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: PELI2

Gene summary for PELI2

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

PELI2

Gene ID

57161

Gene namepellino E3 ubiquitin protein ligase family member 2
Gene AliasPELI2
Cytomap14q22.3
Gene Typeprotein-coding
GO ID

GO:0000165

UniProtAcc

Q9H716


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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
57161PELI2CCI_1HumanCervixCC1.63e-139.06e-010.528
57161PELI2CCI_2HumanCervixCC3.07e-081.17e+000.5249
57161PELI2CCI_3HumanCervixCC9.89e-064.16e-010.516
57161PELI2AEH-subject1HumanEndometriumAEH5.13e-042.41e-01-0.3059
57161PELI2AEH-subject4HumanEndometriumAEH5.31e-083.99e-01-0.2657
57161PELI2AEH-subject5HumanEndometriumAEH3.09e-155.81e-01-0.2953
57161PELI2EEC-subject1HumanEndometriumEEC2.08e-022.58e-01-0.2682
57161PELI2GSM6177621_NYU_UCEC2_lib1_lib1HumanEndometriumEEC3.29e-02-7.54e-02-0.1934
57161PELI2LZE24THumanEsophagusESCC3.33e-164.30e-010.0596
57161PELI2P2T-EHumanEsophagusESCC1.83e-081.79e-010.1177
57161PELI2P8T-EHumanEsophagusESCC6.82e-112.10e-010.0889
57161PELI2P9T-EHumanEsophagusESCC1.86e-061.91e-010.1131
57161PELI2P10T-EHumanEsophagusESCC6.02e-253.86e-010.116
57161PELI2P12T-EHumanEsophagusESCC4.80e-265.43e-010.1122
57161PELI2P15T-EHumanEsophagusESCC2.02e-296.55e-010.1149
57161PELI2P16T-EHumanEsophagusESCC4.46e-051.31e-010.1153
57161PELI2P22T-EHumanEsophagusESCC1.39e-099.72e-020.1236
57161PELI2P23T-EHumanEsophagusESCC2.30e-041.35e-010.108
57161PELI2P26T-EHumanEsophagusESCC1.21e-446.73e-010.1276
57161PELI2P27T-EHumanEsophagusESCC1.09e-121.63e-010.1055
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
CervixThe 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.CC: Cervix cancer
HSIL_HPV: HPV-infected high-grade squamous intraepithelial lesions
N_HPV: HPV-infected normal cervix
EndometriumThe 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.AEH: Atypical endometrial hyperplasia
EEC: Endometrioid Cancer
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
LungThe 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.AAH: Atypical adenomatous hyperplasia
AIS: Adenocarcinoma in situ
IAC: Invasive lung adenocarcinoma
MIA: Minimally invasive adenocarcinoma
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:00431226LungIACregulation of I-kappaB kinase/NF-kappaB signaling51/2061249/187238.41e-062.87e-0451
GO:00002096LungIACprotein polyubiquitination49/2061236/187238.51e-062.89e-0449
GO:00431235LungIACpositive regulation of I-kappaB kinase/NF-kappaB signaling38/2061186/187231.19e-042.25e-0338
GO:00434103LungIACpositive regulation of MAPK cascade78/2061480/187232.72e-044.50e-0378
GO:000020912LungAISprotein polyubiquitination49/1849236/187233.85e-073.16e-0549
GO:00434101LungAISpositive regulation of MAPK cascade72/1849480/187232.11e-044.32e-0372
GO:004312213LungAISregulation of I-kappaB kinase/NF-kappaB signaling41/1849249/187237.57e-041.08e-0241
GO:000724913LungAISI-kappaB kinase/NF-kappaB signaling45/1849281/187237.90e-041.11e-0245
GO:000724922LungAAHI-kappaB kinase/NF-kappaB signaling21/613281/187234.01e-041.78e-0221
GO:004312222LungAAHregulation of I-kappaB kinase/NF-kappaB signaling19/613249/187235.79e-042.23e-0219
GO:00434102LungAAHpositive regulation of MAPK cascade28/613480/187232.42e-034.98e-0228
GO:000020918SkinAKprotein polyubiquitination41/1910236/187234.78e-044.44e-0341
GO:004312224SkinAKregulation of I-kappaB kinase/NF-kappaB signaling42/1910249/187237.65e-046.39e-0342
GO:000724920SkinAKI-kappaB kinase/NF-kappaB signaling46/1910281/187238.56e-047.08e-0346
GO:004312319SkinAKpositive regulation of I-kappaB kinase/NF-kappaB signaling31/1910186/187234.21e-032.46e-0231
GO:00434108SkinAKpositive regulation of MAPK cascade66/1910480/187237.41e-033.78e-0266
GO:004341014SkinSCCISpositive regulation of MAPK cascade42/919480/187232.15e-044.02e-0342
GO:0043122111SkinSCCISregulation of I-kappaB kinase/NF-kappaB signaling24/919249/187231.28e-031.49e-0224
GO:0007249110SkinSCCISI-kappaB kinase/NF-kappaB signaling26/919281/187231.49e-031.68e-0226
GO:000020919SkinSCCISprotein polyubiquitination22/919236/187233.03e-032.76e-0222
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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
PELI2SNVMissense_Mutationrs749388627c.686N>Ap.Arg229Glnp.R229QQ9HAT8protein_codingdeleterious(0.05)possibly_damaging(0.582)TCGA-3C-AALI-01Breastbreast invasive carcinomaFemale<65I/IIUnspecificPoly EComplete Response
PELI2SNVMissense_Mutationnovelc.416T>Ap.Phe139Tyrp.F139YQ9HAT8protein_codingtolerated(0.39)benign(0.019)TCGA-A8-A09A-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapytamoxiphenSD
PELI2SNVMissense_Mutationrs200311934c.974G>Ap.Arg325Glnp.R325QQ9HAT8protein_codingtolerated(0.24)possibly_damaging(0.598)TCGA-A8-A09Q-01Breastbreast invasive carcinomaFemale>=65III/IVHormone TherapyanastrozoleSD
PELI2SNVMissense_Mutationc.801N>Cp.Gln267Hisp.Q267HQ9HAT8protein_codingtolerated(0.51)possibly_damaging(0.77)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
PELI2SNVMissense_Mutationc.841C>Tp.Arg281Trpp.R281WQ9HAT8protein_codingdeleterious(0)probably_damaging(0.998)TCGA-AR-A24S-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapyanastrozoleSD
PELI2SNVMissense_Mutationrs557894615c.601N>Ap.Glu201Lysp.E201KQ9HAT8protein_codingtolerated(0.44)benign(0.146)TCGA-E2-A10C-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycytoxanSD
PELI2insertionFrame_Shift_Insnovelc.978_979insATCTTCAAATATTTTTTTGCTTGTTCTGAGAGGAAAGAATCTTGGAp.Asp327IlefsTer41p.D327Ifs*41Q9HAT8protein_codingTCGA-A2-A0D1-01Breastbreast invasive carcinomaFemale>=65I/IIChemotherapytaxotereSD
PELI2SNVMissense_Mutationnovelc.1187C>Gp.Ala396Glyp.A396GQ9HAT8protein_codingdeleterious(0.01)probably_damaging(0.994)TCGA-C5-A8XH-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
PELI2SNVMissense_Mutationc.275N>Gp.Glu92Glyp.E92GQ9HAT8protein_codingdeleterious(0.02)probably_damaging(0.922)TCGA-EA-A3HQ-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
PELI2SNVMissense_Mutationrs375391259c.616N>Ap.Gly206Argp.G206RQ9HAT8protein_codingdeleterious(0.01)probably_damaging(1)TCGA-JW-A852-01Cervixcervical & endocervical cancerFemale<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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