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: MFSD1

Gene summary for MFSD1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

MFSD1

Gene ID

64747

Gene namemajor facilitator superfamily domain containing 1
Gene AliasMinerva
Cytomap3q25.32
Gene Typeprotein-coding
GO ID

GO:0006810

UniProtAcc

Q9H3U5


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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
64747MFSD1HTA11_1938_2000001011HumanColorectumAD2.87e-022.99e-01-0.0811
64747MFSD1HTA11_347_2000001011HumanColorectumAD3.58e-236.85e-01-0.1954
64747MFSD1HTA11_83_2000001011HumanColorectumSER1.01e-023.35e-01-0.1526
64747MFSD1HTA11_10623_2000001011HumanColorectumAD3.91e-044.40e-01-0.0177
64747MFSD1HTA11_7469_2000001011HumanColorectumAD1.16e-026.78e-01-0.0124
64747MFSD1LZE2THumanEsophagusESCC2.04e-022.63e-010.082
64747MFSD1LZE4THumanEsophagusESCC7.23e-135.59e-010.0811
64747MFSD1LZE7THumanEsophagusESCC5.58e-032.40e-010.0667
64747MFSD1LZE8THumanEsophagusESCC1.56e-073.34e-010.067
64747MFSD1LZE24THumanEsophagusESCC1.33e-238.84e-010.0596
64747MFSD1P1T-EHumanEsophagusESCC4.10e-057.38e-010.0875
64747MFSD1P2T-EHumanEsophagusESCC1.26e-571.08e+000.1177
64747MFSD1P4T-EHumanEsophagusESCC6.27e-287.22e-010.1323
64747MFSD1P5T-EHumanEsophagusESCC2.52e-122.39e-010.1327
64747MFSD1P8T-EHumanEsophagusESCC2.51e-399.15e-010.0889
64747MFSD1P9T-EHumanEsophagusESCC2.25e-113.46e-010.1131
64747MFSD1P10T-EHumanEsophagusESCC4.09e-325.85e-010.116
64747MFSD1P11T-EHumanEsophagusESCC8.81e-096.78e-010.1426
64747MFSD1P12T-EHumanEsophagusESCC5.70e-275.03e-010.1122
64747MFSD1P15T-EHumanEsophagusESCC4.15e-186.11e-010.1149
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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:0031647ColorectumADregulation of protein stability108/3918298/187236.33e-105.08e-08108
GO:0050821ColorectumADprotein stabilization73/3918191/187233.02e-081.64e-0673
GO:0072665ColorectumADprotein localization to vacuole27/391867/187232.40e-043.04e-0327
GO:0061462ColorectumADprotein localization to lysosome19/391846/187231.36e-031.19e-0219
GO:00316471ColorectumSERregulation of protein stability86/2897298/187232.56e-092.42e-0786
GO:00508211ColorectumSERprotein stabilization58/2897191/187231.46e-078.59e-0658
GO:00726651ColorectumSERprotein localization to vacuole19/289767/187235.14e-033.93e-0219
GO:00160509EsophagusHGINvesicle organization65/2587300/187231.24e-042.54e-0365
GO:00069975EsophagusHGINnucleus organization34/2587133/187232.20e-044.00e-0334
GO:0031647111EsophagusESCCregulation of protein stability223/8552298/187235.76e-251.52e-22223
GO:001605014EsophagusESCCvesicle organization211/8552300/187232.85e-182.87e-16211
GO:0050821111EsophagusESCCprotein stabilization140/8552191/187236.50e-153.61e-13140
GO:000699713EsophagusESCCnucleus organization96/8552133/187234.66e-101.21e-0896
GO:00726659EsophagusESCCprotein localization to vacuole52/855267/187239.14e-081.52e-0652
GO:00614626EsophagusESCCprotein localization to lysosome34/855246/187239.39e-056.70e-0434
GO:00461482EsophagusESCCpigment biosynthetic process40/855262/187232.14e-039.54e-0340
GO:00434731EsophagusESCCpigmentation59/855298/187232.64e-031.12e-0259
GO:19016174EsophagusESCCorganic hydroxy compound biosynthetic process128/8552237/187235.86e-032.16e-02128
GO:00424401EsophagusESCCpigment metabolic process50/855284/187237.34e-032.64e-0250
GO:003164712LiverCirrhoticregulation of protein stability144/4634298/187236.74e-191.28e-16144
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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
MFSD1SNVMissense_Mutationrs745622550c.1474N>Tp.Arg492Cysp.R492CQ9H3U5protein_codingtolerated(0.17)benign(0.003)TCGA-E9-A1N8-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinSD
MFSD1SNVMissense_Mutationrs757890714c.1220C>Tp.Ala407Valp.A407VQ9H3U5protein_codingtolerated(0.06)possibly_damaging(0.876)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
MFSD1SNVMissense_Mutationnovelc.1228N>Gp.Leu410Valp.L410VQ9H3U5protein_codingtolerated(0.38)benign(0.03)TCGA-EA-A43B-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
MFSD1SNVMissense_Mutationc.1211N>Ap.Pro404Hisp.P404HQ9H3U5protein_codingdeleterious(0)probably_damaging(1)TCGA-A6-6780-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
MFSD1SNVMissense_Mutationc.1270N>Ap.Pro424Thrp.P424TQ9H3U5protein_codingdeleterious(0)probably_damaging(1)TCGA-AA-3864-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
MFSD1SNVMissense_Mutationnovelc.1438N>Cp.Ser480Prop.S480PQ9H3U5protein_codingdeleterious(0.01)possibly_damaging(0.894)TCGA-AA-3984-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
MFSD1SNVMissense_Mutationnovelc.869N>Tp.Arg290Ilep.R290IQ9H3U5protein_codingdeleterious(0.02)possibly_damaging(0.8)TCGA-AZ-4315-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownSD
MFSD1SNVMissense_Mutationc.1342N>Tp.Leu448Phep.L448FQ9H3U5protein_codingdeleterious(0.03)probably_damaging(0.929)TCGA-F4-6855-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
MFSD1SNVMissense_Mutationc.967N>Ap.Val323Ilep.V323IQ9H3U5protein_codingtolerated(0.08)possibly_damaging(0.612)TCGA-NH-A5IV-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
MFSD1SNVMissense_Mutationnovelc.761N>Ap.Ser254Tyrp.S254YQ9H3U5protein_codingtolerated(1)benign(0.012)TCGA-AG-A002-01Colorectumrectum 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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