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: SLC5A1

Gene summary for SLC5A1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

SLC5A1

Gene ID

6523

Gene namesolute carrier family 5 member 1
Gene AliasD22S675
Cytomap22q12.3
Gene Typeprotein-coding
GO ID

GO:0000017

UniProtAcc

P13866


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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
6523SLC5A1HTA11_99999970781_79442HumanColorectumMSS8.61e-197.93e-010.294
6523SLC5A1HTA11_99999965104_69814HumanColorectumMSS6.33e-076.34e-010.281
6523SLC5A1HTA11_99999971662_82457HumanColorectumMSS5.59e-055.34e-010.3859
6523SLC5A1A015-C-203HumanColorectumFAP8.24e-11-1.70e-01-0.1294
6523SLC5A1A014-C-040HumanColorectumFAP1.60e-03-3.59e-01-0.1184
6523SLC5A1A002-C-201HumanColorectumFAP6.18e-05-1.51e-010.0324
6523SLC5A1A001-C-108HumanColorectumFAP6.75e-04-6.23e-02-0.0272
6523SLC5A1A002-C-205HumanColorectumFAP1.51e-10-2.32e-01-0.1236
6523SLC5A1A015-C-006HumanColorectumFAP2.54e-06-1.65e-01-0.0994
6523SLC5A1A015-C-106HumanColorectumFAP3.00e-027.95e-02-0.0511
6523SLC5A1A002-C-114HumanColorectumFAP2.01e-06-1.51e-01-0.1561
6523SLC5A1A015-C-104HumanColorectumFAP2.70e-10-1.99e-01-0.1899
6523SLC5A1A002-C-016HumanColorectumFAP2.28e-04-1.03e-010.0521
6523SLC5A1A015-C-002HumanColorectumFAP5.11e-03-7.36e-02-0.0763
6523SLC5A1A002-C-116HumanColorectumFAP6.51e-11-1.85e-01-0.0452
6523SLC5A1A014-C-008HumanColorectumFAP4.70e-08-3.38e-01-0.191
6523SLC5A1A018-E-020HumanColorectumFAP2.00e-07-1.97e-01-0.2034
6523SLC5A1F034HumanColorectumFAP1.83e-04-1.19e-01-0.0665
6523SLC5A1Pat01-BHumanStomachGC3.31e-571.13e+000.5754
6523SLC5A1Pat02-BHumanStomachGC2.92e-112.22e-010.0368
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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
GCThe 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.CAG: Chronic atrophic gastritis
CAG with IM: Chronic atrophic gastritis with intestinal metaplasia
CSG: Chronic superficial gastritis
GC: Gastric cancer
SIM: Severe intestinal metaplasia
WIM: Wild intestinal metaplasia
∗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:00508921ColorectumMSSintestinal absorption17/346741/187235.48e-046.10e-0317
GO:0150104ColorectumMSStransport across blood-brain barrier28/346787/187231.54e-031.41e-0228
GO:0010232ColorectumMSSvascular transport28/346788/187231.87e-031.64e-0228
GO:0070633ColorectumMSStransepithelial transport13/346731/187232.14e-031.80e-0213
GO:00226001ColorectumMSSdigestive system process31/3467104/187233.46e-032.59e-0231
GO:0035725ColorectumFAPsodium ion transmembrane transport44/2622178/187239.31e-051.60e-0344
GO:00706331ColorectumFAPtransepithelial transport13/262231/187231.34e-042.15e-0313
GO:01501041ColorectumFAPtransport across blood-brain barrier25/262287/187232.63e-043.59e-0325
GO:00102321ColorectumFAPvascular transport25/262288/187233.19e-044.12e-0325
GO:0006814ColorectumFAPsodium ion transport54/2622245/187233.98e-044.85e-0354
GO:0003018ColorectumFAPvascular process in circulatory system56/2622263/187237.67e-048.12e-0356
GO:0046323ColorectumFAPglucose import20/262274/187232.36e-031.88e-0220
GO:0042045ColorectumFAPepithelial fluid transport5/262210/187237.32e-034.38e-025
GO:00226002ColorectumFAPdigestive system process24/2622104/187238.41e-034.89e-0224
GO:00508922ColorectumFAPintestinal absorption12/262241/187238.57e-034.96e-0212
GO:0007586StomachGCdigestion38/1159137/187231.80e-151.22e-1238
GO:00226006StomachGCdigestive system process30/1159104/187235.40e-132.10e-1030
GO:00508925StomachGCintestinal absorption18/115941/187238.10e-122.20e-0918
GO:00075861StomachCAG with IMdigestion29/1050137/187234.42e-106.93e-0829
GO:002260011StomachCAG with IMdigestive system process22/1050104/187235.62e-084.16e-0622
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa04976ColorectumFAPBile secretion24/140489/84658.76e-033.21e-021.96e-0224
hsa049761ColorectumFAPBile secretion24/140489/84658.76e-033.21e-021.96e-0224
hsa04978StomachGCMineral absorption15/70860/84658.88e-059.80e-046.90e-0415
hsa049781StomachGCMineral absorption15/70860/84658.88e-059.80e-046.90e-0415
hsa049782StomachCAG with IMMineral absorption12/64060/84651.52e-031.01e-027.10e-0312
hsa049783StomachCAG with IMMineral absorption12/64060/84651.52e-031.01e-027.10e-0312
hsa049788StomachSIMMineral absorption11/46560/84653.61e-043.41e-032.74e-0311
hsa049789StomachSIMMineral absorption11/46560/84653.61e-043.41e-032.74e-0311
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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
SLC5A1SNVMissense_Mutationnovelc.1923N>Tp.Trp641Cysp.W641CP13866protein_codingdeleterious(0.01)probably_damaging(0.987)TCGA-A2-A25A-01Breastbreast invasive carcinomaFemale<65I/IIUnspecificCytoxanSD
SLC5A1insertionIn_Frame_Insnovelc.870_871insCTTCCCTTTTACAAAGAGGTTTACAGTp.Tyr290_Trp291insLeuProPheTyrLysGluValTyrSerp.Y290_W291insLPFYKEVYSP13866protein_codingTCGA-A2-A04Y-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycytoxanSD
SLC5A1insertionNonsense_Mutationnovelc.556_557insGTGACCCTGGTGCTCTCTGCTGGTTTATATGAGCAACTGCACCATCp.Ala186GlyfsTer11p.A186Gfs*11P13866protein_codingTCGA-AO-A03O-01Breastbreast invasive carcinomaFemale>=65I/IIChemotherapydoxorubicinSD
SLC5A1SNVMissense_Mutationnovelc.899N>Ap.Arg300Hisp.R300HP13866protein_codingdeleterious(0)probably_damaging(0.997)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
SLC5A1SNVMissense_Mutationrs202145392c.1360N>Ap.Asp454Asnp.D454NP13866protein_codingtolerated(0.15)possibly_damaging(0.7)TCGA-C5-A1M6-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinPD
SLC5A1SNVMissense_Mutationc.1496G>Ap.Arg499Hisp.R499HP13866protein_codingdeleterious(0.01)probably_damaging(0.981)TCGA-A6-5661-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
SLC5A1SNVMissense_Mutationc.289N>Ap.Ala97Thrp.A97TP13866protein_codingdeleterious(0)possibly_damaging(0.73)TCGA-AA-3949-01Colorectumcolon adenocarcinomaFemale>=65III/IVUnknownUnknownSD
SLC5A1SNVMissense_Mutationc.1931N>Cp.Val644Alap.V644AP13866protein_codingdeleterious(0.02)benign(0.052)TCGA-AA-3966-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
SLC5A1SNVMissense_Mutationnovelc.599N>Gp.Val200Glyp.V200GP13866protein_codingdeleterious(0)probably_damaging(0.999)TCGA-AA-A01K-01Colorectumcolon adenocarcinomaFemale>=65III/IVChemotherapyfolinicCR
SLC5A1SNVMissense_Mutationc.892G>Ap.Val298Metp.V298MP13866protein_codingdeleterious(0)probably_damaging(1)TCGA-AU-6004-01Colorectumcolon 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
6523SLC5A1DRUGGABLE GENOME, EXTERNAL SIDE OF PLASMA MEMBRANE, TRANSPORTERLIK-066LICOGLIFLOZIN
6523SLC5A1DRUGGABLE GENOME, EXTERNAL SIDE OF PLASMA MEMBRANE, TRANSPORTERinhibitor252166524SOTAGLIFLOZIN
6523SLC5A1DRUGGABLE GENOME, EXTERNAL SIDE OF PLASMA MEMBRANE, TRANSPORTERSTZSTREPTOZOCIN1722397
6523SLC5A1DRUGGABLE GENOME, EXTERNAL SIDE OF PLASMA MEMBRANE, TRANSPORTERinhibitor178101464EMPAGLIFLOZIN
6523SLC5A1DRUGGABLE GENOME, EXTERNAL SIDE OF PLASMA MEMBRANE, TRANSPORTERinhibitor336446933
6523SLC5A1DRUGGABLE GENOME, EXTERNAL SIDE OF PLASMA MEMBRANE, TRANSPORTERGLUFOSFAMIDEGLUFOSFAMIDE
6523SLC5A1DRUGGABLE GENOME, EXTERNAL SIDE OF PLASMA MEMBRANE, TRANSPORTERinhibitor404859101LICOGLIFLOZIN
6523SLC5A1DRUGGABLE GENOME, EXTERNAL SIDE OF PLASMA MEMBRANE, TRANSPORTERLX4211
6523SLC5A1DRUGGABLE GENOME, EXTERNAL SIDE OF PLASMA MEMBRANE, TRANSPORTER1614235 + 2330672
6523SLC5A1DRUGGABLE GENOME, EXTERNAL SIDE OF PLASMA MEMBRANE, TRANSPORTERinhibitor328083497TOFOGLIFLOZIN
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