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: PAGR1

Gene summary for PAGR1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

PAGR1

Gene ID

79447

Gene namePAXIP1 associated glutamate rich protein 1
Gene AliasC16orf53
Cytomap16p11.2
Gene Typeprotein-coding
GO ID

GO:0006139

UniProtAcc

Q9BTK6


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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
79447PAGR1LZE2THumanEsophagusESCC3.94e-076.52e-010.082
79447PAGR1LZE4THumanEsophagusESCC2.35e-124.24e-010.0811
79447PAGR1LZE5THumanEsophagusESCC1.28e-074.41e-010.0514
79447PAGR1LZE7THumanEsophagusESCC6.11e-125.92e-010.0667
79447PAGR1LZE8THumanEsophagusESCC9.77e-062.44e-010.067
79447PAGR1LZE20THumanEsophagusESCC1.97e-042.19e-010.0662
79447PAGR1LZE22THumanEsophagusESCC1.28e-074.90e-010.068
79447PAGR1LZE24D1HumanEsophagusHGIN3.66e-035.85e-010.054
79447PAGR1LZE24THumanEsophagusESCC5.96e-451.15e+000.0596
79447PAGR1LZE21THumanEsophagusESCC1.16e-054.49e-010.0655
79447PAGR1LZE6THumanEsophagusESCC2.19e-238.56e-010.0845
79447PAGR1P1T-EHumanEsophagusESCC7.17e-166.28e-010.0875
79447PAGR1P2T-EHumanEsophagusESCC2.25e-691.10e+000.1177
79447PAGR1P4T-EHumanEsophagusESCC1.31e-368.12e-010.1323
79447PAGR1P5T-EHumanEsophagusESCC2.28e-356.24e-010.1327
79447PAGR1P8T-EHumanEsophagusESCC2.20e-173.40e-010.0889
79447PAGR1P9T-EHumanEsophagusESCC4.11e-153.32e-010.1131
79447PAGR1P10T-EHumanEsophagusESCC1.53e-193.34e-010.116
79447PAGR1P11T-EHumanEsophagusESCC5.37e-258.17e-010.1426
79447PAGR1P12T-EHumanEsophagusESCC6.49e-589.08e-010.1122
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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
∗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:001657015EsophagusESCChistone modification323/8552463/187232.61e-267.88e-24323
GO:001820514EsophagusESCCpeptidyl-lysine modification259/8552376/187233.90e-205.26e-18259
GO:190198713EsophagusESCCregulation of cell cycle phase transition242/8552390/187233.86e-111.26e-09242
GO:00434143EsophagusESCCmacromolecule methylation199/8552316/187233.44e-109.57e-09199
GO:0030522110EsophagusESCCintracellular receptor signaling pathway170/8552265/187238.58e-102.09e-08170
GO:004578710EsophagusESCCpositive regulation of cell cycle196/8552313/187239.27e-102.24e-08196
GO:00322592EsophagusESCCmethylation222/8552364/187232.26e-095.09e-08222
GO:0048545111EsophagusESCCresponse to steroid hormone204/8552339/187234.47e-088.11e-07204
GO:004484314EsophagusESCCcell cycle G1/S phase transition148/8552241/187235.68e-077.48e-06148
GO:000647914EsophagusESCCprotein methylation115/8552181/187239.07e-071.16e-05115
GO:000821314EsophagusESCCprotein alkylation115/8552181/187239.07e-071.16e-05115
GO:0071383110EsophagusESCCcellular response to steroid hormone stimulus127/8552204/187231.26e-061.55e-05127
GO:19019896EsophagusESCCpositive regulation of cell cycle phase transition77/8552115/187233.20e-063.58e-0577
GO:00900689EsophagusESCCpositive regulation of cell cycle process142/8552236/187234.79e-065.08e-05142
GO:003051819EsophagusESCCintracellular steroid hormone receptor signaling pathway76/8552116/187231.25e-051.15e-0476
GO:004340119EsophagusESCCsteroid hormone mediated signaling pathway87/8552136/187231.25e-051.15e-0487
GO:00165718EsophagusESCChistone methylation89/8552141/187232.17e-051.87e-0489
GO:00331438EsophagusESCCregulation of intracellular steroid hormone receptor signaling pathway50/855274/187231.16e-048.04e-0450
GO:003496814EsophagusESCChistone lysine methylation72/8552115/187231.85e-041.18e-0372
GO:001802214EsophagusESCCpeptidyl-lysine methylation79/8552131/187235.17e-042.86e-0379
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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
PAGR1SNVMissense_Mutationc.282N>Cp.Glu94Aspp.E94DQ9BTK6protein_codingtolerated(0.23)benign(0.007)TCGA-E9-A243-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapy5-fluorouracilPD
PAGR1deletionFrame_Shift_Delnovelc.746delCp.Pro249LeufsTer14p.P249Lfs*14Q9BTK6protein_codingTCGA-EW-A2FV-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapydocetaxelSD
PAGR1SNVMissense_Mutationnovelc.388G>Ap.Glu130Lysp.E130KQ9BTK6protein_codingtolerated(0.58)benign(0.055)TCGA-EA-A3HU-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
PAGR1SNVMissense_Mutationnovelc.185C>Tp.Ser62Phep.S62FQ9BTK6protein_codingdeleterious(0.04)benign(0.082)TCGA-VS-A8EB-01Cervixcervical & endocervical cancerFemale<65III/IVUnknownUnknownPD
PAGR1SNVMissense_Mutationnovelc.553A>Gp.Arg185Glyp.R185GQ9BTK6protein_codingdeleterious(0.03)possibly_damaging(0.747)TCGA-CA-6717-01Colorectumcolon adenocarcinomaMale<65I/IIChemotherapyoxaliplatinCR
PAGR1SNVMissense_Mutationnovelc.142N>Tp.Asp48Tyrp.D48YQ9BTK6protein_codingdeleterious(0)benign(0.33)TCGA-AX-A2HC-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVChemotherapypaclitaxelPD
PAGR1SNVMissense_Mutationnovelc.574N>Tp.Ala192Serp.A192SQ9BTK6protein_codingtolerated(0.21)benign(0.254)TCGA-B5-A3FA-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
PAGR1SNVMissense_Mutationnovelc.343N>Tp.Leu115Phep.L115FQ9BTK6protein_codingdeleterious(0)probably_damaging(0.998)TCGA-B5-A3FC-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
PAGR1SNVMissense_Mutationnovelc.524N>Cp.Val175Alap.V175AQ9BTK6protein_codingtolerated(0.58)benign(0.001)TCGA-E6-A2P8-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVUnknownUnknownPD
PAGR1SNVMissense_Mutationnovelc.744N>Ap.Phe248Leup.F248LQ9BTK6protein_codingdeleterious(0)possibly_damaging(0.888)TCGA-EO-A3B0-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVUnknownUnknownSD
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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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