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: SLC38A4

Gene summary for SLC38A4

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

SLC38A4

Gene ID

55089

Gene namesolute carrier family 38 member 4
Gene AliasATA3
Cytomap12q13.11
Gene Typeprotein-coding
GO ID

GO:0003333

UniProtAcc

A0A024R0X7


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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
55089SLC38A4NAFLD1HumanLiverNAFLD3.88e-129.39e-01-0.04
55089SLC38A4S41HumanLiverCirrhotic6.72e-068.65e-01-0.0343
55089SLC38A4S43HumanLiverCirrhotic1.11e-04-2.39e-01-0.0187
55089SLC38A4HCC1_MengHumanLiverHCC1.25e-962.81e-020.0246
55089SLC38A4HCC2_MengHumanLiverHCC2.09e-11-3.68e-010.0107
55089SLC38A4cirrhotic1HumanLiverCirrhotic1.48e-09-3.62e-010.0202
55089SLC38A4cirrhotic2HumanLiverCirrhotic6.08e-06-3.20e-010.0201
55089SLC38A4HCC2HumanLiverHCC2.09e-153.34e+000.5341
55089SLC38A4Pt13.aHumanLiverHCC1.64e-04-2.91e-010.021
55089SLC38A4Pt13.bHumanLiverHCC5.88e-06-2.45e-010.0251
55089SLC38A4Pt14.bHumanLiverHCC1.39e-02-2.28e-020.018
55089SLC38A4Pt14.dHumanLiverHCC3.37e-05-2.97e-010.0143
55089SLC38A4HTA12-25-1HumanPancreasPDAC3.77e-055.13e-010.313
55089SLC38A4HTA12-26-1HumanPancreasPDAC1.48e-126.53e-010.3728
55089SLC38A4HTA12-29-1HumanPancreasPDAC1.33e-154.20e-010.3722
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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
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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
SLC38A4SNVMissense_Mutationc.167N>Tp.Gly56Valp.G56VQ969I6protein_codingdeleterious(0.03)benign(0.261)TCGA-A7-A0CJ-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycytoxanSD
SLC38A4SNVMissense_Mutationnovelc.1451N>Tp.Ser484Phep.S484FQ969I6protein_codingdeleterious(0.01)probably_damaging(1)TCGA-A7-A26I-01Breastbreast invasive carcinomaFemale>=65I/IIChemotherapycytoxanSD
SLC38A4SNVMissense_Mutationc.551N>Cp.Phe184Serp.F184SQ969I6protein_codingdeleterious(0)possibly_damaging(0.686)TCGA-A8-A07B-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
SLC38A4SNVMissense_Mutationc.631N>Tp.Leu211Phep.L211FQ969I6protein_codingdeleterious(0.03)possibly_damaging(0.617)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
SLC38A4SNVMissense_Mutationnovelc.73N>Ap.Asp25Asnp.D25NQ969I6protein_codingtolerated(0.56)benign(0.01)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
SLC38A4SNVMissense_Mutationc.979N>Cp.Val327Leup.V327LQ969I6protein_codingtolerated(0.09)benign(0.158)TCGA-AR-A24H-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapytamoxiphenSD
SLC38A4insertionFrame_Shift_Insnovelc.964_965insCCCTCTTTGGTTACp.Glu322AlafsTer23p.E322Afs*23Q969I6protein_codingTCGA-A8-A095-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapy5-fluorouracilCR
SLC38A4insertionFrame_Shift_Insnovelc.503_504insTAGCTTTGATATTp.Tyr169SerfsTer10p.Y169Sfs*10Q969I6protein_codingTCGA-A8-A096-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
SLC38A4insertionFrame_Shift_Insnovelc.1318_1319insTAp.Thr440IlefsTer17p.T440Ifs*17Q969I6protein_codingTCGA-AR-A0TU-01Breastbreast invasive carcinomaFemale<65I/IIUnspecificDoxorubicinSD
SLC38A4insertionNonsense_Mutationnovelc.1317_1318insTAATAATp.Thr440Terp.T440*Q969I6protein_codingTCGA-AR-A0U0-01Breastbreast invasive carcinomaFemale>=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
55089SLC38A4TRANSPORTER178101263
55089SLC38A4TRANSPORTER178100907
55089SLC38A4TRANSPORTER178101353
55089SLC38A4TRANSPORTER178101264
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