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: MFSD8

Gene summary for MFSD8

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

MFSD8

Gene ID

256471

Gene namemajor facilitator superfamily domain containing 8
Gene AliasCCMD
Cytomap4q28.2
Gene Typeprotein-coding
GO ID

GO:0006807

UniProtAcc

Q8NHS3


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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
256471MFSD8LZE4THumanEsophagusESCC2.29e-029.04e-020.0811
256471MFSD8LZE20THumanEsophagusESCC2.69e-041.56e-010.0662
256471MFSD8P1T-EHumanEsophagusESCC4.53e-022.11e-010.0875
256471MFSD8P2T-EHumanEsophagusESCC3.89e-132.13e-010.1177
256471MFSD8P4T-EHumanEsophagusESCC1.35e-102.61e-010.1323
256471MFSD8P5T-EHumanEsophagusESCC2.53e-045.98e-020.1327
256471MFSD8P8T-EHumanEsophagusESCC1.24e-101.16e-010.0889
256471MFSD8P9T-EHumanEsophagusESCC5.35e-047.06e-020.1131
256471MFSD8P10T-EHumanEsophagusESCC4.27e-081.04e-010.116
256471MFSD8P11T-EHumanEsophagusESCC2.21e-032.07e-010.1426
256471MFSD8P12T-EHumanEsophagusESCC1.06e-306.03e-010.1122
256471MFSD8P15T-EHumanEsophagusESCC1.81e-082.27e-010.1149
256471MFSD8P16T-EHumanEsophagusESCC1.08e-212.08e-010.1153
256471MFSD8P20T-EHumanEsophagusESCC8.96e-101.22e-010.1124
256471MFSD8P21T-EHumanEsophagusESCC5.98e-148.82e-020.1617
256471MFSD8P22T-EHumanEsophagusESCC2.09e-091.79e-010.1236
256471MFSD8P23T-EHumanEsophagusESCC4.23e-051.18e-010.108
256471MFSD8P24T-EHumanEsophagusESCC9.66e-088.90e-020.1287
256471MFSD8P26T-EHumanEsophagusESCC2.28e-101.96e-010.1276
256471MFSD8P27T-EHumanEsophagusESCC2.81e-081.68e-010.1055
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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
∗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:0042176111EsophagusESCCregulation of protein catabolic process280/8552391/187238.65e-262.39e-23280
GO:001623617EsophagusESCCmacroautophagy216/8552291/187231.94e-234.57e-21216
GO:0022411111EsophagusESCCcellular component disassembly305/8552443/187231.94e-234.57e-21305
GO:1903362111EsophagusESCCregulation of cellular protein catabolic process188/8552255/187235.12e-206.62e-18188
GO:001050617EsophagusESCCregulation of autophagy220/8552317/187236.72e-186.36e-16220
GO:000703314EsophagusESCCvacuole organization127/8552180/187231.04e-113.85e-10127
GO:003298416EsophagusESCCprotein-containing complex disassembly151/8552224/187233.45e-111.15e-09151
GO:00070403EsophagusESCClysosome organization53/855274/187235.34e-065.57e-0553
GO:00801713EsophagusESCClytic vacuole organization53/855274/187235.34e-065.57e-0553
GO:00973523EsophagusESCCautophagosome maturation31/855240/187234.04e-053.26e-0431
GO:00319294EsophagusESCCTOR signaling79/8552126/187238.57e-056.21e-0479
GO:00070393EsophagusESCCprotein catabolic process in the vacuole16/855219/187236.45e-043.43e-0316
GO:19051463EsophagusESCClysosomal protein catabolic process13/855215/187231.31e-036.26e-0313
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa0414222EsophagusESCCLysosome102/4205132/84655.11e-117.13e-103.65e-10102
hsa0414232EsophagusESCCLysosome102/4205132/84655.11e-117.13e-103.65e-10102
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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
MFSD8SNVMissense_Mutationnovelc.828T>Gp.Phe276Leup.F276LQ8NHS3protein_codingdeleterious(0)probably_damaging(0.995)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
MFSD8SNVMissense_Mutationc.1156N>Tp.Leu386Phep.L386FQ8NHS3protein_codingtolerated(0.69)benign(0)TCGA-AO-A03P-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapyletrozolePD
MFSD8SNVMissense_Mutationrs778448039c.821N>Cp.Val274Alap.V274AQ8NHS3protein_codingtolerated(0.09)benign(0.015)TCGA-BH-A1EU-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
MFSD8SNVMissense_Mutationc.1027N>Ap.Gly343Argp.G343RQ8NHS3protein_codingdeleterious(0)probably_damaging(0.999)TCGA-BH-A1F0-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
MFSD8SNVMissense_Mutationc.1333C>Gp.Leu445Valp.L445VQ8NHS3protein_codingdeleterious(0.02)possibly_damaging(0.683)TCGA-D8-A27G-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
MFSD8SNVMissense_Mutationnovelc.1303N>Ap.Leu435Ilep.L435IQ8NHS3protein_codingtolerated(0.06)benign(0.006)TCGA-E2-A1LE-01Breastbreast invasive carcinomaFemale>=65III/IVChemotherapyherceptinPD
MFSD8deletionFrame_Shift_Delnovelc.1352delNp.Gly451ValfsTer7p.G451Vfs*7Q8NHS3protein_codingTCGA-D8-A27V-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapytamoxiphenSD
MFSD8SNVMissense_Mutationrs149683848c.1480C>Tp.Leu494Phep.L494FQ8NHS3protein_codingtolerated(0.09)benign(0.015)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
MFSD8SNVMissense_Mutationc.244T>Cp.Ser82Prop.S82PQ8NHS3protein_codingdeleterious(0.01)possibly_damaging(0.664)TCGA-LP-A4AV-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
MFSD8SNVMissense_Mutationnovelc.19G>Cp.Glu7Glnp.E7QQ8NHS3protein_codingtolerated(0.34)benign(0.003)TCGA-VS-A8QC-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapypaclitaxelPD
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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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