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: MAFF

Gene summary for MAFF

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

MAFF

Gene ID

23764

Gene nameMAF bZIP transcription factor F
Gene AliasU-MAF
Cytomap22q13.1
Gene Typeprotein-coding
GO ID

GO:0000003

UniProtAcc

Q9ULX9


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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
23764MAFFGSM4909281HumanBreastIDC1.29e-07-3.99e-010.21
23764MAFFGSM4909285HumanBreastIDC5.54e-25-6.20e-010.21
23764MAFFGSM4909286HumanBreastIDC1.40e-06-3.36e-010.1081
23764MAFFGSM4909290HumanBreastIDC7.31e-18-6.13e-010.2096
23764MAFFGSM4909291HumanBreastIDC1.14e-06-4.62e-010.1753
23764MAFFGSM4909294HumanBreastIDC6.66e-25-5.95e-010.2022
23764MAFFGSM4909296HumanBreastIDC6.85e-29-5.98e-010.1524
23764MAFFGSM4909297HumanBreastIDC5.16e-16-3.93e-010.1517
23764MAFFGSM4909298HumanBreastIDC3.55e-16-5.22e-010.1551
23764MAFFGSM4909299HumanBreastIDC1.62e-022.45e-010.035
23764MAFFGSM4909301HumanBreastIDC6.42e-04-3.46e-010.1577
23764MAFFGSM4909302HumanBreastIDC1.31e-24-6.13e-010.1545
23764MAFFGSM4909304HumanBreastIDC1.61e-17-5.84e-010.1636
23764MAFFGSM4909306HumanBreastIDC1.06e-11-4.85e-010.1564
23764MAFFGSM4909307HumanBreastIDC4.55e-28-6.42e-010.1569
23764MAFFGSM4909309HumanBreastIDC3.08e-12-4.83e-010.0483
23764MAFFGSM4909311HumanBreastIDC8.81e-33-6.06e-010.1534
23764MAFFGSM4909312HumanBreastIDC2.60e-18-4.75e-010.1552
23764MAFFGSM4909315HumanBreastIDC3.26e-23-6.27e-010.21
23764MAFFGSM4909316HumanBreastIDC4.91e-10-6.32e-010.21
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
BreastThe 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.IDC: Invasive ductal carcinoma
DCIS: Ductal carcinoma in situ
Precancer(BRCA1-mut): Precancerous lesion from BRCA1 mutation carriers
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
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
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:00447063BreastPrecancermulti-multicellular organism process31/1080220/187233.73e-061.19e-0431
GO:00085445BreastPrecancerepidermis development35/1080324/187232.71e-043.96e-0335
GO:00099136BreastPrecancerepidermal cell differentiation23/1080202/187231.43e-031.50e-0223
GO:0035914BreastPrecancerskeletal muscle cell differentiation11/108067/187231.47e-031.52e-0211
GO:00017017BreastPrecancerin utero embryonic development35/1080367/187232.47e-032.27e-0235
GO:00605374BreastPrecancermuscle tissue development37/1080403/187233.60e-032.98e-0237
GO:00147063BreastPrecancerstriated muscle tissue development35/1080384/187235.10e-033.83e-0235
GO:00447061BreastIDCmulti-multicellular organism process41/1434220/187238.58e-085.19e-0641
GO:006053711BreastIDCmuscle tissue development50/1434403/187234.91e-046.45e-0350
GO:000854412BreastIDCepidermis development41/1434324/187231.03e-031.14e-0241
GO:00359141BreastIDCskeletal muscle cell differentiation13/143467/187231.52e-031.52e-0213
GO:000991312BreastIDCepidermal cell differentiation28/1434202/187231.62e-031.60e-0228
GO:00147061BreastIDCstriated muscle tissue development46/1434384/187231.67e-031.63e-0246
GO:000170113BreastIDCin utero embryonic development42/1434367/187235.85e-034.24e-0242
GO:00075172BreastIDCmuscle organ development38/1434327/187236.63e-034.62e-0238
GO:00447062BreastDCISmulti-multicellular organism process39/1390220/187233.05e-071.46e-0539
GO:006053721BreastDCISmuscle tissue development50/1390403/187232.39e-043.74e-0350
GO:00147062BreastDCISstriated muscle tissue development46/1390384/187238.88e-041.01e-0246
GO:000854422BreastDCISepidermis development40/1390324/187231.05e-031.16e-0240
GO:00359142BreastDCISskeletal muscle cell differentiation13/139067/187231.14e-031.22e-0213
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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
MAFFLCLungAISPLA2G6,GPR183,AC009690.2, etc.2.91e-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.
MAFFSTMOral cavityEOLPELF3,ITPKC,CSRNP1, etc.8.08e-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.
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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
MAFFSNVMissense_Mutationnovelc.300G>Ap.Met100Ilep.M100IQ9ULX9protein_codingdeleterious(0.03)benign(0.085)TCGA-ZJ-AAXA-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
MAFFSNVMissense_Mutationc.125N>Ap.Arg42Hisp.R42HQ9ULX9protein_codingdeleterious(0)probably_damaging(0.999)TCGA-AJ-A5DW-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
MAFFSNVMissense_Mutationnovelc.284G>Ap.Arg95Hisp.R95HQ9ULX9protein_codingdeleterious(0.03)possibly_damaging(0.879)TCGA-AP-A0LM-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVChemotherapycisplatinSD
MAFFSNVMissense_Mutationnovelc.88N>Gp.Met30Valp.M30VQ9ULX9protein_codingtolerated(1)benign(0.027)TCGA-BG-A222-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
MAFFSNVMissense_Mutationc.208G>Ap.Val70Metp.V70MQ9ULX9protein_codingdeleterious(0.04)probably_damaging(0.974)TCGA-DF-A2KU-01Endometriumuterine corpus endometrioid carcinomaFemaleUnknownI/IIUnknownUnknownSD
MAFFSNVMissense_Mutationnovelc.103N>Tp.Arg35Cysp.R35CQ9ULX9protein_codingdeleterious(0)probably_damaging(1)TCGA-FI-A2D5-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVChemotherapycarboplatinumPD
MAFFSNVMissense_Mutationrs377667070c.19N>Cp.Ser7Prop.S7PQ9ULX9protein_codingtolerated(0.25)benign(0.003)TCGA-J9-A52E-01Prostateprostate adenocarcinomaMale>=659Hormone TherapyzoladexSD
MAFFSNVMissense_Mutationc.208N>Ap.Val70Metp.V70MQ9ULX9protein_codingdeleterious(0.04)probably_damaging(0.974)TCGA-BR-8372-01Stomachstomach adenocarcinomaMale<65III/IVChemotherapyetoposideCR
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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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