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: SLC37A2

Gene summary for SLC37A2

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

SLC37A2

Gene ID

219855

Gene namesolute carrier family 37 member 2
Gene AliasSPX2
Cytomap11q24.2
Gene Typeprotein-coding
GO ID

GO:0006810

UniProtAcc

Q8TED4


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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
219855SLC37A2HTA11_2487_2000001011HumanColorectumSER2.14e-158.22e-01-0.1808
219855SLC37A2HTA11_78_2000001011HumanColorectumAD2.48e-075.26e-01-0.1088
219855SLC37A2HTA11_83_2000001011HumanColorectumSER4.06e-199.75e-01-0.1526
219855SLC37A2HTA11_1391_2000001011HumanColorectumAD1.02e-093.53e-01-0.059
219855SLC37A2HTA11_10711_2000001011HumanColorectumAD6.02e-031.63e-010.0338
219855SLC37A2LZE24THumanEsophagusESCC5.57e-042.09e-010.0596
219855SLC37A2P4T-EHumanEsophagusESCC2.43e-031.67e-010.1323
219855SLC37A2P11T-EHumanEsophagusESCC1.60e-042.77e-010.1426
219855SLC37A2P15T-EHumanEsophagusESCC1.32e-031.66e-010.1149
219855SLC37A2P21T-EHumanEsophagusESCC2.91e-143.03e-010.1617
219855SLC37A2P22T-EHumanEsophagusESCC8.84e-051.12e-010.1236
219855SLC37A2P26T-EHumanEsophagusESCC1.47e-142.96e-010.1276
219855SLC37A2P28T-EHumanEsophagusESCC1.78e-038.89e-020.1149
219855SLC37A2P30T-EHumanEsophagusESCC4.50e-104.35e-010.137
219855SLC37A2P31T-EHumanEsophagusESCC5.03e-375.89e-010.1251
219855SLC37A2P32T-EHumanEsophagusESCC2.02e-061.51e-010.1666
219855SLC37A2P37T-EHumanEsophagusESCC7.16e-071.91e-010.1371
219855SLC37A2P42T-EHumanEsophagusESCC1.25e-032.15e-010.1175
219855SLC37A2P49T-EHumanEsophagusESCC5.47e-131.46e+000.1768
219855SLC37A2P54T-EHumanEsophagusESCC3.86e-051.88e-010.0975
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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
∗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:0015698ColorectumADinorganic anion transport52/3918180/187236.83e-034.22e-0252
GO:0015748ColorectumADorganophosphate ester transport42/3918140/187237.04e-034.31e-0242
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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
SLC37A2SNVMissense_Mutationnovelc.515N>Ap.Phe172Tyrp.F172YQ8TED4protein_codingdeleterious(0.01)probably_damaging(0.95)TCGA-A8-A09A-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapytamoxiphenSD
SLC37A2SNVMissense_Mutationnovelc.745G>Ap.Glu249Lysp.E249KQ8TED4protein_codingtolerated(0.43)benign(0)TCGA-A8-A0A7-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
SLC37A2SNVMissense_Mutationc.1389C>Gp.Phe463Leup.F463LQ8TED4protein_codingdeleterious(0)probably_damaging(0.99)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
SLC37A2SNVMissense_Mutationc.252N>Cp.Lys84Asnp.K84NQ8TED4protein_codingtolerated(0.22)benign(0.012)TCGA-BH-A0BG-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
SLC37A2SNVMissense_Mutationc.356N>Tp.Ser119Leup.S119LQ8TED4protein_codingdeleterious(0)possibly_damaging(0.543)TCGA-E9-A226-01Breastbreast invasive carcinomaFemale<65III/IVHormone TherapytamoxiphenPD
SLC37A2SNVMissense_Mutationrs765345931c.1342N>Tp.Pro448Serp.P448SQ8TED4protein_codingdeleterious(0)probably_damaging(1)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
SLC37A2SNVMissense_Mutationrs201149895c.1436N>Ap.Arg479Glnp.R479QQ8TED4protein_codingdeleterious(0.01)probably_damaging(0.979)TCGA-C5-A1MN-01Cervixcervical & endocervical cancerFemale<65III/IVChemotherapycisplatinSD
SLC37A2SNVMissense_Mutationrs543083936c.1276N>Ap.Ala426Thrp.A426TQ8TED4protein_codingdeleterious(0.04)benign(0.153)TCGA-AA-3845-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownPD
SLC37A2SNVMissense_Mutationrs777281104c.715G>Ap.Ala239Thrp.A239TQ8TED4protein_codingtolerated(0.44)benign(0)TCGA-AA-3947-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
SLC37A2SNVMissense_Mutationc.451N>Tp.Val151Phep.V151FQ8TED4protein_codingdeleterious(0)benign(0.138)TCGA-AY-6197-01Colorectumcolon adenocarcinomaMale<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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