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: SLC1A5

Gene summary for SLC1A5

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

SLC1A5

Gene ID

6510

Gene namesolute carrier family 1 member 5
Gene AliasAAAT
Cytomap19q13.32
Gene Typeprotein-coding
GO ID

GO:0003008

UniProtAcc

Q15758


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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
6510SLC1A5CA_HPV_3HumanCervixCC1.07e-062.60e-010.0414
6510SLC1A5TumorHumanCervixCC3.33e-195.47e-010.1241
6510SLC1A5sample3HumanCervixCC1.65e-316.44e-010.1387
6510SLC1A5T3HumanCervixCC1.61e-256.24e-010.1389
6510SLC1A5HTA11_3410_2000001011HumanColorectumAD3.42e-062.66e-010.0155
6510SLC1A5HTA11_2487_2000001011HumanColorectumSER1.44e-207.01e-01-0.1808
6510SLC1A5HTA11_1938_2000001011HumanColorectumAD1.44e-136.65e-01-0.0811
6510SLC1A5HTA11_78_2000001011HumanColorectumAD1.62e-053.20e-01-0.1088
6510SLC1A5HTA11_347_2000001011HumanColorectumAD6.85e-246.00e-01-0.1954
6510SLC1A5HTA11_411_2000001011HumanColorectumSER4.76e-109.88e-01-0.2602
6510SLC1A5HTA11_2112_2000001011HumanColorectumSER4.90e-088.44e-01-0.2196
6510SLC1A5HTA11_3361_2000001011HumanColorectumAD3.34e-094.44e-01-0.1207
6510SLC1A5HTA11_83_2000001011HumanColorectumSER6.76e-095.37e-01-0.1526
6510SLC1A5HTA11_696_2000001011HumanColorectumAD1.16e-368.48e-01-0.1464
6510SLC1A5HTA11_866_2000001011HumanColorectumAD2.05e-155.13e-01-0.1001
6510SLC1A5HTA11_1391_2000001011HumanColorectumAD1.45e-217.50e-01-0.059
6510SLC1A5HTA11_2992_2000001011HumanColorectumSER1.47e-055.27e-01-0.1706
6510SLC1A5HTA11_5212_2000001011HumanColorectumAD3.59e-105.27e-01-0.2061
6510SLC1A5HTA11_5216_2000001011HumanColorectumSER1.01e-055.27e-01-0.1462
6510SLC1A5HTA11_546_2000001011HumanColorectumAD1.58e-146.35e-01-0.0842
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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
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
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
ProstateThe 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.BPH: Benign Prostatic Hyperplasia
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:001603220Oral cavityOSCCviral process274/7305415/187232.42e-291.70e-26274
GO:001905820Oral cavityOSCCviral life cycle208/7305317/187234.59e-221.00e-19208
GO:004440320Oral cavityOSCCbiological process involved in symbiotic interaction173/7305290/187236.80e-133.19e-11173
GO:005170120Oral cavityOSCCbiological process involved in interaction with host125/7305203/187235.60e-111.74e-09125
GO:005212620Oral cavityOSCCmovement in host environment106/7305175/187235.84e-091.26e-07106
GO:004440920Oral cavityOSCCentry into host86/7305151/187235.74e-066.37e-0586
GO:004671820Oral cavityOSCCviral entry into host cell81/7305144/187231.98e-051.89e-0481
GO:0051259Oral cavityOSCCprotein complex oligomerization121/7305238/187231.29e-049.21e-04121
GO:0032329Oral cavityOSCCserine transport9/730511/187234.85e-031.92e-029
GO:0016032110Oral cavityLPviral process211/4623415/187234.06e-313.18e-28211
GO:0019058110Oral cavityLPviral life cycle161/4623317/187235.99e-242.21e-21161
GO:0051701110Oral cavityLPbiological process involved in interaction with host100/4623203/187232.72e-143.10e-12100
GO:0044403110Oral cavityLPbiological process involved in symbiotic interaction130/4623290/187234.23e-144.64e-12130
GO:0052126110Oral cavityLPmovement in host environment87/4623175/187236.65e-135.79e-1187
GO:0044409110Oral cavityLPentry into host68/4623151/187233.72e-081.33e-0668
GO:0046718110Oral cavityLPviral entry into host cell63/4623144/187234.16e-071.19e-0563
GO:00512591Oral cavityLPprotein complex oligomerization85/4623238/187238.81e-051.11e-0385
GO:00323291Oral cavityLPserine transport7/462311/187237.01e-033.96e-027
GO:001603218ProstateBPHviral process147/3107415/187234.46e-215.52e-18147
GO:001905818ProstateBPHviral life cycle112/3107317/187232.87e-165.54e-14112
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa0523010CervixCCCentral carbon metabolism in cancer18/126770/84651.29e-023.87e-022.29e-0218
hsa0523013CervixCCCentral carbon metabolism in cancer18/126770/84651.29e-023.87e-022.29e-0218
hsa05230ColorectumADCentral carbon metabolism in cancer33/209270/84653.61e-053.19e-042.03e-0433
hsa052301ColorectumADCentral carbon metabolism in cancer33/209270/84653.61e-053.19e-042.03e-0433
hsa052302ColorectumSERCentral carbon metabolism in cancer25/158070/84655.43e-044.51e-033.27e-0325
hsa052303ColorectumSERCentral carbon metabolism in cancer25/158070/84655.43e-044.51e-033.27e-0325
hsa052304ColorectumMSSCentral carbon metabolism in cancer25/187570/84656.50e-032.64e-021.62e-0225
hsa052305ColorectumMSSCentral carbon metabolism in cancer25/187570/84656.50e-032.64e-021.62e-0225
hsa0523018EsophagusESCCCentral carbon metabolism in cancer50/420570/84651.70e-046.62e-043.39e-0450
hsa0523019EsophagusESCCCentral carbon metabolism in cancer50/420570/84651.70e-046.62e-043.39e-0450
hsa0523021LiverHCCCentral carbon metabolism in cancer43/402070/84651.30e-023.19e-021.78e-0243
hsa0523031LiverHCCCentral carbon metabolism in cancer43/402070/84651.30e-023.19e-021.78e-0243
hsa0523016Oral cavityOSCCCentral carbon metabolism in cancer49/370470/84657.57e-063.59e-051.83e-0549
hsa0523017Oral cavityOSCCCentral carbon metabolism in cancer49/370470/84657.57e-063.59e-051.83e-0549
hsa0523023Oral cavityLPCentral carbon metabolism in cancer31/241870/84653.50e-031.46e-029.40e-0331
hsa0523033Oral cavityLPCentral carbon metabolism in cancer31/241870/84653.50e-031.46e-029.40e-0331
hsa0523014ProstateBPHCentral carbon metabolism in cancer23/171870/84659.13e-032.84e-021.76e-0223
hsa0523015ProstateBPHCentral carbon metabolism in cancer23/171870/84659.13e-032.84e-021.76e-0223
hsa0523022ProstateTumorCentral carbon metabolism in cancer23/179170/84651.50e-024.47e-022.77e-0223
hsa0523032ProstateTumorCentral carbon metabolism in cancer23/179170/84651.50e-024.47e-022.77e-0223
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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
SLC1A5SNVMissense_Mutationnovelc.476C>Tp.Ser159Phep.S159FQ15758protein_codingtolerated(0.33)benign(0.001)TCGA-A7-A4SA-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinCR
SLC1A5insertionFrame_Shift_Insnovelc.1334_1335insCGGGTATGGTp.Val446GlyfsTer33p.V446Gfs*33Q15758protein_codingTCGA-BH-A0E2-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapydoxorubicinSD
SLC1A5insertionIn_Frame_Insnovelc.1332_1333insAATACAAAAAAATTAp.Glu444_Ala445insAsnThrLysLysLeup.E444_A445insNTKKLQ15758protein_codingTCGA-BH-A0E2-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapydoxorubicinSD
SLC1A5SNVMissense_Mutationc.604N>Tp.Arg202Cysp.R202CQ15758protein_codingdeleterious(0)probably_damaging(0.932)TCGA-DS-A0VM-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinPD
SLC1A5SNVMissense_Mutationnovelc.647N>Tp.Thr216Ilep.T216IQ15758protein_codingtolerated(0.05)benign(0.142)TCGA-VS-A9U6-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinPD
SLC1A5SNVMissense_Mutationrs767653184c.1268N>Tp.Ala423Valp.A423VQ15758protein_codingdeleterious(0.04)probably_damaging(0.926)TCGA-A6-2686-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
SLC1A5SNVMissense_Mutationrs144030682c.1286N>Tp.Ala429Valp.A429VQ15758protein_codingdeleterious(0)probably_damaging(0.997)TCGA-A6-5661-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
SLC1A5SNVMissense_Mutationc.1066N>Gp.Thr356Alap.T356AQ15758protein_codingdeleterious(0)possibly_damaging(0.872)TCGA-AA-3715-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownPD
SLC1A5SNVMissense_Mutationrs749537352c.989G>Ap.Arg330Hisp.R330HQ15758protein_codingdeleterious(0.03)probably_damaging(0.989)TCGA-AZ-4615-01Colorectumcolon adenocarcinomaMale>=65III/IVChemotherapyxelodaPD
SLC1A5SNVMissense_Mutationrs767653184c.1268N>Tp.Ala423Valp.A423VQ15758protein_codingdeleterious(0.04)probably_damaging(0.926)TCGA-WS-AB45-01Colorectumcolon 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
6510SLC1A5TRANSPORTERinhibitor178101229BENZYLCYSTEINE
6510SLC1A5TRANSPORTERGLUTAMINEGLUTAMINE11997238
6510SLC1A5TRANSPORTERinhibitor178101228
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