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: HIPK2

Gene summary for HIPK2

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

HIPK2

Gene ID

28996

Gene namehomeodomain interacting protein kinase 2
Gene AliasPRO0593
Cytomap7q34
Gene Typeprotein-coding
GO ID

GO:0000122

UniProtAcc

Q9H2X6


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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
28996HIPK2HTA11_1938_2000001011HumanColorectumAD1.64e-024.24e-01-0.0811
28996HIPK2HTA11_78_2000001011HumanColorectumAD4.10e-045.89e-01-0.1088
28996HIPK2HTA11_347_2000001011HumanColorectumAD3.08e-075.58e-01-0.1954
28996HIPK2HTA11_696_2000001011HumanColorectumAD3.85e-033.64e-01-0.1464
28996HIPK2HTA11_1391_2000001011HumanColorectumAD2.51e-035.17e-01-0.059
28996HIPK2HTA11_7696_3000711011HumanColorectumAD9.47e-033.65e-010.0674
28996HIPK2HTA11_99999965062_69753HumanColorectumMSI-H6.35e-039.82e-010.3487
28996HIPK2A015-C-203HumanColorectumFAP3.47e-13-1.54e-01-0.1294
28996HIPK2A015-C-204HumanColorectumFAP3.93e-02-1.25e-01-0.0228
28996HIPK2A002-C-201HumanColorectumFAP1.24e-05-4.85e-020.0324
28996HIPK2A002-C-203HumanColorectumFAP1.28e-022.25e-010.2786
28996HIPK2A001-C-108HumanColorectumFAP5.44e-07-9.74e-02-0.0272
28996HIPK2A002-C-021HumanColorectumFAP8.78e-032.96e-010.1171
28996HIPK2A002-C-205HumanColorectumFAP1.32e-12-1.10e-01-0.1236
28996HIPK2A015-C-006HumanColorectumFAP3.04e-10-2.84e-01-0.0994
28996HIPK2A015-C-106HumanColorectumFAP3.60e-04-3.09e-02-0.0511
28996HIPK2A002-C-114HumanColorectumFAP9.32e-11-6.80e-02-0.1561
28996HIPK2A015-C-104HumanColorectumFAP6.74e-16-6.46e-02-0.1899
28996HIPK2A001-C-014HumanColorectumFAP1.36e-04-1.06e-010.0135
28996HIPK2A002-C-016HumanColorectumFAP1.35e-09-1.54e-010.0521
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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
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
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:0008344ColorectumMSI-Hadult locomotory behavior13/131971/187231.24e-032.00e-0213
GO:00709973ColorectumMSI-Hneuron death41/1319361/187231.70e-032.48e-0241
GO:19012143ColorectumMSI-Hregulation of neuron death37/1319319/187231.93e-032.76e-0237
GO:00435232ColorectumMSI-Hregulation of neuron apoptotic process27/1319212/187232.03e-032.84e-0227
GO:0002089ColorectumMSI-Hlens morphogenesis in camera-type eye6/131922/187233.38e-034.07e-026
GO:00421764ColorectumFAPregulation of protein catabolic process106/2622391/187235.00e-123.06e-09106
GO:00098954ColorectumFAPnegative regulation of catabolic process91/2622320/187239.66e-124.96e-0991
GO:00313304ColorectumFAPnegative regulation of cellular catabolic process77/2622262/187236.79e-112.31e-0877
GO:19033624ColorectumFAPregulation of cellular protein catabolic process68/2622255/187236.50e-084.54e-0668
GO:20000584ColorectumFAPregulation of ubiquitin-dependent protein catabolic process48/2622164/187232.88e-071.63e-0548
GO:00421774ColorectumFAPnegative regulation of protein catabolic process38/2622121/187237.10e-073.32e-0538
GO:00715591ColorectumFAPresponse to transforming growth factor beta63/2622256/187233.82e-061.32e-0463
GO:00071782ColorectumFAPtransmembrane receptor protein serine/threonine kinase signaling pathway81/2622355/187234.28e-061.46e-0481
GO:00310983ColorectumFAPstress-activated protein kinase signaling cascade61/2622247/187234.79e-061.57e-0461
GO:00514033ColorectumFAPstress-activated MAPK cascade59/2622239/187236.90e-062.11e-0459
GO:00715601ColorectumFAPcellular response to transforming growth factor beta stimulus61/2622250/187237.22e-062.19e-0461
GO:00709974ColorectumFAPneuron death81/2622361/187238.35e-062.46e-0481
GO:00510984ColorectumFAPregulation of binding81/2622363/187231.04e-052.97e-0481
GO:00341014ColorectumFAPerythrocyte homeostasis37/2622129/187231.06e-053.01e-0437
GO:19033634ColorectumFAPnegative regulation of cellular protein catabolic process25/262275/187231.74e-054.42e-0425
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa04218ColorectumADCellular senescence53/2092156/84655.55e-032.48e-021.58e-0253
hsa042181ColorectumADCellular senescence53/2092156/84655.55e-032.48e-021.58e-0253
hsa042184ColorectumFAPCellular senescence42/1404156/84656.79e-044.63e-032.82e-0342
hsa042185ColorectumFAPCellular senescence42/1404156/84656.79e-044.63e-032.82e-0342
hsa0421816EndometriumAEHCellular senescence37/1197156/84658.49e-045.52e-034.04e-0337
hsa0421817EndometriumAEHCellular senescence37/1197156/84658.49e-045.52e-034.04e-0337
hsa0421825EndometriumEECCellular senescence40/1237156/84651.89e-041.68e-031.25e-0340
hsa0421835EndometriumEECCellular senescence40/1237156/84651.89e-041.68e-031.25e-0340
hsa0421829EsophagusESCCCellular senescence119/4205156/84655.89e-129.40e-114.81e-11119
hsa0421838EsophagusESCCCellular senescence119/4205156/84655.89e-129.40e-114.81e-11119
hsa042187LiverCirrhoticCellular senescence66/2530156/84655.94e-043.60e-032.22e-0366
hsa0421812LiverCirrhoticCellular senescence66/2530156/84655.94e-043.60e-032.22e-0366
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
hsa0421820Oral cavityOSCCCellular senescence112/3704156/84658.04e-131.42e-117.21e-12112
hsa04218110Oral cavityOSCCCellular senescence112/3704156/84658.04e-131.42e-117.21e-12112
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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
HIPK2SNVMissense_Mutationc.1945N>Cp.Asp649Hisp.D649HQ9H2X6protein_codingdeleterious(0)probably_damaging(0.996)TCGA-A7-A26H-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyanastrozolePD
HIPK2SNVMissense_Mutationrs764542823c.350G>Ap.Arg117Glnp.R117QQ9H2X6protein_codingtolerated(0.2)probably_damaging(0.978)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
HIPK2SNVMissense_Mutationnovelc.2665N>Gp.Thr889Alap.T889AQ9H2X6protein_codingdeleterious(0)probably_damaging(0.952)TCGA-AO-A128-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinSD
HIPK2SNVMissense_Mutationc.1477N>Ap.Glu493Lysp.E493KQ9H2X6protein_codingdeleterious(0)probably_damaging(0.995)TCGA-AR-A0TZ-01Breastbreast invasive carcinomaFemale<65III/IVUnspecificDoxorubicinPD
HIPK2SNVMissense_Mutationc.2108C>Gp.Ala703Glyp.A703GQ9H2X6protein_codingdeleterious(0)benign(0.108)TCGA-AR-A0U2-01Breastbreast invasive carcinomaFemale<65III/IVHormone TherapytamoxiphenPD
HIPK2SNVMissense_Mutationrs747709692c.280N>Ap.Val94Metp.V94MQ9H2X6protein_codingdeleterious(0.01)probably_damaging(0.994)TCGA-AR-A2LN-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyletrozoleSD
HIPK2SNVMissense_Mutationc.47N>Gp.Ser16Cysp.S16CQ9H2X6protein_codingdeleterious(0.02)probably_damaging(0.993)TCGA-B6-A3ZX-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapycyclophosphamidePD
HIPK2SNVMissense_Mutationc.2220N>Cp.Glu740Aspp.E740DQ9H2X6protein_codingtolerated(0.99)benign(0.001)TCGA-BH-A18P-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownPD
HIPK2SNVMissense_Mutationrs773782325c.140N>Cp.His47Prop.H47PQ9H2X6protein_codingtolerated(0.1)possibly_damaging(0.71)TCGA-C8-A1HO-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapy5-fluorouracilCR
HIPK2SNVMissense_Mutationrs773782325c.140N>Cp.His47Prop.H47PQ9H2X6protein_codingtolerated(0.1)possibly_damaging(0.71)TCGA-D8-A1JI-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicineSD
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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
28996HIPK2TYROSINE KINASE, SERINE THREONINE KINASE, TUMOR SUPPRESSOR, KINASE, TRANSCRIPTION FACTOR, DRUGGABLE GENOME, ENZYMEinhibitor249565808
28996HIPK2TYROSINE KINASE, SERINE THREONINE KINASE, TUMOR SUPPRESSOR, KINASE, TRANSCRIPTION FACTOR, DRUGGABLE GENOME, ENZYMETAMATINIBR-406
28996HIPK2TYROSINE KINASE, SERINE THREONINE KINASE, TUMOR SUPPRESSOR, KINASE, TRANSCRIPTION FACTOR, DRUGGABLE GENOME, ENZYMEPI-103PI-103
28996HIPK2TYROSINE KINASE, SERINE THREONINE KINASE, TUMOR SUPPRESSOR, KINASE, TRANSCRIPTION FACTOR, DRUGGABLE GENOME, ENZYMEGSK-269962AGSK-269962A
28996HIPK2TYROSINE KINASE, SERINE THREONINE KINASE, TUMOR SUPPRESSOR, KINASE, TRANSCRIPTION FACTOR, DRUGGABLE GENOME, ENZYMECENISERTIBCENISERTIB
28996HIPK2TYROSINE KINASE, SERINE THREONINE KINASE, TUMOR SUPPRESSOR, KINASE, TRANSCRIPTION FACTOR, DRUGGABLE GENOME, ENZYMEBAY-613606CHEMBL541400
28996HIPK2TYROSINE KINASE, SERINE THREONINE KINASE, TUMOR SUPPRESSOR, KINASE, TRANSCRIPTION FACTOR, DRUGGABLE GENOME, ENZYMEILORASERTIBILORASERTIB
28996HIPK2TYROSINE KINASE, SERINE THREONINE KINASE, TUMOR SUPPRESSOR, KINASE, TRANSCRIPTION FACTOR, DRUGGABLE GENOME, ENZYMEPF-562271PF-00562271
28996HIPK2TYROSINE KINASE, SERINE THREONINE KINASE, TUMOR SUPPRESSOR, KINASE, TRANSCRIPTION FACTOR, DRUGGABLE GENOME, ENZYMEPHA-767491CHEMBL225519
28996HIPK2TYROSINE KINASE, SERINE THREONINE KINASE, TUMOR SUPPRESSOR, KINASE, TRANSCRIPTION FACTOR, DRUGGABLE GENOME, ENZYMESP-600125SP-600125
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