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: MTFMT

Gene summary for MTFMT

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

MTFMT

Gene ID

123263

Gene namemitochondrial methionyl-tRNA formyltransferase
Gene AliasCOXPD15
Cytomap15q22.31
Gene Typeprotein-coding
GO ID

GO:0006139

UniProtAcc

Q96DP5


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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
123263MTFMTLZE4THumanEsophagusESCC1.01e-021.25e-010.0811
123263MTFMTLZE7THumanEsophagusESCC1.70e-093.93e-010.0667
123263MTFMTLZE22THumanEsophagusESCC1.48e-021.85e-010.068
123263MTFMTLZE24THumanEsophagusESCC3.71e-101.54e-010.0596
123263MTFMTP2T-EHumanEsophagusESCC7.75e-202.97e-010.1177
123263MTFMTP4T-EHumanEsophagusESCC2.99e-164.17e-010.1323
123263MTFMTP5T-EHumanEsophagusESCC2.41e-121.78e-010.1327
123263MTFMTP8T-EHumanEsophagusESCC6.89e-263.20e-010.0889
123263MTFMTP9T-EHumanEsophagusESCC1.05e-122.16e-010.1131
123263MTFMTP10T-EHumanEsophagusESCC2.68e-212.79e-010.116
123263MTFMTP11T-EHumanEsophagusESCC3.66e-103.38e-010.1426
123263MTFMTP12T-EHumanEsophagusESCC3.23e-334.92e-010.1122
123263MTFMTP15T-EHumanEsophagusESCC1.19e-163.29e-010.1149
123263MTFMTP16T-EHumanEsophagusESCC3.50e-142.77e-010.1153
123263MTFMTP19T-EHumanEsophagusESCC1.52e-064.81e-010.1662
123263MTFMTP20T-EHumanEsophagusESCC8.93e-132.24e-010.1124
123263MTFMTP21T-EHumanEsophagusESCC2.17e-193.14e-010.1617
123263MTFMTP22T-EHumanEsophagusESCC1.58e-172.80e-010.1236
123263MTFMTP23T-EHumanEsophagusESCC1.27e-153.57e-010.108
123263MTFMTP24T-EHumanEsophagusESCC3.01e-091.45e-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:003447015EsophagusESCCncRNA processing300/8552395/187233.09e-353.26e-32300
GO:003466012EsophagusESCCncRNA metabolic process346/8552485/187234.35e-312.51e-28346
GO:0006413110EsophagusESCCtranslational initiation100/8552118/187231.16e-181.25e-16100
GO:00080333EsophagusESCCtRNA processing92/8552127/187237.83e-101.93e-0892
GO:00063992EsophagusESCCtRNA metabolic process122/8552179/187239.03e-102.19e-08122
GO:00094512EsophagusESCCRNA modification114/8552167/187232.76e-096.04e-08114
GO:00064002EsophagusESCCtRNA modification62/855290/187237.02e-067.04e-0562
GO:00344702LiverHCCncRNA processing293/7958395/187234.26e-386.76e-35293
GO:00346601LiverHCCncRNA metabolic process332/7958485/187231.48e-317.80e-29332
GO:000641322LiverHCCtranslational initiation94/7958118/187231.39e-161.24e-1494
GO:0008033LiverHCCtRNA processing87/7958127/187232.66e-097.23e-0887
GO:0006399LiverHCCtRNA metabolic process108/7958179/187231.07e-061.59e-05108
GO:0009451LiverHCCRNA modification101/7958167/187232.02e-062.78e-05101
GO:0006400LiverHCCtRNA modification60/795890/187233.09e-064.09e-0560
GO:00344709Oral cavityOSCCncRNA processing263/7305395/187234.38e-292.78e-26263
GO:00346605Oral cavityOSCCncRNA metabolic process296/7305485/187232.94e-236.65e-21296
GO:000641318Oral cavityOSCCtranslational initiation96/7305118/187234.02e-217.06e-1996
GO:00080332Oral cavityOSCCtRNA processing78/7305127/187232.56e-074.00e-0678
GO:00063991Oral cavityOSCCtRNA metabolic process101/7305179/187231.65e-062.15e-05101
GO:00094511Oral cavityOSCCRNA modification95/7305167/187232.05e-062.62e-0595
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa006702LiverHCCOne carbon pool by folate17/402020/84656.04e-042.50e-031.39e-0317
hsa0067011LiverHCCOne carbon pool by folate17/402020/84656.04e-042.50e-031.39e-0317
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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
MTFMTSNVMissense_Mutationrs758882234c.839N>Tp.Ala280Valp.A280VQ96DP5protein_codingdeleterious(0.05)benign(0.076)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
MTFMTSNVMissense_Mutationc.998N>Tp.Ser333Leup.S333LQ96DP5protein_codingdeleterious(0.04)possibly_damaging(0.578)TCGA-4J-AA1J-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
MTFMTSNVMissense_Mutationc.1015N>Ap.Ser339Thrp.S339TQ96DP5protein_codingtolerated(0.32)benign(0)TCGA-AD-6895-01Colorectumcolon adenocarcinomaMale>=65III/IVUnknownUnknownSD
MTFMTSNVMissense_Mutationc.1011N>Tp.Lys337Asnp.K337NQ96DP5protein_codingdeleterious(0.04)possibly_damaging(0.865)TCGA-AG-A002-01Colorectumrectum adenocarcinomaMale<65I/IIUnknownUnknownSD
MTFMTSNVMissense_Mutationnovelc.1030N>Ap.Asp344Asnp.D344NQ96DP5protein_codingdeleterious(0)probably_damaging(0.985)TCGA-A5-A0G2-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVUnknownUnknownSD
MTFMTSNVMissense_Mutationnovelc.467C>Tp.Pro156Leup.P156LQ96DP5protein_codingdeleterious(0)probably_damaging(0.954)TCGA-AJ-A3BG-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIChemotherapycarboplatinPD
MTFMTSNVMissense_Mutationnovelc.541N>Gp.Arg181Glyp.R181GQ96DP5protein_codingdeleterious(0)probably_damaging(0.993)TCGA-AX-A2HA-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
MTFMTSNVMissense_Mutationnovelc.992N>Gp.Val331Glyp.V331GQ96DP5protein_codingdeleterious(0)possibly_damaging(0.7)TCGA-AX-A2HD-01Endometriumuterine corpus endometrioid carcinomaFemale>=65III/IVUnknownUnknownSD
MTFMTSNVMissense_Mutationnovelc.573N>Cp.Glu191Aspp.E191DQ96DP5protein_codingdeleterious(0.01)probably_damaging(0.966)TCGA-AX-A2HD-01Endometriumuterine corpus endometrioid carcinomaFemale>=65III/IVUnknownUnknownSD
MTFMTSNVMissense_Mutationnovelc.949N>Gp.Ser317Alap.S317AQ96DP5protein_codingdeleterious(0.03)benign(0.171)TCGA-B5-A11E-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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