein_codingdeleterious(0.01)possibly_damaging(0.682)TCGA-CK-6746-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
PPIL1SNVMissense_Mutationc.7N>Ap.Ala3Thrp.A3TQ9Y3C6protein_codingtolerated_low_confidence(0.08)benign(0)TCGA-D5-6928-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
PPIL1SNVMissense_Mutationrs568130003c.349N>Ap.Ala117Thrp.A117TQ9Y3C6protein_codingdeleterious(0.04)possibly_damaging(0.649)TCGA-A5-A1OF-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
PPIL1SNVMissense_Mutationnovelc.308N>Tp.Ala103Valp.A103VQ9Y3C6protein_codingdeleterious(0)benign(0.39)TCGA-AJ-A3BH-01Endometriumuterine corpus endometrioid carcinomaFemaleUnknownI/IIUnknownUnknownSD
PPIL1SNVMissense_Mutationnovelc.164N>Tp.Arg55Ilep.R55IQ9Y3C6protein_codingdeleterious(0)probably_damaging(0.997)TCGA-AP-A0LM-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVChemotherapycisplatinSD
PPIL1SNVMissense_Mutationc.455G>Ap.Arg152Hisp.R152HQ9Y3C6protein_codingdeleterious(0.01)probably_damaging(0.936)TCGA-D1-A15X-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
PPIL1SNVMissense_Mutationc.7N>Ap.Ala3Thrp.A3TQ9Y3C6protein_codingtolerated_low_confidence(0.08)benign(0)TCGA-DF-A2KU-01Endometriumuterine corpus endometrioid carcinomaFemaleUnknownI/IIUnknownUnknownSD
PPIL1SNVMissense_Mutationc.455N>Ap.Arg152Hisp.R152HQ9Y3C6protein_codingdeleterious(0.01)probably_damaging(0.936)TCGA-EO-A22T-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
PPIL1SNVMissense_Mutationnovelc.134N>Ap.Arg45Glnp.R45QQ9Y3C6protein_codingtolerated(0.06)benign(0.1)TCGA-EO-A3AV-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVChemotherapycarboplatinCR
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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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