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:004671829SkincSCCviral entry into host cell56/4864144/187234.46e-043.42e-0356
GO:00067672SkincSCCwater-soluble vitamin metabolic process24/486459/187239.59e-034.30e-0224
GO:0016032113ThyroidPTCviral process236/5968415/187232.48e-268.24e-24236
GO:0019058113ThyroidPTCviral life cycle167/5968317/187238.87e-155.89e-13167
GO:0044403113ThyroidPTCbiological process involved in symbiotic interaction151/5968290/187235.83e-132.85e-11151
GO:0051701113ThyroidPTCbiological process involved in interaction with host109/5968203/187238.64e-112.99e-09109
GO:0052126113ThyroidPTCmovement in host environment91/5968175/187232.41e-085.43e-0791
GO:0044409113ThyroidPTCentry into host72/5968151/187233.48e-053.29e-0472
GO:0046718112ThyroidPTCviral entry into host cell68/5968144/187238.26e-057.00e-0468
GO:001603234ThyroidATCviral process241/6293415/187235.50e-252.04e-22241
GO:001905835ThyroidATCviral life cycle173/6293317/187239.22e-155.50e-13173
GO:004440334ThyroidATCbiological process involved in symbiotic interaction153/6293290/187231.12e-114.12e-10153
GO:005170134ThyroidATCbiological process involved in interaction with host112/6293203/187231.93e-105.76e-09112
GO:005212633ThyroidATCmovement in host environment94/6293175/187233.20e-086.00e-0794
GO:004440933ThyroidATCentry into host76/6293151/187231.54e-051.43e-0476
GO:004671833ThyroidATCviral entry into host cell72/6293144/187233.38e-052.80e-0472
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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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