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: MFSD4

Gene summary for MFSD4

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

MFSD4

Gene ID

148808

Gene namemajor facilitator superfamily domain containing 4A
Gene AliasMFSD4
Cytomap1q32.1
Gene Typeprotein-coding
GO ID

GO:0006810

UniProtAcc

Q8N468


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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
148808MFSD4P1T-EHumanEsophagusESCC5.20e-086.14e-010.0875
148808MFSD4P8T-EHumanEsophagusESCC5.30e-213.86e-010.0889
148808MFSD4P10T-EHumanEsophagusESCC9.24e-881.57e+000.116
148808MFSD4P12T-EHumanEsophagusESCC9.35e-102.35e-010.1122
148808MFSD4P23T-EHumanEsophagusESCC2.24e-158.20e-010.108
148808MFSD4P26T-EHumanEsophagusESCC1.96e-051.16e-010.1276
148808MFSD4P27T-EHumanEsophagusESCC1.96e-051.26e-010.1055
148808MFSD4P31T-EHumanEsophagusESCC3.19e-235.76e-010.1251
148808MFSD4P39T-EHumanEsophagusESCC1.66e-021.33e-010.0894
148808MFSD4P54T-EHumanEsophagusESCC9.07e-081.91e-010.0975
148808MFSD4P57T-EHumanEsophagusESCC1.96e-051.64e-010.0926
148808MFSD4P61T-EHumanEsophagusESCC6.66e-173.72e-010.099
148808MFSD4P62T-EHumanEsophagusESCC4.33e-103.82e-010.1302
148808MFSD4P65T-EHumanEsophagusESCC1.12e-102.32e-010.0978
148808MFSD4P74T-EHumanEsophagusESCC1.86e-073.66e-010.1479
148808MFSD4P75T-EHumanEsophagusESCC3.60e-133.69e-010.1125
148808MFSD4P82T-EHumanEsophagusESCC8.01e-191.07e+000.1072
148808MFSD4P84T-EHumanEsophagusESCC1.34e-042.67e-010.0933
148808MFSD4P127T-EHumanEsophagusESCC2.67e-142.85e-010.0826
148808MFSD4P128T-EHumanEsophagusESCC3.30e-052.69e-010.1241
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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
∗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:0008643LiverHCCcarbohydrate transport80/7958152/187237.34e-032.92e-0280
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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
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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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