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:000641727EsophagusHGINregulation of translation139/2587468/187231.46e-197.98e-17139
GO:000641320EsophagusHGINtranslational initiation55/2587118/187237.33e-182.31e-1555
GO:004572720EsophagusHGINpositive regulation of translation49/2587136/187235.88e-116.30e-0949
GO:000644610EsophagusHGINregulation of translational initiation34/258779/187232.09e-101.97e-0834
GO:003425020EsophagusHGINpositive regulation of cellular amide metabolic process53/2587162/187236.01e-105.15e-0853
GO:0006413110EsophagusESCCtranslational initiation100/8552118/187231.16e-181.25e-16100
GO:0006417111EsophagusESCCregulation of translation304/8552468/187231.53e-171.33e-15304
GO:0045727111EsophagusESCCpositive regulation of translation107/8552136/187232.79e-151.68e-13107
GO:0034250111EsophagusESCCpositive regulation of cellular amide metabolic process123/8552162/187233.32e-151.93e-13123
GO:000644617EsophagusESCCregulation of translational initiation65/855279/187232.04e-117.07e-1065
GO:000641312LiverCirrhotictranslational initiation76/4634118/187238.36e-202.18e-1776
GO:000641712LiverCirrhoticregulation of translation194/4634468/187237.28e-168.79e-14194
GO:00457277LiverCirrhoticpositive regulation of translation71/4634136/187234.99e-123.52e-1071
GO:000644612LiverCirrhoticregulation of translational initiation48/463479/187231.14e-117.14e-1048
GO:003425012LiverCirrhoticpositive regulation of cellular amide metabolic process78/4634162/187238.62e-114.66e-0978
GO:000641722LiverHCCregulation of translation287/7958468/187238.79e-178.08e-15287
GO:000641322LiverHCCtranslational initiation94/7958118/187231.39e-161.24e-1494
GO:004572712LiverHCCpositive regulation of translation97/7958136/187238.51e-123.55e-1097
GO:003425022LiverHCCpositive regulation of cellular amide metabolic process110/7958162/187235.14e-111.92e-09110
GO:000644622LiverHCCregulation of translational initiation62/795879/187236.85e-112.48e-0962
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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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