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

Home

Download

Statistics

Help

Contact

Center for Computational Systems Medicine
leaf

Gene summary

leaf

Malignant transformation analysis

leaf

Malignant transformation related pathway analysis

leaf

Cell-cell communication analysis

leaf

Single-cell gene regulatory network inference analysis

leaf

Somatic mutation of malignant transformation related genes

leaf

Related drugs of malignant transformation related genes

Gene: TK2

Gene summary for TK2

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

TK2

Gene ID

7084

Gene namethymidine kinase 2
Gene AliasMTDPS2
Cytomap16q21
Gene Typeprotein-coding
GO ID

GO:0006139

UniProtAcc

O00142


Top

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
7084TK2HCC1_MengHumanLiverHCC1.40e-265.24e-030.0246
7084TK2HCC2_MengHumanLiverHCC3.49e-141.81e-010.0107
7084TK2HCC1HumanLiverHCC1.36e-033.53e+000.5336
7084TK2HCC2HumanLiverHCC3.23e-072.98e+000.5341
7084TK2Pt14.aHumanLiverHCC3.13e-022.27e-010.0169
7084TK2S014HumanLiverHCC1.36e-032.28e-010.2254
7084TK2S015HumanLiverHCC1.40e-042.87e-010.2375
7084TK2S016HumanLiverHCC7.76e-052.06e-010.2243
7084TK2S027HumanLiverHCC1.96e-064.88e-010.2446
7084TK2S028HumanLiverHCC8.12e-236.99e-010.2503
7084TK2S029HumanLiverHCC3.59e-156.25e-010.2581
7084TK2male-WTAHumanThyroidPTC5.54e-151.75e-010.1037
7084TK2PTC01HumanThyroidPTC1.15e-069.19e-020.1899
7084TK2PTC03HumanThyroidPTC3.22e-073.19e-010.1784
7084TK2PTC04HumanThyroidPTC2.08e-162.64e-010.1927
7084TK2PTC05HumanThyroidPTC2.36e-175.92e-010.2065
7084TK2PTC06HumanThyroidPTC1.15e-205.85e-010.2057
7084TK2PTC07HumanThyroidPTC3.38e-335.55e-010.2044
7084TK2ATC12HumanThyroidATC8.12e-122.69e-010.34
7084TK2ATC13HumanThyroidATC2.66e-223.77e-010.34
Page: 1 2 

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
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.

Top

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).
Page: 1 2 3 4 5 6 7 8 9 

check button Enriched GO biological processes.
GO IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustCount
GO:00434063ThyroidPTCpositive regulation of MAP kinase activity48/5968112/187239.30e-033.83e-0248
GO:004542819ThyroidPTCregulation of nitric oxide biosynthetic process29/596862/187239.96e-034.07e-0229
GO:0009410111ThyroidPTCresponse to xenobiotic stimulus171/5968462/187231.00e-024.07e-02171
GO:004867812ThyroidPTCresponse to axon injury37/596883/187231.02e-024.11e-0237
GO:00182126ThyroidPTCpeptidyl-tyrosine modification142/5968378/187231.02e-024.14e-02142
GO:001059416ThyroidPTCregulation of endothelial cell migration91/5968232/187231.03e-024.18e-0291
GO:00604161ThyroidPTCresponse to growth hormone19/596837/187231.07e-024.29e-0219
GO:003287810ThyroidPTCregulation of establishment or maintenance of cell polarity14/596825/187231.07e-024.30e-0214
GO:00518969ThyroidPTCregulation of protein kinase B signaling74/5968185/187231.16e-024.58e-0274
GO:00104212ThyroidPTChydrogen peroxide-mediated programmed cell death9/596814/187231.27e-024.92e-029
GO:004542914ThyroidPTCpositive regulation of nitric oxide biosynthetic process20/596840/187231.28e-024.95e-0220
GO:0009896210ThyroidATCpositive regulation of catabolic process290/6293492/187232.15e-311.94e-28290
GO:0031331210ThyroidATCpositive regulation of cellular catabolic process258/6293427/187232.09e-301.65e-27258
GO:004217635ThyroidATCregulation of protein catabolic process239/6293391/187232.63e-291.85e-26239
GO:190336235ThyroidATCregulation of cellular protein catabolic process168/6293255/187233.50e-261.58e-23168
GO:190305035ThyroidATCregulation of proteolysis involved in cellular protein catabolic process146/6293221/187234.18e-231.20e-20146
GO:2000058210ThyroidATCregulation of ubiquitin-dependent protein catabolic process116/6293164/187232.15e-225.43e-20116
GO:0045732210ThyroidATCpositive regulation of protein catabolic process148/6293231/187231.93e-214.36e-19148
GO:000697934ThyroidATCresponse to oxidative stress246/6293446/187232.98e-216.09e-19246
GO:190336434ThyroidATCpositive regulation of cellular protein catabolic process109/6293155/187238.26e-211.49e-18109
Page: 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 55 56 57 58 59 60 61 62 63 64 65 66 67 68 69 70 71 72 73 74 75 76 77 78 79 80 81 82 83 84 85 86 87 88 89 90 91 92 93 94 95 96 97 98 99 100 101 102 103 104 105 106 107 108 109 110 111 112 113 114 115 116 117 118 119 120 121 122 123 124 125 126 127 128 129 130 131 132 133 134 135 136 137 138 139 140 141 142 143 144 145 146 147 148 149 150 151 152 153 154 155 156 157 158 159 160 161 162 163 164 165 166 167 168 169 170 171 172 173 174 175 176 177 178 179 180 181 182 183 184 185 186 187 188 189 190 191 192 

check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa002402LiverHCCPyrimidine metabolism44/402058/84659.34e-067.11e-053.95e-0544
hsa012322LiverHCCNucleotide metabolism59/402085/84653.30e-051.88e-041.04e-0459
hsa009832LiverHCCDrug metabolism - other enzymes54/402080/84652.25e-041.09e-036.08e-0454
hsa002403LiverHCCPyrimidine metabolism44/402058/84659.34e-067.11e-053.95e-0544
hsa012323LiverHCCNucleotide metabolism59/402085/84653.30e-051.88e-041.04e-0459
hsa009833LiverHCCDrug metabolism - other enzymes54/402080/84652.25e-041.09e-036.08e-0454
Page: 1 

Top

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
Page: 1 

Top

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.
Page: 1 

Top

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
TK2SNVMissense_Mutationnovelc.40C>Ap.Leu14Metp.L14MO00142protein_codingtolerated_low_confidence(0.05)possibly_damaging(0.548)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
TK2SNVMissense_Mutationnovelc.456G>Tp.Lys152Asnp.K152NO00142protein_codingtolerated(0.13)possibly_damaging(0.56)TCGA-CA-6717-01Colorectumcolon adenocarcinomaMale<65I/IIChemotherapyoxaliplatinCR
TK2SNVMissense_Mutationnovelc.422A>Gp.Tyr141Cysp.Y141CO00142protein_codingdeleterious(0)probably_damaging(0.994)TCGA-CA-6717-01Colorectumcolon adenocarcinomaMale<65I/IIChemotherapyoxaliplatinCR
TK2SNVMissense_Mutationc.226N>Ap.Val76Ilep.V76IO00142protein_codingtolerated(1)benign(0.003)TCGA-F4-6856-01Colorectumcolon adenocarcinomaMale<65I/IIAncillaryleucovorinCR
TK2SNVMissense_Mutationnovelc.603N>Tp.Glu201Aspp.E201DO00142protein_codingdeleterious(0)probably_damaging(0.999)TCGA-AG-A002-01Colorectumrectum adenocarcinomaMale<65I/IIUnknownUnknownSD
TK2SNVMissense_Mutationnovelc.206T>Ap.Phe69Tyrp.F69YO00142protein_codingtolerated(1)benign(0.005)TCGA-AG-A00Y-01Colorectumrectum adenocarcinomaMale>=65I/IIUnknownUnknownPD
TK2SNVMissense_Mutationc.176N>Cp.Ile59Thrp.I59TO00142protein_codingdeleterious(0)probably_damaging(0.999)TCGA-AP-A056-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
TK2SNVMissense_Mutationrs138479499c.415N>Ap.Ala139Thrp.A139TO00142protein_codingtolerated(0.08)probably_damaging(1)TCGA-AP-A05O-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIChemotherapycarboplatinPD
TK2SNVMissense_Mutationc.788N>Gp.His263Argp.H263RO00142protein_codingtolerated(0.11)benign(0.001)TCGA-AP-A0LM-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVChemotherapycisplatinSD
TK2SNVMissense_Mutationrs138479499c.415N>Ap.Ala139Thrp.A139TO00142protein_codingtolerated(0.08)probably_damaging(1)TCGA-AX-A06D-01Endometriumuterine corpus endometrioid carcinomaFemale>=65III/IVChemotherapycarboplatinPD
Page: 1 2 3 

Top

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
7084TK2KINASE, ENZYME, DRUGGABLE GENOMEDDCZALCITABINE14659972
Page: 1