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: MTFR1L

Gene summary for MTFR1L

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

MTFR1L

Gene ID

56181

Gene namemitochondrial fission regulator 1 like
Gene AliasFAM54B
Cytomap1p36.11
Gene Typeprotein-coding
GO ID

GO:0000266

UniProtAcc

A0A0S2Z5H6


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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
56181MTFR1LLZE7THumanEsophagusESCC1.27e-032.65e-010.0667
56181MTFR1LLZE8THumanEsophagusESCC4.87e-042.07e-010.067
56181MTFR1LLZE24THumanEsophagusESCC1.40e-092.73e-010.0596
56181MTFR1LP1T-EHumanEsophagusESCC2.28e-042.62e-010.0875
56181MTFR1LP2T-EHumanEsophagusESCC3.34e-264.30e-010.1177
56181MTFR1LP4T-EHumanEsophagusESCC8.75e-092.04e-010.1323
56181MTFR1LP5T-EHumanEsophagusESCC1.68e-038.37e-020.1327
56181MTFR1LP8T-EHumanEsophagusESCC2.91e-152.04e-010.0889
56181MTFR1LP9T-EHumanEsophagusESCC3.61e-082.51e-010.1131
56181MTFR1LP10T-EHumanEsophagusESCC4.65e-365.42e-010.116
56181MTFR1LP11T-EHumanEsophagusESCC1.76e-064.57e-010.1426
56181MTFR1LP12T-EHumanEsophagusESCC2.35e-233.22e-010.1122
56181MTFR1LP15T-EHumanEsophagusESCC1.28e-172.97e-010.1149
56181MTFR1LP16T-EHumanEsophagusESCC1.67e-212.61e-010.1153
56181MTFR1LP17T-EHumanEsophagusESCC4.12e-043.04e-010.1278
56181MTFR1LP20T-EHumanEsophagusESCC2.00e-122.89e-010.1124
56181MTFR1LP21T-EHumanEsophagusESCC3.39e-203.60e-010.1617
56181MTFR1LP22T-EHumanEsophagusESCC1.52e-111.37e-010.1236
56181MTFR1LP23T-EHumanEsophagusESCC5.35e-163.00e-010.108
56181MTFR1LP24T-EHumanEsophagusESCC1.68e-111.29e-010.1287
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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
∗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:0006091110EsophagusESCCgeneration of precursor metabolites and energy331/8552490/187233.86e-238.45e-21331
GO:0045333110EsophagusESCCcellular respiration173/8552230/187234.53e-205.99e-18173
GO:0009060110EsophagusESCCaerobic respiration145/8552189/187232.16e-182.21e-16145
GO:0015980110EsophagusESCCenergy derivation by oxidation of organic compounds220/8552318/187231.20e-171.09e-15220
GO:00482853EsophagusESCCorganelle fission301/8552488/187234.64e-132.12e-11301
GO:00002662EsophagusESCCmitochondrial fission28/855242/187234.90e-031.89e-0228
GO:000609122LiverHCCgeneration of precursor metabolites and energy340/7958490/187234.04e-342.85e-31340
GO:000906012LiverHCCaerobic respiration147/7958189/187233.13e-236.61e-21147
GO:004533312LiverHCCcellular respiration171/7958230/187236.35e-231.26e-20171
GO:001598022LiverHCCenergy derivation by oxidation of organic compounds221/7958318/187231.02e-221.86e-20221
GO:0048285LiverHCCorganelle fission254/7958488/187231.07e-051.23e-04254
GO:0000266LiverHCCmitochondrial fission28/795842/187231.35e-037.26e-0328
GO:000609118Oral cavityOSCCgeneration of precursor metabolites and energy286/7305490/187231.45e-181.71e-16286
GO:000906018Oral cavityOSCCaerobic respiration133/7305189/187231.79e-182.02e-16133
GO:004533318Oral cavityOSCCcellular respiration153/7305230/187232.07e-171.87e-15153
GO:001598018Oral cavityOSCCenergy derivation by oxidation of organic compounds190/7305318/187234.10e-142.26e-12190
GO:00482852Oral cavityOSCCorganelle fission265/7305488/187233.22e-121.27e-10265
GO:00002661Oral cavityOSCCmitochondrial fission24/730542/187231.30e-024.34e-0224
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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
MTFR1LinsertionNonsense_Mutationnovelc.677_678insGCTAGCCAGTAGTGCCTCTTAGATGGTTTCTp.Glu227LeufsTer7p.E227Lfs*7Q9H019protein_codingTCGA-A2-A0EO-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapytamoxiphenSD
MTFR1LinsertionFrame_Shift_Insnovelc.567_568insGGTTTTGCTCAGAp.Thr190GlyfsTer14p.T190Gfs*14Q9H019protein_codingTCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
MTFR1LinsertionNonsense_Mutationnovelc.569_570insATGTCTTCTAGTTCACAGATAGp.Glu191CysfsTer7p.E191Cfs*7Q9H019protein_codingTCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
MTFR1LSNVMissense_Mutationc.573N>Tp.Glu191Aspp.E191DQ9H019protein_codingtolerated(0.33)probably_damaging(0.987)TCGA-AA-A010-01Colorectumcolon adenocarcinomaFemale<65I/IIChemotherapyfolinicCR
MTFR1LSNVMissense_Mutationc.338G>Tp.Arg113Metp.R113MQ9H019protein_codingdeleterious(0)possibly_damaging(0.797)TCGA-AD-5900-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
MTFR1LSNVMissense_Mutationc.806C>Tp.Ala269Valp.A269VQ9H019protein_codingtolerated(0.64)benign(0.12)TCGA-AZ-4315-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownSD
MTFR1LSNVMissense_Mutationc.719N>Tp.Ala240Valp.A240VQ9H019protein_codingdeleterious(0.03)probably_damaging(0.996)TCGA-CM-6171-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
MTFR1LSNVMissense_Mutationrs200531392c.379C>Tp.Arg127Cysp.R127CQ9H019protein_codingtolerated(0.06)probably_damaging(0.971)TCGA-DM-A285-01Colorectumcolon adenocarcinomaFemale>=65III/IVUnknownUnknownSD
MTFR1LSNVMissense_Mutationc.416N>Ap.Arg139Hisp.R139HQ9H019protein_codingdeleterious(0.04)possibly_damaging(0.841)TCGA-G4-6302-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
MTFR1LSNVMissense_Mutationnovelc.626N>Tp.Ala209Valp.A209VQ9H019protein_codingtolerated(0.09)benign(0.007)TCGA-AP-A1DK-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
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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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