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: SLC31A2

Gene summary for SLC31A2

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

SLC31A2

Gene ID

1318

Gene namesolute carrier family 31 member 2
Gene AliasCOPT2
Cytomap9q32
Gene Typeprotein-coding
GO ID

GO:0000041

UniProtAcc

O15432


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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
1318SLC31A2LZE4THumanEsophagusESCC1.23e-072.37e-010.0811
1318SLC31A2LZE20THumanEsophagusESCC1.71e-029.91e-020.0662
1318SLC31A2LZE24THumanEsophagusESCC6.89e-051.14e-010.0596
1318SLC31A2P2T-EHumanEsophagusESCC5.43e-223.90e-010.1177
1318SLC31A2P4T-EHumanEsophagusESCC3.47e-027.25e-020.1323
1318SLC31A2P5T-EHumanEsophagusESCC1.70e-417.41e-010.1327
1318SLC31A2P8T-EHumanEsophagusESCC2.68e-031.23e-010.0889
1318SLC31A2P10T-EHumanEsophagusESCC4.63e-416.87e-010.116
1318SLC31A2P11T-EHumanEsophagusESCC2.79e-137.25e-010.1426
1318SLC31A2P12T-EHumanEsophagusESCC5.24e-082.04e-010.1122
1318SLC31A2P15T-EHumanEsophagusESCC7.27e-101.71e-010.1149
1318SLC31A2P16T-EHumanEsophagusESCC1.62e-046.84e-020.1153
1318SLC31A2P17T-EHumanEsophagusESCC1.58e-032.57e-010.1278
1318SLC31A2P20T-EHumanEsophagusESCC2.77e-057.79e-020.1124
1318SLC31A2P21T-EHumanEsophagusESCC1.44e-451.02e+000.1617
1318SLC31A2P22T-EHumanEsophagusESCC1.48e-037.22e-020.1236
1318SLC31A2P24T-EHumanEsophagusESCC1.09e-132.92e-010.1287
1318SLC31A2P26T-EHumanEsophagusESCC8.29e-081.35e-010.1276
1318SLC31A2P27T-EHumanEsophagusESCC1.34e-028.49e-020.1055
1318SLC31A2P28T-EHumanEsophagusESCC5.90e-034.50e-020.1149
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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:005507617EsophagusESCCtransition metal ion homeostasis87/8552138/187232.85e-052.37e-0487
GO:00469169EsophagusESCCcellular transition metal ion homeostasis70/8552115/187237.28e-043.79e-0370
GO:00550703EsophagusESCCcopper ion homeostasis15/855218/187231.20e-035.88e-0315
GO:00068781EsophagusESCCcellular copper ion homeostasis12/855215/187237.31e-032.63e-0212
GO:005507610Oral cavityOSCCtransition metal ion homeostasis81/7305138/187232.13e-062.72e-0581
GO:00469168Oral cavityOSCCcellular transition metal ion homeostasis64/7305115/187232.13e-041.40e-0364
GO:00550702Oral cavityOSCCcopper ion homeostasis14/730518/187239.51e-044.96e-0314
GO:0006878Oral cavityOSCCcellular copper ion homeostasis11/730515/187237.49e-032.75e-0211
GO:005507618SkincSCCtransition metal ion homeostasis57/4864138/187235.96e-055.86e-0457
GO:004691610SkincSCCcellular transition metal ion homeostasis48/4864115/187231.63e-041.43e-0348
GO:00550704SkincSCCcopper ion homeostasis12/486418/187233.39e-042.68e-0312
GO:00068782SkincSCCcellular copper ion homeostasis10/486415/187231.10e-037.24e-0310
GO:005507632ThyroidATCtransition metal ion homeostasis66/6293138/187233.64e-042.25e-0366
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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
SLC31A2SNVMissense_Mutationnovelc.389N>Tp.Ala130Valp.A130VO15432protein_codingtolerated(0.22)benign(0.281)TCGA-AZ-4315-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownSD
SLC31A2SNVMissense_Mutationnovelc.89T>Cp.Val30Alap.V30AO15432protein_codingdeleterious(0.02)probably_damaging(0.932)TCGA-B5-A3FA-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
SLC31A2SNVMissense_Mutationc.215N>Tp.Gly72Valp.G72VO15432protein_codingtolerated(0.28)benign(0.096)TCGA-D1-A15X-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
SLC31A2SNVMissense_Mutationnovelc.221C>Ap.Ser74Tyrp.S74YO15432protein_codingdeleterious(0.01)probably_damaging(0.989)TCGA-DJ-A2QB-01Thyroidthyroid carcinomaFemale<65I/IIUnknownUnknownSD
SLC31A2SNVMissense_Mutationnovelc.207N>Cp.Glu69Aspp.E69DO15432protein_codingtolerated(0.17)benign(0.01)TCGA-ET-A2N3-01Thyroidthyroid 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
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