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: MFSD5

Gene summary for MFSD5

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

MFSD5

Gene ID

84975

Gene namemajor facilitator superfamily domain containing 5
Gene AliasSLC61A1
Cytomap12q13.13
Gene Typeprotein-coding
GO ID

GO:0006810

UniProtAcc

Q6N075


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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
84975MFSD5HTA11_3410_2000001011HumanColorectumAD4.69e-051.15e-010.0155
84975MFSD5HTA11_2487_2000001011HumanColorectumSER9.67e-083.16e-01-0.1808
84975MFSD5HTA11_1938_2000001011HumanColorectumAD1.82e-103.48e-01-0.0811
84975MFSD5HTA11_347_2000001011HumanColorectumAD6.40e-183.25e-01-0.1954
84975MFSD5HTA11_411_2000001011HumanColorectumSER6.15e-077.77e-01-0.2602
84975MFSD5HTA11_3361_2000001011HumanColorectumAD8.04e-104.14e-01-0.1207
84975MFSD5HTA11_83_2000001011HumanColorectumSER1.83e-042.47e-01-0.1526
84975MFSD5HTA11_696_2000001011HumanColorectumAD5.56e-082.99e-01-0.1464
84975MFSD5HTA11_866_2000001011HumanColorectumAD1.29e-072.51e-01-0.1001
84975MFSD5HTA11_1391_2000001011HumanColorectumAD6.02e-113.86e-01-0.059
84975MFSD5HTA11_5212_2000001011HumanColorectumAD7.04e-063.39e-01-0.2061
84975MFSD5HTA11_546_2000001011HumanColorectumAD1.06e-032.06e-01-0.0842
84975MFSD5HTA11_7862_2000001011HumanColorectumAD2.43e-063.15e-01-0.0179
84975MFSD5HTA11_866_3004761011HumanColorectumAD6.45e-103.27e-010.096
84975MFSD5HTA11_10711_2000001011HumanColorectumAD2.80e-021.31e-010.0338
84975MFSD5HTA11_7696_3000711011HumanColorectumAD8.32e-061.89e-010.0674
84975MFSD5HTA11_6818_2000001021HumanColorectumAD1.84e-082.30e-010.0588
84975MFSD5HTA11_99999970781_79442HumanColorectumMSS1.40e-042.27e-010.294
84975MFSD5HTA11_99999971662_82457HumanColorectumMSS3.82e-143.92e-010.3859
84975MFSD5HTA11_99999974143_84620HumanColorectumMSS3.14e-051.98e-010.3005
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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
∗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
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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
MFSD5SNVMissense_Mutationc.487N>Cp.Asp163Hisp.D163HQ6N075protein_codingdeleterious(0)probably_damaging(0.987)TCGA-UC-A7PF-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
MFSD5SNVMissense_Mutationnovelc.632G>Tp.Arg211Leup.R211LQ6N075protein_codingdeleterious(0)probably_damaging(0.99)TCGA-VS-A94Z-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
MFSD5SNVMissense_Mutationnovelc.1180A>Gp.Ser394Glyp.S394GQ6N075protein_codingtolerated(0.13)benign(0.056)TCGA-AA-3663-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownSD
MFSD5SNVMissense_Mutationrs370069764c.839N>Ap.Arg280Glnp.R280QQ6N075protein_codingtolerated(0.11)benign(0.185)TCGA-AA-3715-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownPD
MFSD5SNVMissense_Mutationrs370069764c.839N>Ap.Arg280Glnp.R280QQ6N075protein_codingtolerated(0.11)benign(0.185)TCGA-AA-A010-01Colorectumcolon adenocarcinomaFemale<65I/IIChemotherapyfolinicCR
MFSD5SNVMissense_Mutationrs371060411c.1543N>Gp.Met515Valp.M515VQ6N075protein_codingtolerated(0.2)benign(0.013)TCGA-AA-A022-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
MFSD5SNVMissense_Mutationrs147930954c.1220N>Ap.Arg407Hisp.R407HQ6N075protein_codingdeleterious(0.05)benign(0.028)TCGA-AU-6004-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
MFSD5SNVMissense_Mutationc.715G>Cp.Val239Leup.V239LQ6N075protein_codingtolerated(0.47)benign(0.003)TCGA-CK-4951-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownPD
MFSD5SNVMissense_Mutationrs376685034c.1225G>Ap.Ala409Thrp.A409TQ6N075protein_codingtolerated(0.48)benign(0.115)TCGA-CM-4746-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownSD
MFSD5SNVMissense_Mutationrs781762066c.631N>Tp.Arg211Cysp.R211CQ6N075protein_codingdeleterious(0)probably_damaging(0.997)TCGA-AG-3892-01Colorectumrectum adenocarcinomaFemale<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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