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: MSTO1

Gene summary for MSTO1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

MSTO1

Gene ID

55154

Gene namemisato mitochondrial distribution and morphology regulator 1
Gene AliasLST005
Cytomap1q22
Gene Typeprotein-coding
GO ID

GO:0006996

UniProtAcc

Q9BUK6


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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
55154MSTO1LZE2THumanEsophagusESCC1.14e-024.48e-010.082
55154MSTO1LZE7THumanEsophagusESCC2.40e-073.33e-010.0667
55154MSTO1LZE22THumanEsophagusESCC3.60e-022.05e-010.068
55154MSTO1LZE24THumanEsophagusESCC2.04e-061.88e-010.0596
55154MSTO1P2T-EHumanEsophagusESCC1.22e-193.33e-010.1177
55154MSTO1P4T-EHumanEsophagusESCC8.02e-082.37e-010.1323
55154MSTO1P5T-EHumanEsophagusESCC3.31e-133.36e-010.1327
55154MSTO1P8T-EHumanEsophagusESCC2.91e-051.20e-010.0889
55154MSTO1P9T-EHumanEsophagusESCC1.11e-041.58e-010.1131
55154MSTO1P10T-EHumanEsophagusESCC9.04e-122.93e-010.116
55154MSTO1P11T-EHumanEsophagusESCC6.40e-092.63e-010.1426
55154MSTO1P12T-EHumanEsophagusESCC3.64e-041.32e-010.1122
55154MSTO1P15T-EHumanEsophagusESCC9.99e-092.24e-010.1149
55154MSTO1P16T-EHumanEsophagusESCC3.06e-153.60e-010.1153
55154MSTO1P17T-EHumanEsophagusESCC2.40e-042.67e-010.1278
55154MSTO1P20T-EHumanEsophagusESCC9.92e-051.54e-010.1124
55154MSTO1P21T-EHumanEsophagusESCC1.23e-224.44e-010.1617
55154MSTO1P22T-EHumanEsophagusESCC1.63e-102.24e-010.1236
55154MSTO1P23T-EHumanEsophagusESCC5.39e-092.86e-010.108
55154MSTO1P24T-EHumanEsophagusESCC1.67e-102.85e-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:00516463EsophagusESCCmitochondrion localization35/855250/187234.33e-042.44e-0335
GO:0051646LiverHCCmitochondrion localization34/795850/187232.38e-041.79e-0334
GO:0048311LiverHCCmitochondrion distribution12/795816/187238.74e-033.40e-0212
GO:00516462Oral cavityOSCCmitochondrion localization28/730550/187231.10e-023.72e-0228
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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
MSTO1SNVMissense_Mutationrs753488873c.706G>Ap.Asp236Asnp.D236NQ9BUK6protein_codingtolerated(0.52)benign(0.038)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
MSTO1SNVMissense_Mutationc.10N>Ap.Gly4Argp.G4RQ9BUK6protein_codingtolerated(0.58)possibly_damaging(0.618)TCGA-AR-A2LE-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapytamoxiphenPD
MSTO1SNVMissense_Mutationnovelc.1617N>Tp.Met539Ilep.M539IQ9BUK6protein_codingtolerated(0.05)benign(0.005)TCGA-B6-A0RM-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
MSTO1SNVMissense_Mutationnovelc.1618N>Tp.Asp540Tyrp.D540YQ9BUK6protein_codingdeleterious(0.01)benign(0.423)TCGA-B6-A0RM-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
MSTO1insertionFrame_Shift_Insnovelc.1002_1003insGCp.Thr335AlafsTer27p.T335Afs*27Q9BUK6protein_codingTCGA-BH-A0AY-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapySD
MSTO1SNVMissense_Mutationrs150075701c.1034G>Ap.Arg345Hisp.R345HQ9BUK6protein_codingdeleterious(0)probably_damaging(0.996)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
MSTO1SNVMissense_Mutationrs149058840c.931G>Ap.Glu311Lysp.E311KQ9BUK6protein_codingtolerated(0.35)benign(0)TCGA-DG-A2KK-01Cervixcervical & endocervical cancerFemale<65III/IVChemotherapycisplatinSD
MSTO1SNVMissense_Mutationc.364N>Cp.Glu122Glnp.E122QQ9BUK6protein_codingtolerated(0.22)benign(0.041)TCGA-JX-A3Q0-01Cervixcervical & endocervical cancerFemale<65III/IVUnknownUnknownSD
MSTO1SNVMissense_Mutationrs761740567c.835N>Tp.Arg279Cysp.R279CQ9BUK6protein_codingdeleterious(0)possibly_damaging(0.494)TCGA-F4-6570-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
MSTO1SNVMissense_Mutationc.741N>Tp.Glu247Aspp.E247DQ9BUK6protein_codingdeleterious(0)probably_damaging(0.944)TCGA-QG-A5Z2-01Colorectumcolon adenocarcinomaMale<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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