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: MIEF1

Gene summary for MIEF1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

MIEF1

Gene ID

54471

Gene namemitochondrial elongation factor 1
Gene AliasAltMIEF1
Cytomap22q13.1
Gene Typeprotein-coding
GO ID

GO:0000266

UniProtAcc

B0QY95


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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
54471MIEF1HTA11_347_2000001011HumanColorectumAD6.48e-074.06e-01-0.1954
54471MIEF1HTA11_7696_3000711011HumanColorectumAD1.86e-021.75e-010.0674
54471MIEF1HTA11_99999970781_79442HumanColorectumMSS9.64e-062.82e-010.294
54471MIEF1HTA11_99999971662_82457HumanColorectumMSS7.70e-155.22e-010.3859
54471MIEF1A002-C-114HumanColorectumFAP7.48e-03-1.27e-01-0.1561
54471MIEF1LZE4THumanEsophagusESCC2.92e-057.18e-020.0811
54471MIEF1LZE7THumanEsophagusESCC4.33e-033.87e-020.0667
54471MIEF1LZE8THumanEsophagusESCC2.42e-024.37e-020.067
54471MIEF1LZE24THumanEsophagusESCC4.42e-111.39e-010.0596
54471MIEF1P2T-EHumanEsophagusESCC6.14e-121.74e-010.1177
54471MIEF1P4T-EHumanEsophagusESCC7.32e-088.25e-020.1323
54471MIEF1P5T-EHumanEsophagusESCC1.19e-066.49e-020.1327
54471MIEF1P8T-EHumanEsophagusESCC9.58e-119.13e-020.0889
54471MIEF1P9T-EHumanEsophagusESCC6.77e-151.96e-010.1131
54471MIEF1P10T-EHumanEsophagusESCC5.82e-172.91e-010.116
54471MIEF1P11T-EHumanEsophagusESCC1.05e-122.35e-010.1426
54471MIEF1P12T-EHumanEsophagusESCC7.04e-121.49e-010.1122
54471MIEF1P15T-EHumanEsophagusESCC8.64e-193.14e-010.1149
54471MIEF1P16T-EHumanEsophagusESCC1.96e-132.82e-010.1153
54471MIEF1P17T-EHumanEsophagusESCC1.68e-051.99e-010.1278
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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
∗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:1903829ColorectumADpositive regulation of cellular protein localization110/3918276/187234.58e-138.44e-11110
GO:0090150ColorectumADestablishment of protein localization to membrane100/3918260/187236.01e-116.33e-09100
GO:1905475ColorectumADregulation of protein localization to membrane73/3918175/187233.37e-102.93e-0873
GO:1904951ColorectumADpositive regulation of establishment of protein localization112/3918319/187232.55e-091.80e-07112
GO:0051222ColorectumADpositive regulation of protein transport106/3918303/187238.45e-095.08e-07106
GO:0006605ColorectumADprotein targeting105/3918314/187231.39e-076.44e-06105
GO:1905477ColorectumADpositive regulation of protein localization to membrane46/3918106/187231.47e-076.64e-0646
GO:0090316ColorectumADpositive regulation of intracellular protein transport62/3918160/187231.82e-077.79e-0662
GO:0032388ColorectumADpositive regulation of intracellular transport74/3918202/187231.83e-077.80e-0674
GO:0010821ColorectumADregulation of mitochondrion organization57/3918144/187232.43e-079.92e-0657
GO:0032386ColorectumADregulation of intracellular transport109/3918337/187235.33e-071.95e-05109
GO:0033157ColorectumADregulation of intracellular protein transport80/3918229/187235.81e-072.09e-0580
GO:0010822ColorectumADpositive regulation of mitochondrion organization32/391874/187231.22e-052.68e-0432
GO:1903533ColorectumADregulation of protein targeting31/391881/187232.61e-043.25e-0331
GO:0070482ColorectumADresponse to oxygen levels99/3918347/187234.29e-044.82e-0399
GO:0071453ColorectumADcellular response to oxygen levels55/3918177/187239.48e-048.96e-0355
GO:0001666ColorectumADresponse to hypoxia86/3918307/187231.77e-031.46e-0286
GO:0036293ColorectumADresponse to decreased oxygen levels88/3918322/187233.42e-032.49e-0288
GO:19038292ColorectumMSSpositive regulation of cellular protein localization103/3467276/187231.12e-132.67e-11103
GO:19049512ColorectumMSSpositive regulation of establishment of protein localization110/3467319/187236.30e-129.83e-10110
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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
MIEF1SMCPancreasADJSHROOM3,AC096677.1,ALB, etc.3.72e-02The 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.
MIEF1PERIPancreasADJSHROOM3,AC096677.1,ALB, etc.2.90e-01The 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.
MIEF1SMCPancreasHealthySHROOM3,AC096677.1,ALB, etc.5.90e-01The 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.
∗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
MIEF1SNVMissense_Mutationc.1109T>Cp.Ile370Thrp.I370Tprotein_codingtolerated(0.07)benign(0.158)TCGA-A2-A0D0-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycytoxanSD
MIEF1SNVMissense_Mutationnovelc.1162N>Cp.Val388Leup.V388Lprotein_codingtolerated(0.11)benign(0.049)TCGA-AC-A3W5-01Breastbreast invasive carcinomaFemale>=65I/IIChemotherapydocetaxelCR
MIEF1SNVMissense_Mutationrs746975740c.1079G>Ap.Arg360Glnp.R360Qprotein_codingdeleterious(0)probably_damaging(0.998)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
MIEF1SNVMissense_Mutationnovelc.1049N>Ap.Arg350Glnp.R350Qprotein_codingtolerated(0.24)possibly_damaging(0.552)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
MIEF1SNVMissense_Mutationrs775912326c.1236G>Cp.Leu412Phep.L412Fprotein_codingdeleterious(0)probably_damaging(0.999)TCGA-EK-A2IP-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
MIEF1SNVMissense_Mutationc.1248C>Gp.Ile416Metp.I416Mprotein_codingdeleterious(0)possibly_damaging(0.876)TCGA-EK-A2PL-01Cervixcervical & endocervical cancerFemale<65III/IVUnknownUnknownSD
MIEF1SNVMissense_Mutationc.418N>Gp.Leu140Valp.L140Vprotein_codingdeleterious(0.04)benign(0.079)TCGA-EK-A2RC-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
MIEF1SNVMissense_Mutationnovelc.128N>Tp.Thr43Metp.T43Mprotein_codingdeleterious(0)probably_damaging(0.997)TCGA-VS-A8QA-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
MIEF1SNVMissense_Mutationc.506N>Ap.Arg169Glnp.R169Qprotein_codingtolerated(1)possibly_damaging(0.704)TCGA-AZ-4315-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownSD
MIEF1SNVMissense_Mutationnovelc.1307N>Cp.Lys436Thrp.K436Tprotein_codingtolerated(0.61)benign(0.021)TCGA-G4-6588-01Colorectumcolon adenocarcinomaFemale<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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