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

Home

Download

Statistics

Help

Contact

Center for Computational Systems Medicine
leaf

Gene summary

leaf

Malignant transformation analysis

leaf

Malignant transformation related pathway analysis

leaf

Cell-cell communication analysis

leaf

Single-cell gene regulatory network inference analysis

leaf

Somatic mutation of malignant transformation related genes

leaf

Related drugs of malignant transformation related genes

Gene: MFN1

Gene summary for MFN1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

MFN1

Gene ID

55669

Gene namemitofusin 1
Gene Aliashfzo1
Cytomap3q26.33
Gene Typeprotein-coding
GO ID

GO:0006139

UniProtAcc

A0A0C4DFN1


Top

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
55669MFN1CA_HPV_2HumanCervixCC2.35e-083.93e-010.0391
55669MFN1CCI_1HumanCervixCC2.43e-024.84e-010.528
55669MFN1CCI_2HumanCervixCC3.59e-099.62e-010.5249
55669MFN1CCI_3HumanCervixCC1.28e-035.47e-010.516
55669MFN1LZE4THumanEsophagusESCC2.44e-113.50e-010.0811
55669MFN1LZE5THumanEsophagusESCC2.88e-055.29e-010.0514
55669MFN1LZE7THumanEsophagusESCC2.13e-032.78e-010.0667
55669MFN1LZE8THumanEsophagusESCC5.24e-072.81e-010.067
55669MFN1LZE20THumanEsophagusESCC6.00e-061.30e-010.0662
55669MFN1LZE24THumanEsophagusESCC5.74e-164.89e-010.0596
55669MFN1LZE6THumanEsophagusESCC6.87e-052.84e-010.0845
55669MFN1P1T-EHumanEsophagusESCC2.81e-074.07e-010.0875
55669MFN1P2T-EHumanEsophagusESCC1.46e-377.74e-010.1177
55669MFN1P4T-EHumanEsophagusESCC9.21e-204.98e-010.1323
55669MFN1P5T-EHumanEsophagusESCC1.15e-276.04e-010.1327
55669MFN1P8T-EHumanEsophagusESCC1.50e-163.20e-010.0889
55669MFN1P9T-EHumanEsophagusESCC1.13e-052.34e-010.1131
55669MFN1P10T-EHumanEsophagusESCC5.65e-234.84e-010.116
55669MFN1P11T-EHumanEsophagusESCC4.17e-043.46e-010.1426
55669MFN1P12T-EHumanEsophagusESCC1.42e-255.91e-010.1122
Page: 1 2 3 4 5 

check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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
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
∗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.

Top

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).
Page: 1 2 3 4 5 6 7 8 9 

check button Enriched GO biological processes.
GO IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustCount
GO:000919925SkincSCCribonucleoside triphosphate metabolic process42/486489/187231.30e-051.64e-0442
GO:00482845SkincSCCorganelle fusion60/4864141/187231.32e-051.67e-0460
GO:0006163112SkincSCCpurine nucleotide metabolic process140/4864396/187231.93e-052.27e-04140
GO:000920525SkincSCCpurine ribonucleoside triphosphate metabolic process39/486482/187232.08e-052.43e-0439
GO:0009150112SkincSCCpurine ribonucleotide metabolic process131/4864368/187232.42e-052.76e-04131
GO:00610255SkincSCCmembrane fusion63/4864163/187232.49e-042.03e-0363
GO:00080533SkincSCCmitochondrial fusion16/486427/187232.60e-042.10e-0316
GO:00901744SkincSCCorganelle membrane fusion44/4864110/187238.82e-046.07e-0344
GO:00460394SkincSCCGTP metabolic process14/486425/187231.37e-038.68e-0314
GO:005164611SkincSCCmitochondrion localization22/486450/187234.31e-032.27e-0222
Page: 1 2 3 4 5 

check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa0501220CervixCCParkinson disease102/1267266/84651.81e-211.47e-198.66e-20102
hsa0502218CervixCCPathways of neurodegeneration - multiple diseases128/1267476/84652.87e-129.29e-115.50e-11128
hsa0413718CervixCCMitophagy - animal22/126772/84655.77e-042.75e-031.63e-0322
hsa046213CervixCCNOD-like receptor signaling pathway41/1267186/84655.90e-031.95e-021.15e-0241
hsa05012110CervixCCParkinson disease102/1267266/84651.81e-211.47e-198.66e-20102
hsa0502219CervixCCPathways of neurodegeneration - multiple diseases128/1267476/84652.87e-129.29e-115.50e-11128
hsa0413719CervixCCMitophagy - animal22/126772/84655.77e-042.75e-031.63e-0322
hsa0462112CervixCCNOD-like receptor signaling pathway41/1267186/84655.90e-031.95e-021.15e-0241
hsa05012211EsophagusESCCParkinson disease201/4205266/84651.56e-188.72e-174.46e-17201
hsa05022210EsophagusESCCPathways of neurodegeneration - multiple diseases318/4205476/84656.10e-152.04e-131.05e-13318
hsa04137210EsophagusESCCMitophagy - animal54/420572/84659.33e-064.96e-052.54e-0554
hsa0462122EsophagusESCCNOD-like receptor signaling pathway116/4205186/84652.90e-041.03e-035.30e-04116
hsa05012310EsophagusESCCParkinson disease201/4205266/84651.56e-188.72e-174.46e-17201
hsa0502238EsophagusESCCPathways of neurodegeneration - multiple diseases318/4205476/84656.10e-152.04e-131.05e-13318
hsa0413738EsophagusESCCMitophagy - animal54/420572/84659.33e-064.96e-052.54e-0554
hsa0462132EsophagusESCCNOD-like receptor signaling pathway116/4205186/84652.90e-041.03e-035.30e-04116
hsa0501230Oral cavityOSCCParkinson disease188/3704266/84651.82e-191.52e-177.75e-18188
hsa0502228Oral cavityOSCCPathways of neurodegeneration - multiple diseases292/3704476/84651.60e-154.47e-142.28e-14292
hsa0413728Oral cavityOSCCMitophagy - animal58/370472/84651.48e-102.07e-091.05e-0958
hsa046218Oral cavityOSCCNOD-like receptor signaling pathway108/3704186/84655.13e-052.07e-041.05e-04108
Page: 1 2 

Top

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
Page: 1 

Top

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.
Page: 1 

Top

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
MFN1SNVMissense_Mutationc.17N>Gp.Ser6Cysp.S6Cprotein_codingdeleterious(0)probably_damaging(1)TCGA-A8-A08L-01Breastbreast invasive carcinomaFemale>=65III/IVUnknownUnknownSD
MFN1SNVMissense_Mutationrs748861127c.128N>Tp.Pro43Leup.P43Lprotein_codingtolerated(0.08)benign(0.039)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
MFN1SNVMissense_Mutationc.1132N>Cp.Asp378Hisp.D378Hprotein_codingdeleterious(0)probably_damaging(0.985)TCGA-AO-A0J4-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinSD
MFN1SNVMissense_Mutationrs774808113c.644N>Tp.Thr215Metp.T215Mprotein_codingdeleterious(0)benign(0.392)TCGA-UU-A93S-01Breastbreast invasive carcinomaFemale<65III/IVUnknownUnknownPD
MFN1insertionFrame_Shift_Insnovelc.899_900insGACTGGGTTTCACCATATTGCCCAGGCTGGTCTTGp.Glu301ThrfsTer45p.E301Tfs*45protein_codingTCGA-AN-A0FS-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
MFN1deletionFrame_Shift_Delnovelc.1955delNp.Lys653AsnfsTer2p.K653Nfs*2protein_codingTCGA-D8-A27V-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapytamoxiphenSD
MFN1SNVMissense_Mutationnovelc.1863N>Tp.Met621Ilep.M621Iprotein_codingtolerated(0.37)benign(0.005)TCGA-VS-A8QH-01Cervixcervical & endocervical cancerFemale>=65I/IIChemotherapygemcitabinePD
MFN1SNVMissense_Mutationnovelc.639G>Cp.Met213Ilep.M213Iprotein_codingdeleterious(0.02)benign(0.043)TCGA-VS-A9UL-01Cervixcervical & endocervical cancerFemale>=65III/IVUnknownUnknownPD
MFN1SNVMissense_Mutationc.845N>Cp.Phe282Serp.F282Sprotein_codingdeleterious(0)probably_damaging(0.999)TCGA-A6-6780-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
MFN1SNVMissense_Mutationc.82N>Cp.Phe28Leup.F28Lprotein_codingdeleterious(0)benign(0.197)TCGA-AA-3864-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
Page: 1 2 3 4 5 6 7 8 

Top

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
Page: 1