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: PDZRN3

Gene summary for PDZRN3

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

PDZRN3

Gene ID

23024

Gene namePDZ domain containing ring finger 3
Gene AliasLNX3
Cytomap3p13
Gene Typeprotein-coding
GO ID

GO:0006464

UniProtAcc

Q9UPQ7


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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
23024PDZRN3HTA11_3410_2000001011HumanColorectumAD1.64e-08-3.93e-010.0155
23024PDZRN3HTA11_2487_2000001011HumanColorectumSER7.30e-08-5.83e-01-0.1808
23024PDZRN3HTA11_1938_2000001011HumanColorectumAD2.42e-04-5.51e-01-0.0811
23024PDZRN3HTA11_83_2000001011HumanColorectumSER2.81e-02-5.41e-01-0.1526
23024PDZRN3HTA11_10711_2000001011HumanColorectumAD2.19e-02-3.53e-010.0338
23024PDZRN3HTA11_99999970781_79442HumanColorectumMSS2.71e-03-2.71e-010.294
23024PDZRN3HTA11_99999973899_84307HumanColorectumMSS4.80e-05-6.26e-010.2585
23024PDZRN3HTA11_99999974143_84620HumanColorectumMSS3.84e-03-3.90e-010.3005
23024PDZRN3A015-C-203HumanColorectumFAP1.21e-08-3.75e-01-0.1294
23024PDZRN3A002-C-201HumanColorectumFAP7.95e-06-3.23e-010.0324
23024PDZRN3A001-C-108HumanColorectumFAP4.67e-10-4.16e-01-0.0272
23024PDZRN3A002-C-021HumanColorectumFAP2.62e-043.73e-010.1171
23024PDZRN3A002-C-205HumanColorectumFAP2.86e-16-5.55e-01-0.1236
23024PDZRN3A015-C-006HumanColorectumFAP7.35e-05-3.08e-01-0.0994
23024PDZRN3A002-C-114HumanColorectumFAP1.68e-12-4.98e-01-0.1561
23024PDZRN3A015-C-104HumanColorectumFAP1.37e-12-3.91e-01-0.1899
23024PDZRN3A001-C-014HumanColorectumFAP1.38e-04-2.81e-010.0135
23024PDZRN3A002-C-016HumanColorectumFAP6.56e-06-3.33e-010.0521
23024PDZRN3A015-C-002HumanColorectumFAP9.41e-06-4.18e-01-0.0763
23024PDZRN3A001-C-203HumanColorectumFAP2.38e-02-1.93e-01-0.0481
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
Colorectum (GSE201348)The 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.FAP: Familial adenomatous polyposis
CRC: Colorectal cancer
Colorectum (HTA11)The 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.AD: Adenomas
SER: Sessile serrated lesions
MSI-H: Microsatellite-high colorectal cancer
MSS: Microsatellite stable colorectal cancer
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
ProstateThe 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.BPH: Benign Prostatic Hyperplasia
∗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:0050808ColorectumADsynapse organization112/3918426/187234.25e-032.92e-02112
GO:00508081ColorectumSERsynapse organization85/2897426/187237.17e-034.99e-0285
GO:00508082ColorectumMSSsynapse organization101/3467426/187233.96e-032.89e-02101
GO:00508083ColorectumFAPsynapse organization91/2622426/187231.90e-054.74e-0491
GO:00508084ColorectumCRCsynapse organization71/2078426/187233.02e-044.76e-0371
GO:00508087ProstateBPHsynapse organization103/3107426/187233.19e-053.61e-04103
GO:005080813ProstateTumorsynapse organization105/3246426/187237.20e-057.62e-04105
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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
PDZRN3SNVMissense_Mutationc.1939N>Tp.Arg647Cysp.R647CQ9UPQ7protein_codingdeleterious(0)possibly_damaging(0.739)TCGA-A2-A04X-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinSD
PDZRN3SNVMissense_Mutationc.1162G>Ap.Glu388Lysp.E388KQ9UPQ7protein_codingtolerated(0.23)probably_damaging(0.991)TCGA-A2-A0YH-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapyadriamycinSD
PDZRN3SNVMissense_Mutationrs761434170c.818A>Gp.His273Argp.H273RQ9UPQ7protein_codingtolerated(0.24)benign(0)TCGA-A2-A3Y0-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinCR
PDZRN3SNVMissense_Mutationc.1938N>Ap.Phe646Leup.F646LQ9UPQ7protein_codingdeleterious(0.01)possibly_damaging(0.628)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
PDZRN3SNVMissense_Mutationrs758508133c.1771N>Ap.Asp591Asnp.D591NQ9UPQ7protein_codingdeleterious(0.02)benign(0.142)TCGA-AN-A0XS-01Breastbreast invasive carcinomaFemale<65III/IVUnknownUnknownSD
PDZRN3SNVMissense_Mutationc.2833N>Ap.Glu945Lysp.E945KQ9UPQ7protein_codingdeleterious(0.01)probably_damaging(0.991)TCGA-AO-A03V-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyfluorouracilSD
PDZRN3SNVMissense_Mutationnovelc.1997N>Gp.Tyr666Cysp.Y666CQ9UPQ7protein_codingtolerated(0.08)benign(0.001)TCGA-AO-A128-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinSD
PDZRN3SNVMissense_Mutationrs755552126c.3154G>Ap.Asp1052Asnp.D1052NQ9UPQ7protein_codingdeleterious(0)possibly_damaging(0.706)TCGA-AR-A1AV-01Breastbreast invasive carcinomaMale>=65I/IIChemotherapycytoxanSD
PDZRN3SNVMissense_Mutationc.1772N>Gp.Asp591Glyp.D591GQ9UPQ7protein_codingdeleterious(0.03)benign(0.136)TCGA-BH-A18G-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
PDZRN3insertionIn_Frame_Insnovelc.2872_2873insAGTTTAAAGCATGTTTGCp.Thr958delinsLysPheLysAlaCysLeuProp.T958delinsKFKACLPQ9UPQ7protein_codingTCGA-A8-A0A4-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapytamoxiphenCR
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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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