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: TRAK2

Gene summary for TRAK2

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

TRAK2

Gene ID

66008

Gene nametrafficking kinesin protein 2
Gene AliasALS2CR3
Cytomap2q33.1
Gene Typeprotein-coding
GO ID

GO:0000902

UniProtAcc

O60296


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
66008TRAK2LZE4THumanEsophagusESCC1.83e-021.54e-010.0811
66008TRAK2LZE5THumanEsophagusESCC2.53e-032.59e-010.0514
66008TRAK2LZE24THumanEsophagusESCC1.24e-102.23e-010.0596
66008TRAK2P2T-EHumanEsophagusESCC2.36e-114.71e-020.1177
66008TRAK2P4T-EHumanEsophagusESCC1.37e-102.85e-010.1323
66008TRAK2P5T-EHumanEsophagusESCC2.11e-065.14e-020.1327
66008TRAK2P8T-EHumanEsophagusESCC1.51e-131.98e-010.0889
66008TRAK2P10T-EHumanEsophagusESCC3.77e-091.10e-010.116
66008TRAK2P11T-EHumanEsophagusESCC2.86e-063.92e-010.1426
66008TRAK2P12T-EHumanEsophagusESCC1.96e-153.07e-010.1122
66008TRAK2P15T-EHumanEsophagusESCC2.57e-051.43e-010.1149
66008TRAK2P16T-EHumanEsophagusESCC7.50e-036.43e-020.1153
66008TRAK2P20T-EHumanEsophagusESCC1.46e-081.83e-010.1124
66008TRAK2P21T-EHumanEsophagusESCC1.30e-091.75e-010.1617
66008TRAK2P22T-EHumanEsophagusESCC1.49e-071.49e-010.1236
66008TRAK2P23T-EHumanEsophagusESCC1.57e-026.98e-020.108
66008TRAK2P24T-EHumanEsophagusESCC2.28e-061.01e-010.1287
66008TRAK2P26T-EHumanEsophagusESCC7.44e-038.58e-020.1276
66008TRAK2P27T-EHumanEsophagusESCC4.14e-141.72e-010.1055
66008TRAK2P28T-EHumanEsophagusESCC1.22e-111.64e-010.1149
Page: 1 2 3 4 

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
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:0006605111EsophagusESCCprotein targeting229/8552314/187234.93e-231.01e-20229
GO:005165617EsophagusESCCestablishment of organelle localization273/8552390/187239.13e-231.81e-20273
GO:000703417EsophagusESCCvacuolar transport119/8552157/187231.16e-146.30e-13119
GO:005165016EsophagusESCCestablishment of vesicle localization114/8552161/187238.20e-112.53e-09114
GO:003070518EsophagusESCCcytoskeleton-dependent intracellular transport133/8552195/187231.48e-104.27e-09133
GO:001097013EsophagusESCCtransport along microtubule107/8552155/187233.17e-096.80e-08107
GO:00070419EsophagusESCClysosomal transport83/8552114/187233.52e-097.41e-0883
GO:005164815EsophagusESCCvesicle localization119/8552177/187235.16e-091.08e-07119
GO:00723846EsophagusESCCorganelle transport along microtubule65/855285/187236.61e-091.35e-0765
GO:000808810EsophagusESCCaxo-dendritic transport58/855275/187232.09e-084.02e-0758
GO:00091002EsophagusESCCglycoprotein metabolic process226/8552387/187232.64e-073.94e-06226
GO:00989304EsophagusESCCaxonal transport49/855264/187234.54e-076.15e-0649
GO:00700854EsophagusESCCglycosylation144/8552240/187235.12e-065.38e-05144
GO:00064865EsophagusESCCprotein glycosylation135/8552226/187231.36e-051.24e-04135
GO:00434135EsophagusESCCmacromolecule glycosylation135/8552226/187231.36e-051.24e-04135
GO:00474962EsophagusESCCvesicle transport along microtubule36/855247/187231.53e-051.38e-0436
GO:00991114EsophagusESCCmicrotubule-based transport115/8552190/187232.54e-052.15e-04115
GO:00091012EsophagusESCCglycoprotein biosynthetic process181/8552317/187232.54e-052.15e-04181
GO:00083333EsophagusESCCendosome to lysosome transport40/855255/187234.27e-053.42e-0440
GO:00080892EsophagusESCCanterograde axonal transport37/855250/187234.42e-053.51e-0437
Page: 1 2 3 4 5 6 7 

check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
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
TRAK2SNVMissense_Mutationnovelc.1044N>Cp.Lys348Asnp.K348NO60296protein_codingdeleterious(0)probably_damaging(0.966)TCGA-A2-A3XY-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinPD
TRAK2SNVMissense_Mutationc.202G>Cp.Asp68Hisp.D68HO60296protein_codingdeleterious(0)probably_damaging(0.977)TCGA-A8-A08P-01Breastbreast invasive carcinomaFemale>=65III/IVChemotherapy5-fluorouracilCR
TRAK2SNVMissense_Mutationc.1327N>Cp.Glu443Glnp.E443QO60296protein_codingtolerated(0.59)benign(0.011)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
TRAK2SNVMissense_Mutationrs774108541c.836N>Ap.Arg279Glnp.R279QO60296protein_codingdeleterious(0.01)probably_damaging(0.938)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
TRAK2SNVMissense_Mutationnovelc.2135N>Ap.Ser712Tyrp.S712YO60296protein_codingdeleterious(0)possibly_damaging(0.883)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
TRAK2SNVMissense_Mutationrs201575231c.1763N>Ap.Arg588Glnp.R588QO60296protein_codingdeleterious(0)possibly_damaging(0.878)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
TRAK2SNVMissense_Mutationnovelc.1118N>Ap.Ser373Tyrp.S373YO60296protein_codingdeleterious(0)probably_damaging(0.997)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
TRAK2SNVMissense_Mutationc.1116N>Cp.Glu372Aspp.E372DO60296protein_codingtolerated(1)benign(0.003)TCGA-B6-A0RL-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
TRAK2SNVMissense_Mutationc.2517N>Cp.Lys839Asnp.K839NO60296protein_codingdeleterious(0)probably_damaging(0.966)TCGA-D8-A1J8-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapynolvadexSD
TRAK2SNVMissense_Mutationc.2197N>Gp.Thr733Alap.T733AO60296protein_codingtolerated(0.38)benign(0.006)TCGA-E2-A1IH-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyaromasinSD
Page: 1 2 3 4 5 6 7 8 9 

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