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: TOMM20

Gene summary for TOMM20

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

TOMM20

Gene ID

9804

Gene nametranslocase of outer mitochondrial membrane 20
Gene AliasMAS20
Cytomap1q42.3
Gene Typeprotein-coding
GO ID

GO:0001101

UniProtAcc

A0A024R3W2


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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
9804TOMM20GSM4909286HumanBreastIDC1.32e-07-1.14e-010.1081
9804TOMM20GSM4909293HumanBreastIDC1.23e-395.97e-010.1581
9804TOMM20GSM4909294HumanBreastIDC1.84e-08-1.16e-010.2022
9804TOMM20GSM4909296HumanBreastIDC2.24e-21-4.88e-010.1524
9804TOMM20GSM4909297HumanBreastIDC1.64e-34-5.60e-010.1517
9804TOMM20GSM4909301HumanBreastIDC3.11e-10-3.59e-010.1577
9804TOMM20GSM4909308HumanBreastIDC8.98e-093.59e-010.158
9804TOMM20GSM4909309HumanBreastIDC1.91e-02-2.86e-010.0483
9804TOMM20GSM4909311HumanBreastIDC1.21e-52-6.24e-010.1534
9804TOMM20GSM4909312HumanBreastIDC8.85e-16-1.85e-010.1552
9804TOMM20GSM4909313HumanBreastIDC5.30e-03-1.97e-010.0391
9804TOMM20GSM4909315HumanBreastIDC6.30e-223.23e-010.21
9804TOMM20GSM4909316HumanBreastIDC2.87e-021.91e-020.21
9804TOMM20GSM4909319HumanBreastIDC1.99e-61-6.77e-010.1563
9804TOMM20GSM4909320HumanBreastIDC2.65e-10-4.76e-010.1575
9804TOMM20GSM4909321HumanBreastIDC5.19e-30-4.47e-010.1559
9804TOMM20M2HumanBreastIDC2.51e-04-8.58e-020.21
9804TOMM20M5HumanBreastIDC4.50e-065.15e-010.1598
9804TOMM20NCCBC11HumanBreastDCIS1.23e-042.00e-010.1232
9804TOMM20NCCBC14HumanBreastDCIS1.29e-171.57e-010.2021
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
BreastThe 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.IDC: Invasive ductal carcinoma
DCIS: Ductal carcinoma in situ
Precancer(BRCA1-mut): Precancerous lesion from BRCA1 mutation carriers
CervixThe 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.CC: Cervix cancer
HSIL_HPV: HPV-infected high-grade squamous intraepithelial lesions
N_HPV: HPV-infected normal cervix
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
EndometriumThe 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.AEH: Atypical endometrial hyperplasia
EEC: Endometrioid 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
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:000683913BreastIDCmitochondrial transport51/1434254/187231.54e-101.83e-0851
GO:199054214BreastIDCmitochondrial transmembrane transport25/1434102/187231.39e-077.74e-0625
GO:007058513BreastIDCprotein localization to mitochondrion23/1434125/187236.92e-051.40e-0323
GO:007265513BreastIDCestablishment of protein localization to mitochondrion22/1434120/187231.04e-041.97e-0322
GO:000660514BreastIDCprotein targeting43/1434314/187231.44e-042.53e-0343
GO:007259413BreastIDCestablishment of protein localization to organelle51/1434422/187237.94e-049.55e-0351
GO:000662613BreastIDCprotein targeting to mitochondrion17/1434100/187231.47e-031.50e-0217
GO:007180612BreastIDCprotein transmembrane transport12/143459/187231.49e-031.50e-0212
GO:000640313BreastIDCRNA localization27/1434201/187233.04e-032.60e-0227
GO:000110112BreastIDCresponse to acid chemical20/1434135/187233.28e-032.75e-0220
GO:00432003BreastIDCresponse to amino acid17/1434116/187237.13e-034.92e-0217
GO:000683923BreastDCISmitochondrial transport51/1390254/187235.04e-116.79e-0951
GO:199054222BreastDCISmitochondrial transmembrane transport25/1390102/187237.63e-084.45e-0625
GO:007058522BreastDCISprotein localization to mitochondrion23/1390125/187234.28e-059.05e-0423
GO:007265522BreastDCISestablishment of protein localization to mitochondrion22/1390120/187236.60e-051.31e-0322
GO:000660523BreastDCISprotein targeting43/1390314/187237.17e-051.41e-0343
GO:007259423BreastDCISestablishment of protein localization to organelle51/1390422/187233.91e-045.40e-0351
GO:000662622BreastDCISprotein targeting to mitochondrion17/1390100/187231.05e-031.15e-0217
GO:007180621BreastDCISprotein transmembrane transport12/139059/187231.14e-031.22e-0212
GO:000640322BreastDCISRNA localization27/1390201/187231.97e-031.84e-0227
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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
TOMM20SNVMissense_Mutationnovelc.102N>Ap.Phe34Leup.F34LQ15388protein_codingtolerated(0.06)benign(0.086)TCGA-AJ-A5DW-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
TOMM20SNVMissense_Mutationnovelc.299N>Tp.Cys100Phep.C100FQ15388protein_codingdeleterious(0.01)possibly_damaging(0.646)TCGA-NJ-A4YQ-01Lunglung adenocarcinomaFemale>=65I/IIUnknownUnknownSD
TOMM20SNVMissense_Mutationnovelc.86N>Ap.Arg29Glnp.R29QQ15388protein_codingtolerated(0.08)benign(0.148)TCGA-D6-A6EN-01Oral cavityhead & neck squamous cell carcinomaMale>=65III/IVUnknownUnknownSD
TOMM20SNVMissense_Mutationc.28N>Ap.Ala10Thrp.A10TQ15388protein_codingdeleterious(0.03)possibly_damaging(0.836)TCGA-D7-A4YY-01Stomachstomach adenocarcinomaMale<65III/IVChemotherapy5-fluorouracilSD
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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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