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: MFF

Gene summary for MFF

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

MFF

Gene ID

56947

Gene namemitochondrial fission factor
Gene AliasC2orf33
Cytomap2q36.3
Gene Typeprotein-coding
GO ID

GO:0000266

UniProtAcc

A0A024R491


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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
56947MFFLZE4THumanEsophagusESCC3.37e-177.96e-010.0811
56947MFFLZE5THumanEsophagusESCC2.87e-052.05e-010.0514
56947MFFLZE7THumanEsophagusESCC2.19e-025.50e-010.0667
56947MFFLZE8THumanEsophagusESCC7.11e-105.43e-010.067
56947MFFLZE20THumanEsophagusESCC3.20e-061.95e-010.0662
56947MFFLZE22D1HumanEsophagusHGIN2.18e-061.97e-010.0595
56947MFFLZE24THumanEsophagusESCC4.13e-301.20e+000.0596
56947MFFLZE6THumanEsophagusESCC5.47e-151.16e+000.0845
56947MFFP1T-EHumanEsophagusESCC1.08e-157.83e-010.0875
56947MFFP2T-EHumanEsophagusESCC1.92e-398.13e-010.1177
56947MFFP4T-EHumanEsophagusESCC1.10e-257.02e-010.1323
56947MFFP5T-EHumanEsophagusESCC3.07e-285.69e-010.1327
56947MFFP8T-EHumanEsophagusESCC5.85e-355.75e-010.0889
56947MFFP9T-EHumanEsophagusESCC2.14e-268.37e-010.1131
56947MFFP10T-EHumanEsophagusESCC2.68e-548.71e-010.116
56947MFFP11T-EHumanEsophagusESCC5.77e-181.10e+000.1426
56947MFFP12T-EHumanEsophagusESCC1.52e-285.85e-010.1122
56947MFFP15T-EHumanEsophagusESCC4.38e-441.13e+000.1149
56947MFFP16T-EHumanEsophagusESCC5.80e-448.03e-010.1153
56947MFFP17T-EHumanEsophagusESCC4.87e-116.64e-010.1278
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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
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:007259420EsophagusHGINestablishment of protein localization to organelle120/2587422/187231.73e-154.00e-13120
GO:000683920EsophagusHGINmitochondrial transport74/2587254/187231.32e-101.32e-0874
GO:190382926EsophagusHGINpositive regulation of cellular protein localization75/2587276/187233.19e-092.30e-0775
GO:007058520EsophagusHGINprotein localization to mitochondrion43/2587125/187234.43e-093.03e-0743
GO:007265520EsophagusHGINestablishment of protein localization to mitochondrion41/2587120/187231.26e-087.96e-0741
GO:000660525EsophagusHGINprotein targeting78/2587314/187231.08e-075.47e-0678
GO:009015020EsophagusHGINestablishment of protein localization to membrane67/2587260/187231.96e-079.57e-0667
GO:000662620EsophagusHGINprotein targeting to mitochondrion33/2587100/187237.99e-073.35e-0533
GO:003238617EsophagusHGINregulation of intracellular transport79/2587337/187231.11e-064.36e-0579
GO:001082119EsophagusHGINregulation of mitochondrion organization42/2587144/187231.20e-064.68e-0542
GO:003315720EsophagusHGINregulation of intracellular protein transport58/2587229/187232.29e-068.29e-0558
GO:000863720EsophagusHGINapoptotic mitochondrial changes33/2587107/187234.32e-061.42e-0433
GO:190495120EsophagusHGINpositive regulation of establishment of protein localization73/2587319/187236.99e-062.14e-0473
GO:003238820EsophagusHGINpositive regulation of intracellular transport51/2587202/187231.00e-052.92e-0451
GO:000183618EsophagusHGINrelease of cytochrome c from mitochondria21/258759/187232.14e-055.72e-0421
GO:009031616EsophagusHGINpositive regulation of intracellular protein transport42/2587160/187232.18e-055.78e-0442
GO:00901998EsophagusHGINregulation of release of cytochrome c from mitochondria18/258748/187233.67e-059.22e-0418
GO:005122220EsophagusHGINpositive regulation of protein transport67/2587303/187235.13e-051.22e-0367
GO:190547518EsophagusHGINregulation of protein localization to membrane43/2587175/187239.45e-052.03e-0343
GO:19035338EsophagusHGINregulation of protein targeting22/258781/187231.14e-031.39e-0222
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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
MFFSNVMissense_Mutationc.646N>Ap.Glu216Lysp.E216KQ9GZY8protein_codingdeleterious(0.01)possibly_damaging(0.9)TCGA-A2-A0YK-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycytoxanSD
MFFSNVMissense_Mutationc.803N>Gp.Asp268Glyp.D268GQ9GZY8protein_codingdeleterious(0)possibly_damaging(0.809)TCGA-AR-A251-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapydoxorubicinSD
MFFSNVMissense_Mutationc.23A>Tp.Asp8Valp.D8VQ9GZY8protein_codingdeleterious_low_confidence(0.03)benign(0.151)TCGA-C8-A12O-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
MFFinsertionNonsense_Mutationnovelc.424_425insCCACTACGCCCGGCTAATTTTTTTGTp.Glu142AlafsTer6p.E142Afs*6Q9GZY8protein_codingTCGA-A2-A0EM-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapytamoxiphenSD
MFFSNVMissense_Mutationnovelc.1022G>Cp.Arg341Prop.R341PQ9GZY8protein_codingdeleterious(0)probably_damaging(0.989)TCGA-C5-A1MN-01Cervixcervical & endocervical cancerFemale<65III/IVChemotherapycisplatinSD
MFFdeletionFrame_Shift_Delnovelc.542_543delCAp.Pro181GlnfsTer3p.P181Qfs*3Q9GZY8protein_codingTCGA-DS-A1OB-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycarboplatinPD
MFFSNVMissense_Mutationrs201498602c.484N>Tp.Arg162Cysp.R162CQ9GZY8protein_codingtolerated(0.06)probably_damaging(0.998)TCGA-AA-A010-01Colorectumcolon adenocarcinomaFemale<65I/IIChemotherapyfolinicCR
MFFSNVMissense_Mutationc.748N>Tp.Arg250Cysp.R250CQ9GZY8protein_codingdeleterious(0.03)probably_damaging(0.959)TCGA-AA-A010-01Colorectumcolon adenocarcinomaFemale<65I/IIChemotherapyfolinicCR
MFFSNVMissense_Mutationc.877G>Ap.Ala293Thrp.A293TQ9GZY8protein_codingdeleterious(0)probably_damaging(0.998)TCGA-AD-6964-01Colorectumcolon adenocarcinomaMale<65III/IVChemotherapyfolfoxPD
MFFSNVMissense_Mutationnovelc.968N>Gp.Val323Glyp.V323GQ9GZY8protein_codingdeleterious(0)possibly_damaging(0.616)TCGA-CA-6717-01Colorectumcolon adenocarcinomaMale<65I/IIChemotherapyoxaliplatinCR
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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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