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: SLC38A5

Gene summary for SLC38A5

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

SLC38A5

Gene ID

92745

Gene namesolute carrier family 38 member 5
Gene AliasJM24
CytomapXp11.23
Gene Typeprotein-coding
GO ID

GO:0003008

UniProtAcc

A0A024QYY0


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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
92745SLC38A5P2T-EHumanEsophagusESCC3.95e-02-5.43e-020.1177
92745SLC38A5P4T-EHumanEsophagusESCC4.76e-164.61e-010.1323
92745SLC38A5P5T-EHumanEsophagusESCC3.01e-022.06e-010.1327
92745SLC38A5P9T-EHumanEsophagusESCC2.45e-041.80e-010.1131
92745SLC38A5P10T-EHumanEsophagusESCC6.62e-265.48e-010.116
92745SLC38A5P11T-EHumanEsophagusESCC3.20e-191.67e+000.1426
92745SLC38A5P12T-EHumanEsophagusESCC3.76e-071.54e-010.1122
92745SLC38A5P21T-EHumanEsophagusESCC1.75e-611.30e+000.1617
92745SLC38A5P24T-EHumanEsophagusESCC4.39e-123.30e-010.1287
92745SLC38A5P26T-EHumanEsophagusESCC1.16e-195.59e-010.1276
92745SLC38A5P27T-EHumanEsophagusESCC3.10e-197.97e-010.1055
92745SLC38A5P31T-EHumanEsophagusESCC2.03e-337.49e-010.1251
92745SLC38A5P37T-EHumanEsophagusESCC1.30e-391.20e+000.1371
92745SLC38A5P44T-EHumanEsophagusESCC4.33e-044.56e-010.1096
92745SLC38A5P49T-EHumanEsophagusESCC1.56e-081.11e+000.1768
92745SLC38A5P52T-EHumanEsophagusESCC8.93e-063.57e-010.1555
92745SLC38A5P62T-EHumanEsophagusESCC2.98e-319.36e-010.1302
92745SLC38A5P65T-EHumanEsophagusESCC6.25e-103.78e-010.0978
92745SLC38A5P74T-EHumanEsophagusESCC2.27e-207.59e-010.1479
92745SLC38A5P89T-EHumanEsophagusESCC2.09e-077.17e-010.1752
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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
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:0032329Oral cavityOSCCserine transport9/730511/187234.85e-031.92e-029
GO:00323291Oral cavityLPserine transport7/462311/187237.01e-033.96e-027
GO:00323292ThyroidATCserine transport8/629311/187239.31e-033.44e-028
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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
SLC38A5SNVMissense_Mutationc.123C>Gp.Phe41Leup.F41LQ8WUX1protein_codingtolerated(0.08)benign(0.206)TCGA-BH-A209-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
SLC38A5SNVMissense_Mutationc.104N>Tp.Gly35Valp.G35VQ8WUX1protein_codingdeleterious(0.04)benign(0.045)TCGA-C8-A1HJ-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
SLC38A5SNVMissense_Mutationc.1350N>Ap.Phe450Leup.F450LQ8WUX1protein_codingtolerated(0.19)benign(0.327)TCGA-D8-A1JA-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapyadriamycinPD
SLC38A5SNVMissense_Mutationrs782175819c.104N>Ap.Gly35Glup.G35EQ8WUX1protein_codingtolerated(0.13)benign(0.011)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
SLC38A5SNVMissense_Mutationrs781983928c.1192C>Tp.Arg398Trpp.R398WQ8WUX1protein_codingdeleterious(0.02)possibly_damaging(0.893)TCGA-FU-A3HZ-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
SLC38A5SNVMissense_Mutationc.1296N>Gp.Phe432Leup.F432LQ8WUX1protein_codingtolerated(1)benign(0)TCGA-MU-A5YI-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownPD
SLC38A5SNVMissense_Mutationc.307G>Ap.Ala103Thrp.A103TQ8WUX1protein_codingdeleterious(0.01)benign(0.362)TCGA-AA-3710-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
SLC38A5SNVMissense_Mutationc.1184N>Ap.Pro395Glnp.P395QQ8WUX1protein_codingdeleterious(0.01)probably_damaging(0.968)TCGA-CM-5861-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownPD
SLC38A5SNVMissense_Mutationnovelc.1409C>Ap.Ser470Tyrp.S470YQ8WUX1protein_codingdeleterious(0.02)possibly_damaging(0.593)TCGA-A5-A0G1-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
SLC38A5SNVMissense_Mutationc.1225G>Ap.Ala409Thrp.A409TQ8WUX1protein_codingdeleterious(0)probably_damaging(0.987)TCGA-A5-A0G9-01Endometriumuterine corpus endometrioid 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
92745SLC38A5TRANSPORTER178101385
92745SLC38A5TRANSPORTER178101341
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