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: PIAS3

Gene summary for PIAS3

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

PIAS3

Gene ID

10401

Gene nameprotein inhibitor of activated STAT 3
Gene AliasZMIZ5
Cytomap1q21.1
Gene Typeprotein-coding
GO ID

GO:0000122

UniProtAcc

B3KNI3


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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
10401PIAS3LZE2THumanEsophagusESCC9.95e-046.29e-010.082
10401PIAS3LZE4THumanEsophagusESCC3.73e-051.36e-010.0811
10401PIAS3LZE5THumanEsophagusESCC1.24e-032.42e-010.0514
10401PIAS3LZE7THumanEsophagusESCC7.80e-073.95e-010.0667
10401PIAS3LZE8THumanEsophagusESCC2.51e-048.93e-020.067
10401PIAS3LZE20THumanEsophagusESCC4.20e-032.45e-010.0662
10401PIAS3LZE22THumanEsophagusESCC3.38e-066.70e-010.068
10401PIAS3LZE24THumanEsophagusESCC2.41e-193.89e-010.0596
10401PIAS3LZE21THumanEsophagusESCC2.97e-053.42e-010.0655
10401PIAS3LZE6THumanEsophagusESCC1.12e-021.53e-010.0845
10401PIAS3P1T-EHumanEsophagusESCC1.28e-062.81e-010.0875
10401PIAS3P2T-EHumanEsophagusESCC2.00e-406.24e-010.1177
10401PIAS3P4T-EHumanEsophagusESCC1.21e-082.37e-010.1323
10401PIAS3P5T-EHumanEsophagusESCC7.25e-045.37e-020.1327
10401PIAS3P8T-EHumanEsophagusESCC1.51e-314.74e-010.0889
10401PIAS3P9T-EHumanEsophagusESCC6.86e-122.48e-010.1131
10401PIAS3P10T-EHumanEsophagusESCC1.22e-427.03e-010.116
10401PIAS3P11T-EHumanEsophagusESCC9.47e-144.95e-010.1426
10401PIAS3P12T-EHumanEsophagusESCC5.43e-386.29e-010.1122
10401PIAS3P15T-EHumanEsophagusESCC5.79e-521.07e+000.1149
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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
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
∗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:1903320111EsophagusESCCregulation of protein modification by small protein conjugation or removal181/8552242/187231.80e-202.60e-18181
GO:001820514EsophagusESCCpeptidyl-lysine modification259/8552376/187233.90e-205.26e-18259
GO:190332216EsophagusESCCpositive regulation of protein modification by small protein conjugation or removal99/8552138/187234.39e-101.16e-0899
GO:0030099111EsophagusESCCmyeloid cell differentiation232/8552381/187231.22e-092.90e-08232
GO:1903321111EsophagusESCCnegative regulation of protein modification by small protein conjugation or removal69/855295/187238.54e-081.44e-0669
GO:001692512EsophagusESCCprotein sumoylation41/855253/187232.49e-062.86e-0541
GO:000257317EsophagusESCCmyeloid leukocyte differentiation128/8552208/187232.75e-063.15e-05128
GO:003320914EsophagusESCCtumor necrosis factor-mediated signaling pathway67/855299/187237.87e-067.72e-0567
GO:003461220EsophagusESCCresponse to tumor necrosis factor149/8552253/187231.47e-051.33e-04149
GO:007135620EsophagusESCCcellular response to tumor necrosis factor132/8552229/187231.69e-041.11e-03132
GO:1903706110EsophagusESCCregulation of hemopoiesis201/8552367/187232.60e-041.58e-03201
GO:000268316EsophagusESCCnegative regulation of immune system process231/8552434/187238.48e-044.36e-03231
GO:0045637111EsophagusESCCregulation of myeloid cell differentiation118/8552210/187231.35e-036.43e-03118
GO:190210510EsophagusESCCregulation of leukocyte differentiation152/8552279/187231.82e-038.35e-03152
GO:00458381EsophagusESCCpositive regulation of membrane potential13/855216/187234.05e-031.62e-0213
GO:000276115EsophagusESCCregulation of myeloid leukocyte differentiation69/8552120/187236.00e-032.21e-0269
GO:00332331EsophagusESCCregulation of protein sumoylation18/855225/187237.04e-032.56e-0218
GO:0033235EsophagusESCCpositive regulation of protein sumoylation10/855212/187238.94e-033.12e-0210
GO:00303165EsophagusESCCosteoclast differentiation54/855294/187231.43e-024.65e-0254
GO:190332020Oral cavityOSCCregulation of protein modification by small protein conjugation or removal165/7305242/187232.52e-203.99e-18165
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa0412027EsophagusESCCUbiquitin mediated proteolysis122/4205142/84656.53e-207.29e-183.74e-18122
hsa0412036EsophagusESCCUbiquitin mediated proteolysis122/4205142/84656.53e-207.29e-183.74e-18122
hsa0412020Oral cavityOSCCUbiquitin mediated proteolysis105/3704142/84651.83e-134.37e-122.23e-12105
hsa04120110Oral cavityOSCCUbiquitin mediated proteolysis105/3704142/84651.83e-134.37e-122.23e-12105
hsa0412025Oral cavityLPUbiquitin mediated proteolysis66/2418142/84653.74e-063.46e-052.23e-0566
hsa0412035Oral cavityLPUbiquitin mediated proteolysis66/2418142/84653.74e-063.46e-052.23e-0566
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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
PIAS3SNVMissense_Mutationnovelc.690N>Cp.Lys230Asnp.K230NQ9Y6X2protein_codingdeleterious(0.02)probably_damaging(0.997)TCGA-5L-AAT1-01Breastbreast invasive carcinomaFemale<65III/IVHormone TherapyletrozolSD
PIAS3deletionIn_Frame_Delnovelc.1709_1723delNNNNNNNNNNNNNNNp.Leu570_Ala574delp.L570_A574delQ9Y6X2protein_codingTCGA-A7-A6VX-01Breastbreast invasive carcinomaFemale>=65I/IIChemotherapydocetaxelCR
PIAS3SNVMissense_Mutationnovelc.349C>Ap.Pro117Thrp.P117TQ9Y6X2protein_codingtolerated(0.12)benign(0.108)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
PIAS3SNVMissense_Mutationnovelc.170T>Cp.Ile57Thrp.I57TQ9Y6X2protein_codingdeleterious(0.01)probably_damaging(0.943)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
PIAS3SNVMissense_Mutationc.1378N>Ap.Asp460Asnp.D460NQ9Y6X2protein_codingtolerated(0.07)probably_damaging(0.984)TCGA-DR-A0ZM-01Cervixcervical & endocervical cancerFemale<65III/IVUnspecificCisplatinSD
PIAS3SNVMissense_Mutationc.1378N>Ap.Asp460Asnp.D460NQ9Y6X2protein_codingtolerated(0.07)probably_damaging(0.984)TCGA-IR-A3LA-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
PIAS3SNVMissense_Mutationrs782639620c.305C>Tp.Ala102Valp.A102VQ9Y6X2protein_codingtolerated(0.5)benign(0)TCGA-AA-3510-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
PIAS3SNVMissense_Mutationc.427C>Tp.Arg143Trpp.R143WQ9Y6X2protein_codingdeleterious(0)possibly_damaging(0.875)TCGA-AA-3864-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
PIAS3SNVMissense_Mutationnovelc.947N>Cp.Val316Alap.V316AQ9Y6X2protein_codingdeleterious(0)benign(0.108)TCGA-AA-A01K-01Colorectumcolon adenocarcinomaFemale>=65III/IVChemotherapyfolinicCR
PIAS3SNVMissense_Mutationnovelc.946N>Ap.Val316Metp.V316MQ9Y6X2protein_codingdeleterious(0)possibly_damaging(0.467)TCGA-AA-A01K-01Colorectumcolon adenocarcinomaFemale>=65III/IVChemotherapyfolinicCR
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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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