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: 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


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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
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
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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
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:003812710ProstateBPHERBB signaling pathway39/3107121/187231.69e-052.11e-0439
GO:00510516ProstateBPHnegative regulation of transport113/3107470/187231.76e-052.18e-04113
GO:00430879ProstateBPHregulation of GTPase activity88/3107348/187232.04e-052.49e-0488
GO:003461216ProstateBPHresponse to tumor necrosis factor68/3107253/187232.22e-052.67e-0468
GO:00435429ProstateBPHendothelial cell migration73/3107279/187233.03e-053.46e-0473
GO:00903038ProstateBPHpositive regulation of wound healing23/310759/187233.28e-053.69e-0423
GO:00518975ProstateBPHpositive regulation of protein kinase B signaling38/3107120/187233.37e-053.77e-0438
GO:00615649ProstateBPHaxon development111/3107467/187233.51e-053.88e-04111
GO:00328729ProstateBPHregulation of stress-activated MAPK cascade54/3107192/187233.97e-054.28e-0454
GO:00510529ProstateBPHregulation of DNA metabolic process89/3107359/187234.07e-054.36e-0489
GO:000974318ProstateBPHresponse to carbohydrate67/3107253/187234.20e-054.48e-0467
GO:00434915ProstateBPHprotein kinase B signaling58/3107211/187234.33e-054.58e-0458
GO:003428418ProstateBPHresponse to monosaccharide61/3107225/187234.34e-054.60e-0461
GO:190303610ProstateBPHpositive regulation of response to wounding26/310772/187234.93e-055.11e-0426
GO:00703029ProstateBPHregulation of stress-activated protein kinase signaling cascade54/3107195/187236.28e-056.28e-0454
GO:005165118ProstateBPHmaintenance of location in cell58/3107214/187236.67e-056.61e-0458
GO:00061094ProstateBPHregulation of carbohydrate metabolic process50/3107178/187237.79e-057.50e-0450
GO:000717310ProstateBPHepidermal growth factor receptor signaling pathway34/3107108/187239.70e-059.04e-0434
GO:00718978ProstateBPHDNA biosynthetic process50/3107180/187231.06e-049.73e-0450
GO:005140215ProstateBPHneuron apoptotic process64/3107246/187231.08e-049.93e-0464
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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
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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
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
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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
7084TK2KINASE, ENZYME, DRUGGABLE GENOMEDDCZALCITABINE14659972
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