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: SLC38A1

Gene summary for SLC38A1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

SLC38A1

Gene ID

81539

Gene namesolute carrier family 38 member 1
Gene AliasATA1
Cytomap12q13.11
Gene Typeprotein-coding
GO ID

GO:0000003

UniProtAcc

A0A024R124


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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
81539SLC38A1GSM4909286HumanBreastIDC7.45e-04-3.06e-010.1081
81539SLC38A1GSM4909291HumanBreastIDC6.50e-074.83e-010.1753
81539SLC38A1GSM4909292HumanBreastIDC5.21e-036.30e-010.1236
81539SLC38A1GSM4909293HumanBreastIDC3.56e-183.68e-010.1581
81539SLC38A1GSM4909296HumanBreastIDC3.42e-06-2.82e-010.1524
81539SLC38A1GSM4909297HumanBreastIDC3.40e-03-1.78e-010.1517
81539SLC38A1GSM4909298HumanBreastIDC2.23e-021.67e-010.1551
81539SLC38A1GSM4909302HumanBreastIDC1.35e-226.93e-010.1545
81539SLC38A1GSM4909303HumanBreastIDC7.99e-044.77e-010.0438
81539SLC38A1GSM4909304HumanBreastIDC9.04e-195.26e-010.1636
81539SLC38A1GSM4909306HumanBreastIDC1.63e-032.41e-010.1564
81539SLC38A1GSM4909307HumanBreastIDC1.88e-10-3.68e-010.1569
81539SLC38A1GSM4909308HumanBreastIDC1.93e-15-4.20e-010.158
81539SLC38A1GSM4909311HumanBreastIDC1.75e-14-2.66e-010.1534
81539SLC38A1GSM4909312HumanBreastIDC1.69e-025.24e-020.1552
81539SLC38A1GSM4909317HumanBreastIDC1.81e-064.02e-010.1355
81539SLC38A1GSM4909319HumanBreastIDC6.13e-20-2.79e-010.1563
81539SLC38A1GSM4909321HumanBreastIDC2.24e-03-1.09e-010.1559
81539SLC38A1brca2HumanBreastPrecancer3.25e-038.57e-02-0.024
81539SLC38A1brca3HumanBreastPrecancer1.73e-029.88e-02-0.0263
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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:00075653BreastPrecancerfemale pregnancy29/1080193/187232.07e-067.31e-0529
GO:00447063BreastPrecancermulti-multicellular organism process31/1080220/187233.73e-061.19e-0431
GO:000756511BreastIDCfemale pregnancy39/1434193/187231.81e-081.27e-0639
GO:00447061BreastIDCmulti-multicellular organism process41/1434220/187238.58e-085.19e-0641
GO:00075652BreastDCISfemale pregnancy37/1390193/187237.85e-084.47e-0637
GO:00447062BreastDCISmulti-multicellular organism process39/1390220/187233.05e-071.46e-0539
GO:0150104ColorectumMSStransport across blood-brain barrier28/346787/187231.54e-031.41e-0228
GO:0010232ColorectumMSSvascular transport28/346788/187231.87e-031.64e-0228
GO:01501041ColorectumFAPtransport across blood-brain barrier25/262287/187232.63e-043.59e-0325
GO:00102321ColorectumFAPvascular transport25/262288/187233.19e-044.12e-0325
GO:0006814ColorectumFAPsodium ion transport54/2622245/187233.98e-044.85e-0354
GO:0003018ColorectumFAPvascular process in circulatory system56/2622263/187237.67e-048.12e-0356
GO:00068141ColorectumCRCsodium ion transport49/2078245/187233.01e-057.86e-0449
GO:00030181ColorectumCRCvascular process in circulatory system45/2078263/187232.10e-032.08e-0245
GO:01501042ColorectumCRCtransport across blood-brain barrier18/207887/187236.50e-034.69e-0218
GO:00075655EndometriumAEHfemale pregnancy43/2100193/187237.52e-061.80e-0443
GO:00447065EndometriumAEHmulti-multicellular organism process45/2100220/187234.55e-057.61e-0445
GO:000756513EndometriumEECfemale pregnancy43/2168193/187231.66e-053.18e-0443
GO:004470612EndometriumEECmulti-multicellular organism process45/2168220/187239.73e-051.35e-0345
GO:00603485EsophagusESCCbone development115/8552205/187231.67e-037.72e-03115
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa04724ColorectumCRCGlutamatergic synapse24/1091115/84651.07e-024.74e-023.21e-0224
hsa047241ColorectumCRCGlutamatergic synapse24/1091115/84651.07e-024.74e-023.21e-0224
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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
SLC38A1SNVMissense_Mutationnovelc.1174N>Gp.Arg392Glyp.R392Gprotein_codingdeleterious(0)possibly_damaging(0.794)TCGA-A8-A09A-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapytamoxiphenSD
SLC38A1SNVMissense_Mutationrs767003327c.584N>Ap.Arg195Hisp.R195Hprotein_codingdeleterious(0.01)benign(0.3)TCGA-BH-A18G-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
SLC38A1SNVMissense_Mutationc.1332G>Cp.Gln444Hisp.Q444Hprotein_codingdeleterious(0.01)possibly_damaging(0.54)TCGA-D8-A1JA-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapyadriamycinPD
SLC38A1insertionFrame_Shift_Insnovelc.1392_1393insATTTCp.Phe465IlefsTer66p.F465Ifs*66Q9H2H9protein_codingTCGA-BH-A0HK-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyarimidexSD
SLC38A1insertionNonsense_Mutationnovelc.1390_1391insAGAGAAAGAAATGTCTGAGAAATAGTTCCCTp.Leu464Terp.L464*Q9H2H9protein_codingTCGA-BH-A0HK-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyarimidexSD
SLC38A1SNVMissense_Mutationc.510A>Cp.Lys170Asnp.K170Nprotein_codingdeleterious(0.01)probably_damaging(0.914)TCGA-FU-A3HZ-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
SLC38A1SNVMissense_Mutationnovelc.1309C>Gp.Leu437Valp.L437Vprotein_codingdeleterious(0)possibly_damaging(0.491)TCGA-VS-A9U5-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
SLC38A1SNVMissense_Mutationnovelc.1156N>Gp.Thr386Alap.T386Aprotein_codingtolerated(0.8)benign(0.088)TCGA-AA-3984-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
SLC38A1SNVMissense_Mutationnovelc.28T>Ap.Leu10Ilep.L10Iprotein_codingtolerated_low_confidence(0.22)benign(0.419)TCGA-AA-A01D-01Colorectumcolon adenocarcinomaFemale<65III/IVChemotherapycapecitabinePD
SLC38A1SNVMissense_Mutationc.1070N>Tp.Arg357Leup.R357Lprotein_codingdeleterious(0)probably_damaging(0.943)TCGA-AA-A01R-01Colorectumcolon adenocarcinomaMale<65III/IVChemotherapy5-fluorouracilPD
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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
81539SLC38A1TRANSPORTER178101263
81539SLC38A1TRANSPORTER178101264
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