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

Home

Download

Statistics

Help

Contact

Center for Computational Systems Medicine
leaf

Gene summary

leaf

Malignant transformation analysis

leaf

Malignant transformation related pathway analysis

leaf

Cell-cell communication analysis

leaf

Single-cell gene regulatory network inference analysis

leaf

Somatic mutation of malignant transformation related genes

leaf

Related drugs of malignant transformation related genes

Gene: MED4

Gene summary for MED4

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

MED4

Gene ID

29079

Gene namemediator complex subunit 4
Gene AliasARC36
Cytomap13q14.2
Gene Typeprotein-coding
GO ID

GO:0006139

UniProtAcc

Q9NPJ6


Top

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
29079MED4LZE4THumanEsophagusESCC7.93e-131.35e-010.0811
29079MED4LZE7THumanEsophagusESCC3.21e-062.27e-010.0667
29079MED4LZE8THumanEsophagusESCC2.95e-066.39e-020.067
29079MED4LZE20THumanEsophagusESCC3.18e-066.75e-020.0662
29079MED4LZE22D1HumanEsophagusHGIN5.79e-057.09e-020.0595
29079MED4LZE22THumanEsophagusESCC1.08e-041.92e-010.068
29079MED4LZE24THumanEsophagusESCC8.26e-161.84e-010.0596
29079MED4LZE6THumanEsophagusESCC8.30e-05-4.12e-020.0845
29079MED4P1T-EHumanEsophagusESCC1.18e-082.77e-010.0875
29079MED4P2T-EHumanEsophagusESCC6.15e-204.66e-010.1177
29079MED4P4T-EHumanEsophagusESCC6.84e-221.15e-010.1323
29079MED4P5T-EHumanEsophagusESCC3.48e-091.02e-010.1327
29079MED4P8T-EHumanEsophagusESCC8.58e-436.68e-010.0889
29079MED4P9T-EHumanEsophagusESCC3.17e-173.14e-010.1131
29079MED4P10T-EHumanEsophagusESCC6.93e-204.36e-010.116
29079MED4P11T-EHumanEsophagusESCC8.81e-152.39e-010.1426
29079MED4P12T-EHumanEsophagusESCC3.31e-234.38e-010.1122
29079MED4P15T-EHumanEsophagusESCC5.61e-244.60e-010.1149
29079MED4P16T-EHumanEsophagusESCC7.02e-245.31e-010.1153
29079MED4P17T-EHumanEsophagusESCC9.56e-043.92e-010.1278
Page: 1 2 3 4 5 6 

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
SkinThe 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.AK: Actinic keratosis
cSCC: Cutaneous squamous cell carcinoma
SCCIS:squamous cell carcinoma in situ
ThyroidThe 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.ATC: Anaplastic thyroid cancer
HT: Hashimoto's thyroiditis
PTC: Papillary thyroid cancer
∗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.

Top

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).
Page: 1 2 3 4 5 6 7 8 9 

check button Enriched GO biological processes.
GO IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustCount
GO:00070302LiverHCCGolgi organization99/7958157/187231.54e-072.85e-0699
GO:000724912LiverHCCI-kappaB kinase/NF-kappaB signaling156/7958281/187236.66e-068.00e-05156
GO:00063671LiverHCCtranscription initiation from RNA polymerase II promoter52/795877/187237.87e-069.27e-0552
GO:004312312LiverHCCpositive regulation of I-kappaB kinase/NF-kappaB signaling108/7958186/187231.28e-051.43e-04108
GO:004312212LiverHCCregulation of I-kappaB kinase/NF-kappaB signaling138/7958249/187232.47e-052.58e-04138
GO:0006352LiverHCCDNA-templated transcription, initiation78/7958130/187234.19e-054.11e-0478
GO:20001421LiverHCCregulation of DNA-templated transcription, initiation28/795840/187234.01e-042.71e-0328
GO:00602601LiverHCCregulation of transcription initiation from RNA polymerase II promoter24/795833/187234.24e-042.85e-0324
GO:2000144LiverHCCpositive regulation of DNA-templated transcription, initiation21/795831/187234.01e-031.76e-0221
GO:0060261LiverHCCpositive regulation of transcription initiation from RNA polymerase II promoter17/795825/187238.94e-033.45e-0217
GO:004819315Oral cavityOSCCGolgi vesicle transport209/7305296/187231.39e-286.30e-26209
GO:00068888Oral cavityOSCCendoplasmic reticulum to Golgi vesicle-mediated transport97/7305130/187231.42e-161.15e-1497
GO:004312218Oral cavityOSCCregulation of I-kappaB kinase/NF-kappaB signaling155/7305249/187237.79e-144.14e-12155
GO:004312310Oral cavityOSCCpositive regulation of I-kappaB kinase/NF-kappaB signaling122/7305186/187231.68e-138.52e-12122
GO:000724910Oral cavityOSCCI-kappaB kinase/NF-kappaB signaling169/7305281/187234.69e-132.25e-11169
GO:00070307Oral cavityOSCCGolgi organization92/7305157/187234.96e-077.27e-0692
GO:00063522Oral cavityOSCCDNA-templated transcription, initiation74/7305130/187232.56e-052.39e-0474
GO:00063672Oral cavityOSCCtranscription initiation from RNA polymerase II promoter46/730577/187231.82e-041.24e-0346
GO:20001423Oral cavityOSCCregulation of DNA-templated transcription, initiation26/730540/187237.79e-044.23e-0326
GO:20001442Oral cavityOSCCpositive regulation of DNA-templated transcription, initiation21/730531/187231.13e-035.75e-0321
Page: 1 2 3 4 5 6 7 

check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa0491928EsophagusESCCThyroid hormone signaling pathway78/4205121/84656.79e-042.23e-031.14e-0378
hsa04919113EsophagusESCCThyroid hormone signaling pathway78/4205121/84656.79e-042.23e-031.14e-0378
hsa0491912LiverHCCThyroid hormone signaling pathway75/4020121/84658.76e-043.38e-031.88e-0375
hsa0491913LiverHCCThyroid hormone signaling pathway75/4020121/84658.76e-043.38e-031.88e-0375
hsa0491926Oral cavityOSCCThyroid hormone signaling pathway73/3704121/84651.63e-045.52e-042.81e-0473
hsa04919112Oral cavityOSCCThyroid hormone signaling pathway73/3704121/84651.63e-045.52e-042.81e-0473
Page: 1 

Top

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
Page: 1 

Top

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.
Page: 1 

Top

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
MED4SNVMissense_Mutationrs775421698c.533N>Tp.Thr178Ilep.T178IQ9NPJ6protein_codingdeleterious(0.03)probably_damaging(0.995)TCGA-BH-A0HF-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyarimidexSD
MED4SNVMissense_Mutationc.479N>Ap.Ala160Aspp.A160DQ9NPJ6protein_codingdeleterious(0)probably_damaging(0.954)TCGA-AA-3672-01Colorectumcolon adenocarcinomaFemale>=65III/IVUnknownUnknownSD
MED4SNVMissense_Mutationc.193G>Ap.Val65Ilep.V65IQ9NPJ6protein_codingtolerated(0.41)benign(0.001)TCGA-AA-A010-01Colorectumcolon adenocarcinomaFemale<65I/IIChemotherapyfolinicCR
MED4SNVMissense_Mutationc.373N>Ap.Val125Ilep.V125IQ9NPJ6protein_codingtolerated(1)benign(0.045)TCGA-CK-5916-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownPD
MED4SNVMissense_Mutationrs144201204c.592N>Ap.Val198Metp.V198MQ9NPJ6protein_codingtolerated(0.22)benign(0.326)TCGA-G4-6586-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
MED4SNVMissense_Mutationc.229C>Gp.Gln77Glup.Q77EQ9NPJ6protein_codingtolerated(0.12)benign(0.003)TCGA-A5-A0GU-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
MED4SNVMissense_Mutationnovelc.768N>Tp.Glu256Aspp.E256DQ9NPJ6protein_codingtolerated(0.06)probably_damaging(0.931)TCGA-B5-A1MR-01Endometriumuterine corpus endometrioid carcinomaFemale>=65III/IVUnknownUnknownSD
MED4SNVMissense_Mutationnovelc.151N>Cp.Ser51Prop.S51PQ9NPJ6protein_codingtolerated(0.47)benign(0.328)TCGA-B5-A3FC-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
MED4SNVMissense_Mutationrs199856249c.215N>Ap.Arg72Glnp.R72QQ9NPJ6protein_codingdeleterious(0.01)benign(0.147)TCGA-DI-A1BU-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIChemotherapypaclitaxelSD
MED4SNVMissense_Mutationc.506N>Ap.Pro169Glnp.P169QQ9NPJ6protein_codingtolerated(0.53)probably_damaging(0.999)TCGA-55-6971-01Lunglung adenocarcinomaFemale<65I/IIUnknownUnknownSD
Page: 1 2 

Top

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
Page: 1