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: PIAS2

Gene summary for PIAS2

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

PIAS2

Gene ID

9063

Gene nameprotein inhibitor of activated STAT 2
Gene AliasARIP3
Cytomap18q21.1
Gene Typeprotein-coding
GO ID

GO:0006139

UniProtAcc

A0A024RC49


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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
9063PIAS2HTA11_3410_2000001011HumanColorectumAD1.85e-07-4.06e-010.0155
9063PIAS2HTA11_2487_2000001011HumanColorectumSER5.42e-06-4.97e-01-0.1808
9063PIAS2HTA11_3361_2000001011HumanColorectumAD2.17e-05-5.33e-01-0.1207
9063PIAS2HTA11_83_2000001011HumanColorectumSER5.14e-03-4.81e-01-0.1526
9063PIAS2HTA11_696_2000001011HumanColorectumAD2.67e-08-4.33e-01-0.1464
9063PIAS2HTA11_866_2000001011HumanColorectumAD6.80e-03-3.53e-01-0.1001
9063PIAS2HTA11_866_3004761011HumanColorectumAD4.14e-03-3.52e-010.096
9063PIAS2HTA11_7696_3000711011HumanColorectumAD2.05e-06-3.81e-010.0674
9063PIAS2HTA11_6818_2000001021HumanColorectumAD1.07e-02-3.79e-010.0588
9063PIAS2HTA11_99999971662_82457HumanColorectumMSS1.45e-16-5.30e-010.3859
9063PIAS2HTA11_99999973899_84307HumanColorectumMSS5.89e-06-6.02e-010.2585
9063PIAS2HTA11_99999974143_84620HumanColorectumMSS3.99e-18-5.96e-010.3005
9063PIAS2A001-C-207HumanColorectumFAP3.04e-04-2.54e-010.1278
9063PIAS2A015-C-203HumanColorectumFAP4.22e-19-2.66e-01-0.1294
9063PIAS2A015-C-204HumanColorectumFAP6.83e-06-3.16e-01-0.0228
9063PIAS2A014-C-040HumanColorectumFAP1.52e-03-4.02e-01-0.1184
9063PIAS2A002-C-201HumanColorectumFAP7.45e-14-3.63e-010.0324
9063PIAS2A001-C-119HumanColorectumFAP2.34e-13-5.56e-01-0.1557
9063PIAS2A001-C-108HumanColorectumFAP1.60e-14-3.02e-01-0.0272
9063PIAS2A002-C-205HumanColorectumFAP4.39e-25-5.37e-01-0.1236
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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
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
∗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:0071383ColorectumADcellular response to steroid hormone stimulus73/3918204/187236.31e-072.24e-0573
GO:0030522ColorectumADintracellular receptor signaling pathway87/3918265/187233.69e-061.03e-0487
GO:0043401ColorectumADsteroid hormone mediated signaling pathway51/3918136/187236.52e-061.63e-0451
GO:0048545ColorectumADresponse to steroid hormone104/3918339/187231.33e-052.90e-04104
GO:0009755ColorectumADhormone-mediated signaling pathway64/3918190/187232.78e-055.24e-0464
GO:0030518ColorectumADintracellular steroid hormone receptor signaling pathway43/3918116/187234.61e-057.97e-0443
GO:0030521ColorectumADandrogen receptor signaling pathway20/391844/187232.26e-042.94e-0320
GO:0033144ColorectumADnegative regulation of intracellular steroid hormone receptor signaling pathway16/391838/187232.53e-031.93e-0216
GO:0060766ColorectumADnegative regulation of androgen receptor signaling pathway8/391815/187235.67e-033.64e-028
GO:00713831ColorectumSERcellular response to steroid hormone stimulus55/2897204/187231.66e-055.05e-0455
GO:00485451ColorectumSERresponse to steroid hormone80/2897339/187235.15e-051.25e-0380
GO:00434011ColorectumSERsteroid hormone mediated signaling pathway38/2897136/187231.42e-042.82e-0338
GO:00097551ColorectumSERhormone-mediated signaling pathway49/2897190/187231.54e-043.00e-0349
GO:00305221ColorectumSERintracellular receptor signaling pathway63/2897265/187232.47e-044.20e-0363
GO:00305181ColorectumSERintracellular steroid hormone receptor signaling pathway31/2897116/187231.25e-031.41e-0231
GO:00331441ColorectumSERnegative regulation of intracellular steroid hormone receptor signaling pathway13/289738/187233.40e-032.90e-0213
GO:00305211ColorectumSERandrogen receptor signaling pathway14/289744/187235.09e-033.91e-0214
GO:00713832ColorectumMSScellular response to steroid hormone stimulus72/3467204/187238.87e-095.43e-0772
GO:00434012ColorectumMSSsteroid hormone mediated signaling pathway51/3467136/187231.43e-076.67e-0651
GO:00305222ColorectumMSSintracellular receptor signaling pathway84/3467265/187231.47e-076.79e-0684
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa04120ColorectumADUbiquitin mediated proteolysis58/2092142/84651.46e-051.53e-049.76e-0558
hsa041201ColorectumADUbiquitin mediated proteolysis58/2092142/84651.46e-051.53e-049.76e-0558
hsa041202ColorectumSERUbiquitin mediated proteolysis39/1580142/84656.18e-033.66e-022.66e-0239
hsa041203ColorectumSERUbiquitin mediated proteolysis39/1580142/84656.18e-033.66e-022.66e-0239
hsa041204ColorectumMSSUbiquitin mediated proteolysis55/1875142/84655.02e-066.00e-053.68e-0555
hsa041205ColorectumMSSUbiquitin mediated proteolysis55/1875142/84655.02e-066.00e-053.68e-0555
hsa041206ColorectumFAPUbiquitin mediated proteolysis51/1404142/84651.55e-085.84e-073.55e-0751
hsa041207ColorectumFAPUbiquitin mediated proteolysis51/1404142/84651.55e-085.84e-073.55e-0751
hsa041208ColorectumCRCUbiquitin mediated proteolysis42/1091142/84659.98e-086.67e-064.52e-0642
hsa041209ColorectumCRCUbiquitin mediated proteolysis42/1091142/84659.98e-086.67e-064.52e-0642
hsa0412027EsophagusESCCUbiquitin mediated proteolysis122/4205142/84656.53e-207.29e-183.74e-18122
hsa0412036EsophagusESCCUbiquitin mediated proteolysis122/4205142/84656.53e-207.29e-183.74e-18122
hsa0412010LiverNAFLDUbiquitin mediated proteolysis44/1043142/84652.59e-091.70e-071.37e-0744
hsa0412011LiverNAFLDUbiquitin mediated proteolysis44/1043142/84652.59e-091.70e-071.37e-0744
hsa0412041LiverHCCUbiquitin mediated proteolysis110/4020142/84651.67e-133.74e-122.08e-12110
hsa0412051LiverHCCUbiquitin mediated proteolysis110/4020142/84651.67e-133.74e-122.08e-12110
hsa0412022LungAISUbiquitin mediated proteolysis41/961142/84658.01e-094.33e-072.77e-0741
hsa0412032LungAISUbiquitin mediated proteolysis41/961142/84658.01e-094.33e-072.77e-0741
hsa0412020Oral cavityOSCCUbiquitin mediated proteolysis105/3704142/84651.83e-134.37e-122.23e-12105
hsa04120110Oral cavityOSCCUbiquitin mediated proteolysis105/3704142/84651.83e-134.37e-122.23e-12105
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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
PIAS2SNVMissense_Mutationc.1457N>Tp.Ala486Valp.A486VO75928protein_codingtolerated(0.31)benign(0.007)TCGA-AN-A0AK-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
PIAS2SNVMissense_Mutationc.1805N>Cp.Ser602Thrp.S602TO75928protein_codingtolerated_low_confidence(0.64)benign(0.015)TCGA-B6-A0RG-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
PIAS2SNVMissense_Mutationc.1281G>Ap.Met427Ilep.M427IO75928protein_codingtolerated(0.17)benign(0.041)TCGA-E2-A10C-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycytoxanSD
PIAS2insertionFrame_Shift_Insnovelc.1173dupAp.Ala392SerfsTer4p.A392Sfs*4O75928protein_codingTCGA-D8-A1JG-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinSD
PIAS2deletionFrame_Shift_Delnovelc.1139delNp.Lys380SerfsTer18p.K380Sfs*18O75928protein_codingTCGA-EW-A2FV-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapydocetaxelSD
PIAS2SNVMissense_Mutationc.1438G>Ap.Glu480Lysp.E480KO75928protein_codingdeleterious(0.01)benign(0.057)TCGA-C5-A1ME-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
PIAS2SNVMissense_Mutationnovelc.811N>Cp.Ser271Prop.S271PO75928protein_codingtolerated(1)benign(0.09)TCGA-AA-3984-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
PIAS2SNVMissense_Mutationc.1418N>Tp.Thr473Ilep.T473IO75928protein_codingdeleterious(0.01)probably_damaging(0.984)TCGA-AD-A5EJ-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
PIAS2SNVMissense_Mutationnovelc.1580N>Tp.Pro527Leup.P527LO75928protein_codingtolerated(0.13)benign(0.012)TCGA-AM-5820-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
PIAS2SNVMissense_Mutationc.674A>Cp.Asn225Thrp.N225TO75928protein_codingtolerated(0.29)benign(0.102)TCGA-AY-A8YK-01Colorectumcolon adenocarcinomaMale<65I/IIChemotherapy5-fuCR
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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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