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: MED12

Gene summary for MED12

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

MED12

Gene ID

9968

Gene namemediator complex subunit 12
Gene AliasARC240
CytomapXq13.1
Gene Typeprotein-coding
GO ID

GO:0001501

UniProtAcc

Q93074


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
9968MED12LZE7THumanEsophagusESCC9.32e-084.72e-010.0667
9968MED12LZE8THumanEsophagusESCC2.72e-031.10e-010.067
9968MED12LZE24THumanEsophagusESCC8.28e-183.57e-010.0596
9968MED12LZE21THumanEsophagusESCC8.02e-042.19e-010.0655
9968MED12P1T-EHumanEsophagusESCC5.20e-082.96e-010.0875
9968MED12P2T-EHumanEsophagusESCC1.07e-092.18e-010.1177
9968MED12P4T-EHumanEsophagusESCC1.75e-051.15e-010.1323
9968MED12P5T-EHumanEsophagusESCC3.98e-022.52e-020.1327
9968MED12P8T-EHumanEsophagusESCC4.62e-142.51e-010.0889
9968MED12P9T-EHumanEsophagusESCC2.30e-025.96e-020.1131
9968MED12P11T-EHumanEsophagusESCC3.25e-051.73e-010.1426
9968MED12P12T-EHumanEsophagusESCC9.52e-102.07e-010.1122
9968MED12P15T-EHumanEsophagusESCC2.11e-037.07e-020.1149
9968MED12P16T-EHumanEsophagusESCC2.04e-092.34e-010.1153
9968MED12P17T-EHumanEsophagusESCC1.29e-082.65e-010.1278
9968MED12P21T-EHumanEsophagusESCC5.07e-048.42e-020.1617
9968MED12P22T-EHumanEsophagusESCC1.67e-171.79e-010.1236
9968MED12P23T-EHumanEsophagusESCC1.99e-081.65e-010.108
9968MED12P24T-EHumanEsophagusESCC1.71e-071.41e-010.1287
9968MED12P26T-EHumanEsophagusESCC6.15e-082.02e-010.1276
Page: 1 2 3 4 

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
∗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:001605517EsophagusESCCWnt signaling pathway268/8552444/187232.32e-106.58e-09268
GO:019873817EsophagusESCCcell-cell signaling by wnt269/8552446/187232.41e-106.79e-09269
GO:000184115EsophagusESCCneural tube formation75/8552102/187239.68e-091.95e-0775
GO:000184314EsophagusESCCneural tube closure66/855288/187231.98e-083.82e-0766
GO:001402014EsophagusESCCprimary neural tube formation69/855294/187234.22e-087.76e-0769
GO:006060614EsophagusESCCtube closure66/855289/187234.24e-087.76e-0766
GO:00219159EsophagusESCCneural tube development101/8552152/187231.78e-072.79e-06101
GO:00163316EsophagusESCCmorphogenesis of embryonic epithelium98/8552147/187232.12e-073.27e-0698
GO:000183814EsophagusESCCembryonic epithelial tube formation83/8552121/187232.78e-074.08e-0683
GO:009872714EsophagusESCCmaintenance of cell number90/8552134/187233.94e-075.43e-0690
GO:001982714EsophagusESCCstem cell population maintenance88/8552131/187235.23e-076.97e-0688
GO:006007016EsophagusESCCcanonical Wnt signaling pathway180/8552303/187239.15e-071.17e-05180
GO:00063673EsophagusESCCtranscription initiation from RNA polymerase II promoter56/855277/187231.30e-061.59e-0556
GO:003514815EsophagusESCCtube formation96/8552148/187231.86e-062.16e-0596
GO:000635211EsophagusESCCDNA-templated transcription, initiation86/8552130/187231.88e-062.19e-0586
GO:00721759EsophagusESCCepithelial tube formation86/8552132/187234.81e-065.10e-0586
GO:006056210EsophagusESCCepithelial tube morphogenesis187/8552325/187239.95e-069.44e-05187
GO:00074926EsophagusESCCendoderm development54/855277/187231.20e-051.12e-0454
GO:00017387EsophagusESCCmorphogenesis of a polarized epithelium63/855294/187232.34e-052.00e-0463
GO:00420636EsophagusESCCgliogenesis172/8552301/187233.75e-053.04e-04172
Page: 1 2 3 

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
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
MED12SNVMissense_Mutationc.6476A>Gp.Gln2159Argp.Q2159RQ93074protein_codingdeleterious_low_confidence(0.01)possibly_damaging(0.775)TCGA-A1-A0SG-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapySD
MED12SNVMissense_Mutationc.2499N>Gp.Phe833Leup.F833LQ93074protein_codingtolerated(0.49)benign(0.007)TCGA-A2-A25A-01Breastbreast invasive carcinomaFemale<65I/IIUnspecificCytoxanSD
MED12SNVMissense_Mutationc.522N>Tp.Lys174Asnp.K174NQ93074protein_codingdeleterious(0)benign(0.037)TCGA-A8-A07L-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapyCR
MED12SNVMissense_Mutationc.701N>Tp.Asp234Valp.D234VQ93074protein_codingdeleterious(0.03)benign(0.103)TCGA-A8-A083-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
MED12SNVMissense_Mutationc.4141A>Tp.Asn1381Tyrp.N1381YQ93074protein_codingtolerated(0.08)possibly_damaging(0.476)TCGA-AC-A23C-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapychemoCR
MED12SNVMissense_Mutationc.4236N>Cp.Lys1412Asnp.K1412NQ93074protein_codingtolerated(0.24)benign(0.196)TCGA-AR-A0TX-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
MED12SNVMissense_Mutationrs374390933c.5138N>Ap.Arg1713Glnp.R1713QQ93074protein_codingdeleterious(0)benign(0.012)TCGA-AR-A24Q-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinSD
MED12SNVMissense_Mutationc.6490N>Gp.Asn2164Aspp.N2164DQ93074protein_codingtolerated_low_confidence(0.09)benign(0.074)TCGA-B6-A0I6-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownPD
MED12SNVMissense_Mutationc.5896N>Gp.Pro1966Alap.P1966AQ93074protein_codingdeleterious_low_confidence(0.01)benign(0.025)TCGA-B6-A0RS-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownPD
MED12SNVMissense_Mutationc.3230T>Ap.Leu1077Glnp.L1077QQ93074protein_codingdeleterious(0)probably_damaging(0.984)TCGA-C8-A12V-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
Page: 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31 32 

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