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: SLC1A2

Gene summary for SLC1A2

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

SLC1A2

Gene ID

6506

Gene namesolute carrier family 1 member 2
Gene AliasDEE41
Cytomap11p13
Gene Typeprotein-coding
GO ID

GO:0000101

UniProtAcc

A2A2U1


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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
6506SLC1A2NAFLD1HumanLiverNAFLD8.78e-065.35e-01-0.04
6506SLC1A2S43HumanLiverCirrhotic1.35e-04-1.92e-01-0.0187
6506SLC1A2S44HumanLiverHCC3.84e-038.27e-01-0.0083
6506SLC1A2HCC1_MengHumanLiverHCC1.52e-07-2.34e-010.0246
6506SLC1A2HCC2_MengHumanLiverHCC2.75e-07-2.38e-010.0107
6506SLC1A2cirrhotic1HumanLiverCirrhotic4.95e-09-2.38e-010.0202
6506SLC1A2cirrhotic2HumanLiverCirrhotic4.95e-09-2.35e-010.0201
6506SLC1A2cirrhotic3HumanLiverCirrhotic5.80e-03-2.38e-010.0215
6506SLC1A2HCC1HumanLiverHCC8.75e-053.34e+000.5336
6506SLC1A2Pt13.aHumanLiverHCC1.10e-05-2.23e-010.021
6506SLC1A2Pt13.bHumanLiverHCC3.53e-02-2.38e-010.0251
6506SLC1A2Pt14.dHumanLiverHCC4.47e-07-2.34e-010.0143
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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
∗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:00094107LiverNAFLDresponse to xenobiotic stimulus88/1882462/187232.53e-094.11e-0788
GO:00067904LiverNAFLDsulfur compound metabolic process58/1882339/187233.79e-059.38e-0458
GO:00030182LiverNAFLDvascular process in circulatory system46/1882263/187231.36e-042.58e-0346
GO:00463241LiverNAFLDregulation of glucose import16/188259/187231.68e-043.06e-0316
GO:00352643LiverNAFLDmulticellular organism growth27/1882132/187232.57e-044.19e-0327
GO:0046326LiverNAFLDpositive regulation of glucose import12/188239/187233.02e-044.75e-0312
GO:00108281LiverNAFLDpositive regulation of glucose transmembrane transport13/188246/187234.35e-046.42e-0313
GO:00108271LiverNAFLDregulation of glucose transmembrane transport18/188277/187235.06e-047.15e-0318
GO:00714967LiverNAFLDcellular response to external stimulus51/1882320/187236.21e-048.18e-0351
GO:0044272LiverNAFLDsulfur compound biosynthetic process28/1882148/187237.52e-049.52e-0328
GO:00075687LiverNAFLDaging53/1882339/187237.78e-049.77e-0353
GO:00463231LiverNAFLDglucose import16/188274/187232.43e-032.27e-0216
GO:0042220LiverNAFLDresponse to cocaine13/188255/187232.64e-032.42e-0213
GO:00347643LiverNAFLDpositive regulation of transmembrane transport35/1882219/187233.92e-033.32e-0235
GO:00065754LiverNAFLDcellular modified amino acid metabolic process31/1882188/187233.98e-033.34e-0231
GO:00423984LiverNAFLDcellular modified amino acid biosynthetic process11/188246/187234.98e-033.91e-0211
GO:01501043LiverNAFLDtransport across blood-brain barrier17/188287/187235.46e-034.20e-0217
GO:0015749LiverNAFLDmonosaccharide transmembrane transport21/1882116/187235.54e-034.23e-0221
GO:00102322LiverNAFLDvascular transport17/188288/187236.15e-034.61e-0217
GO:1904659LiverNAFLDglucose transmembrane transport20/1882110/187236.36e-034.69e-0220
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa0501614LiverCirrhoticHuntington disease172/2530306/84651.65e-221.10e-206.77e-21172
hsa0501414LiverCirrhoticAmyotrophic lateral sclerosis187/2530364/84651.56e-186.50e-174.01e-17187
hsa0501615LiverCirrhoticHuntington disease172/2530306/84651.65e-221.10e-206.77e-21172
hsa0501415LiverCirrhoticAmyotrophic lateral sclerosis187/2530364/84651.56e-186.50e-174.01e-17187
hsa0501622LiverHCCHuntington disease219/4020306/84653.06e-183.42e-161.90e-16219
hsa0501422LiverHCCAmyotrophic lateral sclerosis252/4020364/84658.85e-187.41e-164.12e-16252
hsa0501632LiverHCCHuntington disease219/4020306/84653.06e-183.42e-161.90e-16219
hsa0501432LiverHCCAmyotrophic lateral sclerosis252/4020364/84658.85e-187.41e-164.12e-16252
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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
SLC1A2SNVMissense_Mutationnovelc.499G>Ap.Ala167Thrp.A167TP43004protein_codingtolerated(0.13)possibly_damaging(0.557)TCGA-A2-A25B-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapytaxoterePD
SLC1A2SNVMissense_Mutationnovelc.142A>Cp.Thr48Prop.T48PP43004protein_codingdeleterious(0.04)benign(0.174)TCGA-A8-A0A6-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapyepirubicinCR
SLC1A2SNVMissense_Mutationnovelc.914N>Tp.Asp305Valp.D305VP43004protein_codingdeleterious(0)probably_damaging(0.997)TCGA-AC-A3QQ-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
SLC1A2SNVMissense_Mutationnovelc.913N>Ap.Asp305Asnp.D305NP43004protein_codingtolerated(0.15)possibly_damaging(0.524)TCGA-AC-A3QQ-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
SLC1A2SNVMissense_Mutationc.602N>Tp.Pro201Leup.P201LP43004protein_codingtolerated(0.55)benign(0.003)TCGA-AO-A0J5-01Breastbreast invasive carcinomaFemale<65III/IVOther, specify in notesBisphosphonatezoledronicPD
SLC1A2SNVMissense_Mutationnovelc.1717G>Ap.Glu573Lysp.E573KP43004protein_codingtolerated_low_confidence(0.05)benign(0.021)TCGA-E9-A54Y-01Breastbreast invasive carcinomaFemale<65III/IVUnknownUnknownSD
SLC1A2insertionFrame_Shift_Insnovelc.1093_1094insAGGCCAACATCAGTAATGATp.Ala365GlufsTer28p.A365Efs*28P43004protein_codingTCGA-A2-A0CP-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycytoxanSD
SLC1A2deletionFrame_Shift_Delc.530delNp.Pro177LeufsTer15p.P177Lfs*15P43004protein_codingTCGA-D8-A27V-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapytamoxiphenSD
SLC1A2SNVMissense_Mutationc.1126N>Cp.Glu376Glnp.E376QP43004protein_codingdeleterious(0)probably_damaging(0.999)TCGA-C5-A1BJ-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
SLC1A2SNVMissense_Mutationc.293T>Ap.Ile98Asnp.I98NP43004protein_codingdeleterious(0)probably_damaging(0.934)TCGA-C5-A1MJ-01Cervixcervical & endocervical cancerFemale<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
6506SLC1A2TRANSPORTER, CLINICALLY ACTIONABLE, DRUGGABLE GENOME, CELL SURFACEinhibitor178101134
6506SLC1A2TRANSPORTER, CLINICALLY ACTIONABLE, DRUGGABLE GENOME, CELL SURFACEinhibitor178101294
6506SLC1A2TRANSPORTER, CLINICALLY ACTIONABLE, DRUGGABLE GENOME, CELL SURFACE178101410
6506SLC1A2TRANSPORTER, CLINICALLY ACTIONABLE, DRUGGABLE GENOME, CELL SURFACE178100898
6506SLC1A2TRANSPORTER, CLINICALLY ACTIONABLE, DRUGGABLE GENOME, CELL SURFACEinhibitor178101252CHEMBL1628669
6506SLC1A2TRANSPORTER, CLINICALLY ACTIONABLE, DRUGGABLE GENOME, CELL SURFACE178101255
6506SLC1A2TRANSPORTER, CLINICALLY ACTIONABLE, DRUGGABLE GENOME, CELL SURFACEinhibitor178101292DIHYDROKAINATE
6506SLC1A2TRANSPORTER, CLINICALLY ACTIONABLE, DRUGGABLE GENOME, CELL SURFACEinhibitor178101349
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