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: SLC41A2

Gene summary for SLC41A2

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

SLC41A2

Gene ID

84102

Gene namesolute carrier family 41 member 2
Gene AliasSLC41A1-L1
Cytomap12q23.3
Gene Typeprotein-coding
GO ID

GO:0006810

UniProtAcc

Q96JW4


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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
84102SLC41A2HTA11_3410_2000001011HumanColorectumAD5.25e-30-8.51e-010.0155
84102SLC41A2HTA11_2951_2000001011HumanColorectumAD1.79e-06-9.60e-010.0216
84102SLC41A2HTA11_3361_2000001011HumanColorectumAD3.52e-07-6.34e-01-0.1207
84102SLC41A2HTA11_696_2000001011HumanColorectumAD4.74e-14-5.53e-01-0.1464
84102SLC41A2HTA11_866_2000001011HumanColorectumAD1.23e-04-4.17e-01-0.1001
84102SLC41A2HTA11_1391_2000001011HumanColorectumAD6.26e-06-4.95e-01-0.059
84102SLC41A2HTA11_2992_2000001011HumanColorectumSER3.68e-04-6.84e-01-0.1706
84102SLC41A2HTA11_546_2000001011HumanColorectumAD1.44e-02-5.27e-01-0.0842
84102SLC41A2HTA11_7862_2000001011HumanColorectumAD1.99e-02-4.52e-01-0.0179
84102SLC41A2HTA11_866_3004761011HumanColorectumAD1.10e-24-7.77e-010.096
84102SLC41A2HTA11_9408_2000001011HumanColorectumAD9.76e-04-9.12e-010.0451
84102SLC41A2HTA11_8622_2000001021HumanColorectumSER6.46e-05-7.47e-010.0528
84102SLC41A2HTA11_10711_2000001011HumanColorectumAD7.73e-15-8.21e-010.0338
84102SLC41A2HTA11_7696_3000711011HumanColorectumAD5.45e-28-8.17e-010.0674
84102SLC41A2HTA11_6818_2000001011HumanColorectumAD4.34e-07-7.56e-010.0112
84102SLC41A2HTA11_11156_2000001011HumanColorectumAD1.58e-02-8.98e-010.0397
84102SLC41A2HTA11_6818_2000001021HumanColorectumAD4.61e-08-6.95e-010.0588
84102SLC41A2HTA11_99999970781_79442HumanColorectumMSS3.29e-29-6.87e-010.294
84102SLC41A2HTA11_99999965104_69814HumanColorectumMSS1.91e-08-5.85e-010.281
84102SLC41A2HTA11_99999971662_82457HumanColorectumMSS4.24e-32-8.62e-010.3859
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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
∗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:1903830ColorectumFAPmagnesium ion transmembrane transport7/262217/187235.62e-033.61e-027
GO:0015693ColorectumFAPmagnesium ion transport7/262218/187238.10e-034.77e-027
GO:19038301ColorectumCRCmagnesium ion transmembrane transport7/207817/187231.46e-031.57e-027
GO:00156931ColorectumCRCmagnesium ion transport7/207818/187232.16e-032.11e-027
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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
SLC41A2SNVMissense_Mutationc.70N>Ap.Val24Ilep.V24IQ96JW4protein_codingdeleterious_low_confidence(0.01)benign(0)TCGA-AO-A0J8-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycyclophosphamideSD
SLC41A2SNVMissense_Mutationnovelc.1480N>Gp.His494Aspp.H494DQ96JW4protein_codingdeleterious(0.04)possibly_damaging(0.871)TCGA-C5-A1MH-01Cervixcervical & endocervical cancerFemale>=65III/IVChemotherapycisplatinPD
SLC41A2SNVMissense_Mutationnovelc.644N>Tp.Ala215Valp.A215VQ96JW4protein_codingdeleterious(0)probably_damaging(0.96)TCGA-EA-A3HS-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
SLC41A2SNVMissense_Mutationc.509N>Tp.Ala170Valp.A170VQ96JW4protein_codingdeleterious(0.04)benign(0.153)TCGA-Q1-A73O-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
SLC41A2SNVMissense_Mutationc.1183N>Tp.Gly395Cysp.G395CQ96JW4protein_codingdeleterious(0)probably_damaging(1)TCGA-AA-3833-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
SLC41A2SNVMissense_Mutationnovelc.1129N>Ap.Leu377Ilep.L377IQ96JW4protein_codingdeleterious(0.04)benign(0.039)TCGA-AA-3984-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
SLC41A2SNVMissense_Mutationnovelc.329N>Cp.Asp110Alap.D110AQ96JW4protein_codingdeleterious(0.04)benign(0.398)TCGA-CA-6717-01Colorectumcolon adenocarcinomaMale<65I/IIChemotherapyoxaliplatinCR
SLC41A2SNVMissense_Mutationc.448A>Gp.Lys150Glup.K150EQ96JW4protein_codingtolerated(0.38)benign(0.003)TCGA-CM-6164-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
SLC41A2SNVMissense_Mutationc.1519N>Cp.Phe507Leup.F507LQ96JW4protein_codingtolerated(0.98)benign(0)TCGA-D5-6928-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
SLC41A2SNVMissense_Mutationrs866165305c.1010N>Tp.Gly337Valp.G337VQ96JW4protein_codingtolerated(0.5)possibly_damaging(0.617)TCGA-F5-6814-01Colorectumrectum 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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