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: SLC2A10

Gene summary for SLC2A10

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

SLC2A10

Gene ID

81031

Gene namesolute carrier family 2 member 10
Gene AliasATORS
Cytomap20q13.12
Gene Typeprotein-coding
GO ID

GO:0001501

UniProtAcc

O95528


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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
81031SLC2A10LZE5THumanEsophagusESCC1.92e-045.32e-010.0514
81031SLC2A10LZE24THumanEsophagusESCC2.82e-077.54e-020.0596
81031SLC2A10P1T-EHumanEsophagusESCC1.39e-021.51e-010.0875
81031SLC2A10P2T-EHumanEsophagusESCC1.02e-072.23e-020.1177
81031SLC2A10P4T-EHumanEsophagusESCC3.15e-079.02e-020.1323
81031SLC2A10P8T-EHumanEsophagusESCC2.92e-315.39e-010.0889
81031SLC2A10P10T-EHumanEsophagusESCC4.17e-101.18e-010.116
81031SLC2A10P12T-EHumanEsophagusESCC7.39e-075.32e-020.1122
81031SLC2A10P15T-EHumanEsophagusESCC3.14e-022.22e-020.1149
81031SLC2A10P16T-EHumanEsophagusESCC1.16e-075.74e-020.1153
81031SLC2A10P26T-EHumanEsophagusESCC3.49e-051.12e-010.1276
81031SLC2A10P27T-EHumanEsophagusESCC3.54e-022.84e-030.1055
81031SLC2A10P39T-EHumanEsophagusESCC1.00e-075.59e-020.0894
81031SLC2A10P44T-EHumanEsophagusESCC8.62e-038.57e-020.1096
81031SLC2A10P48T-EHumanEsophagusESCC3.31e-03-5.31e-030.0959
81031SLC2A10P54T-EHumanEsophagusESCC2.15e-144.31e-010.0975
81031SLC2A10P57T-EHumanEsophagusESCC3.81e-071.19e-010.0926
81031SLC2A10P61T-EHumanEsophagusESCC2.56e-051.91e-010.099
81031SLC2A10P62T-EHumanEsophagusESCC3.30e-076.66e-020.1302
81031SLC2A10P65T-EHumanEsophagusESCC4.12e-112.34e-010.0978
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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
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
∗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:00435888EsophagusESCCskin development163/8552263/187236.48e-081.14e-06163
GO:00091002EsophagusESCCglycoprotein metabolic process226/8552387/187232.64e-073.94e-06226
GO:00715599EsophagusESCCresponse to transforming growth factor beta157/8552256/187232.95e-074.23e-06157
GO:00715609EsophagusESCCcellular response to transforming growth factor beta stimulus151/8552250/187231.78e-062.10e-05151
GO:004545419EsophagusESCCcell redox homeostasis29/855235/187236.61e-066.75e-0529
GO:00071799EsophagusESCCtransforming growth factor beta receptor signaling pathway121/8552198/187238.26e-068.03e-05121
GO:00091012EsophagusESCCglycoprotein biosynthetic process181/8552317/187232.54e-052.15e-04181
GO:00301984EsophagusESCCextracellular matrix organization171/8552301/187236.08e-054.67e-04171
GO:00430624EsophagusESCCextracellular structure organization171/8552302/187237.73e-055.76e-04171
GO:00452294EsophagusESCCexternal encapsulating structure organization172/8552304/187237.80e-055.80e-04172
GO:000717810EsophagusESCCtransmembrane receptor protein serine/threonine kinase signaling pathway195/8552355/187232.58e-041.58e-03195
GO:00072299EsophagusESCCintegrin-mediated signaling pathway67/8552107/187233.03e-041.81e-0367
GO:00305115EsophagusESCCpositive regulation of transforming growth factor beta receptor signaling pathway24/855232/187237.22e-043.77e-0324
GO:19038465EsophagusESCCpositive regulation of cellular response to transforming growth factor beta stimulus24/855232/187237.22e-043.77e-0324
GO:00170156EsophagusESCCregulation of transforming growth factor beta receptor signaling pathway75/8552128/187232.19e-039.71e-0375
GO:19038447EsophagusESCCregulation of cellular response to transforming growth factor beta stimulus76/8552131/187232.96e-031.24e-0276
GO:0006029EsophagusESCCproteoglycan metabolic process48/855279/187234.93e-031.89e-0248
GO:190260018EsophagusESCCproton transmembrane transport88/8552157/187235.62e-032.10e-0288
GO:0030166EsophagusESCCproteoglycan biosynthetic process35/855256/187238.30e-032.94e-0235
GO:19030532EsophagusESCCregulation of extracellular matrix organization30/855248/187231.40e-024.57e-0230
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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
SLC2A10SNVMissense_Mutationrs369484751c.797G>Tp.Gly266Valp.G266VO95528protein_codingdeleterious(0)possibly_damaging(0.776)TCGA-BH-A0DI-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinCR
SLC2A10SNVMissense_Mutationrs768203290c.181N>Ap.Ala61Thrp.A61TO95528protein_codingdeleterious(0.01)probably_damaging(0.999)TCGA-BH-A18G-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
SLC2A10SNVMissense_Mutationrs776700297c.1207C>Tp.Arg403Trpp.R403WO95528protein_codingdeleterious(0.01)benign(0.063)TCGA-D8-A1J9-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
SLC2A10SNVMissense_Mutationnovelc.1492N>Gp.Pro498Alap.P498AO95528protein_codingdeleterious(0)probably_damaging(1)TCGA-HM-A4S6-01Cervixcervical & endocervical cancerFemale<65III/IVChemotherapycisplatinCR
SLC2A10SNVMissense_Mutationrs756530921c.1420G>Ap.Gly474Serp.G474SO95528protein_codingdeleterious(0)probably_damaging(1)TCGA-MA-AA3Z-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
SLC2A10SNVMissense_Mutationc.1303N>Tp.Leu435Phep.L435FO95528protein_codingdeleterious(0)probably_damaging(0.999)TCGA-A6-2686-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
SLC2A10SNVMissense_Mutationc.1153N>Tp.Ala385Serp.A385SO95528protein_codingtolerated(0.64)benign(0.01)TCGA-AA-3663-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownSD
SLC2A10SNVMissense_Mutationnovelc.451N>Cp.Tyr151Hisp.Y151HO95528protein_codingdeleterious(0)probably_damaging(1)TCGA-AA-3811-01Colorectumcolon adenocarcinomaFemale>=65III/IVUnknownUnknownPD
SLC2A10SNVMissense_Mutationc.422N>Tp.Ala141Valp.A141VO95528protein_codingtolerated(1)benign(0.03)TCGA-AA-3864-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
SLC2A10SNVMissense_Mutationnovelc.1061C>Tp.Pro354Leup.P354LO95528protein_codingtolerated(0.1)benign(0.028)TCGA-AA-A01K-01Colorectumcolon adenocarcinomaFemale>=65III/IVChemotherapyfolinicCR
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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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