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: SLC17A5

Gene summary for SLC17A5

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

SLC17A5

Gene ID

26503

Gene namesolute carrier family 17 member 5
Gene AliasAST
Cytomap6q13
Gene Typeprotein-coding
GO ID

GO:0006810

UniProtAcc

Q9NRA2


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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
26503SLC17A5HTA11_1938_2000001011HumanColorectumAD1.12e-023.90e-01-0.0811
26503SLC17A5HTA11_347_2000001011HumanColorectumAD6.59e-084.31e-01-0.1954
26503SLC17A5HTA11_411_2000001011HumanColorectumSER7.85e-071.31e+00-0.2602
26503SLC17A5HTA11_2112_2000001011HumanColorectumSER3.64e-027.07e-01-0.2196
26503SLC17A5HTA11_99999965104_69814HumanColorectumMSS8.69e-034.26e-010.281
26503SLC17A5A015-C-203HumanColorectumFAP9.25e-09-2.33e-01-0.1294
26503SLC17A5A002-C-201HumanColorectumFAP4.94e-03-1.44e-010.0324
26503SLC17A5A001-C-108HumanColorectumFAP7.95e-03-1.45e-01-0.0272
26503SLC17A5A002-C-205HumanColorectumFAP9.58e-06-2.03e-01-0.1236
26503SLC17A5A015-C-006HumanColorectumFAP9.56e-04-2.36e-01-0.0994
26503SLC17A5A015-C-106HumanColorectumFAP1.87e-04-1.52e-01-0.0511
26503SLC17A5A002-C-114HumanColorectumFAP1.50e-04-1.93e-01-0.1561
26503SLC17A5A015-C-104HumanColorectumFAP1.78e-08-2.54e-01-0.1899
26503SLC17A5A001-C-014HumanColorectumFAP5.38e-03-1.16e-010.0135
26503SLC17A5A002-C-016HumanColorectumFAP3.79e-04-1.82e-010.0521
26503SLC17A5A015-C-002HumanColorectumFAP6.15e-03-2.10e-01-0.0763
26503SLC17A5A001-C-203HumanColorectumFAP3.92e-04-1.41e-01-0.0481
26503SLC17A5A002-C-116HumanColorectumFAP1.88e-08-2.05e-01-0.0452
26503SLC17A5A014-C-008HumanColorectumFAP7.08e-03-2.06e-01-0.191
26503SLC17A5A018-E-020HumanColorectumFAP2.88e-04-1.57e-01-0.2034
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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
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
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:1902600ColorectumADproton transmembrane transport66/3918157/187231.59e-091.17e-0766
GO:19026001ColorectumSERproton transmembrane transport60/2897157/187233.12e-127.08e-1060
GO:19026002ColorectumMSSproton transmembrane transport57/3467157/187231.00e-074.81e-0657
GO:19026004ColorectumFAPproton transmembrane transport39/2622157/187232.03e-042.92e-0339
GO:190260018EsophagusESCCproton transmembrane transport88/8552157/187235.62e-032.10e-0288
GO:19026007LiverHCCproton transmembrane transport87/7958157/187237.27e-044.42e-0387
GO:0008643LiverHCCcarbohydrate transport80/7958152/187237.34e-032.92e-0280
GO:1902600111ThyroidPTCproton transmembrane transport72/5968157/187231.64e-041.26e-0372
GO:190260032ThyroidATCproton transmembrane transport73/6293157/187235.25e-043.06e-0373
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa04142ColorectumSERLysosome38/1580132/84652.87e-032.03e-021.47e-0238
hsa041421ColorectumSERLysosome38/1580132/84652.87e-032.03e-021.47e-0238
hsa0414222EsophagusESCCLysosome102/4205132/84655.11e-117.13e-103.65e-10102
hsa0414232EsophagusESCCLysosome102/4205132/84655.11e-117.13e-103.65e-10102
hsa041422LiverHCCLysosome100/4020132/84652.32e-114.31e-102.40e-10100
hsa041423LiverHCCLysosome100/4020132/84652.32e-114.31e-102.40e-10100
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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
SLC17A5SNVMissense_Mutationnovelc.863C>Gp.Ser288Cysp.S288CQ9NRA2protein_codingdeleterious(0.01)probably_damaging(1)TCGA-3C-AALI-01Breastbreast invasive carcinomaFemale<65I/IIUnspecificPoly EComplete Response
SLC17A5SNVMissense_Mutationrs781359811c.646N>Gp.Leu216Valp.L216VQ9NRA2protein_codingtolerated(0.21)benign(0.095)TCGA-BH-A203-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
SLC17A5SNVMissense_Mutationrs748755467c.841C>Tp.Pro281Serp.P281SQ9NRA2protein_codingdeleterious(0.03)probably_damaging(1)TCGA-D8-A1JA-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapyadriamycinPD
SLC17A5SNVMissense_Mutationc.187N>Ap.Ala63Thrp.A63TQ9NRA2protein_codingdeleterious(0.02)probably_damaging(0.998)TCGA-AA-3492-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
SLC17A5SNVMissense_Mutationc.353G>Ap.Gly118Aspp.G118DQ9NRA2protein_codingdeleterious(0)probably_damaging(0.999)TCGA-AA-A01K-01Colorectumcolon adenocarcinomaFemale>=65III/IVChemotherapyfolinicCR
SLC17A5SNVMissense_Mutationnovelc.703N>Gp.Thr235Alap.T235AQ9NRA2protein_codingtolerated(1)benign(0.003)TCGA-AZ-4315-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownSD
SLC17A5SNVMissense_Mutationc.1071N>Ap.Asn357Lysp.N357KQ9NRA2protein_codingtolerated(0.29)benign(0.006)TCGA-AZ-6598-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
SLC17A5SNVMissense_Mutationc.638N>Ap.Ser213Tyrp.S213YQ9NRA2protein_codingdeleterious(0)probably_damaging(0.926)TCGA-CA-6717-01Colorectumcolon adenocarcinomaMale<65I/IIChemotherapyoxaliplatinCR
SLC17A5SNVMissense_Mutationnovelc.160N>Cp.Tyr54Hisp.Y54HQ9NRA2protein_codingdeleterious(0)probably_damaging(0.999)TCGA-G4-6302-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
SLC17A5SNVMissense_Mutationrs150686745c.1090N>Tp.Arg364Cysp.R364CQ9NRA2protein_codingdeleterious(0)probably_damaging(1)TCGA-AG-A002-01Colorectumrectum adenocarcinomaMale<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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