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: SLC52A2

Gene summary for SLC52A2

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

SLC52A2

Gene ID

79581

Gene namesolute carrier family 52 member 2
Gene AliasBVVLS2
Cytomap8q24.3
Gene Typeprotein-coding
GO ID

GO:0006766

UniProtAcc

Q9HAB3


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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
79581SLC52A2GSM4909281HumanBreastIDC6.45e-215.74e-010.21
79581SLC52A2GSM4909285HumanBreastIDC4.13e-093.13e-010.21
79581SLC52A2GSM4909311HumanBreastIDC5.96e-077.38e-020.1534
79581SLC52A2GSM4909312HumanBreastIDC4.84e-093.93e-010.1552
79581SLC52A2GSM4909317HumanBreastIDC2.94e-043.35e-010.1355
79581SLC52A2GSM4909319HumanBreastIDC2.56e-161.24e-010.1563
79581SLC52A2GSM4909321HumanBreastIDC7.53e-032.24e-010.1559
79581SLC52A2brca1HumanBreastPrecancer6.20e-032.94e-01-0.0338
79581SLC52A2brca2HumanBreastPrecancer2.85e-062.65e-01-0.024
79581SLC52A2NCCBC5HumanBreastDCIS3.16e-032.77e-020.2046
79581SLC52A2P1HumanBreastIDC1.23e-02-1.15e-010.1527
79581SLC52A2DCIS2HumanBreastDCIS1.14e-308.19e-020.0085
79581SLC52A2HTA11_2487_2000001011HumanColorectumSER1.24e-023.26e-01-0.1808
79581SLC52A2HTA11_1938_2000001011HumanColorectumAD1.05e-044.10e-01-0.0811
79581SLC52A2HTA11_347_2000001011HumanColorectumAD4.80e-042.51e-01-0.1954
79581SLC52A2HTA11_2112_2000001011HumanColorectumSER6.38e-035.98e-01-0.2196
79581SLC52A2HTA11_696_2000001011HumanColorectumAD6.04e-042.37e-01-0.1464
79581SLC52A2HTA11_866_2000001011HumanColorectumAD8.13e-052.02e-01-0.1001
79581SLC52A2HTA11_1391_2000001011HumanColorectumAD4.57e-095.41e-01-0.059
79581SLC52A2HTA11_7696_3000711011HumanColorectumAD6.70e-072.91e-010.0674
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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
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
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:00467182ColorectumMSSviral entry into host cell47/3467144/187233.35e-056.56e-0447
GO:00444092ColorectumMSSentry into host47/3467151/187231.24e-041.91e-0347
GO:0016032111EsophagusESCCviral process301/8552415/187233.34e-291.32e-26301
GO:0019058111EsophagusESCCviral life cycle226/8552317/187231.17e-201.76e-18226
GO:0044403111EsophagusESCCbiological process involved in symbiotic interaction186/8552290/187231.43e-104.16e-09186
GO:0051701111EsophagusESCCbiological process involved in interaction with host135/8552203/187231.49e-093.49e-08135
GO:0052126111EsophagusESCCmovement in host environment117/8552175/187231.14e-082.26e-07117
GO:0044409111EsophagusESCCentry into host96/8552151/187236.73e-066.84e-0596
GO:004671827EsophagusESCCviral entry into host cell89/8552144/187236.84e-055.18e-0489
GO:00067671EsophagusESCCwater-soluble vitamin metabolic process41/855259/187231.84e-041.17e-0341
GO:00067661EsophagusESCCvitamin metabolic process67/8552106/187232.03e-041.28e-0367
GO:001603222LiverHCCviral process286/7958415/187234.41e-281.86e-25286
GO:001905822LiverHCCviral life cycle209/7958317/187232.05e-172.09e-15209
GO:004440322LiverHCCbiological process involved in symbiotic interaction183/7958290/187239.13e-134.59e-11183
GO:005170122LiverHCCbiological process involved in interaction with host128/7958203/187232.51e-096.91e-08128
GO:005212612LiverHCCmovement in host environment109/7958175/187239.58e-081.89e-06109
GO:004440912LiverHCCentry into host88/7958151/187236.47e-055.91e-0488
GO:004671812LiverHCCviral entry into host cell83/7958144/187231.73e-041.36e-0383
GO:0006767LiverHCCwater-soluble vitamin metabolic process39/795859/187232.14e-041.63e-0339
GO:0006766LiverHCCvitamin metabolic process57/7958106/187231.25e-024.53e-0257
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
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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
SLC52A2SNVMissense_Mutationc.342N>Gp.Phe114Leup.F114LQ9HAB3protein_codingtolerated(0.31)benign(0.003)TCGA-C8-A274-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapytamoxiphenSD
SLC52A2SNVMissense_Mutationrs781873022c.1289A>Gp.Tyr430Cysp.Y430CQ9HAB3protein_codingdeleterious(0.01)benign(0.253)TCGA-E2-A1B4-01Breastbreast invasive carcinomaFemale>=65III/IVHormone TherapyarimidexSD
SLC52A2insertionFrame_Shift_Insnovelc.381_382insCAAGACTCCTGGGCTGCGGp.Ser128GlnfsTer68p.S128Qfs*68Q9HAB3protein_codingTCGA-A2-A0D1-01Breastbreast invasive carcinomaFemale>=65I/IIChemotherapytaxotereSD
SLC52A2deletionFrame_Shift_Delc.979delCp.Leu327TrpfsTer27p.L327Wfs*27Q9HAB3protein_codingTCGA-BH-A0C1-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapyadriamycinPD
SLC52A2deletionFrame_Shift_Delnovelc.884delCp.Pro295LeufsTer59p.P295Lfs*59Q9HAB3protein_codingTCGA-EW-A2FV-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapydocetaxelSD
SLC52A2SNVMissense_Mutationrs782253510c.1019N>Ap.Gly340Aspp.G340DQ9HAB3protein_codingdeleterious(0.01)possibly_damaging(0.653)TCGA-DS-A0VM-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinPD
SLC52A2SNVMissense_Mutationc.1028N>Tp.Ser343Phep.S343FQ9HAB3protein_codingdeleterious(0.03)benign(0.033)TCGA-3L-AA1B-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
SLC52A2SNVMissense_Mutationc.307N>Ap.Ala103Thrp.A103TQ9HAB3protein_codingtolerated(0.48)benign(0.001)TCGA-CK-4951-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownPD
SLC52A2SNVMissense_Mutationrs144883729c.613N>Ap.Val205Ilep.V205IQ9HAB3protein_codingtolerated(0.15)benign(0.073)TCGA-CK-4951-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownPD
SLC52A2SNVMissense_Mutationc.736N>Ap.Glu246Lysp.E246KQ9HAB3protein_codingtolerated(0.2)benign(0.081)TCGA-CK-4951-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownPD
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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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