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: MAF1

Gene summary for MAF1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

MAF1

Gene ID

84232

Gene nameMAF1 homolog, negative regulator of RNA polymerase III
Gene AliasMAF1
Cytomap8q24.3
Gene Typeprotein-coding
GO ID

GO:0006139

UniProtAcc

Q9H063


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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
84232MAF1HTA11_3410_2000001011HumanColorectumAD1.09e-031.34e-010.0155
84232MAF1HTA11_2487_2000001011HumanColorectumSER7.87e-082.35e-01-0.1808
84232MAF1HTA11_2951_2000001011HumanColorectumAD2.71e-022.40e-010.0216
84232MAF1HTA11_1938_2000001011HumanColorectumAD7.76e-083.00e-01-0.0811
84232MAF1HTA11_78_2000001011HumanColorectumAD4.16e-052.09e-01-0.1088
84232MAF1HTA11_347_2000001011HumanColorectumAD1.01e-103.00e-01-0.1954
84232MAF1HTA11_411_2000001011HumanColorectumSER8.89e-074.65e-01-0.2602
84232MAF1HTA11_3361_2000001011HumanColorectumAD3.88e-063.30e-01-0.1207
84232MAF1HTA11_83_2000001011HumanColorectumSER2.07e-032.57e-01-0.1526
84232MAF1HTA11_696_2000001011HumanColorectumAD6.00e-072.62e-01-0.1464
84232MAF1HTA11_866_2000001011HumanColorectumAD1.47e-051.92e-01-0.1001
84232MAF1HTA11_1391_2000001011HumanColorectumAD1.21e-144.12e-01-0.059
84232MAF1HTA11_2992_2000001011HumanColorectumSER6.23e-033.16e-01-0.1706
84232MAF1HTA11_546_2000001011HumanColorectumAD1.86e-053.48e-01-0.0842
84232MAF1HTA11_866_3004761011HumanColorectumAD5.53e-091.77e-010.096
84232MAF1HTA11_9408_2000001011HumanColorectumAD6.67e-043.64e-010.0451
84232MAF1HTA11_7663_2000001011HumanColorectumSER2.45e-033.43e-010.0131
84232MAF1HTA11_10623_2000001011HumanColorectumAD7.54e-032.23e-01-0.0177
84232MAF1HTA11_10711_2000001011HumanColorectumAD4.30e-072.97e-010.0338
84232MAF1HTA11_7696_3000711011HumanColorectumAD7.30e-041.66e-010.0674
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
Colorectum (GSE201348)The 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.FAP: Familial adenomatous polyposis
CRC: Colorectal cancer
Colorectum (HTA11)The 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.AD: Adenomas
SER: Sessile serrated lesions
MSI-H: Microsatellite-high colorectal cancer
MSS: Microsatellite stable colorectal cancer
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:00063833EsophagusESCCtranscription by RNA polymerase III41/855246/187237.69e-101.90e-0841
GO:00063602EsophagusESCCtranscription by RNA polymerase I42/855255/187233.41e-063.78e-0542
GO:00063564EsophagusESCCregulation of transcription by RNA polymerase I27/855234/187236.01e-054.62e-0427
GO:0006359EsophagusESCCregulation of transcription by RNA polymerase III19/855222/187239.52e-056.78e-0419
GO:0006360LiverHCCtranscription by RNA polymerase I36/795855/187234.94e-043.23e-0336
GO:0006383LiverHCCtranscription by RNA polymerase III31/795846/187235.67e-043.61e-0331
GO:0006356LiverHCCregulation of transcription by RNA polymerase I24/795834/187238.62e-045.13e-0324
GO:00063832Oral cavityOSCCtranscription by RNA polymerase III34/730546/187231.61e-062.11e-0534
GO:00063563Oral cavityOSCCregulation of transcription by RNA polymerase I25/730534/187234.63e-053.90e-0425
GO:00063601Oral cavityOSCCtranscription by RNA polymerase I36/730555/187236.42e-055.22e-0436
GO:00063831Oral cavityLPtranscription by RNA polymerase III20/462346/187234.03e-032.61e-0220
GO:00063562ProstateBPHregulation of transcription by RNA polymerase I12/310734/187236.45e-032.91e-0212
GO:00063561ProstateTumorregulation of transcription by RNA polymerase I13/324634/187233.09e-031.63e-0213
GO:00063565SkincSCCregulation of transcription by RNA polymerase I22/486434/187232.33e-063.77e-0522
GO:00063603SkincSCCtranscription by RNA polymerase I30/486455/187236.13e-068.70e-0530
GO:00063834SkincSCCtranscription by RNA polymerase III20/486446/187237.44e-033.50e-0220
GO:00063566ThyroidPTCregulation of transcription by RNA polymerase I20/596834/187231.07e-036.32e-0320
GO:00063604ThyroidPTCtranscription by RNA polymerase I28/596855/187232.55e-031.31e-0228
GO:00063835ThyroidPTCtranscription by RNA polymerase III23/596846/187237.89e-033.33e-0223
GO:000635611ThyroidATCregulation of transcription by RNA polymerase I20/629334/187232.22e-031.04e-0220
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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
MAF1SNVMissense_Mutationnovelc.36N>Gp.Ile12Metp.I12MQ9H063protein_codingtolerated(0.08)benign(0.114)TCGA-DS-A1OB-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycarboplatinPD
MAF1SNVMissense_Mutationnovelc.361G>Ap.Glu121Lysp.E121KQ9H063protein_codingdeleterious(0.04)possibly_damaging(0.511)TCGA-EA-A97N-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
MAF1SNVMissense_Mutationc.115N>Ap.Asp39Asnp.D39NQ9H063protein_codingtolerated(0.58)benign(0.02)TCGA-IR-A3LK-01Cervixcervical & endocervical cancerFemale>=65I/IIChemotherapycisplatinPD
MAF1SNVMissense_Mutationrs765491765c.419N>Ap.Arg140Glnp.R140QQ9H063protein_codingtolerated(0.51)benign(0.051)TCGA-F4-6570-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
MAF1SNVMissense_Mutationnovelc.356G>Ap.Ser119Asnp.S119NQ9H063protein_codingdeleterious(0)possibly_damaging(0.88)TCGA-AP-A1DK-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
MAF1SNVMissense_Mutationnovelc.757G>Tp.Val253Leup.V253LQ9H063protein_codingtolerated_low_confidence(0.09)benign(0)TCGA-AP-A1DK-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
MAF1SNVMissense_Mutationnovelc.592A>Gp.Ile198Valp.I198VQ9H063protein_codingdeleterious(0.02)possibly_damaging(0.644)TCGA-AX-A3FT-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
MAF1SNVMissense_Mutationnovelc.105G>Cp.Lys35Asnp.K35NQ9H063protein_codingdeleterious(0)probably_damaging(1)TCGA-44-3919-01Lunglung adenocarcinomaFemale>=65I/IIUnknownUnknownPD
MAF1SNVMissense_Mutationnovelc.83N>Tp.Arg28Metp.R28MQ9H063protein_codingdeleterious(0)probably_damaging(0.995)TCGA-44-4112-01Lunglung adenocarcinomaFemale<65I/IIChemotherapycisplatinPD
MAF1SNVMissense_Mutationc.349N>Cp.Glu117Glnp.E117QQ9H063protein_codingtolerated(0.08)possibly_damaging(0.88)TCGA-75-6214-01Lunglung adenocarcinomaFemaleUnknownIII/IVUnknownUnknownPD
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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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