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: TNKS2

Gene summary for TNKS2

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

TNKS2

Gene ID

80351

Gene nametankyrase 2
Gene AliasARTD6
Cytomap10q23.32
Gene Typeprotein-coding
GO ID

GO:0000209

UniProtAcc

Q9H2K2


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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
80351TNKS2LZE4THumanEsophagusESCC7.79e-048.95e-020.0811
80351TNKS2LZE5THumanEsophagusESCC2.26e-023.90e-010.0514
80351TNKS2LZE8THumanEsophagusESCC3.71e-052.89e-020.067
80351TNKS2LZE20THumanEsophagusESCC6.19e-051.10e-010.0662
80351TNKS2LZE22D1HumanEsophagusHGIN4.58e-032.90e-020.0595
80351TNKS2LZE22THumanEsophagusESCC1.05e-022.17e-010.068
80351TNKS2LZE24THumanEsophagusESCC3.18e-267.01e-010.0596
80351TNKS2LZE21THumanEsophagusESCC3.60e-042.78e-010.0655
80351TNKS2P1T-EHumanEsophagusESCC1.52e-126.29e-010.0875
80351TNKS2P2T-EHumanEsophagusESCC1.10e-235.34e-010.1177
80351TNKS2P4T-EHumanEsophagusESCC7.35e-214.87e-010.1323
80351TNKS2P5T-EHumanEsophagusESCC3.17e-171.85e-010.1327
80351TNKS2P8T-EHumanEsophagusESCC1.29e-204.07e-010.0889
80351TNKS2P9T-EHumanEsophagusESCC4.02e-089.39e-020.1131
80351TNKS2P10T-EHumanEsophagusESCC4.92e-131.19e-010.116
80351TNKS2P11T-EHumanEsophagusESCC3.87e-074.13e-010.1426
80351TNKS2P12T-EHumanEsophagusESCC1.11e-214.59e-010.1122
80351TNKS2P15T-EHumanEsophagusESCC3.55e-205.02e-010.1149
80351TNKS2P16T-EHumanEsophagusESCC2.06e-213.75e-010.1153
80351TNKS2P17T-EHumanEsophagusESCC4.07e-072.43e-010.1278
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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
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:200125218EsophagusHGINpositive regulation of chromosome organization30/258782/187232.00e-079.68e-0630
GO:00330449EsophagusHGINregulation of chromosome organization51/2587187/187238.91e-073.61e-0551
GO:001063920EsophagusHGINnegative regulation of organelle organization79/2587348/187234.12e-061.37e-0479
GO:000072318EsophagusHGINtelomere maintenance38/2587131/187234.38e-061.42e-0438
GO:003220416EsophagusHGINregulation of telomere maintenance27/258780/187234.83e-061.56e-0427
GO:000020916EsophagusHGINprotein polyubiquitination58/2587236/187236.29e-061.97e-0458
GO:003220617EsophagusHGINpositive regulation of telomere maintenance20/258752/187238.82e-062.64e-0420
GO:005105214EsophagusHGINregulation of DNA metabolic process79/2587359/187231.38e-053.85e-0479
GO:007189710EsophagusHGINDNA biosynthetic process44/2587180/187238.97e-051.96e-0344
GO:005105416EsophagusHGINpositive regulation of DNA metabolic process47/2587201/187231.65e-043.21e-0347
GO:00701987EsophagusHGINprotein localization to chromosome, telomeric region12/258729/187232.48e-044.38e-0312
GO:000700417EsophagusHGINtelomere maintenance via telomerase21/258769/187232.80e-044.80e-0321
GO:00322007EsophagusHGINtelomere organization38/2587159/187234.23e-046.39e-0338
GO:200027819EsophagusHGINregulation of DNA biosynthetic process28/2587106/187234.30e-046.47e-0328
GO:001083318EsophagusHGINtelomere maintenance via telomere lengthening23/258781/187234.52e-046.62e-0323
GO:000627810EsophagusHGINRNA-dependent DNA biosynthetic process21/258775/187239.58e-041.21e-0221
GO:00345024EsophagusHGINprotein localization to chromosome24/258792/187231.29e-031.54e-0224
GO:003011116EsophagusHGINregulation of Wnt signaling pathway65/2587328/187231.53e-031.77e-0265
GO:009026310EsophagusHGINpositive regulation of canonical Wnt signaling pathway26/2587106/187232.17e-032.25e-0226
GO:001605516EsophagusHGINWnt signaling pathway83/2587444/187232.27e-032.33e-0283
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
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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
TNKS2SNVMissense_Mutationnovelc.2611G>Tp.Val871Phep.V871FQ9H2K2protein_codingtolerated(0.44)benign(0.003)TCGA-A2-A04Y-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycytoxanSD
TNKS2SNVMissense_Mutationnovelc.536N>Tp.Asp179Valp.D179VQ9H2K2protein_codingdeleterious(0)probably_damaging(0.939)TCGA-A8-A06X-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
TNKS2SNVMissense_Mutationnovelc.1169N>Ap.Gly390Glup.G390EQ9H2K2protein_codingdeleterious(0)probably_damaging(0.997)TCGA-A8-A08P-01Breastbreast invasive carcinomaFemale>=65III/IVChemotherapy5-fluorouracilCR
TNKS2SNVMissense_Mutationc.2342N>Tp.Pro781Leup.P781LQ9H2K2protein_codingdeleterious(0)possibly_damaging(0.687)TCGA-A8-A09Z-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
TNKS2SNVMissense_Mutationnovelc.3187N>Ap.Glu1063Lysp.E1063KQ9H2K2protein_codingdeleterious(0)probably_damaging(0.997)TCGA-AO-A0JC-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyfluorouracilSD
TNKS2SNVMissense_Mutationnovelc.2855N>Tp.Gly952Valp.G952VQ9H2K2protein_codingdeleterious(0)probably_damaging(0.984)TCGA-BH-A0H5-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycytoxanCR
TNKS2SNVMissense_Mutationrs758437700c.2251G>Ap.Glu751Lysp.E751KQ9H2K2protein_codingtolerated(0.06)probably_damaging(1)TCGA-BH-A18G-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
TNKS2SNVMissense_Mutationc.1225N>Cp.Glu409Glnp.E409QQ9H2K2protein_codingtolerated(0.11)benign(0.038)TCGA-D8-A1JA-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapyadriamycinPD
TNKS2SNVMissense_Mutationc.265G>Ap.Asp89Asnp.D89NQ9H2K2protein_codingtolerated(0.14)probably_damaging(0.992)TCGA-E2-A159-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycyclophosphamideSD
TNKS2insertionFrame_Shift_Insnovelc.1377_1378insATGGAAGAATTGGGTTTCAGCTTATTAAGGATCTCAAp.Asn460MetfsTer28p.N460Mfs*28Q9H2K2protein_codingTCGA-AN-A04C-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
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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
80351TNKS2DRUGGABLE GENOME, ENZYMEinhibitor404859121
80351TNKS2DRUGGABLE GENOME, ENZYMEinhibitor404859119
80351TNKS2DRUGGABLE GENOME, ENZYMEinhibitor404859123
80351TNKS2DRUGGABLE GENOME, ENZYMEPMID27841036-Compound-37
80351TNKS2DRUGGABLE GENOME, ENZYMEinhibitor404859118
80351TNKS2DRUGGABLE GENOME, ENZYMEinhibitor404859120
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