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: PADI3

Gene summary for PADI3

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

PADI3

Gene ID

51702

Gene namepeptidyl arginine deiminase 3
Gene AliasPAD3
Cytomap1p36.13
Gene Typeprotein-coding
GO ID

GO:0006464

UniProtAcc

Q9ULW8


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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
51702PADI3LZE8THumanEsophagusESCC3.74e-032.28e-010.067
51702PADI3LZE20THumanEsophagusESCC4.10e-032.24e-010.0662
51702PADI3LZE24THumanEsophagusESCC2.20e-072.60e-010.0596
51702PADI3P2T-EHumanEsophagusESCC1.13e-113.52e-010.1177
51702PADI3P4T-EHumanEsophagusESCC2.76e-163.93e-010.1323
51702PADI3P8T-EHumanEsophagusESCC2.59e-154.57e-010.0889
51702PADI3P11T-EHumanEsophagusESCC2.51e-075.21e-010.1426
51702PADI3P12T-EHumanEsophagusESCC1.55e-082.84e-010.1122
51702PADI3P15T-EHumanEsophagusESCC3.07e-083.20e-010.1149
51702PADI3P20T-EHumanEsophagusESCC1.55e-041.85e-010.1124
51702PADI3P22T-EHumanEsophagusESCC8.31e-264.79e-010.1236
51702PADI3P27T-EHumanEsophagusESCC4.52e-357.23e-010.1055
51702PADI3P31T-EHumanEsophagusESCC2.03e-031.61e-010.1251
51702PADI3P37T-EHumanEsophagusESCC1.05e-154.19e-010.1371
51702PADI3P42T-EHumanEsophagusESCC2.69e-042.29e-010.1175
51702PADI3P44T-EHumanEsophagusESCC1.05e-052.27e-010.1096
51702PADI3P49T-EHumanEsophagusESCC4.99e-141.26e+000.1768
51702PADI3P54T-EHumanEsophagusESCC2.79e-224.78e-010.0975
51702PADI3P56T-EHumanEsophagusESCC1.06e-022.84e-010.1613
51702PADI3P57T-EHumanEsophagusESCC1.29e-115.19e-010.0926
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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
∗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:00165707Oral cavityOSCChistone modification270/7305463/187231.59e-171.50e-15270
GO:001657014Oral cavityLPhistone modification152/4623463/187234.04e-055.90e-04152
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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
PADI3SNVMissense_Mutationc.1574N>Tp.Thr525Ilep.T525IQ9ULW8protein_codingtolerated(0.17)benign(0.273)TCGA-A8-A08F-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapy5-fluorouracilCR
PADI3SNVMissense_Mutationnovelc.1930N>Cp.Val644Leup.V644LQ9ULW8protein_codingdeleterious(0.02)possibly_damaging(0.871)TCGA-A8-A08H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
PADI3SNVMissense_Mutationnovelc.1687N>Ap.Glu563Lysp.E563KQ9ULW8protein_codingdeleterious(0)possibly_damaging(0.686)TCGA-AC-A6IW-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
PADI3SNVMissense_Mutationnovelc.935G>Cp.Arg312Prop.R312PQ9ULW8protein_codingdeleterious(0.05)possibly_damaging(0.552)TCGA-B6-A0IK-01Breastbreast invasive carcinomaFemale<65III/IVUnknownUnknownPD
PADI3SNVMissense_Mutationc.1708N>Tp.Pro570Serp.P570SQ9ULW8protein_codingdeleterious(0)probably_damaging(1)TCGA-BH-A0HF-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyarimidexSD
PADI3SNVMissense_Mutationnovelc.1906N>Gp.Pro636Alap.P636AQ9ULW8protein_codingtolerated(0.27)benign(0.081)TCGA-BH-A2L8-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycytoxanCR
PADI3SNVMissense_Mutationc.1053G>Cp.Glu351Aspp.E351DQ9ULW8protein_codingdeleterious(0.01)possibly_damaging(0.538)TCGA-C8-A1HM-01Breastbreast invasive carcinomaFemale>=65I/IIChemotherapydoxorubicinCR
PADI3insertionFrame_Shift_Insnovelc.1928_1929insACCTGTCCACACCACCATTp.Val644ProfsTer56p.V644Pfs*56Q9ULW8protein_codingTCGA-A8-A08H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
PADI3insertionIn_Frame_Insnovelc.1394_1395insCCTTGAAGAGAGCCAGAAGCAAGGAATp.Trp465delinsCysLeuGluGluSerGlnLysGlnGlyMetp.W465delinsCLEESQKQGMQ9ULW8protein_codingTCGA-AO-A0J9-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapycyclophosphamidePD
PADI3insertionIn_Frame_Insnovelc.581_582insCCCCAAATTCTCATTGAATCATCCAAGp.Phe194_Asp195insProLysPheSerLeuAsnHisProSerp.F194_D195insPKFSLNHPSQ9ULW8protein_codingTCGA-B6-A0IK-01Breastbreast invasive carcinomaFemale<65III/IVUnknownUnknownPD
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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
51702PADI3ENZYME, DRUGGABLE GENOMEO-F-AMIDINECHEMBL191097021882827
51702PADI3ENZYME, DRUGGABLE GENOMEinhibitor252166884
51702PADI3ENZYME, DRUGGABLE GENOMEinhibitor252166885
51702PADI3ENZYME, DRUGGABLE GENOMEO-CL-AMIDINECHEMBL191097121882827
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