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: PDF

Gene summary for PDF

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

PDF

Gene ID

64146

Gene namepeptide deformylase, mitochondrial
Gene AliasPDF
Cytomap16q22.1
Gene Typeprotein-coding
GO ID

GO:0006412

UniProtAcc

A0A024R6Y3


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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
64146PDFLZE2THumanEsophagusESCC8.29e-034.00e-010.082
64146PDFLZE20THumanEsophagusESCC3.15e-031.16e-010.0662
64146PDFLZE24THumanEsophagusESCC3.04e-172.77e-010.0596
64146PDFLZE21THumanEsophagusESCC3.49e-021.67e-010.0655
64146PDFP1T-EHumanEsophagusESCC4.66e-086.41e-010.0875
64146PDFP2T-EHumanEsophagusESCC6.31e-081.88e-010.1177
64146PDFP4T-EHumanEsophagusESCC7.60e-318.22e-010.1323
64146PDFP5T-EHumanEsophagusESCC1.74e-154.57e-010.1327
64146PDFP8T-EHumanEsophagusESCC4.47e-102.36e-010.0889
64146PDFP9T-EHumanEsophagusESCC1.10e-082.51e-010.1131
64146PDFP10T-EHumanEsophagusESCC9.36e-041.15e-010.116
64146PDFP11T-EHumanEsophagusESCC4.29e-144.88e-010.1426
64146PDFP12T-EHumanEsophagusESCC3.39e-091.88e-010.1122
64146PDFP15T-EHumanEsophagusESCC2.03e-122.32e-010.1149
64146PDFP16T-EHumanEsophagusESCC8.43e-102.70e-010.1153
64146PDFP17T-EHumanEsophagusESCC1.03e-125.33e-010.1278
64146PDFP19T-EHumanEsophagusESCC4.67e-064.48e-010.1662
64146PDFP20T-EHumanEsophagusESCC5.75e-102.59e-010.1124
64146PDFP21T-EHumanEsophagusESCC3.28e-346.89e-010.1617
64146PDFP22T-EHumanEsophagusESCC1.01e-224.13e-010.1236
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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:00182061EsophagusESCCpeptidyl-methionine modification12/855213/187236.18e-043.32e-0312
GO:0031365EsophagusESCCN-terminal protein amino acid modification21/855230/187236.17e-032.27e-0221
GO:0018206LiverHCCpeptidyl-methionine modification10/795813/187231.28e-024.61e-0210
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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
PDFSNVMissense_Mutationnovelc.629N>Ap.Arg210Hisp.R210HQ9HBH1protein_codingdeleterious(0)probably_damaging(1)TCGA-B5-A1MR-01Endometriumuterine corpus endometrioid carcinomaFemale>=65III/IVUnknownUnknownSD
PDFSNVMissense_Mutationrs577894071c.689N>Ap.Ser230Asnp.S230NQ9HBH1protein_codingtolerated(0.17)benign(0.172)TCGA-EO-A3KX-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
PDFSNVMissense_Mutationc.652C>Ap.His218Asnp.H218NQ9HBH1protein_codingdeleterious(0)probably_damaging(1)TCGA-DD-A39V-01Liverliver hepatocellular carcinomaMale>=65I/IIUnknownUnknownPD
PDFinsertionFrame_Shift_Insnovelc.701dupCp.Asn235LysfsTer9p.N235Kfs*9Q9HBH1protein_codingTCGA-CV-A45V-01Oral cavityhead & neck squamous cell carcinomaFemale>=65I/IIUnknownUnknownSD
PDFdeletionFrame_Shift_Delnovelc.674_681delTTGACAAAp.Ile225AsnfsTer16p.I225Nfs*16Q9HBH1protein_codingTCGA-BR-A4J9-01Stomachstomach adenocarcinomaMale<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
64146PDFDRUGGABLE GENOMEUstekinumabUSTEKINUMAB
64146PDFDRUGGABLE GENOMEPREMETREXED
64146PDFDRUGGABLE GENOMEProguanilCHLOROGUANIDE
64146PDFDRUGGABLE GENOMEChlorproguanilCHLORPROGUANIL
64146PDFDRUGGABLE GENOMEMeprobamateMEPROBAMATE
64146PDFDRUGGABLE GENOMEMCB-3837
64146PDFDRUGGABLE GENOMETrimetrexateTRIMETREXATE
64146PDFDRUGGABLE GENOMEPralatrexatePRALATREXATE
64146PDFDRUGGABLE GENOMEMetoprineMETOPRINE
64146PDFDRUGGABLE GENOMELY333531
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