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: MED27

Gene summary for MED27

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

MED27

Gene ID

9442

Gene namemediator complex subunit 27
Gene AliasCRAP34
Cytomap9q34.13
Gene Typeprotein-coding
GO ID

GO:0006139

UniProtAcc

Q6P2C8


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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
9442MED27CCI_1HumanCervixCC2.43e-075.29e-010.528
9442MED27CCI_2HumanCervixCC5.15e-121.03e+000.5249
9442MED27CCI_3HumanCervixCC2.65e-167.76e-010.516
9442MED27LZE4THumanEsophagusESCC1.15e-164.21e-010.0811
9442MED27LZE5THumanEsophagusESCC1.47e-023.18e-010.0514
9442MED27LZE7THumanEsophagusESCC5.96e-095.19e-010.0667
9442MED27LZE8THumanEsophagusESCC1.00e-073.03e-010.067
9442MED27LZE20THumanEsophagusESCC3.61e-124.29e-010.0662
9442MED27LZE22THumanEsophagusESCC1.37e-042.36e-010.068
9442MED27LZE24THumanEsophagusESCC3.43e-134.23e-010.0596
9442MED27LZE21THumanEsophagusESCC8.25e-033.00e-010.0655
9442MED27P2T-EHumanEsophagusESCC2.10e-356.68e-010.1177
9442MED27P4T-EHumanEsophagusESCC1.94e-265.85e-010.1323
9442MED27P5T-EHumanEsophagusESCC2.31e-214.51e-010.1327
9442MED27P8T-EHumanEsophagusESCC2.89e-275.52e-010.0889
9442MED27P9T-EHumanEsophagusESCC4.37e-103.17e-010.1131
9442MED27P10T-EHumanEsophagusESCC2.71e-163.41e-010.116
9442MED27P11T-EHumanEsophagusESCC5.08e-135.17e-010.1426
9442MED27P12T-EHumanEsophagusESCC9.86e-173.65e-010.1122
9442MED27P15T-EHumanEsophagusESCC2.54e-274.91e-010.1149
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
CervixThe 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.CC: Cervix cancer
HSIL_HPV: HPV-infected high-grade squamous intraepithelial lesions
N_HPV: HPV-infected normal cervix
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
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
∗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:00987275CervixCCmaintenance of cell number30/2311134/187237.98e-047.00e-0330
GO:00198274CervixCCstem cell population maintenance29/2311131/187231.17e-039.47e-0329
GO:009872714EsophagusESCCmaintenance of cell number90/8552134/187233.94e-075.43e-0690
GO:001982714EsophagusESCCstem cell population maintenance88/8552131/187235.23e-076.97e-0688
GO:00063673EsophagusESCCtranscription initiation from RNA polymerase II promoter56/855277/187231.30e-061.59e-0556
GO:000635211EsophagusESCCDNA-templated transcription, initiation86/8552130/187231.88e-062.19e-0586
GO:00987277Oral cavityOSCCmaintenance of cell number81/7305134/187233.96e-075.90e-0681
GO:00198276Oral cavityOSCCstem cell population maintenance79/7305131/187236.28e-078.96e-0679
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:001982713Oral cavityEOLPstem cell population maintenance38/2218131/187239.10e-083.15e-0638
GO:009872713Oral cavityEOLPmaintenance of cell number38/2218134/187231.74e-075.61e-0638
GO:001982721Oral cavityNEOLPstem cell population maintenance34/2005131/187236.89e-071.93e-0534
GO:009872721Oral cavityNEOLPmaintenance of cell number34/2005134/187231.21e-063.13e-0534
GO:00198278SkinAKstem cell population maintenance37/1910131/187235.65e-094.03e-0737
GO:00987279SkinAKmaintenance of cell number37/1910134/187231.10e-087.11e-0737
GO:00063524SkinAKDNA-templated transcription, initiation23/1910130/187236.10e-033.29e-0223
GO:001982715SkincSCCstem cell population maintenance58/4864131/187234.20e-066.24e-0558
GO:000635212SkincSCCDNA-templated transcription, initiation57/4864130/187237.28e-061.01e-0457
GO:009872715SkincSCCmaintenance of cell number58/4864134/187239.83e-061.29e-0458
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa0491918CervixCCThyroid hormone signaling pathway33/1267121/84653.11e-041.65e-039.78e-0433
hsa0491919CervixCCThyroid hormone signaling pathway33/1267121/84653.11e-041.65e-039.78e-0433
hsa0491928EsophagusESCCThyroid hormone signaling pathway78/4205121/84656.79e-042.23e-031.14e-0378
hsa04919113EsophagusESCCThyroid hormone signaling pathway78/4205121/84656.79e-042.23e-031.14e-0378
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
hsa0491927Oral cavityEOLPThyroid hormone signaling pathway32/1218121/84653.38e-041.42e-038.35e-0432
hsa0491935Oral cavityEOLPThyroid hormone signaling pathway32/1218121/84653.38e-041.42e-038.35e-0432
hsa0491942Oral cavityNEOLPThyroid hormone signaling pathway28/1112121/84651.70e-037.62e-034.80e-0328
hsa0491952Oral cavityNEOLPThyroid hormone signaling pathway28/1112121/84651.70e-037.62e-034.80e-0328
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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
MED27SNVMissense_Mutationrs756704402c.163N>Tp.His55Tyrp.H55YQ6P2C8protein_codingdeleterious(0)benign(0.007)TCGA-AC-A62Y-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
MED27SNVMissense_Mutationc.709C>Gp.Gln237Glup.Q237EQ6P2C8protein_codingtolerated(0.52)benign(0.048)TCGA-AR-A24T-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapycytoxanSD
MED27SNVMissense_Mutationc.812N>Tp.Arg271Ilep.R271IQ6P2C8protein_codingtolerated(0.05)possibly_damaging(0.828)TCGA-D8-A1J9-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
MED27insertionFrame_Shift_Insnovelc.6_7insATCAp.Asp3IlefsTer18p.D3Ifs*18Q6P2C8protein_codingTCGA-A8-A08L-01Breastbreast invasive carcinomaFemale>=65III/IVUnknownUnknownSD
MED27deletionFrame_Shift_Delnovelc.898delCp.Arg300GlufsTer64p.R300Efs*64Q6P2C8protein_codingTCGA-EW-A2FV-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapydocetaxelSD
MED27SNVMissense_Mutationc.47N>Gp.Gln16Argp.Q16RQ6P2C8protein_codingtolerated(0.58)benign(0.011)TCGA-F4-6703-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownSD
MED27SNVMissense_Mutationrs145767071c.604G>Ap.Val202Ilep.V202IQ6P2C8protein_codingtolerated(0.72)benign(0.096)TCGA-WS-AB45-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
MED27SNVMissense_Mutationc.893N>Gp.Asp298Glyp.D298GQ6P2C8protein_codingtolerated(0.11)probably_damaging(0.979)TCGA-AG-3726-01Colorectumrectum adenocarcinomaFemale<65I/IIUnknownUnknownSD
MED27SNVMissense_Mutationnovelc.722N>Tp.Lys241Metp.K241MQ6P2C8protein_codingdeleterious(0)probably_damaging(0.999)TCGA-AG-3726-01Colorectumrectum adenocarcinomaFemale<65I/IIUnknownUnknownSD
MED27SNVMissense_Mutationc.136N>Ap.Glu46Lysp.E46KQ6P2C8protein_codingdeleterious(0.03)possibly_damaging(0.665)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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