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: MAF

Gene summary for MAF

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

MAF

Gene ID

4094

Gene nameMAF bZIP transcription factor
Gene AliasAYGRP
Cytomap16q23.2
Gene Typeprotein-coding
GO ID

GO:0000122

UniProtAcc

O75444


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
4094MAFLZE4THumanEsophagusESCC6.27e-206.88e-010.0811
4094MAFLZE20THumanEsophagusESCC4.14e-093.16e-010.0662
4094MAFLZE24THumanEsophagusESCC1.70e-093.83e-010.0596
4094MAFP1T-EHumanEsophagusESCC4.23e-021.84e-010.0875
4094MAFP2T-EHumanEsophagusESCC1.34e-073.69e-020.1177
4094MAFP4T-EHumanEsophagusESCC8.80e-101.68e-010.1323
4094MAFP5T-EHumanEsophagusESCC3.27e-315.06e-010.1327
4094MAFP8T-EHumanEsophagusESCC6.55e-099.23e-020.0889
4094MAFP9T-EHumanEsophagusESCC6.99e-062.09e-010.1131
4094MAFP10T-EHumanEsophagusESCC9.13e-183.41e-010.116
4094MAFP11T-EHumanEsophagusESCC2.29e-095.97e-010.1426
4094MAFP12T-EHumanEsophagusESCC1.18e-152.40e-010.1122
4094MAFP15T-EHumanEsophagusESCC1.17e-032.07e-010.1149
4094MAFP19T-EHumanEsophagusESCC3.72e-022.16e-010.1662
4094MAFP20T-EHumanEsophagusESCC5.86e-082.28e-010.1124
4094MAFP21T-EHumanEsophagusESCC3.55e-131.94e-010.1617
4094MAFP22T-EHumanEsophagusESCC4.19e-478.28e-010.1236
4094MAFP23T-EHumanEsophagusESCC5.24e-062.14e-010.108
4094MAFP24T-EHumanEsophagusESCC3.30e-044.94e-020.1287
4094MAFP26T-EHumanEsophagusESCC3.18e-134.73e-010.1276
Page: 1 2 3 4 5 

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
GCThe 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.CAG: Chronic atrophic gastritis
CAG with IM: Chronic atrophic gastritis with intestinal metaplasia
CSG: Chronic superficial gastritis
GC: Gastric cancer
SIM: Severe intestinal metaplasia
WIM: Wild intestinal metaplasia
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:00026836BreastPrecancernegative regulation of immune system process41/1080434/187231.33e-031.40e-0241
GO:00099136BreastPrecancerepidermal cell differentiation23/1080202/187231.43e-031.50e-0223
GO:0035914BreastPrecancerskeletal muscle cell differentiation11/108067/187231.47e-031.52e-0211
GO:0030098BreastPrecancerlymphocyte differentiation36/1080374/187231.85e-031.81e-0236
GO:00017017BreastPrecancerin utero embryonic development35/1080367/187232.47e-032.27e-0235
GO:00605374BreastPrecancermuscle tissue development37/1080403/187233.60e-032.98e-0237
GO:0033077BreastPrecancerT cell differentiation in thymus11/108075/187233.67e-033.02e-0211
GO:0030217BreastPrecancerT cell differentiation26/1080257/187233.89e-033.10e-0226
GO:00147063BreastPrecancerstriated muscle tissue development35/1080384/187235.10e-033.83e-0235
GO:00447061BreastIDCmulti-multicellular organism process41/1434220/187238.58e-085.19e-0641
GO:004873214BreastIDCgland development64/1434436/187233.47e-071.74e-0564
GO:003410114BreastIDCerythrocyte homeostasis27/1434129/187231.34e-065.75e-0527
GO:000226214BreastIDCmyeloid cell homeostasis30/1434157/187232.64e-061.01e-0430
GO:003009914BreastIDCmyeloid cell differentiation54/1434381/187238.07e-062.39e-0454
GO:004211012BreastIDCT cell activation64/1434487/187231.49e-053.77e-0464
GO:000257312BreastIDCmyeloid leukocyte differentiation33/1434208/187235.02e-051.09e-0333
GO:190370612BreastIDCregulation of hemopoiesis49/1434367/187239.74e-051.86e-0349
GO:003021814BreastIDCerythrocyte differentiation22/1434120/187231.04e-041.97e-0322
GO:004563714BreastIDCregulation of myeloid cell differentiation32/1434210/187231.41e-042.50e-0332
GO:000268311BreastIDCnegative regulation of immune system process55/1434434/187231.53e-042.67e-0355
Page: 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 

check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa052028EsophagusESCCTranscriptional misregulation in cancer116/4205193/84652.08e-035.95e-033.05e-03116
hsa046585EsophagusESCCTh1 and Th2 cell differentiation58/420592/84656.49e-031.60e-028.19e-0358
hsa0520213EsophagusESCCTranscriptional misregulation in cancer116/4205193/84652.08e-035.95e-033.05e-03116
hsa0465812EsophagusESCCTh1 and Th2 cell differentiation58/420592/84656.49e-031.60e-028.19e-0358
hsa046584Oral cavityOSCCTh1 and Th2 cell differentiation53/370492/84655.00e-031.20e-026.13e-0353
hsa0465811Oral cavityOSCCTh1 and Th2 cell differentiation53/370492/84655.00e-031.20e-026.13e-0353
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
MAFTREGBreastDCISSELENOP,ITM2A,CORO1B, etc.2.39e-01The 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.
MAFTREGBreastHealthySELENOP,ITM2A,CORO1B, etc.6.16e-02The 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.
MAFTREGBreastIDCSELENOP,ITM2A,CORO1B, etc.1.97e-01The 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.
MAFIMENTColorectumADFABP2,SLC28A1,ALPI, etc.1.44e-01The 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.
MAFSSCColorectumHealthyLGMN,MGAM,SOX13, etc.1.03e-01The 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.
MAFIMENTColorectumSERFABP2,SLC28A1,ALPI, etc.1.82e-01The 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.
MAFLYMENDColorectumADJGSN,CFD,LUM, etc.1.54e-01The 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.
MAFLYMENDColorectumFAPGSN,CFD,LUM, etc.8.28e-02The 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.
MAFLYMENDColorectumHealthyGSN,CFD,LUM, etc.1.10e-01The 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.
MAFTREGEndometriumEECCD4,SPOCK2,CD40LG, etc.1.35e-01The 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.
∗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 2 3 4 5 6 

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
MAFSNVMissense_Mutationnovelc.1082C>Tp.Ser361Leup.S361LO75444protein_codingdeleterious(0)possibly_damaging(0.902)TCGA-VS-A8EI-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
MAFSNVMissense_Mutationrs377735141c.1159N>Ap.Ala387Thrp.A387TO75444protein_codingtolerated_low_confidence(0.16)benign(0)TCGA-AA-3492-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
MAFSNVMissense_Mutationrs759815012c.314N>Tp.Ala105Valp.A105VO75444protein_codingtolerated(0.08)probably_damaging(0.92)TCGA-AA-3713-01Colorectumcolon adenocarcinomaMale>=65III/IVChemotherapy5-fluorouracilPR
MAFSNVMissense_Mutationc.1015N>Tp.Arg339Cysp.R339CO75444protein_codingdeleterious(0)probably_damaging(0.998)TCGA-AA-3715-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownPD
MAFSNVMissense_Mutationnovelc.842N>Gp.Val281Glyp.V281GO75444protein_codingdeleterious(0.01)probably_damaging(0.92)TCGA-AA-A022-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
MAFSNVMissense_Mutationc.227C>Tp.Pro76Leup.P76LO75444protein_codingdeleterious(0)benign(0.203)TCGA-AD-6895-01Colorectumcolon adenocarcinomaMale>=65III/IVUnknownUnknownSD
MAFSNVMissense_Mutationc.58G>Ap.Glu20Lysp.E20KO75444protein_codingdeleterious(0)possibly_damaging(0.807)TCGA-AZ-6598-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
MAFSNVMissense_Mutationc.1097N>Tp.Pro366Leup.P366LO75444protein_codingdeleterious(0)probably_damaging(0.978)TCGA-D5-6928-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
MAFSNVMissense_Mutationnovelc.929T>Cp.Val310Alap.V310AO75444protein_codingdeleterious(0)probably_damaging(0.967)TCGA-WS-AB45-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
MAFdeletionFrame_Shift_Delnovelc.206delCp.Pro69LeufsTer26p.P69Lfs*26O75444protein_codingTCGA-AA-3947-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
Page: 1 2 3 4 

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