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: PELP1

Gene summary for PELP1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

PELP1

Gene ID

27043

Gene nameproline, glutamate and leucine rich protein 1
Gene AliasMNAR
Cytomap17p13.2
Gene Typeprotein-coding
GO ID

GO:0006139

UniProtAcc

B4DEX7


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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
27043PELP1P20T-EHumanEsophagusESCC3.46e-121.95e-010.1124
27043PELP1P21T-EHumanEsophagusESCC1.10e-213.85e-010.1617
27043PELP1P22T-EHumanEsophagusESCC6.95e-274.04e-010.1236
27043PELP1P23T-EHumanEsophagusESCC6.77e-122.98e-010.108
27043PELP1P24T-EHumanEsophagusESCC1.71e-134.30e-010.1287
27043PELP1P26T-EHumanEsophagusESCC1.21e-184.17e-010.1276
27043PELP1P27T-EHumanEsophagusESCC9.69e-194.73e-010.1055
27043PELP1P28T-EHumanEsophagusESCC1.42e-285.73e-010.1149
27043PELP1P30T-EHumanEsophagusESCC8.43e-145.60e-010.137
27043PELP1P31T-EHumanEsophagusESCC1.28e-194.52e-010.1251
27043PELP1P32T-EHumanEsophagusESCC8.52e-305.98e-010.1666
27043PELP1P36T-EHumanEsophagusESCC1.09e-123.90e-010.1187
27043PELP1P37T-EHumanEsophagusESCC1.29e-174.62e-010.1371
27043PELP1P38T-EHumanEsophagusESCC6.74e-042.01e-010.127
27043PELP1P39T-EHumanEsophagusESCC6.52e-082.30e-010.0894
27043PELP1P40T-EHumanEsophagusESCC3.82e-061.22e-010.109
27043PELP1P42T-EHumanEsophagusESCC4.47e-164.91e-010.1175
27043PELP1P44T-EHumanEsophagusESCC4.91e-101.66e-010.1096
27043PELP1P47T-EHumanEsophagusESCC7.15e-161.56e-010.1067
27043PELP1P48T-EHumanEsophagusESCC5.46e-092.65e-010.0959
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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
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.

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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:00436275EsophagusESCCresponse to estrogen45/855275/187238.75e-033.08e-0245
GO:0043627LiverCirrhoticresponse to estrogen30/463475/187232.52e-031.51e-0230
GO:00436271LiverHCCresponse to estrogen44/795875/187233.44e-031.55e-0244
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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
PELP1SNVMissense_Mutationnovelc.834N>Cp.Leu278Phep.L278Fprotein_codingtolerated(0.71)probably_damaging(0.923)TCGA-5L-AAT1-01Breastbreast invasive carcinomaFemale<65III/IVHormone TherapyletrozolSD
PELP1SNVMissense_Mutationnovelc.787C>Tp.Leu263Phep.L263Fprotein_codingtolerated(0.18)probably_damaging(0.986)TCGA-A7-A6VX-01Breastbreast invasive carcinomaFemale>=65I/IIChemotherapydocetaxelCR
PELP1SNVMissense_Mutationnovelc.3479N>Gp.Ala1160Glyp.A1160Gprotein_codingdeleterious_low_confidence(0)probably_damaging(0.994)TCGA-AC-A8OQ-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
PELP1SNVMissense_Mutationc.1961N>Tp.Ala654Valp.A654Vprotein_codingtolerated(0.42)possibly_damaging(0.743)TCGA-B6-A0I9-01Breastbreast invasive carcinomaFemale<65III/IVUnknownUnknownPD
PELP1SNVMissense_Mutationnovelc.1993N>Cp.Glu665Glnp.E665Qprotein_codingtolerated(0.26)possibly_damaging(0.55)TCGA-BH-A0B6-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
PELP1SNVMissense_Mutationrs774281042c.3091N>Cp.Thr1031Prop.T1031Pprotein_codingtolerated_low_confidence(0.18)benign(0)TCGA-BH-A1F5-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
PELP1SNVMissense_Mutationc.2155N>Tp.Gly719Cysp.G719Cprotein_codingtolerated(0.1)possibly_damaging(0.658)TCGA-C8-A12M-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
PELP1SNVMissense_Mutationc.1364T>Cp.Val455Alap.V455Aprotein_codingtolerated(0.13)probably_damaging(0.941)TCGA-D8-A1XK-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicine+cyclophosphamideSD
PELP1insertionIn_Frame_Insnovelc.3496_3497insTCTGTTGCCCAGGCTGGAGTGCAGTGGCATGGTCTCAGCTCACTGp.Pro1166delinsLeuCysCysProGlyTrpSerAlaValAlaTrpSerGlnLeuThrAlap.P1166delinsLCCPGWSAVAWSQLTAprotein_codingTCGA-A2-A0EM-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapytamoxiphenSD
PELP1insertionNonsense_Mutationnovelc.1265_1266insGGCACAGCAGGAGGGGAGGTAGAAGAAGp.Ile422MetfsTer8p.I422Mfs*8protein_codingTCGA-AN-A041-01Breastbreast invasive carcinomaFemale<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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