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: SLC38A10

Gene summary for SLC38A10

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

SLC38A10

Gene ID

124565

Gene namesolute carrier family 38 member 10
Gene AliasPP1744
Cytomap17q25.3
Gene Typeprotein-coding
GO ID

GO:0001501

UniProtAcc

Q9HBR0


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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
124565SLC38A10HTA11_2487_2000001011HumanColorectumSER9.51e-053.24e-01-0.1808
124565SLC38A10HTA11_1938_2000001011HumanColorectumAD4.54e-022.08e-01-0.0811
124565SLC38A10HTA11_347_2000001011HumanColorectumAD2.33e-032.66e-01-0.1954
124565SLC38A10HTA11_696_2000001011HumanColorectumAD8.00e-104.95e-01-0.1464
124565SLC38A10HTA11_1391_2000001011HumanColorectumAD4.78e-033.10e-01-0.059
124565SLC38A10HTA11_546_2000001011HumanColorectumAD1.75e-024.14e-01-0.0842
124565SLC38A10HTA11_7696_3000711011HumanColorectumAD1.57e-032.68e-010.0674
124565SLC38A10HTA11_99999965062_69753HumanColorectumMSI-H8.26e-036.64e-010.3487
124565SLC38A10HTA11_99999974143_84620HumanColorectumMSS9.08e-074.49e-010.3005
124565SLC38A10A015-C-203HumanColorectumFAP1.71e-021.09e-01-0.1294
124565SLC38A10A015-C-104HumanColorectumFAP1.82e-046.55e-03-0.1899
124565SLC38A10A002-C-116HumanColorectumFAP1.17e-03-2.98e-02-0.0452
124565SLC38A10LZE2THumanEsophagusESCC2.29e-026.46e-010.082
124565SLC38A10LZE7THumanEsophagusESCC7.09e-102.43e-010.0667
124565SLC38A10LZE22D1HumanEsophagusHGIN1.06e-021.82e-010.0595
124565SLC38A10LZE24THumanEsophagusESCC6.84e-214.96e-010.0596
124565SLC38A10LZE21THumanEsophagusESCC3.54e-074.94e-010.0655
124565SLC38A10P1T-EHumanEsophagusESCC1.06e-084.03e-010.0875
124565SLC38A10P2T-EHumanEsophagusESCC1.13e-222.56e-010.1177
124565SLC38A10P4T-EHumanEsophagusESCC9.28e-112.84e-010.1323
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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
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:0006814ColorectumFAPsodium ion transport54/2622245/187233.98e-044.85e-0354
GO:00603485EsophagusESCCbone development115/8552205/187231.67e-037.72e-03115
GO:00603484Oral cavityOSCCbone development99/7305205/187234.13e-031.68e-0299
GO:00603483ProstateBPHbone development50/3107205/187232.60e-031.39e-0250
GO:006034811ProstateTumorbone development50/3246205/187236.30e-032.89e-0250
GO:00603486ThyroidPTCbone development90/5968205/187231.89e-041.42e-0390
GO:006034813ThyroidATCbone development102/6293205/187231.18e-061.52e-05102
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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
SLC38A10SNVMissense_Mutationnovelc.1634N>Tp.Ser545Leup.S545LQ9HBR0protein_codingtolerated(0.13)benign(0.003)TCGA-A7-A4SE-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinCR
SLC38A10SNVMissense_Mutationnovelc.695C>Tp.Ser232Phep.S232FQ9HBR0protein_codingdeleterious(0)possibly_damaging(0.541)TCGA-A7-A6VX-01Breastbreast invasive carcinomaFemale>=65I/IIChemotherapydocetaxelCR
SLC38A10SNVMissense_Mutationrs750418123c.430N>Tp.Arg144Trpp.R144WQ9HBR0protein_codingdeleterious(0)probably_damaging(0.984)TCGA-AN-A0FV-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
SLC38A10SNVMissense_Mutationrs768460185c.2606N>Ap.Gly869Aspp.G869DQ9HBR0protein_codingtolerated(0.31)benign(0.015)TCGA-D8-A1X9-01Breastbreast invasive carcinomaFemale>=65I/IIChemotherapyadriamycin+cyclophosphamideSD
SLC38A10deletionIn_Frame_Delc.248_259delTGCTGGTGGAGAp.Met83_Glu86delp.M83_E86delQ9HBR0protein_codingTCGA-A2-A0SU-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyarimidexSD
SLC38A10SNVMissense_Mutationrs760519967c.2617N>Tp.Arg873Cysp.R873CQ9HBR0protein_codingtolerated(0.06)benign(0.118)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
SLC38A10SNVMissense_Mutationnovelc.1189N>Ap.Val397Metp.V397MQ9HBR0protein_codingdeleterious(0.02)probably_damaging(0.983)TCGA-EA-A410-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
SLC38A10SNVMissense_Mutationrs765141868c.2955G>Ap.Met985Ilep.M985IQ9HBR0protein_codingtolerated(0.13)benign(0.006)TCGA-IR-A3LH-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
SLC38A10SNVMissense_Mutationc.1029G>Cp.Glu343Aspp.E343DQ9HBR0protein_codingdeleterious(0)probably_damaging(0.992)TCGA-IR-A3LH-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
SLC38A10SNVMissense_Mutationnovelc.2089G>Ap.Asp697Asnp.D697NQ9HBR0protein_codingdeleterious(0)probably_damaging(0.983)TCGA-JW-A5VL-01Cervixcervical & endocervical cancerFemale<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
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