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: PDDC1

Gene summary for PDDC1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

PDDC1

Gene ID

347862

Gene nameglutamine amidotransferase class 1 domain containing 1
Gene AliasPDDC1
Cytomap11p15.5
Gene Typeprotein-coding
GO ID

GO:0008150

UniProtAcc

B7Z1J9


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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
347862PDDC1HCC1_MengHumanLiverHCC5.76e-321.86e-020.0246
347862PDDC1HCC2_MengHumanLiverHCC2.26e-052.35e-020.0107
347862PDDC1HCC1HumanLiverHCC2.98e-212.74e+000.5336
347862PDDC1HCC2HumanLiverHCC3.33e-333.32e+000.5341
347862PDDC1HCC5HumanLiverHCC5.42e-332.37e+000.4932
347862PDDC1P1_cSCCHumanSkincSCC2.89e-154.32e-010.0292
347862PDDC1P2_cSCCHumanSkincSCC3.46e-041.86e-01-0.024
347862PDDC1P4_cSCCHumanSkincSCC2.13e-061.75e-01-0.00290000000000005
347862PDDC1P10_cSCCHumanSkincSCC6.70e-173.66e-010.1017
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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
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
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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
PDDC1SNVMissense_Mutationnovelc.212N>Tp.Ala71Valp.A71VQ8NB37protein_codingtolerated(0.08)benign(0.02)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
PDDC1SNVMissense_Mutationrs758640162c.580N>Tp.Arg194Cysp.R194CQ8NB37protein_codingdeleterious(0)probably_damaging(0.999)TCGA-VS-A9UZ-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
PDDC1SNVMissense_Mutationc.623N>Tp.Ala208Valp.A208VQ8NB37protein_codingdeleterious(0)probably_damaging(0.981)TCGA-G4-6588-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
PDDC1SNVMissense_Mutationc.571N>Ap.Val191Metp.V191MQ8NB37protein_codingdeleterious(0)probably_damaging(0.997)TCGA-WS-AB45-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
PDDC1SNVMissense_Mutationnovelc.579C>Ap.Asp193Glup.D193EQ8NB37protein_codingdeleterious(0)probably_damaging(1)TCGA-A5-A0G1-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
PDDC1SNVMissense_Mutationc.158T>Gp.Phe53Cysp.F53CQ8NB37protein_codingdeleterious(0)probably_damaging(0.935)TCGA-AX-A0J0-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
PDDC1SNVMissense_Mutationnovelc.473G>Tp.Arg158Metp.R158MQ8NB37protein_codingdeleterious(0)possibly_damaging(0.907)TCGA-BG-A2L7-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIChemotherapycarboplatinCR
PDDC1SNVMissense_Mutationnovelc.646N>Gp.Cys216Glyp.C216GQ8NB37protein_codingtolerated(0.06)benign(0.176)TCGA-FI-A2F4-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
PDDC1SNVMissense_Mutationc.344N>Tp.His115Leup.H115LQ8NB37protein_codingtolerated(0.66)benign(0)TCGA-55-A494-01Lunglung adenocarcinomaFemale<65I/IIUnknownUnknownSD
PDDC1SNVMissense_Mutationc.275C>Gp.Pro92Argp.P92RQ8NB37protein_codingdeleterious(0)probably_damaging(0.982)TCGA-69-7765-01Lunglung adenocarcinomaMale<65III/IVChemotherapycarboplatinSD
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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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