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: 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


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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
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
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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
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:003070521LiverHCCcytoskeleton-dependent intracellular transport111/7958195/187233.25e-053.28e-04111
GO:0047496LiverHCCvesicle transport along microtubule34/795847/187233.27e-053.29e-0434
GO:0098930LiverHCCaxonal transport43/795864/187235.73e-055.31e-0443
GO:00109702LiverHCCtransport along microtubule90/7958155/187236.49e-055.92e-0490
GO:0051646LiverHCCmitochondrion localization34/795850/187232.38e-041.79e-0334
GO:00064862LiverHCCprotein glycosylation122/7958226/187233.11e-042.21e-03122
GO:00434132LiverHCCmacromolecule glycosylation122/7958226/187233.11e-042.21e-03122
GO:00995182LiverHCCvesicle cytoskeletal trafficking46/795873/187233.23e-042.28e-0346
GO:00700852LiverHCCglycosylation128/7958240/187234.35e-042.92e-03128
GO:00083331LiverHCCendosome to lysosome transport35/795855/187231.26e-036.92e-0335
GO:001097511LiverHCCregulation of neuron projection development220/7958445/187231.68e-038.78e-03220
GO:0008089LiverHCCanterograde axonal transport32/795850/187231.76e-039.12e-0332
GO:0009100LiverHCCglycoprotein metabolic process193/7958387/187231.89e-039.62e-03193
GO:00507674LiverHCCregulation of neurogenesis181/7958364/187233.00e-031.40e-02181
GO:0051654LiverHCCestablishment of mitochondrion localization20/795829/187233.61e-031.60e-0220
GO:0034643LiverHCCestablishment of mitochondrion localization, microtubule-mediated18/795826/187235.37e-032.24e-0218
GO:0047497LiverHCCmitochondrion transport along microtubule18/795826/187235.37e-032.24e-0218
GO:0048311LiverHCCmitochondrion distribution12/795816/187238.74e-033.40e-0212
GO:001635811LiverHCCdendrite development121/7958243/187231.26e-024.56e-02121
GO:0006605113ThyroidPTCprotein targeting180/5968314/187236.81e-211.19e-18180
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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
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
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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
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