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: SLC2A9

Gene summary for SLC2A9

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

SLC2A9

Gene ID

56606

Gene namesolute carrier family 2 member 9
Gene AliasGLUT9
Cytomap4p16.1
Gene Typeprotein-coding
GO ID

GO:0006082

UniProtAcc

Q9NRM0


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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
56606SLC2A9P2T-EHumanEsophagusESCC3.63e-194.46e-010.1177
56606SLC2A9P4T-EHumanEsophagusESCC3.66e-061.90e-010.1323
56606SLC2A9P5T-EHumanEsophagusESCC3.61e-037.82e-020.1327
56606SLC2A9P8T-EHumanEsophagusESCC1.39e-072.12e-010.0889
56606SLC2A9P9T-EHumanEsophagusESCC1.77e-037.62e-020.1131
56606SLC2A9P10T-EHumanEsophagusESCC5.80e-121.90e-010.116
56606SLC2A9P11T-EHumanEsophagusESCC6.96e-155.58e-010.1426
56606SLC2A9P12T-EHumanEsophagusESCC1.40e-071.70e-010.1122
56606SLC2A9P15T-EHumanEsophagusESCC3.68e-072.24e-010.1149
56606SLC2A9P16T-EHumanEsophagusESCC2.79e-131.77e-010.1153
56606SLC2A9P20T-EHumanEsophagusESCC3.76e-066.93e-020.1124
56606SLC2A9P21T-EHumanEsophagusESCC7.51e-132.29e-010.1617
56606SLC2A9P22T-EHumanEsophagusESCC1.26e-101.14e-010.1236
56606SLC2A9P23T-EHumanEsophagusESCC8.56e-031.32e-010.108
56606SLC2A9P24T-EHumanEsophagusESCC1.69e-056.38e-020.1287
56606SLC2A9P26T-EHumanEsophagusESCC4.87e-068.08e-020.1276
56606SLC2A9P27T-EHumanEsophagusESCC1.86e-112.24e-010.1055
56606SLC2A9P28T-EHumanEsophagusESCC1.49e-101.17e-010.1149
56606SLC2A9P30T-EHumanEsophagusESCC1.73e-154.77e-010.137
56606SLC2A9P36T-EHumanEsophagusESCC4.17e-062.54e-010.1187
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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
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
∗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:190260018EsophagusESCCproton transmembrane transport88/8552157/187235.62e-032.10e-0288
GO:0015749LiverNAFLDmonosaccharide transmembrane transport21/1882116/187235.54e-034.23e-0221
GO:1904659LiverNAFLDglucose transmembrane transport20/1882110/187236.36e-034.69e-0220
GO:0034219LiverNAFLDcarbohydrate transmembrane transport21/1882118/187236.77e-034.79e-0221
GO:19026007LiverHCCproton transmembrane transport87/7958157/187237.27e-044.42e-0387
GO:0008643LiverHCCcarbohydrate transport80/7958152/187237.34e-032.92e-0280
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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
SLC2A9SNVMissense_Mutationc.448N>Ap.Ser150Thrp.S150TQ9NRM0protein_codingtolerated(0.25)benign(0.006)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
SLC2A9SNVMissense_Mutationrs372201423c.1343N>Tp.Pro448Leup.P448LQ9NRM0protein_codingdeleterious(0)probably_damaging(0.997)TCGA-AO-A128-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinSD
SLC2A9SNVMissense_Mutationc.1537N>Ap.Ala513Thrp.A513TQ9NRM0protein_codingtolerated(0.25)possibly_damaging(0.506)TCGA-BH-A0HA-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
SLC2A9SNVMissense_Mutationc.946N>Gp.Gln316Glup.Q316EQ9NRM0protein_codingdeleterious(0)probably_damaging(0.999)TCGA-E2-A1LA-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapyarimidexSD
SLC2A9insertionFrame_Shift_Insnovelc.766_767insTCACTTCTGTGCAGTGTCTCACTACCACCTCTCTAGTTGTTp.Pro256LeufsTer29p.P256Lfs*29Q9NRM0protein_codingTCGA-A2-A0D2-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinSD
SLC2A9insertionIn_Frame_Insnovelc.104_105insTGTGGGp.Glu35delinsAspValGlyp.E35delinsDVGQ9NRM0protein_codingTCGA-AO-A03R-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinSD
SLC2A9deletionFrame_Shift_Delc.1378_1391delNNNNNNNNNNNNNNp.Leu460CysfsTer37p.L460Cfs*37Q9NRM0protein_codingTCGA-BH-A1FM-01Breastbreast invasive carcinomaFemale<65III/IVUnknownUnknownSD
SLC2A9SNVMissense_Mutationnovelc.229G>Ap.Val77Metp.V77MQ9NRM0protein_codingdeleterious(0)probably_damaging(1)TCGA-MY-A913-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
SLC2A9SNVMissense_Mutationc.1575N>Tp.Glu525Aspp.E525DQ9NRM0protein_codingtolerated(0.14)benign(0.048)TCGA-A6-3809-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
SLC2A9SNVMissense_Mutationnovelc.439T>Cp.Phe147Leup.F147LQ9NRM0protein_codingtolerated(0.34)benign(0.169)TCGA-A6-5665-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownPD
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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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