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: MTIF3

Gene summary for MTIF3

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

MTIF3

Gene ID

219402

Gene namemitochondrial translational initiation factor 3
Gene AliasIF3mt
Cytomap13q12.2
Gene Typeprotein-coding
GO ID

GO:0006412

UniProtAcc

Q9H2K0


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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
219402MTIF3LZE4THumanEsophagusESCC1.85e-061.97e-010.0811
219402MTIF3LZE5THumanEsophagusESCC7.20e-043.29e-010.0514
219402MTIF3LZE7THumanEsophagusESCC4.55e-032.67e-010.0667
219402MTIF3LZE8THumanEsophagusESCC9.35e-051.67e-010.067
219402MTIF3LZE20THumanEsophagusESCC1.19e-054.11e-020.0662
219402MTIF3LZE24THumanEsophagusESCC9.49e-154.25e-010.0596
219402MTIF3P1T-EHumanEsophagusESCC2.13e-113.31e-010.0875
219402MTIF3P2T-EHumanEsophagusESCC1.64e-213.15e-010.1177
219402MTIF3P4T-EHumanEsophagusESCC2.79e-143.25e-010.1323
219402MTIF3P5T-EHumanEsophagusESCC1.68e-131.69e-010.1327
219402MTIF3P8T-EHumanEsophagusESCC3.60e-316.75e-010.0889
219402MTIF3P9T-EHumanEsophagusESCC5.21e-244.41e-010.1131
219402MTIF3P10T-EHumanEsophagusESCC1.29e-203.12e-010.116
219402MTIF3P11T-EHumanEsophagusESCC3.64e-144.75e-010.1426
219402MTIF3P12T-EHumanEsophagusESCC3.25e-181.92e-010.1122
219402MTIF3P15T-EHumanEsophagusESCC3.99e-184.44e-010.1149
219402MTIF3P16T-EHumanEsophagusESCC2.52e-121.48e-010.1153
219402MTIF3P17T-EHumanEsophagusESCC2.09e-083.38e-010.1278
219402MTIF3P19T-EHumanEsophagusESCC1.84e-046.69e-010.1662
219402MTIF3P20T-EHumanEsophagusESCC4.55e-184.22e-010.1124
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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
ProstateThe 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.BPH: Benign Prostatic Hyperplasia
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
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:0006413110EsophagusESCCtranslational initiation100/8552118/187231.16e-181.25e-16100
GO:014005313EsophagusESCCmitochondrial gene expression93/8552108/187231.96e-182.03e-1693
GO:003254314EsophagusESCCmitochondrial translation68/855276/187231.02e-156.86e-1468
GO:190300816EsophagusESCCorganelle disassembly89/8552114/187231.36e-125.80e-1189
GO:000641312LiverCirrhotictranslational initiation76/4634118/187238.36e-202.18e-1776
GO:00224117LiverCirrhoticcellular component disassembly182/4634443/187231.59e-141.54e-12182
GO:19030084LiverCirrhoticorganelle disassembly59/4634114/187234.82e-102.27e-0859
GO:0032543LiverCirrhoticmitochondrial translation40/463476/187231.61e-074.29e-0640
GO:0140053LiverCirrhoticmitochondrial gene expression49/4634108/187232.35e-064.31e-0549
GO:002241112LiverHCCcellular component disassembly282/7958443/187231.02e-191.38e-17282
GO:000641322LiverHCCtranslational initiation94/7958118/187231.39e-161.24e-1494
GO:190300811LiverHCCorganelle disassembly89/7958114/187238.68e-155.73e-1389
GO:01400531LiverHCCmitochondrial gene expression82/7958108/187231.49e-127.20e-1182
GO:00325431LiverHCCmitochondrial translation62/795876/187232.95e-121.34e-1062
GO:002241119Oral cavityOSCCcellular component disassembly283/7305443/187239.57e-273.37e-24283
GO:000641318Oral cavityOSCCtranslational initiation96/7305118/187234.02e-217.06e-1996
GO:19030088Oral cavityOSCCorganelle disassembly85/7305114/187231.15e-146.93e-1385
GO:01400533Oral cavityOSCCmitochondrial gene expression78/7305108/187232.37e-129.86e-1178
GO:00325434Oral cavityOSCCmitochondrial translation59/730576/187237.21e-122.70e-1059
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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
MTIF3SNVMissense_Mutationc.93N>Tp.Lys31Asnp.K31NQ9H2K0protein_codingtolerated(0.19)benign(0.007)TCGA-CA-6718-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownPD
MTIF3deletionIn_Frame_Delc.624_626delNNNp.Ile209delp.I209delQ9H2K0protein_codingTCGA-G4-6320-01Colorectumcolon adenocarcinomaMale>=65III/IVChemotherapyoxaliplatinSD
MTIF3SNVMissense_Mutationnovelc.210N>Tp.Lys70Asnp.K70NQ9H2K0protein_codingtolerated(0.11)benign(0)TCGA-AX-A06F-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVChemotherapycarboplatinSD
MTIF3SNVMissense_Mutationc.473G>Tp.Arg158Ilep.R158IQ9H2K0protein_codingtolerated(0.62)benign(0)TCGA-AX-A0J0-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
MTIF3SNVMissense_Mutationrs777543756c.305G>Ap.Arg102Glnp.R102QQ9H2K0protein_codingdeleterious(0.02)possibly_damaging(0.796)TCGA-AX-A0J0-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
MTIF3SNVMissense_Mutationnovelc.388N>Tp.Leu130Phep.L130FQ9H2K0protein_codingdeleterious(0)probably_damaging(1)TCGA-AX-A2HC-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVChemotherapypaclitaxelPD
MTIF3SNVMissense_Mutationc.824N>Cp.Val275Alap.V275AQ9H2K0protein_codingtolerated(0.47)benign(0)TCGA-B5-A0JY-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVChemotherapydoxorubicinSD
MTIF3SNVMissense_Mutationrs150437746c.254N>Ap.Arg85Glnp.R85QQ9H2K0protein_codingtolerated(0.05)probably_damaging(0.993)TCGA-B5-A0K3-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIChemotherapycarboplatinPD
MTIF3SNVMissense_Mutationnovelc.679N>Tp.Pro227Serp.P227SQ9H2K0protein_codingdeleterious(0)probably_damaging(1)TCGA-B5-A3FC-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
MTIF3SNVMissense_Mutationnovelc.245N>Ap.Ile82Asnp.I82NQ9H2K0protein_codingdeleterious(0)probably_damaging(1)TCGA-BG-A222-01Endometriumuterine 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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