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: MIF4GD

Gene summary for MIF4GD

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

MIF4GD

Gene ID

57409

Gene nameMIF4G domain containing
Gene AliasAD023
Cytomap17q25.1
Gene Typeprotein-coding
GO ID

GO:0006412

UniProtAcc

A0A0S2Z5S7


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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
57409MIF4GDLZE4THumanEsophagusESCC1.34e-021.54e-010.0811
57409MIF4GDLZE7THumanEsophagusESCC4.93e-042.96e-010.0667
57409MIF4GDLZE21D1HumanEsophagusHGIN2.31e-022.59e-010.0632
57409MIF4GDLZE22THumanEsophagusESCC1.59e-054.27e-010.068
57409MIF4GDLZE24THumanEsophagusESCC9.25e-246.21e-010.0596
57409MIF4GDLZE21THumanEsophagusESCC1.56e-043.27e-010.0655
57409MIF4GDLZE6THumanEsophagusESCC3.87e-042.58e-010.0845
57409MIF4GDP1T-EHumanEsophagusESCC3.49e-062.57e-010.0875
57409MIF4GDP2T-EHumanEsophagusESCC1.64e-192.88e-010.1177
57409MIF4GDP4T-EHumanEsophagusESCC6.61e-153.71e-010.1323
57409MIF4GDP5T-EHumanEsophagusESCC3.32e-039.84e-020.1327
57409MIF4GDP8T-EHumanEsophagusESCC1.52e-142.45e-010.0889
57409MIF4GDP9T-EHumanEsophagusESCC8.89e-081.77e-010.1131
57409MIF4GDP10T-EHumanEsophagusESCC1.67e-082.35e-010.116
57409MIF4GDP11T-EHumanEsophagusESCC2.93e-104.15e-010.1426
57409MIF4GDP12T-EHumanEsophagusESCC1.72e-336.29e-010.1122
57409MIF4GDP15T-EHumanEsophagusESCC3.66e-132.93e-010.1149
57409MIF4GDP16T-EHumanEsophagusESCC6.25e-132.82e-010.1153
57409MIF4GDP17T-EHumanEsophagusESCC1.97e-063.06e-010.1278
57409MIF4GDP19T-EHumanEsophagusESCC1.46e-105.60e-010.1662
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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
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:000641318Oral cavityOSCCtranslational initiation96/7305118/187234.02e-217.06e-1996
GO:000641720Oral cavityOSCCregulation of translation274/7305468/187234.39e-184.63e-16274
GO:004572719Oral cavityOSCCpositive regulation of translation101/7305136/187235.85e-174.94e-15101
GO:003425019Oral cavityOSCCpositive regulation of cellular amide metabolic process115/7305162/187231.28e-161.05e-14115
GO:00064469Oral cavityOSCCregulation of translational initiation64/730579/187232.32e-141.30e-1264
GO:000641319Oral cavityLPtranslational initiation75/4623118/187233.96e-197.52e-1775
GO:000644616Oral cavityLPregulation of translational initiation48/462379/187231.04e-117.66e-1048
GO:0045727110Oral cavityLPpositive regulation of translation68/4623136/187231.53e-108.51e-0968
GO:0006417110Oral cavityLPregulation of translation175/4623468/187234.49e-102.22e-08175
GO:0034250110Oral cavityLPpositive regulation of cellular amide metabolic process76/4623162/187236.11e-102.97e-0876
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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
MIF4GDSNVMissense_Mutationnovelc.257N>Gp.Ser86Cysp.S86CA9UHW6protein_codingdeleterious(0)probably_damaging(0.995)TCGA-5L-AAT1-01Breastbreast invasive carcinomaFemale<65III/IVHormone TherapyletrozolSD
MIF4GDSNVMissense_Mutationc.38N>Ap.Ser13Tyrp.S13YA9UHW6protein_codingdeleterious_low_confidence(0)possibly_damaging(0.713)TCGA-A8-A09A-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapytamoxiphenSD
MIF4GDSNVMissense_Mutationc.130N>Ap.Glu44Lysp.E44KA9UHW6protein_codingtolerated_low_confidence(0.4)benign(0)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
MIF4GDinsertionNonsense_Mutationnovelc.36_37insGCAACGTAATTCTTGAACTGGAAGACAAGCp.Gln12_Ser13insAlaThrTerPheLeuAsnTrpLysThrSerp.Q12_S13insAT*FLNWKTSA9UHW6protein_codingTCGA-A8-A085-01Breastbreast invasive carcinomaMale<65I/IIHormone TherapytamoxiphenSD
MIF4GDinsertionNonsense_Mutationnovelc.718_719insCTGGCCATTTTCCCTCCTAAATGGTAGTCCTACCAAGp.Ile240ThrfsTer7p.I240Tfs*7A9UHW6protein_codingTCGA-AO-A0J9-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapycyclophosphamidePD
MIF4GDSNVMissense_Mutationc.245N>Gp.Ile82Serp.I82SA9UHW6protein_codingdeleterious(0)possibly_damaging(0.652)TCGA-AA-3977-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
MIF4GDSNVMissense_Mutationrs777781853c.139G>Ap.Val47Ilep.V47IA9UHW6protein_codingtolerated_low_confidence(0.55)benign(0)TCGA-AZ-6600-01Colorectumcolon adenocarcinomaMale<65III/IVChemotherapycpt-11PD
MIF4GDSNVMissense_Mutationrs557030914c.698A>Gp.Gln233Argp.Q233RA9UHW6protein_codingtolerated(1)benign(0.003)TCGA-CM-5861-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownPD
MIF4GDSNVMissense_Mutationc.516C>Ap.Asp172Glup.D172EA9UHW6protein_codingtolerated(0.09)benign(0.373)TCGA-F4-6570-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
MIF4GDSNVMissense_Mutationc.53N>Tp.Thr18Ilep.T18IA9UHW6protein_codingdeleterious_low_confidence(0.02)benign(0.042)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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