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: TRAK1

Gene summary for TRAK1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

TRAK1

Gene ID

22906

Gene nametrafficking kinesin protein 1
Gene AliasDEE68
Cytomap3p22.1
Gene Typeprotein-coding
GO ID

GO:0000902

UniProtAcc

A0A024R2M0


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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
22906TRAK1CCI_1HumanCervixCC5.56e-033.96e-010.528
22906TRAK1CCI_2HumanCervixCC2.58e-076.37e-010.5249
22906TRAK1CCI_3HumanCervixCC3.61e-096.84e-010.516
22906TRAK1HTA11_3410_2000001011HumanColorectumAD2.25e-08-2.85e-010.0155
22906TRAK1HTA11_347_2000001011HumanColorectumAD3.66e-086.01e-01-0.1954
22906TRAK1HTA11_866_2000001011HumanColorectumAD4.67e-063.95e-01-0.1001
22906TRAK1HTA11_1391_2000001011HumanColorectumAD2.00e-035.77e-01-0.059
22906TRAK1F007HumanColorectumFAP2.52e-03-2.50e-010.1176
22906TRAK1A001-C-207HumanColorectumFAP1.72e-06-3.15e-010.1278
22906TRAK1A015-C-203HumanColorectumFAP1.46e-22-4.37e-01-0.1294
22906TRAK1A015-C-204HumanColorectumFAP1.14e-06-2.72e-01-0.0228
22906TRAK1A014-C-040HumanColorectumFAP5.08e-07-4.08e-01-0.1184
22906TRAK1A002-C-201HumanColorectumFAP8.01e-20-4.19e-010.0324
22906TRAK1A001-C-119HumanColorectumFAP1.71e-12-4.65e-01-0.1557
22906TRAK1A001-C-108HumanColorectumFAP8.31e-13-3.25e-01-0.0272
22906TRAK1A002-C-205HumanColorectumFAP1.94e-32-5.98e-01-0.1236
22906TRAK1A015-C-005HumanColorectumFAP2.48e-07-2.74e-01-0.0336
22906TRAK1A015-C-006HumanColorectumFAP9.00e-21-4.86e-01-0.0994
22906TRAK1A015-C-106HumanColorectumFAP5.14e-11-3.96e-01-0.0511
22906TRAK1A002-C-114HumanColorectumFAP7.54e-25-4.77e-01-0.1561
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
CervixThe 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.CC: Cervix cancer
HSIL_HPV: HPV-infected high-grade squamous intraepithelial lesions
N_HPV: HPV-infected normal cervix
Colorectum (GSE201348)The 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.FAP: Familial adenomatous polyposis
CRC: Colorectal cancer
Colorectum (HTA11)The 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.AD: Adenomas
SER: Sessile serrated lesions
MSI-H: Microsatellite-high colorectal cancer
MSS: Microsatellite stable colorectal cancer
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
ProstateThe 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.BPH: Benign Prostatic Hyperplasia
∗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:00163587CervixCCdendrite development58/2311243/187234.52e-071.76e-0558
GO:000660510CervixCCprotein targeting68/2311314/187232.17e-066.55e-0568
GO:00109757CervixCCregulation of neuron projection development88/2311445/187234.26e-061.09e-0488
GO:00107206CervixCCpositive regulation of cell development64/2311298/187235.69e-061.41e-0464
GO:00313467CervixCCpositive regulation of cell projection organization72/2311353/187231.04e-052.32e-0472
GO:00615647CervixCCaxon development89/2311467/187231.71e-053.27e-0489
GO:00516567CervixCCestablishment of organelle localization76/2311390/187233.17e-055.21e-0476
GO:00074097CervixCCaxonogenesis78/2311418/187231.14e-041.43e-0378
GO:00507705CervixCCregulation of axonogenesis34/2311154/187234.87e-044.76e-0334
GO:00070347CervixCCvacuolar transport34/2311157/187237.03e-046.40e-0334
GO:00307057CervixCCcytoskeleton-dependent intracellular transport40/2311195/187237.92e-046.99e-0340
GO:00519603CervixCCregulation of nervous system development77/2311443/187231.13e-039.30e-0377
GO:00507724CervixCCpositive regulation of axonogenesis20/231179/187231.19e-039.57e-0320
GO:00507676CervixCCregulation of neurogenesis65/2311364/187231.33e-031.05e-0265
GO:00516541CervixCCestablishment of mitochondrion localization10/231129/187231.74e-031.31e-0210
GO:00507694CervixCCpositive regulation of neurogenesis43/2311225/187232.25e-031.61e-0243
GO:00488135CervixCCdendrite morphogenesis30/2311146/187233.27e-032.13e-0230
GO:00070416CervixCClysosomal transport24/2311114/187235.81e-033.33e-0224
GO:00516461CervixCCmitochondrion localization13/231150/187236.42e-033.58e-0213
GO:00519622CervixCCpositive regulation of nervous system development48/2311272/187236.60e-033.65e-0248
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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
TRAK1SNVMissense_Mutationrs756303312c.392N>Ap.Arg131Hisp.R131HQ9UPV9protein_codingdeleterious(0)probably_damaging(0.976)TCGA-A2-A0EO-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapytamoxiphenSD
TRAK1SNVMissense_Mutationrs766246712c.599N>Tp.Ser200Leup.S200LQ9UPV9protein_codingdeleterious(0.05)benign(0.081)TCGA-E2-A15K-06Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinSD
TRAK1insertionNonsense_Mutationnovelc.1248_1249insAGTGAAAGACTAACTTGAAGTCTTCCTTp.Leu418GlufsTer5p.L418Efs*5Q9UPV9protein_codingTCGA-AO-A0JB-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapycyclophosphamideSD
TRAK1insertionNonsense_Mutationnovelc.1362_1363insTAAAAACCTTAAp.Ile454_Gly455insTerp.I454_G455ins*Q9UPV9protein_codingTCGA-B6-A0IM-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
TRAK1insertionIn_Frame_Insnovelc.1363_1364insTACAAATCAGGGTGATTTp.Gly455delinsValGlnIleArgValIleCysp.G455delinsVQIRVICQ9UPV9protein_codingTCGA-B6-A0IM-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
TRAK1deletionFrame_Shift_Delnovelc.1530delNp.Ser511ArgfsTer67p.S511Rfs*67Q9UPV9protein_codingTCGA-EW-A2FV-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapydocetaxelSD
TRAK1SNVMissense_Mutationrs537037086c.2240N>Ap.Arg747Glnp.R747QQ9UPV9protein_codingtolerated(0.15)possibly_damaging(0.522)TCGA-VS-A94Z-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
TRAK1SNVMissense_Mutationc.2308N>Gp.Ser770Alap.S770AQ9UPV9protein_codingtolerated(0.86)benign(0.003)TCGA-AA-3663-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownSD
TRAK1SNVMissense_Mutationrs367557305c.2120N>Tp.Thr707Metp.T707MQ9UPV9protein_codingdeleterious(0.01)probably_damaging(0.993)TCGA-AA-3947-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
TRAK1SNVMissense_Mutationrs112579771c.1672G>Ap.Gly558Serp.G558SQ9UPV9protein_codingtolerated(0.21)probably_damaging(0.984)TCGA-AA-3966-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
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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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