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: PDRG1

Gene summary for PDRG1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

PDRG1

Gene ID

81572

Gene namep53 and DNA damage regulated 1
Gene AliasC20orf126
Cytomap20q11.21
Gene Typeprotein-coding
GO ID

GO:0006457

UniProtAcc

Q9NUG6


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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
81572PDRG1LZE4THumanEsophagusESCC5.46e-154.76e-010.0811
81572PDRG1LZE7THumanEsophagusESCC2.21e-065.31e-010.0667
81572PDRG1LZE20THumanEsophagusESCC2.06e-052.35e-010.0662
81572PDRG1LZE24THumanEsophagusESCC1.29e-299.49e-010.0596
81572PDRG1P1T-EHumanEsophagusESCC3.34e-042.66e-010.0875
81572PDRG1P2T-EHumanEsophagusESCC3.21e-214.11e-010.1177
81572PDRG1P4T-EHumanEsophagusESCC7.96e-236.11e-010.1323
81572PDRG1P5T-EHumanEsophagusESCC6.75e-244.88e-010.1327
81572PDRG1P8T-EHumanEsophagusESCC2.66e-214.71e-010.0889
81572PDRG1P9T-EHumanEsophagusESCC1.68e-072.12e-010.1131
81572PDRG1P10T-EHumanEsophagusESCC9.19e-518.71e-010.116
81572PDRG1P11T-EHumanEsophagusESCC2.12e-104.19e-010.1426
81572PDRG1P12T-EHumanEsophagusESCC2.83e-295.87e-010.1122
81572PDRG1P15T-EHumanEsophagusESCC7.78e-194.97e-010.1149
81572PDRG1P16T-EHumanEsophagusESCC7.54e-407.70e-010.1153
81572PDRG1P17T-EHumanEsophagusESCC2.98e-063.96e-010.1278
81572PDRG1P19T-EHumanEsophagusESCC2.28e-116.26e-010.1662
81572PDRG1P20T-EHumanEsophagusESCC8.33e-347.34e-010.1124
81572PDRG1P21T-EHumanEsophagusESCC4.86e-246.72e-010.1617
81572PDRG1P22T-EHumanEsophagusESCC2.44e-356.35e-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
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:0006457110EsophagusESCCprotein folding163/8552212/187231.13e-201.74e-18163
GO:00064577LiverCirrhoticprotein folding114/4634212/187239.23e-202.31e-17114
GO:000645712LiverHCCprotein folding160/7958212/187231.07e-221.88e-20160
GO:000645718Oral cavityOSCCprotein folding154/7305212/187231.89e-234.60e-21154
GO:000645719Oral cavityLPprotein folding125/4623212/187231.62e-268.45e-24125
GO:0006457111SkincSCCprotein folding131/4864212/187232.96e-281.32e-25131
GO:0006457112ThyroidPTCprotein folding137/5968212/187238.29e-232.01e-20137
GO:000645733ThyroidATCprotein folding140/6293212/187233.46e-228.09e-20140
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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
PDRG1SNVMissense_Mutationc.310N>Cp.Glu104Glnp.E104QQ9NUG6protein_codingdeleterious(0.01)probably_damaging(0.976)TCGA-AR-A1AI-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycytoxanPD
PDRG1SNVMissense_Mutationnovelc.100G>Cp.Asp34Hisp.D34HQ9NUG6protein_codingdeleterious(0.01)probably_damaging(0.936)TCGA-BH-A2L8-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycytoxanCR
PDRG1SNVMissense_Mutationc.299N>Gp.Asn100Serp.N100SQ9NUG6protein_codingtolerated(0.25)benign(0.01)TCGA-D8-A1XK-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicine+cyclophosphamideSD
PDRG1SNVMissense_Mutationc.232N>Cp.Glu78Glnp.E78QQ9NUG6protein_codingtolerated(1)benign(0.006)TCGA-GM-A2DH-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapytaxolCR
PDRG1insertionFrame_Shift_Insnovelc.246_247insGCTGATGGATCATCTTCTCTCCTAGGCAAACCGGAGCTGAAGGp.His83AlafsTer18p.H83Afs*18Q9NUG6protein_codingTCGA-A8-A06Q-01Breastbreast invasive carcinomaFemale<65III/IVUnknownUnknownSD
PDRG1SNVMissense_Mutationc.367N>Ap.Glu123Lysp.E123KQ9NUG6protein_codingdeleterious(0)probably_damaging(0.946)TCGA-EK-A3GK-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
PDRG1SNVMissense_Mutationc.228N>Tp.Met76Ilep.M76IQ9NUG6protein_codingtolerated(0.15)benign(0.134)TCGA-AA-3510-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
PDRG1SNVMissense_Mutationc.187A>Gp.Asn63Aspp.N63DQ9NUG6protein_codingtolerated(0.15)benign(0.006)TCGA-AA-A010-01Colorectumcolon adenocarcinomaFemale<65I/IIChemotherapyfolinicCR
PDRG1SNVMissense_Mutationc.358A>Gp.Asn120Aspp.N120DQ9NUG6protein_codingdeleterious(0.01)benign(0.006)TCGA-CM-5861-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownPD
PDRG1SNVMissense_Mutationrs755286962c.32G>Ap.Arg11Glnp.R11QQ9NUG6protein_codingtolerated(0.72)benign(0)TCGA-F5-6814-01Colorectumrectum 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
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