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: SLC3A2

Gene summary for SLC3A2

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

SLC3A2

Gene ID

6520

Gene namesolute carrier family 3 member 2
Gene Alias4F2
Cytomap11q12.3
Gene Typeprotein-coding
GO ID

GO:0003333

UniProtAcc

J3KPF3


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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
6520SLC3A2P130T-EHumanEsophagusESCC3.54e-632.49e+000.1676
6520SLC3A2S43HumanLiverCirrhotic4.45e-02-9.26e-02-0.0187
6520SLC3A2HCC1_MengHumanLiverHCC1.27e-683.32e-010.0246
6520SLC3A2HCC2_MengHumanLiverHCC9.31e-341.19e-010.0107
6520SLC3A2cirrhotic1HumanLiverCirrhotic5.05e-061.91e-010.0202
6520SLC3A2cirrhotic2HumanLiverCirrhotic7.70e-045.28e-020.0201
6520SLC3A2HCC1HumanLiverHCC6.70e-074.79e+000.5336
6520SLC3A2HCC2HumanLiverHCC2.23e-195.85e+000.5341
6520SLC3A2Pt13.bHumanLiverHCC1.61e-203.25e-010.0251
6520SLC3A2Pt14.aHumanLiverHCC4.49e-031.98e-010.0169
6520SLC3A2S014HumanLiverHCC4.50e-381.83e+000.2254
6520SLC3A2S015HumanLiverHCC7.48e-311.93e+000.2375
6520SLC3A2S016HumanLiverHCC1.22e-341.92e+000.2243
6520SLC3A2S027HumanLiverHCC5.22e-221.55e+000.2446
6520SLC3A2S028HumanLiverHCC2.68e-331.65e+000.2503
6520SLC3A2S029HumanLiverHCC4.53e-322.09e+000.2581
6520SLC3A2C04HumanOral cavityOSCC1.68e-443.30e+000.2633
6520SLC3A2C21HumanOral cavityOSCC3.76e-584.07e+000.2678
6520SLC3A2C30HumanOral cavityOSCC3.53e-434.41e+000.3055
6520SLC3A2C38HumanOral cavityOSCC1.33e-081.82e+000.172
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
BreastThe 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.IDC: Invasive ductal carcinoma
DCIS: Ductal carcinoma in situ
Precancer(BRCA1-mut): Precancerous lesion from BRCA1 mutation carriers
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
EndometriumThe 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.AEH: Atypical endometrial hyperplasia
EEC: Endometrioid 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:00160329BreastPrecancerviral process58/1080415/187233.42e-103.16e-0858
GO:00190589BreastPrecancerviral life cycle47/1080317/187232.42e-091.99e-0747
GO:00444039BreastPrecancerbiological process involved in symbiotic interaction42/1080290/187233.40e-082.11e-0642
GO:00521269BreastPrecancermovement in host environment29/1080175/187232.59e-071.28e-0529
GO:00517019BreastPrecancerbiological process involved in interaction with host31/1080203/187236.52e-072.71e-0531
GO:00444099BreastPrecancerentry into host25/1080151/187231.74e-066.19e-0525
GO:00467189BreastPrecancerviral entry into host cell24/1080144/187232.46e-068.35e-0524
GO:001603214BreastIDCviral process75/1434415/187231.98e-124.02e-1075
GO:001905814BreastIDCviral life cycle61/1434317/187231.61e-112.77e-0961
GO:004440314BreastIDCbiological process involved in symbiotic interaction52/1434290/187236.55e-095.03e-0752
GO:005212614BreastIDCmovement in host environment32/1434175/187233.33e-061.22e-0432
GO:005170114BreastIDCbiological process involved in interaction with host35/1434203/187234.72e-061.63e-0435
GO:004440914BreastIDCentry into host28/1434151/187231.02e-052.82e-0428
GO:004671814BreastIDCviral entry into host cell27/1434144/187231.18e-053.14e-0427
GO:001603224BreastDCISviral process73/1390415/187233.40e-126.88e-1073
GO:001905824BreastDCISviral life cycle59/1390317/187234.05e-115.74e-0959
GO:004440323BreastDCISbiological process involved in symbiotic interaction49/1390290/187234.70e-082.89e-0649
GO:005212624BreastDCISmovement in host environment31/1390175/187234.93e-061.45e-0431
GO:005170124BreastDCISbiological process involved in interaction with host34/1390203/187236.30e-061.78e-0434
GO:004440924BreastDCISentry into host27/1390151/187231.65e-054.00e-0427
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa0421610BreastPrecancerFerroptosis11/68441/84652.95e-042.45e-031.88e-0311
hsa0421613BreastPrecancerFerroptosis11/68441/84652.95e-042.45e-031.88e-0311
hsa0421623BreastIDCFerroptosis12/86741/84655.87e-044.89e-033.66e-0312
hsa0421633BreastIDCFerroptosis12/86741/84655.87e-044.89e-033.66e-0312
hsa0421642BreastDCISFerroptosis12/84641/84654.69e-043.69e-032.72e-0312
hsa0421652BreastDCISFerroptosis12/84641/84654.69e-043.69e-032.72e-0312
hsa042162ColorectumMSSFerroptosis18/187541/84651.53e-038.53e-035.23e-0318
hsa04150ColorectumMSSmTOR signaling pathway47/1875156/84651.19e-023.99e-022.44e-0247
hsa042163ColorectumMSSFerroptosis18/187541/84651.53e-038.53e-035.23e-0318
hsa041501ColorectumMSSmTOR signaling pathway47/1875156/84651.19e-023.99e-022.44e-0247
hsa0421616EndometriumAEHFerroptosis15/119741/84652.83e-042.30e-031.68e-0315
hsa0421617EndometriumAEHFerroptosis15/119741/84652.83e-042.30e-031.68e-0315
hsa0421625EndometriumEECFerroptosis16/123741/84651.09e-041.08e-038.08e-0416
hsa0421635EndometriumEECFerroptosis16/123741/84651.09e-041.08e-038.08e-0416
hsa0421628EsophagusHGINFerroptosis15/138341/84651.35e-031.26e-021.00e-0215
hsa04216111EsophagusHGINFerroptosis15/138341/84651.35e-031.26e-021.00e-0215
hsa0421629EsophagusESCCFerroptosis33/420541/84654.58e-051.99e-041.02e-0433
hsa041505EsophagusESCCmTOR signaling pathway98/4205156/84655.81e-041.95e-039.97e-0498
hsa0421638EsophagusESCCFerroptosis33/420541/84654.58e-051.99e-041.02e-0433
hsa0415013EsophagusESCCmTOR signaling pathway98/4205156/84655.81e-041.95e-039.97e-0498
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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
SLC3A2SNVMissense_Mutationc.1810C>Gp.Arg604Glyp.R604Gprotein_codingtolerated(0.13)probably_damaging(0.954)TCGA-A8-A07R-01Breastbreast invasive carcinomaFemale>=65III/IVAncillaryzoledronicSD
SLC3A2SNVMissense_Mutationc.26C>Tp.Ser9Leup.S9Lprotein_codingtolerated_low_confidence(1)benign(0.003)TCGA-A8-A093-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapytamoxiphenSD
SLC3A2SNVMissense_Mutationc.1336T>Gp.Leu446Valp.L446Vprotein_codingtolerated(1)benign(0.003)TCGA-GM-A2DB-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapytaxolCR
SLC3A2insertionIn_Frame_Insnovelc.84_85insGAAACTCCGTTTp.Val28_Gln29insGluThrProPhep.V28_Q29insETPFprotein_codingTCGA-A8-A06X-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
SLC3A2insertionIn_Frame_Insnovelc.86_87insAAAAAATAAAATAAAAAGCATAATTTGGCTp.Gln29_Gly30insLysAsnLysIleLysSerIleIleTrpLeup.Q29_G30insKNKIKSIIWLprotein_codingTCGA-A8-A06X-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
SLC3A2insertionNonsense_Mutationnovelc.1835_1836insCCCTCACACGCTTCTGCTATGTTTTTATCATTCTTAGp.Glu613ProfsTer12p.E613Pfs*12protein_codingTCGA-A8-A0A4-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapytamoxiphenCR
SLC3A2SNVMissense_Mutationnovelc.856N>Ap.Gly286Serp.G286Sprotein_codingdeleterious(0)probably_damaging(1)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
SLC3A2SNVMissense_Mutationrs751067361c.1153N>Ap.Asp385Asnp.D385Nprotein_codingtolerated(0.28)benign(0.011)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
SLC3A2SNVMissense_Mutationc.997N>Ap.Asp333Asnp.D333Nprotein_codingtolerated(0.2)benign(0.005)TCGA-EK-A2PM-01Cervixcervical & endocervical cancerFemale>=65I/IIUnknownUnknownSD
SLC3A2insertionFrame_Shift_Insnovelc.531_532insTACCTp.Gly178TyrfsTer29p.G178Yfs*29protein_codingTCGA-DS-A1OB-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycarboplatinPD
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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
6520SLC3A2DRUGGABLE GENOME, CELL SURFACE, EXTERNAL SIDE OF PLASMA MEMBRANE, TRANSPORTERIGN523
6520SLC3A2DRUGGABLE GENOME, CELL SURFACE, EXTERNAL SIDE OF PLASMA MEMBRANE, TRANSPORTERantibody252827395
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