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:000660512LiverHCCprotein targeting219/7958314/187237.74e-231.49e-20219
GO:003238621LiverHCCregulation of intracellular transport231/7958337/187231.99e-223.40e-20231
GO:000683912LiverHCCmitochondrial transport184/7958254/187232.30e-223.83e-20184
GO:003315721LiverHCCregulation of intracellular protein transport165/7958229/187238.37e-201.15e-17165
GO:003238821LiverHCCpositive regulation of intracellular transport148/7958202/187235.15e-196.66e-17148
GO:007265512LiverHCCestablishment of protein localization to mitochondrion98/7958120/187231.18e-181.46e-1698
GO:007058512LiverHCCprotein localization to mitochondrion101/7958125/187231.53e-181.86e-16101
GO:009031621LiverHCCpositive regulation of intracellular protein transport121/7958160/187231.27e-171.39e-15121
GO:190495122LiverHCCpositive regulation of establishment of protein localization207/7958319/187233.95e-163.29e-14207
GO:000662612LiverHCCprotein targeting to mitochondrion82/7958100/187234.93e-164.05e-1482
GO:005122222LiverHCCpositive regulation of protein transport194/7958303/187232.41e-141.56e-12194
GO:009015012LiverHCCestablishment of protein localization to membrane168/7958260/187234.07e-132.13e-11168
GO:190547511LiverHCCregulation of protein localization to membrane113/7958175/187232.90e-097.78e-08113
GO:001082112LiverHCCregulation of mitochondrion organization96/7958144/187233.82e-091.02e-0796
GO:190353311LiverHCCregulation of protein targeting60/795881/187237.70e-091.94e-0760
GO:000863712LiverHCCapoptotic mitochondrial changes70/7958107/187231.39e-062.01e-0570
GO:190547711LiverHCCpositive regulation of protein localization to membrane68/7958106/187235.50e-066.82e-0568
GO:0048285LiverHCCorganelle fission254/7958488/187231.07e-051.23e-04254
GO:004828411LiverHCCorganelle fusion84/7958141/187233.13e-053.20e-0484
GO:001082211LiverHCCpositive regulation of mitochondrion organization48/795874/187238.50e-057.46e-0448
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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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