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: SLC28A2

Gene summary for SLC28A2

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

SLC28A2

Gene ID

9153

Gene namesolute carrier family 28 member 2
Gene AliasCNT2
Cytomap15q21.1
Gene Typeprotein-coding
GO ID

GO:0001894

UniProtAcc

O43868


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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
9153SLC28A2HTA11_2487_2000001011HumanColorectumSER8.14e-04-3.36e-01-0.1808
9153SLC28A2HTA11_347_2000001011HumanColorectumAD3.02e-301.17e+00-0.1954
9153SLC28A2HTA11_866_3004761011HumanColorectumAD6.82e-03-3.01e-010.096
9153SLC28A2HTA11_10711_2000001011HumanColorectumAD2.15e-05-3.84e-010.0338
9153SLC28A2HTA11_7696_3000711011HumanColorectumAD1.25e-05-2.96e-010.0674
9153SLC28A2HTA11_6818_2000001021HumanColorectumAD1.52e-05-3.95e-010.0588
9153SLC28A2HTA11_99999965104_69814HumanColorectumMSS3.37e-06-3.95e-010.281
9153SLC28A2HTA11_99999971662_82457HumanColorectumMSS2.18e-18-3.88e-010.3859
9153SLC28A2HTA11_99999973899_84307HumanColorectumMSS2.53e-02-3.79e-010.2585
9153SLC28A2HTA11_99999974143_84620HumanColorectumMSS1.44e-19-3.95e-010.3005
9153SLC28A2F007HumanColorectumFAP2.47e-08-3.95e-010.1176
9153SLC28A2A002-C-010HumanColorectumFAP2.22e-03-2.50e-010.242
9153SLC28A2A015-C-203HumanColorectumFAP9.28e-13-2.58e-01-0.1294
9153SLC28A2A015-C-204HumanColorectumFAP1.30e-03-2.82e-01-0.0228
9153SLC28A2A002-C-201HumanColorectumFAP3.58e-06-2.65e-010.0324
9153SLC28A2A002-C-203HumanColorectumFAP3.26e-19-3.92e-010.2786
9153SLC28A2A001-C-119HumanColorectumFAP2.67e-07-3.74e-01-0.1557
9153SLC28A2A001-C-108HumanColorectumFAP3.78e-09-2.54e-01-0.0272
9153SLC28A2A002-C-205HumanColorectumFAP5.27e-13-3.68e-01-0.1236
9153SLC28A2A015-C-006HumanColorectumFAP9.13e-07-3.35e-01-0.0994
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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
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:0015931ColorectumADnucleobase-containing compound transport73/3918222/187232.02e-054.10e-0473
GO:0060249ColorectumADanatomical structure homeostasis94/3918314/187239.37e-051.42e-0394
GO:0001894ColorectumADtissue homeostasis81/3918268/187231.96e-042.62e-0381
GO:00018941ColorectumSERtissue homeostasis66/2897268/187235.87e-051.37e-0366
GO:00602491ColorectumSERanatomical structure homeostasis74/2897314/187231.01e-042.13e-0374
GO:00159311ColorectumSERnucleobase-containing compound transport54/2897222/187233.65e-045.67e-0354
GO:00159312ColorectumMSSnucleobase-containing compound transport70/3467222/187231.92e-066.01e-0570
GO:00602492ColorectumMSSanatomical structure homeostasis84/3467314/187231.87e-042.64e-0384
GO:00018942ColorectumMSStissue homeostasis72/3467268/187234.53e-045.40e-0372
GO:0150104ColorectumMSStransport across blood-brain barrier28/346787/187231.54e-031.41e-0228
GO:0010232ColorectumMSSvascular transport28/346788/187231.87e-031.64e-0228
GO:00018944ColorectumFAPtissue homeostasis61/2622268/187236.71e-051.28e-0361
GO:00602494ColorectumFAPanatomical structure homeostasis69/2622314/187237.51e-051.37e-0369
GO:01501041ColorectumFAPtransport across blood-brain barrier25/262287/187232.63e-043.59e-0325
GO:00102321ColorectumFAPvascular transport25/262288/187233.19e-044.12e-0325
GO:0003018ColorectumFAPvascular process in circulatory system56/2622263/187237.67e-048.12e-0356
GO:00159314ColorectumFAPnucleobase-containing compound transport45/2622222/187236.22e-033.90e-0245
GO:00602495ColorectumCRCanatomical structure homeostasis57/2078314/187231.24e-042.41e-0357
GO:00018945ColorectumCRCtissue homeostasis48/2078268/187235.56e-047.70e-0348
GO:00030181ColorectumCRCvascular process in circulatory system45/2078263/187232.10e-032.08e-0245
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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
SLC28A2SNVMissense_Mutationc.923G>Cp.Gly308Alap.G308AO43868protein_codingdeleterious(0)probably_damaging(1)TCGA-A7-A426-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapyadriamycinSD
SLC28A2SNVMissense_Mutationrs767103219c.1336G>Ap.Glu446Lysp.E446KO43868protein_codingtolerated(0.2)possibly_damaging(0.544)TCGA-A8-A099-01Breastbreast invasive carcinomaFemale>=65III/IVHormone TherapyexemestaneSD
SLC28A2SNVMissense_Mutationnovelc.491N>Tp.Ala164Valp.A164VO43868protein_codingtolerated(0.85)benign(0.007)TCGA-E2-A14R-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinPD
SLC28A2SNVMissense_Mutationc.175N>Cp.Ser59Argp.S59RO43868protein_codingtolerated(0.57)benign(0.001)TCGA-E2-A150-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinSD
SLC28A2insertionFrame_Shift_Insnovelc.570_571insAGGGCTAAAAGGAGTAGTTACCCTGTGACTCTTTCTTTGAGGGp.Ser191ArgfsTer44p.S191Rfs*44O43868protein_codingTCGA-AN-A0FS-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
SLC28A2deletionFrame_Shift_Delnovelc.1735delNp.Ala579ProfsTer45p.A579Pfs*45O43868protein_codingTCGA-EW-A2FV-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapydocetaxelSD
SLC28A2SNVMissense_Mutationnovelc.1430N>Tp.Cys477Phep.C477FO43868protein_codingdeleterious(0.02)probably_damaging(0.943)TCGA-EA-A439-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownPD
SLC28A2SNVMissense_Mutationrs759432504c.1170G>Cp.Lys390Asnp.K390NO43868protein_codingtolerated(0.09)possibly_damaging(0.77)TCGA-MU-A8JM-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
SLC28A2SNVMissense_Mutationc.1368G>Tp.Gln456Hisp.Q456HO43868protein_codingdeleterious(0)probably_damaging(0.993)TCGA-AA-3672-01Colorectumcolon adenocarcinomaFemale>=65III/IVUnknownUnknownSD
SLC28A2SNVMissense_Mutationnovelc.895A>Tp.Thr299Serp.T299SO43868protein_codingtolerated(0.99)benign(0.402)TCGA-AA-3930-01Colorectumcolon adenocarcinomaMale>=65III/IVChemotherapycapecitabinePD
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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
9153SLC28A2EXTERNAL SIDE OF PLASMA MEMBRANE, TRANSPORTER, DRUGGABLE GENOMEADENOSINEADENOSINE23388705
9153SLC28A2EXTERNAL SIDE OF PLASMA MEMBRANE, TRANSPORTER, DRUGGABLE GENOMEtenofovir disoproxil fumarate31619748
9153SLC28A2EXTERNAL SIDE OF PLASMA MEMBRANE, TRANSPORTER, DRUGGABLE GENOMEURIDINEURIDINE11641443
9153SLC28A2EXTERNAL SIDE OF PLASMA MEMBRANE, TRANSPORTER, DRUGGABLE GENOMEgemcitabineGEMCITABINE18538445,20665488
9153SLC28A2EXTERNAL SIDE OF PLASMA MEMBRANE, TRANSPORTER, DRUGGABLE GENOMEURIDINEURIDINE23388705
9153SLC28A2EXTERNAL SIDE OF PLASMA MEMBRANE, TRANSPORTER, DRUGGABLE GENOMEribavirinRIBAVIRIN26071337
9153SLC28A2EXTERNAL SIDE OF PLASMA MEMBRANE, TRANSPORTER, DRUGGABLE GENOMEpeginterferon alfa-2b26071337
9153SLC28A2EXTERNAL SIDE OF PLASMA MEMBRANE, TRANSPORTER, DRUGGABLE GENOMEprotease inhibitors26071337
9153SLC28A2EXTERNAL SIDE OF PLASMA MEMBRANE, TRANSPORTER, DRUGGABLE GENOMEinhibitor252166693
9153SLC28A2EXTERNAL SIDE OF PLASMA MEMBRANE, TRANSPORTER, DRUGGABLE GENOMEboceprevirBOCEPREVIR25836019
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