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:0071901LiverHCCnegative regulation of protein serine/threonine kinase activity66/7958120/187233.81e-031.68e-0266
GO:0043407LiverHCCnegative regulation of MAP kinase activity34/795859/187231.36e-024.84e-0234
GO:00181056LungIACpeptidyl-serine phosphorylation69/2061315/187231.48e-081.87e-0669
GO:00310987LungIACstress-activated protein kinase signaling cascade57/2061247/187233.95e-084.57e-0657
GO:00459368LungIACnegative regulation of phosphate metabolic process87/2061441/187234.00e-084.57e-0687
GO:00105638LungIACnegative regulation of phosphorus metabolic process87/2061442/187234.46e-084.99e-0687
GO:00182095LungIACpeptidyl-serine modification70/2061338/187231.23e-071.10e-0570
GO:00514037LungIACstress-activated MAPK cascade54/2061239/187231.86e-071.56e-0554
GO:00072544LungIACJNK cascade42/2061167/187231.99e-071.62e-0542
GO:00719006LungIACregulation of protein serine/threonine kinase activity71/2061359/187236.33e-073.72e-0571
GO:00703026LungIACregulation of stress-activated protein kinase signaling cascade45/2061195/187231.03e-065.65e-0545
GO:00423268LungIACnegative regulation of phosphorylation74/2061385/187231.15e-066.18e-0574
GO:00182105LungIACpeptidyl-threonine modification33/2061125/187231.22e-066.43e-0533
GO:00463284LungIACregulation of JNK cascade34/2061133/187231.88e-068.87e-0534
GO:00181075LungIACpeptidyl-threonine phosphorylation31/2061116/187231.92e-068.98e-0531
GO:00019338LungIACnegative regulation of protein phosphorylation66/2061342/187233.72e-061.55e-0466
GO:00328726LungIACregulation of stress-activated MAPK cascade43/2061192/187234.06e-061.66e-0443
GO:00434098LungIACnegative regulation of MAPK cascade40/2061180/187231.05e-053.30e-0440
GO:00513488LungIACnegative regulation of transferase activity52/2061268/187233.30e-058.29e-0452
GO:00434052LungIACregulation of MAP kinase activity35/2061177/187234.15e-046.23e-0335
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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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