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: SLC2A4

Gene summary for SLC2A4

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

SLC2A4

Gene ID

6517

Gene namesolute carrier family 2 member 4
Gene AliasGLUT4
Cytomap17p13.1
Gene Typeprotein-coding
GO ID

GO:0001666

UniProtAcc

P14672


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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
6517SLC2A4P4T-EHumanEsophagusESCC1.40e-183.75e-010.1323
6517SLC2A4P12T-EHumanEsophagusESCC1.59e-304.98e-010.1122
6517SLC2A4P17T-EHumanEsophagusESCC7.83e-165.97e-010.1278
6517SLC2A4P36T-EHumanEsophagusESCC3.56e-155.20e-010.1187
6517SLC2A4P38T-EHumanEsophagusESCC2.30e-135.68e-010.127
6517SLC2A4P40T-EHumanEsophagusESCC1.39e-134.66e-010.109
6517SLC2A4P56T-EHumanEsophagusESCC2.09e-151.37e+000.1613
6517SLC2A4P80T-EHumanEsophagusESCC1.07e-338.70e-010.155
6517SLC2A4P82T-EHumanEsophagusESCC2.57e-135.78e-010.1072
6517SLC2A4P89T-EHumanEsophagusESCC1.01e-219.07e-010.1752
6517SLC2A4P91T-EHumanEsophagusESCC1.76e-221.50e+000.1828
6517SLC2A4P104T-EHumanEsophagusESCC1.51e-114.37e-010.0931
6517SLC2A4P126T-EHumanEsophagusESCC2.42e-105.85e-010.1125
6517SLC2A4P128T-EHumanEsophagusESCC3.30e-123.82e-010.1241
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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
∗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:005165617EsophagusESCCestablishment of organelle localization273/8552390/187239.13e-231.81e-20273
GO:0062197111EsophagusESCCcellular response to chemical stress234/8552337/187235.37e-195.97e-17234
GO:001605014EsophagusESCCvesicle organization211/8552300/187232.85e-182.87e-16211
GO:0006900111EsophagusESCCvesicle budding from membrane54/855261/187232.66e-121.07e-1054
GO:0070482111EsophagusESCCresponse to oxygen levels218/8552347/187236.91e-112.17e-09218
GO:005165016EsophagusESCCestablishment of vesicle localization114/8552161/187238.20e-112.53e-09114
GO:007121419EsophagusESCCcellular response to abiotic stimulus206/8552331/187237.52e-101.88e-08206
GO:010400419EsophagusESCCcellular response to environmental stimulus206/8552331/187237.52e-101.88e-08206
GO:0036293111EsophagusESCCresponse to decreased oxygen levels201/8552322/187238.37e-102.04e-08201
GO:0001666111EsophagusESCCresponse to hypoxia192/8552307/187231.59e-093.69e-08192
GO:005164815EsophagusESCCvesicle localization119/8552177/187235.16e-091.08e-07119
GO:0071453110EsophagusESCCcellular response to oxygen levels114/8552177/187233.63e-075.06e-06114
GO:0036294110EsophagusESCCcellular response to decreased oxygen levels105/8552161/187234.20e-075.73e-06105
GO:190165319EsophagusESCCcellular response to peptide208/8552359/187231.68e-062.01e-05208
GO:007145616EsophagusESCCcellular response to hypoxia97/8552151/187233.12e-063.51e-0597
GO:0043434111EsophagusESCCresponse to peptide hormone234/8552414/187234.93e-065.21e-05234
GO:003286918EsophagusESCCcellular response to insulin stimulus124/8552203/187236.63e-066.75e-05124
GO:003286818EsophagusESCCresponse to insulin156/8552264/187237.21e-067.20e-05156
GO:003461220EsophagusESCCresponse to tumor necrosis factor149/8552253/187231.47e-051.33e-04149
GO:00069707EsophagusESCCresponse to osmotic stress57/855284/187233.26e-052.70e-0457
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa05415211EsophagusESCCDiabetic cardiomyopathy146/4205203/84655.81e-117.78e-103.99e-10146
hsa040689EsophagusESCCFoxO signaling pathway89/4205131/84651.56e-057.98e-054.09e-0589
hsa0415210EsophagusESCCAMPK signaling pathway80/4205121/84651.73e-046.67e-043.42e-0480
hsa049318EsophagusESCCInsulin resistance69/4205108/84651.92e-035.54e-032.84e-0369
hsa0541538EsophagusESCCDiabetic cardiomyopathy146/4205203/84655.81e-117.78e-103.99e-10146
hsa0406814EsophagusESCCFoxO signaling pathway89/4205131/84651.56e-057.98e-054.09e-0589
hsa0415213EsophagusESCCAMPK signaling pathway80/4205121/84651.73e-046.67e-043.42e-0480
hsa0493113EsophagusESCCInsulin resistance69/4205108/84651.92e-035.54e-032.84e-0369
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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
SLC2A4SNVMissense_Mutationnovelc.34N>Cp.Asp12Hisp.D12HP14672protein_codingtolerated(0.09)benign(0.001)TCGA-A8-A095-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapy5-fluorouracilCR
SLC2A4insertionNonsense_Mutationnovelc.47_48insAGAGGGGAGGGAAGAGGACAGTGGCTGATGATAATAAp.Gln17GlufsTer9p.Q17Efs*9P14672protein_codingTCGA-A8-A08H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
SLC2A4SNVMissense_Mutationrs769186928c.1049N>Ap.Arg350Glnp.R350QP14672protein_codingdeleterious(0.01)probably_damaging(0.977)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
SLC2A4SNVMissense_Mutationc.484N>Ap.Glu162Lysp.E162KP14672protein_codingdeleterious(0)probably_damaging(0.996)TCGA-AA-3713-01Colorectumcolon adenocarcinomaMale>=65III/IVChemotherapy5-fluorouracilPR
SLC2A4SNVMissense_Mutationrs763227660c.439G>Ap.Ala147Thrp.A147TP14672protein_codingdeleterious(0.01)benign(0.066)TCGA-AA-3966-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
SLC2A4SNVMissense_Mutationrs768365925c.737G>Ap.Arg246Hisp.R246HP14672protein_codingdeleterious(0.02)benign(0.15)TCGA-AA-A010-01Colorectumcolon adenocarcinomaFemale<65I/IIChemotherapyfolinicCR
SLC2A4SNVMissense_Mutationrs770842692c.844C>Tp.Arg282Cysp.R282CP14672protein_codingdeleterious(0)benign(0.042)TCGA-AU-6004-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
SLC2A4SNVMissense_Mutationc.752C>Tp.Ala251Valp.A251VP14672protein_codingtolerated(0.66)benign(0.017)TCGA-CK-4951-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownPD
SLC2A4SNVMissense_Mutationc.1481T>Cp.Val494Alap.V494AP14672protein_codingtolerated(0.87)benign(0.001)TCGA-CK-4951-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownPD
SLC2A4SNVMissense_Mutationrs202200041c.709G>Ap.Glu237Lysp.E237KP14672protein_codingdeleterious(0.01)possibly_damaging(0.49)TCGA-CK-4952-01Colorectumcolon adenocarcinomaFemale<65III/IVUnknownUnknownSD
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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
6517SLC2A4DRUGGABLE GENOME, TRANSPORTER, EXTERNAL SIDE OF PLASMA MEMBRANEHYDROGEN PEROXIDE16713429
6517SLC2A4DRUGGABLE GENOME, TRANSPORTER, EXTERNAL SIDE OF PLASMA MEMBRANEPROTEIN SYNTHESIS INHIBITOR9844728
6517SLC2A4DRUGGABLE GENOME, TRANSPORTER, EXTERNAL SIDE OF PLASMA MEMBRANEGREEN TEA EXTRACT17616136
6517SLC2A4DRUGGABLE GENOME, TRANSPORTER, EXTERNAL SIDE OF PLASMA MEMBRANEPENICILLAMINEPENICILLAMINE17666490
6517SLC2A4DRUGGABLE GENOME, TRANSPORTER, EXTERNAL SIDE OF PLASMA MEMBRANERETINOID12697904
6517SLC2A4DRUGGABLE GENOME, TRANSPORTER, EXTERNAL SIDE OF PLASMA MEMBRANETCDD7530807
6517SLC2A4DRUGGABLE GENOME, TRANSPORTER, EXTERNAL SIDE OF PLASMA MEMBRANEGLUFOSFAMIDEGLUFOSFAMIDE
6517SLC2A4DRUGGABLE GENOME, TRANSPORTER, EXTERNAL SIDE OF PLASMA MEMBRANERHGH7762644
6517SLC2A4DRUGGABLE GENOME, TRANSPORTER, EXTERNAL SIDE OF PLASMA MEMBRANEBSO15127200
6517SLC2A4DRUGGABLE GENOME, TRANSPORTER, EXTERNAL SIDE OF PLASMA MEMBRANEHGF18362143
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