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: MTRF1L

Gene summary for MTRF1L

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

MTRF1L

Gene ID

54516

Gene namemitochondrial translation release factor 1 like
Gene AliasHMRF1L
Cytomap6q25.2
Gene Typeprotein-coding
GO ID

GO:0006412

UniProtAcc

Q9UGC7


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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
54516MTRF1LLZE4THumanEsophagusESCC1.69e-092.74e-010.0811
54516MTRF1LLZE24THumanEsophagusESCC5.77e-102.65e-010.0596
54516MTRF1LP1T-EHumanEsophagusESCC4.53e-062.95e-010.0875
54516MTRF1LP2T-EHumanEsophagusESCC1.27e-072.05e-010.1177
54516MTRF1LP4T-EHumanEsophagusESCC5.41e-204.97e-010.1323
54516MTRF1LP5T-EHumanEsophagusESCC9.76e-133.21e-010.1327
54516MTRF1LP8T-EHumanEsophagusESCC9.13e-112.76e-010.0889
54516MTRF1LP9T-EHumanEsophagusESCC2.63e-061.69e-010.1131
54516MTRF1LP10T-EHumanEsophagusESCC1.58e-091.80e-010.116
54516MTRF1LP11T-EHumanEsophagusESCC6.78e-145.09e-010.1426
54516MTRF1LP12T-EHumanEsophagusESCC1.87e-092.07e-010.1122
54516MTRF1LP15T-EHumanEsophagusESCC2.11e-152.94e-010.1149
54516MTRF1LP16T-EHumanEsophagusESCC4.65e-102.74e-010.1153
54516MTRF1LP17T-EHumanEsophagusESCC3.30e-031.21e-010.1278
54516MTRF1LP19T-EHumanEsophagusESCC1.16e-053.82e-010.1662
54516MTRF1LP20T-EHumanEsophagusESCC6.74e-103.11e-010.1124
54516MTRF1LP21T-EHumanEsophagusESCC3.88e-255.41e-010.1617
54516MTRF1LP22T-EHumanEsophagusESCC1.80e-072.12e-010.1236
54516MTRF1LP23T-EHumanEsophagusESCC3.94e-143.73e-010.108
54516MTRF1LP24T-EHumanEsophagusESCC1.02e-102.91e-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
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:0022411111EsophagusESCCcellular component disassembly305/8552443/187231.94e-234.57e-21305
GO:014005313EsophagusESCCmitochondrial gene expression93/8552108/187231.96e-182.03e-1693
GO:003254314EsophagusESCCmitochondrial translation68/855276/187231.02e-156.86e-1468
GO:003298416EsophagusESCCprotein-containing complex disassembly151/8552224/187233.45e-111.15e-09151
GO:00436245EsophagusESCCcellular protein complex disassembly78/8552136/187234.00e-031.62e-0278
GO:002241112LiverHCCcellular component disassembly282/7958443/187231.02e-191.38e-17282
GO:01400531LiverHCCmitochondrial gene expression82/7958108/187231.49e-127.20e-1182
GO:00325431LiverHCCmitochondrial translation62/795876/187232.95e-121.34e-1062
GO:003298411LiverHCCprotein-containing complex disassembly138/7958224/187235.59e-091.46e-07138
GO:00436242LiverHCCcellular protein complex disassembly71/7958136/187231.39e-024.95e-0271
GO:002241119Oral cavityOSCCcellular component disassembly283/7305443/187239.57e-273.37e-24283
GO:01400533Oral cavityOSCCmitochondrial gene expression78/7305108/187232.37e-129.86e-1178
GO:00325434Oral cavityOSCCmitochondrial translation59/730576/187237.21e-122.70e-1059
GO:003298410Oral cavityOSCCprotein-containing complex disassembly136/7305224/187233.42e-111.13e-09136
GO:0006415Oral cavityOSCCtranslational termination13/730518/187234.45e-031.79e-0213
GO:00436244Oral cavityOSCCcellular protein complex disassembly68/7305136/187235.84e-032.24e-0268
GO:0022411113ThyroidPTCcellular component disassembly232/5968443/187231.36e-191.75e-17232
GO:0032984110ThyroidPTCprotein-containing complex disassembly114/5968224/187232.26e-096.33e-08114
GO:00436247ThyroidPTCcellular protein complex disassembly64/5968136/187231.49e-041.15e-0364
GO:01400536ThyroidPTCmitochondrial gene expression51/5968108/187236.04e-043.83e-0351
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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
MTRF1LSNVMissense_Mutationnovelc.770C>Ap.Thr257Lysp.T257KQ9UGC7protein_codingdeleterious(0)probably_damaging(1)TCGA-D8-A1XM-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
MTRF1LSNVMissense_Mutationc.630N>Cp.Lys210Asnp.K210NQ9UGC7protein_codingdeleterious(0)possibly_damaging(0.632)TCGA-E2-A14S-01Breastbreast invasive carcinomaFemale>=65I/IIChemotherapycytoxanSD
MTRF1LSNVMissense_Mutationnovelc.719N>Tp.Arg240Ilep.R240IQ9UGC7protein_codingdeleterious(0)probably_damaging(0.982)TCGA-EW-A6SA-01Breastbreast invasive carcinomaMale<65I/IIUnknownUnknownSD
MTRF1LSNVMissense_Mutationnovelc.1024N>Gp.Thr342Alap.T342AQ9UGC7protein_codingtolerated(0.07)benign(0.003)TCGA-FU-A3HZ-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
MTRF1LSNVMissense_Mutationnovelc.1061A>Tp.Tyr354Phep.Y354FQ9UGC7protein_codingdeleterious(0.02)benign(0.081)TCGA-AA-3862-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
MTRF1LSNVMissense_Mutationnovelc.966N>Tp.Glu322Aspp.E322DQ9UGC7protein_codingdeleterious(0.02)probably_damaging(0.999)TCGA-AA-3984-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
MTRF1LSNVMissense_Mutationc.322N>Tp.Thr108Serp.T108SQ9UGC7protein_codingtolerated(0.68)benign(0.082)TCGA-AD-6895-01Colorectumcolon adenocarcinomaMale>=65III/IVUnknownUnknownSD
MTRF1LdeletionFrame_Shift_Delc.557delNp.Gly186ValfsTer8p.G186Vfs*8Q9UGC7protein_codingTCGA-AD-5900-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
MTRF1LinsertionFrame_Shift_Insnovelc.979_980insTTGGGAAp.Tyr327PhefsTer4p.Y327Ffs*4Q9UGC7protein_codingTCGA-AM-5820-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
MTRF1LSNVMissense_Mutationnovelc.966N>Tp.Glu322Aspp.E322DQ9UGC7protein_codingdeleterious(0.02)probably_damaging(0.999)TCGA-A5-A0G2-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVUnknownUnknownSD
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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
54516MTRF1LNAantidepressants
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