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: HIPK3

Gene summary for HIPK3

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

HIPK3

Gene ID

10114

Gene namehomeodomain interacting protein kinase 3
Gene AliasDYRK6
Cytomap11p13
Gene Typeprotein-coding
GO ID

GO:0000165

UniProtAcc

Q9H422


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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
10114HIPK3LZE4THumanEsophagusESCC1.69e-044.00e-020.0811
10114HIPK3LZE5THumanEsophagusESCC1.00e-068.52e-020.0514
10114HIPK3LZE8THumanEsophagusESCC3.50e-05-1.22e-010.067
10114HIPK3LZE20THumanEsophagusESCC4.18e-024.18e-030.0662
10114HIPK3LZE22THumanEsophagusESCC6.65e-038.52e-020.068
10114HIPK3LZE24THumanEsophagusESCC6.01e-153.05e-010.0596
10114HIPK3P2T-EHumanEsophagusESCC1.16e-13-1.02e-010.1177
10114HIPK3P4T-EHumanEsophagusESCC3.48e-05-5.50e-020.1323
10114HIPK3P5T-EHumanEsophagusESCC1.16e-05-1.87e-010.1327
10114HIPK3P8T-EHumanEsophagusESCC9.57e-131.74e-010.0889
10114HIPK3P9T-EHumanEsophagusESCC3.23e-096.67e-030.1131
10114HIPK3P10T-EHumanEsophagusESCC4.83e-10-4.21e-020.116
10114HIPK3P11T-EHumanEsophagusESCC2.98e-072.37e-010.1426
10114HIPK3P12T-EHumanEsophagusESCC3.83e-182.72e-020.1122
10114HIPK3P15T-EHumanEsophagusESCC8.12e-121.28e-010.1149
10114HIPK3P16T-EHumanEsophagusESCC1.30e-08-1.43e-010.1153
10114HIPK3P17T-EHumanEsophagusESCC9.14e-03-8.71e-020.1278
10114HIPK3P19T-EHumanEsophagusESCC1.56e-035.01e-030.1662
10114HIPK3P20T-EHumanEsophagusESCC7.22e-11-8.12e-020.1124
10114HIPK3P21T-EHumanEsophagusESCC1.95e-183.52e-020.1617
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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
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:00181055LiverNAFLDpeptidyl-serine phosphorylation63/1882315/187237.45e-086.60e-0663
GO:00182094LiverNAFLDpeptidyl-serine modification64/1882338/187234.65e-072.89e-0564
GO:00072543LiverNAFLDJNK cascade38/1882167/187231.12e-065.52e-0538
GO:00514036LiverNAFLDstress-activated MAPK cascade47/1882239/187235.26e-061.93e-0447
GO:00423267LiverNAFLDnegative regulation of phosphorylation67/1882385/187235.49e-061.98e-0467
GO:00310986LiverNAFLDstress-activated protein kinase signaling cascade48/1882247/187235.89e-062.07e-0448
GO:00459367LiverNAFLDnegative regulation of phosphate metabolic process73/1882441/187231.31e-053.93e-0473
GO:00105637LiverNAFLDnegative regulation of phosphorus metabolic process73/1882442/187231.42e-054.17e-0473
GO:00181074LiverNAFLDpeptidyl-threonine phosphorylation27/1882116/187232.50e-056.76e-0427
GO:00513487LiverNAFLDnegative regulation of transferase activity49/1882268/187232.61e-057.03e-0449
GO:00182104LiverNAFLDpeptidyl-threonine modification28/1882125/187233.76e-059.35e-0428
GO:00463283LiverNAFLDregulation of JNK cascade28/1882133/187231.19e-042.31e-0328
GO:00336736LiverNAFLDnegative regulation of kinase activity40/1882237/187237.49e-049.50e-0340
GO:00703025LiverNAFLDregulation of stress-activated protein kinase signaling cascade34/1882195/187231.01e-031.20e-0234
GO:00328725LiverNAFLDregulation of stress-activated MAPK cascade33/1882192/187231.52e-031.65e-0233
GO:00019337LiverNAFLDnegative regulation of protein phosphorylation52/1882342/187231.63e-031.74e-0252
GO:00328735LiverNAFLDnegative regulation of stress-activated MAPK cascade12/188251/187233.95e-033.33e-0212
GO:00703035LiverNAFLDnegative regulation of stress-activated protein kinase signaling cascade12/188251/187233.95e-033.33e-0212
GO:00719005LiverNAFLDregulation of protein serine/threonine kinase activity51/1882359/187237.17e-034.96e-0251
GO:001056322LiverHCCnegative regulation of phosphorus metabolic process259/7958442/187234.29e-121.92e-10259
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa0421822LiverHCCCellular senescence102/4020156/84654.18e-063.59e-052.00e-05102
hsa0421832LiverHCCCellular senescence102/4020156/84654.18e-063.59e-052.00e-05102
hsa042188LungIACCellular senescence40/1053156/84654.44e-061.44e-049.59e-0540
hsa0421813LungIACCellular senescence40/1053156/84654.44e-061.44e-049.59e-0540
hsa0421823LungAISCellular senescence35/961156/84655.09e-057.85e-045.03e-0435
hsa0421833LungAISCellular senescence35/961156/84655.09e-057.85e-045.03e-0435
hsa0421843LungMIACCellular senescence22/507156/84651.43e-043.46e-032.50e-0322
hsa0421853LungMIACCellular senescence22/507156/84651.43e-043.46e-032.50e-0322
hsa0421820Oral cavityOSCCCellular senescence112/3704156/84658.04e-131.42e-117.21e-12112
hsa04218110Oral cavityOSCCCellular senescence112/3704156/84658.04e-131.42e-117.21e-12112
hsa0421845Oral cavityEOLPCellular senescence50/1218156/84651.27e-081.83e-071.08e-0750
hsa0421855Oral cavityEOLPCellular senescence50/1218156/84651.27e-081.83e-071.08e-0750
hsa0421861Oral cavityNEOLPCellular senescence43/1112156/84651.05e-061.19e-057.49e-0643
hsa0421871Oral cavityNEOLPCellular senescence43/1112156/84651.05e-061.19e-057.49e-0643
hsa0421818ProstateBPHCellular senescence60/1718156/84651.07e-071.18e-067.32e-0760
hsa0421819ProstateBPHCellular senescence60/1718156/84651.07e-071.18e-067.32e-0760
hsa0421826ProstateTumorCellular senescence61/1791156/84652.00e-072.14e-061.33e-0661
hsa0421836ProstateTumorCellular senescence61/1791156/84652.00e-072.14e-061.33e-0661
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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
HIPK3SNVMissense_Mutationnovelc.2372N>Tp.Ser791Ilep.S791IQ9H422protein_codingtolerated(0.07)benign(0.01)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
HIPK3SNVMissense_Mutationrs547809c.2219N>Tp.Ser740Phep.S740FQ9H422protein_codingdeleterious(0.01)probably_damaging(0.957)TCGA-BH-A0B6-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
HIPK3SNVMissense_Mutationrs779519463c.2740N>Gp.Pro914Alap.P914AQ9H422protein_codingtolerated(0.07)benign(0.376)TCGA-BH-A18V-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
HIPK3SNVMissense_Mutationc.601G>Ap.Asp201Asnp.D201NQ9H422protein_codingdeleterious(0)benign(0.213)TCGA-D8-A1J8-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapynolvadexSD
HIPK3SNVMissense_Mutationrs374207916c.2017C>Gp.Gln673Glup.Q673EQ9H422protein_codingdeleterious(0)benign(0.05)TCGA-D8-A1XZ-01Breastbreast invasive carcinomaFemale>=65III/IVHormone Therapytamoxiphen+anastrozolumSD
HIPK3SNVMissense_Mutationrs748963286c.2131N>Tp.Leu711Phep.L711FQ9H422protein_codingdeleterious(0.02)probably_damaging(0.944)TCGA-UU-A93S-01Breastbreast invasive carcinomaFemale<65III/IVUnknownUnknownPD
HIPK3insertionFrame_Shift_Insnovelc.3633_3634insAAGAACCTTCACCTGCTAGGTTGTCAGCATACp.Tyr1212LysfsTer25p.Y1212Kfs*25Q9H422protein_codingTCGA-A8-A09A-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapytamoxiphenSD
HIPK3insertionIn_Frame_Insnovelc.2213_2214insAATTATAAACATTAAAGTCCAp.Thr738_Leu739insIleIleAsnIleLysValHisp.T738_L739insIINIKVHQ9H422protein_codingTCGA-AR-A0U0-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
HIPK3deletionFrame_Shift_Delnovelc.2259delNp.Trp754GlyfsTer20p.W754Gfs*20Q9H422protein_codingTCGA-D8-A27V-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapytamoxiphenSD
HIPK3SNVMissense_Mutationnovelc.1097N>Tp.Arg366Ilep.R366IQ9H422protein_codingdeleterious(0)probably_damaging(1)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
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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
10114HIPK3SERINE THREONINE KINASE, TYROSINE KINASE, ENZYME, TRANSCRIPTION FACTOR, KINASE, DRUGGABLE GENOMEinhibitor249565806SILMITASERTIB
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