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: SLC2A1

Gene summary for SLC2A1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

SLC2A1

Gene ID

6513

Gene namesolute carrier family 2 member 1
Gene AliasCSE
Cytomap1p34.2
Gene Typeprotein-coding
GO ID

GO:0000003

UniProtAcc

P11166


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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
6513SLC2A1GSM4909281HumanBreastIDC3.61e-063.73e-010.21
6513SLC2A1GSM4909285HumanBreastIDC1.21e-033.28e-010.21
6513SLC2A1GSM4909311HumanBreastIDC1.70e-05-1.28e-010.1534
6513SLC2A1GSM4909315HumanBreastIDC2.05e-022.59e-010.21
6513SLC2A1GSM4909319HumanBreastIDC2.26e-06-1.43e-010.1563
6513SLC2A1ctrl6HumanBreastPrecancer1.29e-198.63e-01-0.0061
6513SLC2A1brca3HumanBreastPrecancer2.18e-134.48e-01-0.0263
6513SLC2A1brca7HumanBreastPrecancer4.55e-068.59e-01-0.009
6513SLC2A1brca10HumanBreastPrecancer6.30e-389.31e-01-0.0029
6513SLC2A1NCCBC5HumanBreastDCIS3.67e-021.80e-010.2046
6513SLC2A1P1HumanBreastIDC1.07e-03-1.38e-010.1527
6513SLC2A1DCIS2HumanBreastDCIS5.76e-387.10e-020.0085
6513SLC2A1CA_HPV_1HumanCervixCC2.12e-03-6.73e-020.0264
6513SLC2A1CA_HPV_2HumanCervixCC2.20e-033.24e-010.0391
6513SLC2A1CA_HPV_3HumanCervixCC3.46e-042.39e-010.0414
6513SLC2A1CCI_1HumanCervixCC1.82e-091.16e+000.528
6513SLC2A1TumorHumanCervixCC4.76e-226.44e-010.1241
6513SLC2A1sample3HumanCervixCC4.15e-448.98e-010.1387
6513SLC2A1L1HumanCervixCC6.49e-208.35e-010.0802
6513SLC2A1T3HumanCervixCC2.65e-409.20e-010.1389
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
BreastThe 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.IDC: Invasive ductal carcinoma
DCIS: Ductal carcinoma in situ
Precancer(BRCA1-mut): Precancerous lesion from BRCA1 mutation carriers
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
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
SkinThe 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.AK: Actinic keratosis
cSCC: Cutaneous squamous cell carcinoma
SCCIS:squamous cell carcinoma in situ
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:00362939BreastPrecancerresponse to decreased oxygen levels53/1080322/187234.09e-126.84e-1053
GO:00016669BreastPrecancerresponse to hypoxia51/1080307/187237.33e-121.11e-0951
GO:00704829BreastPrecancerresponse to oxygen levels55/1080347/187237.47e-121.11e-0955
GO:00621979BreastPrecancercellular response to chemical stress51/1080337/187232.40e-102.34e-0851
GO:00075653BreastPrecancerfemale pregnancy29/1080193/187232.07e-067.31e-0529
GO:00447063BreastPrecancermulti-multicellular organism process31/1080220/187233.73e-061.19e-0431
GO:00712147BreastPrecancercellular response to abiotic stimulus37/1080331/187239.12e-051.73e-0337
GO:01040047BreastPrecancercellular response to environmental stimulus37/1080331/187239.12e-051.73e-0337
GO:00316679BreastPrecancerresponse to nutrient levels47/1080474/187232.09e-043.27e-0347
GO:00714969BreastPrecancercellular response to external stimulus33/1080320/187239.01e-041.03e-0233
GO:00316688BreastPrecancercellular response to extracellular stimulus27/1080246/187231.02e-031.13e-0227
GO:00092677BreastPrecancercellular response to starvation19/1080156/187231.65e-031.67e-0219
GO:00018956BreastPrecancerretina homeostasis12/108079/187231.82e-031.79e-0212
GO:00059966BreastPrecancermonosaccharide metabolic process27/1080257/187231.94e-031.88e-0227
GO:00714703BreastPrecancercellular response to osmotic stress8/108041/187232.08e-031.97e-028
GO:00425947BreastPrecancerresponse to starvation22/1080197/187232.30e-032.15e-0222
GO:00096126BreastPrecancerresponse to mechanical stimulus23/1080216/187233.41e-032.85e-0223
GO:00018948BreastPrecancertissue homeostasis27/1080268/187233.49e-032.90e-0227
GO:00316697BreastPrecancercellular response to nutrient levels22/1080215/187236.58e-034.53e-0222
GO:007048214BreastIDCresponse to oxygen levels64/1434347/187233.45e-115.57e-0964
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa0541518BreastPrecancerDiabetic cardiomyopathy63/684203/84655.63e-221.48e-201.14e-2063
hsa0406616BreastPrecancerHIF-1 signaling pathway23/684109/84651.51e-051.59e-041.22e-0423
hsa0516618BreastPrecancerHuman T-cell leukemia virus 1 infection33/684222/84654.29e-043.31e-032.53e-0333
hsa052309BreastPrecancerCentral carbon metabolism in cancer13/68470/84653.57e-032.17e-021.66e-0213
hsa0541519BreastPrecancerDiabetic cardiomyopathy63/684203/84655.63e-221.48e-201.14e-2063
hsa0406617BreastPrecancerHIF-1 signaling pathway23/684109/84651.51e-051.59e-041.22e-0423
hsa0516619BreastPrecancerHuman T-cell leukemia virus 1 infection33/684222/84654.29e-043.31e-032.53e-0333
hsa0523012BreastPrecancerCentral carbon metabolism in cancer13/68470/84653.57e-032.17e-021.66e-0213
hsa0541523BreastIDCDiabetic cardiomyopathy67/867203/84653.17e-198.59e-186.43e-1867
hsa0516624BreastIDCHuman T-cell leukemia virus 1 infection40/867222/84652.52e-042.21e-031.66e-0340
hsa0406623BreastIDCHIF-1 signaling pathway22/867109/84651.36e-031.00e-027.50e-0322
hsa0491916BreastIDCThyroid hormone signaling pathway23/867121/84652.45e-031.69e-021.27e-0223
hsa052118BreastIDCRenal cell carcinoma14/86769/84659.16e-034.37e-023.27e-0214
hsa0541533BreastIDCDiabetic cardiomyopathy67/867203/84653.17e-198.59e-186.43e-1867
hsa0516634BreastIDCHuman T-cell leukemia virus 1 infection40/867222/84652.52e-042.21e-031.66e-0340
hsa0406633BreastIDCHIF-1 signaling pathway22/867109/84651.36e-031.00e-027.50e-0322
hsa0491917BreastIDCThyroid hormone signaling pathway23/867121/84652.45e-031.69e-021.27e-0223
hsa0521113BreastIDCRenal cell carcinoma14/86769/84659.16e-034.37e-023.27e-0214
hsa0541543BreastDCISDiabetic cardiomyopathy65/846203/84651.81e-184.87e-173.59e-1765
hsa0516642BreastDCISHuman T-cell leukemia virus 1 infection41/846222/84657.03e-056.88e-045.07e-0441
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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
SLC2A1SNVMissense_Mutationnovelc.475N>Gp.Leu159Valp.L159VP11166protein_codingtolerated(0.23)benign(0.136)TCGA-C8-A8HQ-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
SLC2A1insertionFrame_Shift_Insnovelc.971_972insCTTAAGGAp.Phe326ArgfsTer17p.F326Rfs*17P11166protein_codingTCGA-A8-A07Z-01Breastbreast invasive carcinomaFemale>=65I/IIUnspecificExemestaneSD
SLC2A1SNVMissense_Mutationnovelc.648N>Gp.Ile216Metp.I216MP11166protein_codingdeleterious(0)possibly_damaging(0.685)TCGA-C5-A1MH-01Cervixcervical & endocervical cancerFemale>=65III/IVChemotherapycisplatinPD
SLC2A1SNVMissense_Mutationnovelc.488N>Cp.Gly163Alap.G163AP11166protein_codingtolerated(0.94)benign(0.006)TCGA-EA-A3HS-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
SLC2A1SNVMissense_Mutationrs199639208c.799N>Ap.Ala267Thrp.A267TP11166protein_codingtolerated(0.59)benign(0.003)TCGA-VS-A9V2-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
SLC2A1SNVMissense_Mutationc.500N>Tp.Gly167Valp.G167VP11166protein_codingdeleterious(0)probably_damaging(0.99)TCGA-WL-A834-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapypaclitaxelSD
SLC2A1SNVMissense_Mutationnovelc.463N>Cp.Ala155Prop.A155PP11166protein_codingdeleterious(0)possibly_damaging(0.908)TCGA-AA-3811-01Colorectumcolon adenocarcinomaFemale>=65III/IVUnknownUnknownPD
SLC2A1SNVMissense_Mutationrs201815571c.152G>Ap.Arg51Hisp.R51HP11166protein_codingdeleterious(0)possibly_damaging(0.554)TCGA-AD-5900-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
SLC2A1SNVMissense_Mutationrs387907313c.694C>Tp.Arg232Cysp.R232CP11166protein_codingdeleterious(0)probably_damaging(0.995)TCGA-AZ-6601-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownPD
SLC2A1SNVMissense_Mutationrs139412383c.695N>Ap.Arg232Hisp.R232HP11166protein_codingdeleterious(0.01)probably_damaging(0.988)TCGA-CM-4748-01Colorectumcolon adenocarcinomaMale<65III/IVChemotherapyfluorouracilSD
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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
6513SLC2A1TRANSPORTER, DRUGGABLE GENOME, EXTERNAL SIDE OF PLASMA MEMBRANETCDD7530807
6513SLC2A1TRANSPORTER, DRUGGABLE GENOME, EXTERNAL SIDE OF PLASMA MEMBRANEallosteric modulator310264666
6513SLC2A1TRANSPORTER, DRUGGABLE GENOME, EXTERNAL SIDE OF PLASMA MEMBRANEDIAZEPAMDIAZEPAM15148255
6513SLC2A1TRANSPORTER, DRUGGABLE GENOME, EXTERNAL SIDE OF PLASMA MEMBRANE178101360
6513SLC2A1TRANSPORTER, DRUGGABLE GENOME, EXTERNAL SIDE OF PLASMA MEMBRANEIL-717023582
6513SLC2A1TRANSPORTER, DRUGGABLE GENOME, EXTERNAL SIDE OF PLASMA MEMBRANEPIOGLITAZONEPIOGLITAZONE17251278
6513SLC2A1TRANSPORTER, DRUGGABLE GENOME, EXTERNAL SIDE OF PLASMA MEMBRANEBFGF15924676
6513SLC2A1TRANSPORTER, DRUGGABLE GENOME, EXTERNAL SIDE OF PLASMA MEMBRANEGENISTEINGENISTEIN8621505
6513SLC2A1TRANSPORTER, DRUGGABLE GENOME, EXTERNAL SIDE OF PLASMA MEMBRANETRIAMCINOLONETRIAMCINOLONE10199793
6513SLC2A1TRANSPORTER, DRUGGABLE GENOME, EXTERNAL SIDE OF PLASMA MEMBRANELIPOIC ACIDTHIOCTIC ACID23984871
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