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: TKFC

Gene summary for TKFC

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

TKFC

Gene ID

26007

Gene nametriokinase and FMN cyclase
Gene AliasDAK
Cytomap11q12.2
Gene Typeprotein-coding
GO ID

GO:0002221

UniProtAcc

A0A140VJH7


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
26007TKFCLZE4THumanEsophagusESCC1.50e-089.89e-020.0811
26007TKFCLZE7THumanEsophagusESCC1.67e-022.61e-010.0667
26007TKFCLZE8THumanEsophagusESCC8.47e-071.27e-010.067
26007TKFCLZE24THumanEsophagusESCC1.81e-155.03e-010.0596
26007TKFCP1T-EHumanEsophagusESCC4.66e-041.49e-010.0875
26007TKFCP2T-EHumanEsophagusESCC9.00e-192.09e-010.1177
26007TKFCP4T-EHumanEsophagusESCC6.90e-194.76e-010.1323
26007TKFCP5T-EHumanEsophagusESCC4.04e-121.39e-010.1327
26007TKFCP8T-EHumanEsophagusESCC4.52e-163.66e-010.0889
26007TKFCP9T-EHumanEsophagusESCC2.05e-101.35e-010.1131
26007TKFCP10T-EHumanEsophagusESCC1.34e-132.43e-010.116
26007TKFCP11T-EHumanEsophagusESCC7.50e-062.89e-010.1426
26007TKFCP12T-EHumanEsophagusESCC2.69e-234.38e-010.1122
26007TKFCP15T-EHumanEsophagusESCC1.65e-171.95e-010.1149
26007TKFCP16T-EHumanEsophagusESCC3.73e-376.21e-010.1153
26007TKFCP17T-EHumanEsophagusESCC1.93e-031.49e-010.1278
26007TKFCP19T-EHumanEsophagusESCC2.02e-084.72e-010.1662
26007TKFCP20T-EHumanEsophagusESCC6.53e-192.95e-010.1124
26007TKFCP21T-EHumanEsophagusESCC8.73e-193.31e-010.1617
26007TKFCP22T-EHumanEsophagusESCC1.90e-219.58e-020.1236
Page: 1 2 3 4 5 

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
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
∗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:000961518EsophagusESCCresponse to virus238/8552367/187236.65e-143.32e-12238
GO:00516075EsophagusESCCdefense response to virus171/8552265/187233.91e-101.05e-08171
GO:01405465EsophagusESCCdefense response to symbiont171/8552265/187233.91e-101.05e-08171
GO:0030522110EsophagusESCCintracellular receptor signaling pathway170/8552265/187238.58e-102.09e-08170
GO:00028318EsophagusESCCregulation of response to biotic stimulus191/8552327/187232.12e-062.45e-05191
GO:00060668EsophagusESCCalcohol metabolic process202/8552353/187237.32e-067.26e-05202
GO:000283212EsophagusESCCnegative regulation of response to biotic stimulus72/8552108/187238.36e-068.11e-0572
GO:003952813EsophagusESCCcytoplasmic pattern recognition receptor signaling pathway in response to virus28/855234/187231.21e-051.12e-0428
GO:009858613EsophagusESCCcellular response to virus56/855284/187238.20e-056.01e-0456
GO:00442626EsophagusESCCcellular carbohydrate metabolic process160/8552283/187231.43e-049.66e-04160
GO:000275313EsophagusESCCcytoplasmic pattern recognition receptor signaling pathway41/855260/187233.25e-041.91e-0341
GO:00450885EsophagusESCCregulation of innate immune response125/8552218/187233.34e-041.96e-03125
GO:00507775EsophagusESCCnegative regulation of immune response112/8552194/187234.67e-042.62e-03112
GO:001605216EsophagusESCCcarbohydrate catabolic process91/8552154/187235.39e-042.97e-0391
GO:00506884EsophagusESCCregulation of defense response to virus45/855269/187238.26e-044.27e-0345
GO:000268316EsophagusESCCnegative regulation of immune system process231/8552434/187238.48e-044.36e-03231
GO:00442827EsophagusESCCsmall molecule catabolic process201/8552376/187231.35e-036.41e-03201
GO:00395313EsophagusESCCregulation of viral-induced cytoplasmic pattern recognition receptor signaling pathway18/855224/187233.43e-031.41e-0218
GO:00506871EsophagusESCCnegative regulation of defense response to virus18/855224/187233.43e-031.41e-0218
GO:00442751EsophagusESCCcellular carbohydrate catabolic process27/855240/187234.39e-031.73e-0227
Page: 1 2 3 4 

check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa0120023EsophagusESCCCarbon metabolism79/4205115/84652.50e-051.21e-046.22e-0579
hsa000512EsophagusESCCFructose and mannose metabolism24/420534/84651.09e-022.51e-021.29e-0224
hsa0120033EsophagusESCCCarbon metabolism79/4205115/84652.50e-051.21e-046.22e-0579
hsa0005111EsophagusESCCFructose and mannose metabolism24/420534/84651.09e-022.51e-021.29e-0224
hsa0120041LiverHCCCarbon metabolism89/4020115/84653.92e-116.56e-103.65e-1089
hsa005615LiverHCCGlycerolipid metabolism41/402063/84653.59e-031.12e-026.22e-0341
hsa0120051LiverHCCCarbon metabolism89/4020115/84653.92e-116.56e-103.65e-1089
hsa0056112LiverHCCGlycerolipid metabolism41/402063/84653.59e-031.12e-026.22e-0341
hsa0120014Oral cavityOSCCCarbon metabolism74/3704115/84656.10e-063.05e-051.55e-0574
hsa04622Oral cavityOSCCRIG-I-like receptor signaling pathway41/370471/84651.20e-022.63e-021.34e-0241
hsa0120015Oral cavityOSCCCarbon metabolism74/3704115/84656.10e-063.05e-051.55e-0574
hsa046221Oral cavityOSCCRIG-I-like receptor signaling pathway41/370471/84651.20e-022.63e-021.34e-0241
hsa0120022Oral cavityLPCarbon metabolism62/2418115/84658.38e-091.39e-078.99e-0862
hsa046222Oral cavityLPRIG-I-like receptor signaling pathway30/241871/84659.09e-033.33e-022.14e-0230
hsa0120032Oral cavityLPCarbon metabolism62/2418115/84658.38e-091.39e-078.99e-0862
hsa046223Oral cavityLPRIG-I-like receptor signaling pathway30/241871/84659.09e-033.33e-022.14e-0230
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
TKFCSNVMissense_Mutationnovelc.697A>Cp.Thr233Prop.T233PQ3LXA3protein_codingtolerated(0.37)benign(0.001)TCGA-A7-A26G-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapytaxotereSD
TKFCSNVMissense_Mutationrs774912795c.1135G>Cp.Glu379Glnp.E379QQ3LXA3protein_codingtolerated(0.29)benign(0.006)TCGA-A8-A06Q-01Breastbreast invasive carcinomaFemale<65III/IVUnknownUnknownSD
TKFCSNVMissense_Mutationc.1530G>Cp.Lys510Asnp.K510NQ3LXA3protein_codingtolerated(0.22)benign(0.21)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
TKFCSNVMissense_Mutationnovelc.1413N>Cp.Trp471Cysp.W471CQ3LXA3protein_codingdeleterious(0)possibly_damaging(0.713)TCGA-D8-A13Z-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicineSD
TKFCSNVMissense_Mutationc.7N>Ap.Ser3Thrp.S3TQ3LXA3protein_codingtolerated(0.31)benign(0.036)TCGA-E2-A156-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapyarimidexSD
TKFCinsertionFrame_Shift_Insnovelc.394_395insGATACCAGACAGGCAAGGTCCCp.Val132GlyfsTer45p.V132Gfs*45Q3LXA3protein_codingTCGA-BH-A0B8-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapyarimidexSD
TKFCdeletionIn_Frame_Delnovelc.709_720delNNNNNNNNNNNNp.Ile237_Leu240delp.I237_L240delQ3LXA3protein_codingTCGA-LL-A6FP-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyarimidexSD
TKFCdeletionFrame_Shift_Delnovelc.935delNp.Ser313LeufsTer12p.S313Lfs*12Q3LXA3protein_codingTCGA-JW-A5VK-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
TKFCSNVMissense_Mutationrs779771365c.1190N>Ap.Arg397Glnp.R397QQ3LXA3protein_codingdeleterious(0.01)benign(0.056)TCGA-A6-5665-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownPD
TKFCSNVMissense_Mutationrs754625426c.1207N>Ap.Asp403Asnp.D403NQ3LXA3protein_codingdeleterious(0)probably_damaging(0.999)TCGA-AA-3492-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
Page: 1 2 3 4 5 6 

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
Page: 1