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: MEAF6

Gene summary for MEAF6

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

MEAF6

Gene ID

64769

Gene nameMYST/Esa1 associated factor 6
Gene AliasC1orf149
Cytomap1p34.3
Gene Typeprotein-coding
GO ID

GO:0006464

UniProtAcc

Q9HAF1


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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
64769MEAF6S014HumanLiverHCC2.53e-108.33e-010.2254
64769MEAF6S015HumanLiverHCC1.14e-099.50e-010.2375
64769MEAF6S016HumanLiverHCC9.94e-118.58e-010.2243
64769MEAF6S027HumanLiverHCC2.98e-048.95e-010.2446
64769MEAF6S028HumanLiverHCC2.44e-121.07e+000.2503
64769MEAF6S029HumanLiverHCC7.25e-151.35e+000.2581
64769MEAF6C04HumanOral cavityOSCC2.06e-291.58e+000.2633
64769MEAF6C21HumanOral cavityOSCC5.44e-661.94e+000.2678
64769MEAF6C30HumanOral cavityOSCC1.69e-441.99e+000.3055
64769MEAF6C38HumanOral cavityOSCC2.93e-111.16e+000.172
64769MEAF6C43HumanOral cavityOSCC4.93e-297.07e-010.1704
64769MEAF6C46HumanOral cavityOSCC9.04e-247.22e-010.1673
64769MEAF6C51HumanOral cavityOSCC3.80e-118.33e-010.2674
64769MEAF6C57HumanOral cavityOSCC3.85e-095.22e-010.1679
64769MEAF6C06HumanOral cavityOSCC1.90e-051.05e+000.2699
64769MEAF6C07HumanOral cavityOSCC2.93e-081.41e+000.2491
64769MEAF6C08HumanOral cavityOSCC1.27e-419.30e-010.1919
64769MEAF6C09HumanOral cavityOSCC5.11e-155.59e-010.1431
64769MEAF6LN22HumanOral cavityOSCC1.38e-091.00e+000.1733
64769MEAF6LN46HumanOral cavityOSCC2.31e-137.68e-010.1666
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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
ProstateThe 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.BPH: Benign Prostatic Hyperplasia
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.

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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:00182057EsophagusHGINpeptidyl-lysine modification88/2587376/187232.99e-071.39e-0588
GO:00165708EsophagusHGINhistone modification92/2587463/187231.70e-043.30e-0392
GO:00064735EsophagusHGINprotein acetylation45/2587201/187236.17e-048.58e-0345
GO:00183945EsophagusHGINpeptidyl-lysine acetylation39/2587169/187237.46e-049.90e-0339
GO:00435435EsophagusHGINprotein acylation51/2587243/187231.33e-031.57e-0251
GO:00439675EsophagusHGINhistone H4 acetylation19/258767/187231.39e-031.63e-0219
GO:00064755EsophagusHGINinternal protein amino acid acetylation36/2587160/187231.87e-032.01e-0236
GO:00183935EsophagusHGINinternal peptidyl-lysine acetylation35/2587158/187232.82e-032.75e-0235
GO:001657015EsophagusESCChistone modification323/8552463/187232.61e-267.88e-24323
GO:001820514EsophagusESCCpeptidyl-lysine modification259/8552376/187233.90e-205.26e-18259
GO:001839413EsophagusESCCpeptidyl-lysine acetylation123/8552169/187236.58e-132.94e-11123
GO:004354313EsophagusESCCprotein acylation165/8552243/187231.69e-127.14e-11165
GO:000647313EsophagusESCCprotein acetylation140/8552201/187234.37e-121.69e-10140
GO:001839313EsophagusESCCinternal peptidyl-lysine acetylation114/8552158/187231.16e-114.24e-10114
GO:000647513EsophagusESCCinternal protein amino acid acetylation115/8552160/187231.43e-115.08e-10115
GO:00165735EsophagusESCChistone acetylation110/8552152/187231.95e-116.81e-10110
GO:004396712EsophagusESCChistone H4 acetylation53/855267/187232.11e-084.03e-0753
GO:00439662EsophagusESCChistone H3 acetylation43/855261/187237.57e-055.67e-0443
GO:00439682EsophagusESCChistone H2A acetylation15/855217/187233.48e-042.03e-0315
GO:00439811EsophagusESCChistone H4-K5 acetylation13/855215/187231.31e-036.26e-0313
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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
MEAF6SNVMissense_Mutationc.120C>Gp.Ile40Metp.I40MQ9HAF1protein_codingdeleterious(0.03)probably_damaging(0.999)TCGA-C8-A12K-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
MEAF6SNVMissense_Mutationc.275C>Tp.Ser92Phep.S92FQ9HAF1protein_codingdeleterious(0)possibly_damaging(0.804)TCGA-D8-A27V-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapytamoxiphenSD
MEAF6SNVMissense_Mutationnovelc.130N>Cp.Glu44Glnp.E44QQ9HAF1protein_codingdeleterious(0)probably_damaging(0.999)TCGA-HM-A4S6-01Cervixcervical & endocervical cancerFemale<65III/IVChemotherapycisplatinCR
MEAF6SNVMissense_Mutationc.289G>Ap.Ala97Thrp.A97TQ9HAF1protein_codingtolerated(0.36)benign(0.036)TCGA-AA-3710-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
MEAF6SNVMissense_Mutationc.516N>Tp.Lys172Asnp.K172NQ9HAF1protein_codingdeleterious_low_confidence(0)probably_damaging(0.985)TCGA-AA-A010-01Colorectumcolon adenocarcinomaFemale<65I/IIChemotherapyfolinicCR
MEAF6SNVMissense_Mutationc.332N>Cp.Ile111Thrp.I111TQ9HAF1protein_codingtolerated(0.59)benign(0.014)TCGA-G4-6588-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
MEAF6SNVMissense_Mutationnovelc.415N>Ap.Asp139Asnp.D139NQ9HAF1protein_codingdeleterious(0.03)benign(0.443)TCGA-A5-A0G1-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
MEAF6SNVMissense_Mutationrs868263057c.230N>Ap.Arg77Glnp.R77QQ9HAF1protein_codingtolerated(0.05)benign(0.024)TCGA-A5-A0G1-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
MEAF6SNVMissense_Mutationrs868263057c.230N>Ap.Arg77Glnp.R77QQ9HAF1protein_codingtolerated(0.05)benign(0.024)TCGA-A5-A0GG-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
MEAF6SNVMissense_Mutationc.239G>Ap.Arg80Glnp.R80QQ9HAF1protein_codingdeleterious(0.01)possibly_damaging(0.732)TCGA-AJ-A3EK-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIChemotherapycarboplatinCR
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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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