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: PARD3

Gene summary for PARD3

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

PARD3

Gene ID

56288

Gene namepar-3 family cell polarity regulator
Gene AliasASIP
Cytomap10p11.22-p11.21
Gene Typeprotein-coding
GO ID

GO:0000226

UniProtAcc

Q8TEW0


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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
56288PARD3CA_HPV_1HumanCervixCC1.81e-04-1.66e-010.0264
56288PARD3CA_HPV_3HumanCervixCC1.82e-052.16e-010.0414
56288PARD3CCI_1HumanCervixCC6.58e-332.76e+000.528
56288PARD3CCI_2HumanCervixCC2.00e-172.39e+000.5249
56288PARD3CCI_3HumanCervixCC4.06e-442.55e+000.516
56288PARD3CCII_1HumanCervixCC4.96e-227.81e-010.3249
56288PARD3HTA11_3410_2000001011HumanColorectumAD2.65e-26-6.21e-010.0155
56288PARD3HTA11_2951_2000001011HumanColorectumAD1.02e-05-7.74e-010.0216
56288PARD3HTA11_1938_2000001011HumanColorectumAD2.23e-064.11e-01-0.0811
56288PARD3HTA11_347_2000001011HumanColorectumAD3.78e-219.00e-01-0.1954
56288PARD3HTA11_411_2000001011HumanColorectumSER5.52e-136.91e-01-0.2602
56288PARD3HTA11_1391_2000001011HumanColorectumAD1.66e-024.51e-01-0.059
56288PARD3HTA11_866_3004761011HumanColorectumAD1.05e-02-4.33e-010.096
56288PARD3HTA11_9408_2000001011HumanColorectumAD5.68e-03-3.99e-010.0451
56288PARD3HTA11_7696_3000711011HumanColorectumAD1.82e-02-2.80e-010.0674
56288PARD3HTA11_99999970781_79442HumanColorectumMSS1.70e-11-4.56e-010.294
56288PARD3HTA11_99999965104_69814HumanColorectumMSS2.69e-239.74e-010.281
56288PARD3HTA11_99999971662_82457HumanColorectumMSS3.73e-02-1.79e-020.3859
56288PARD3HTA11_99999973899_84307HumanColorectumMSS5.88e-04-5.88e-010.2585
56288PARD3HTA11_99999974143_84620HumanColorectumMSS2.28e-66-9.29e-010.3005
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
CervixThe 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.CC: Cervix cancer
HSIL_HPV: HPV-infected high-grade squamous intraepithelial lesions
N_HPV: HPV-infected normal cervix
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
EndometriumThe 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.AEH: Atypical endometrial hyperplasia
EEC: Endometrioid 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
GCThe 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.CAG: Chronic atrophic gastritis
CAG with IM: Chronic atrophic gastritis with intestinal metaplasia
CSG: Chronic superficial gastritis
GC: Gastric cancer
SIM: Severe intestinal metaplasia
WIM: Wild intestinal metaplasia
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
LungThe 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.AAH: Atypical adenomatous hyperplasia
AIS: Adenocarcinoma in situ
IAC: Invasive lung adenocarcinoma
MIA: Minimally invasive adenocarcinoma
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
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
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:006156421Oral cavityNEOLPaxon development78/2005467/187234.49e-056.26e-0478
GO:000740914Oral cavityNEOLPaxonogenesis71/2005418/187235.64e-057.62e-0471
GO:004329717Oral cavityNEOLPapical junction assembly20/200578/187231.55e-041.76e-0320
GO:005164213Oral cavityNEOLPcentrosome localization10/200532/187231.36e-039.75e-0310
GO:005196012Oral cavityNEOLPregulation of nervous system development68/2005443/187231.46e-031.03e-0268
GO:006184221Oral cavityNEOLPmicrotubule organizing center localization10/200533/187231.77e-031.22e-0210
GO:012019310Oral cavityNEOLPtight junction organization17/200580/187234.25e-032.40e-0217
GO:00140441Oral cavityNEOLPSchwann cell development9/200532/187235.18e-032.78e-029
GO:004206321Oral cavityNEOLPgliogenesis47/2005301/187235.26e-032.82e-0247
GO:001000121Oral cavityNEOLPglial cell differentiation37/2005225/187235.38e-032.88e-0237
GO:000660532Oral cavityNEOLPprotein targeting48/2005314/187237.23e-033.66e-0248
GO:001403711Oral cavityNEOLPSchwann cell differentiation10/200540/187238.10e-033.99e-0210
GO:00220111Oral cavityNEOLPmyelination in peripheral nervous system8/200529/187239.33e-034.43e-028
GO:00322921Oral cavityNEOLPperipheral nervous system axon ensheathment8/200529/187239.33e-034.43e-028
GO:00072722Oral cavityNEOLPensheathment of neurons24/2005136/187239.59e-034.53e-0224
GO:00083662Oral cavityNEOLPaxon ensheathment24/2005136/187239.59e-034.53e-0224
GO:000660518ProstateBPHprotein targeting102/3107314/187232.51e-122.05e-10102
GO:000716316ProstateBPHestablishment or maintenance of cell polarity75/3107218/187239.93e-115.97e-0975
GO:004593618ProstateBPHnegative regulation of phosphate metabolic process124/3107441/187235.95e-102.90e-08124
GO:001056318ProstateBPHnegative regulation of phosphorus metabolic process124/3107442/187236.94e-103.25e-08124
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa0452020CervixCCAdherens junction33/126793/84656.99e-077.31e-064.32e-0633
hsa0453020CervixCCTight junction49/1267169/84651.87e-061.78e-051.05e-0549
hsa0401512CervixCCRap1 signaling pathway56/1267210/84656.23e-065.61e-053.32e-0556
hsa0414418CervixCCEndocytosis64/1267251/84656.97e-066.10e-053.61e-0564
hsa043609CervixCCAxon guidance47/1267182/84658.13e-055.38e-043.18e-0447
hsa051657CervixCCHuman papillomavirus infection74/1267331/84651.70e-041.02e-036.03e-0474
hsa043908CervixCCHippo signaling pathway40/1267157/84653.64e-041.82e-031.07e-0340
hsa04062CervixCCChemokine signaling pathway43/1267192/84653.60e-031.34e-027.91e-0343
hsa04520110CervixCCAdherens junction33/126793/84656.99e-077.31e-064.32e-0633
hsa04530110CervixCCTight junction49/1267169/84651.87e-061.78e-051.05e-0549
hsa0401513CervixCCRap1 signaling pathway56/1267210/84656.23e-065.61e-053.32e-0556
hsa0414419CervixCCEndocytosis64/1267251/84656.97e-066.10e-053.61e-0564
hsa0436012CervixCCAxon guidance47/1267182/84658.13e-055.38e-043.18e-0447
hsa0516512CervixCCHuman papillomavirus infection74/1267331/84651.70e-041.02e-036.03e-0474
hsa0439013CervixCCHippo signaling pathway40/1267157/84653.64e-041.82e-031.07e-0340
hsa040621CervixCCChemokine signaling pathway43/1267192/84653.60e-031.34e-027.91e-0343
hsa04144ColorectumADEndocytosis111/2092251/84655.95e-121.42e-109.08e-11111
hsa04520ColorectumADAdherens junction50/209293/84651.52e-092.83e-081.81e-0850
hsa04530ColorectumADTight junction76/2092169/84655.49e-099.69e-086.18e-0876
hsa04015ColorectumADRap1 signaling pathway71/2092210/84651.72e-039.68e-036.18e-0371
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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
GZMAPARD3GZMA_PARD3PARsBreastADJ
PRSS3PARD3PRSS3_PARD3PARsCervixCC
CTSGPARD3CTSG_PARD3PARsCervixCC
GZMAPARD3GZMA_PARD3PARsCervixCC
PRSS3PARD3PRSS3_PARD3PARsCRCAD
CTSGPARD3CTSG_PARD3PARsCRCAD
GZMAPARD3GZMA_PARD3PARsCRCAD
PRSS3PARD3PRSS3_PARD3PARsCRCADJ
CTSGPARD3CTSG_PARD3PARsCRCADJ
GZMAPARD3GZMA_PARD3PARsCRCADJ
PRSS3PARD3PRSS3_PARD3PARsCRCCRC
PRSS3PARD3PRSS3_PARD3PARsCRCHealthy
PRSS3PARD3PRSS3_PARD3PARsCRCMSI-H
GZMAPARD3GZMA_PARD3PARsCRCMSI-H
PRSS3PARD3PRSS3_PARD3PARsCRCMSS
GZMAPARD3GZMA_PARD3PARsCRCMSS
CTSGPARD3CTSG_PARD3PARsCRCSER
GZMAPARD3GZMA_PARD3PARsCRCSER
CTSGPARD3CTSG_PARD3PARsEndometriumADJ
GZMAPARD3GZMA_PARD3PARsEndometriumADJ
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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
PARD3SNVMissense_Mutationc.3714N>Gp.Asp1238Glup.D1238EQ8TEW0protein_codingdeleterious_low_confidence(0.04)probably_damaging(0.99)TCGA-AR-A1AQ-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinSD
PARD3SNVMissense_Mutationrs566752362c.2728N>Tp.Arg910Cysp.R910CQ8TEW0protein_codingdeleterious(0)probably_damaging(0.995)TCGA-AR-A1AV-01Breastbreast invasive carcinomaMale>=65I/IIChemotherapycytoxanSD
PARD3SNVMissense_Mutationc.1741N>Ap.Asp581Asnp.D581NQ8TEW0protein_codingdeleterious(0.03)benign(0.116)TCGA-D8-A1XJ-01Breastbreast invasive carcinomaFemale>=65III/IVHormone TherapytamoxiphenSD
PARD3SNVMissense_Mutationc.2826N>Ap.Asp942Glup.D942EQ8TEW0protein_codingtolerated(0.12)probably_damaging(0.992)TCGA-E2-A15T-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyarimidexSD
PARD3insertionFrame_Shift_Insnovelc.3814_3815insTTTTTTTAAAACCTCGATGGTACTATGGAGTATTTCTGTTGTTp.Gly1272ValfsTer54p.G1272Vfs*54Q8TEW0protein_codingTCGA-A8-A06P-01Breastbreast invasive carcinomaFemale<65III/IVUnspecificSD
PARD3insertionNonsense_Mutationnovelc.1625_1626insATTAATTATACAAATATAGGTCTTGTTACTTAGGATGACAp.Val544IlefsTer5p.V544Ifs*5Q8TEW0protein_codingTCGA-BH-A0HF-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyarimidexSD
PARD3SNVMissense_Mutationrs768549956c.3613C>Tp.Arg1205Trpp.R1205WQ8TEW0protein_codingdeleterious_low_confidence(0)probably_damaging(0.928)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
PARD3SNVMissense_Mutationnovelc.2885C>Ap.Ser962Tyrp.S962YQ8TEW0protein_codingdeleterious(0)probably_damaging(0.997)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
PARD3SNVMissense_Mutationc.3253G>Cp.Asp1085Hisp.D1085HQ8TEW0protein_codingtolerated(0.12)probably_damaging(0.999)TCGA-DG-A2KK-01Cervixcervical & endocervical cancerFemale<65III/IVChemotherapycisplatinSD
PARD3SNVMissense_Mutationrs377613171c.3701C>Tp.Ser1234Leup.S1234LQ8TEW0protein_codingdeleterious_low_confidence(0.01)benign(0.124)TCGA-EA-A50E-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownPD
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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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