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: TOMM22

Gene summary for TOMM22

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

TOMM22

Gene ID

56993

Gene nametranslocase of outer mitochondrial membrane 22
Gene Alias1C9-2
Cytomap22q13.1
Gene Typeprotein-coding
GO ID

GO:0006605

UniProtAcc

Q549C5


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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
56993TOMM22HTA11_3410_2000001011HumanColorectumAD6.88e-143.32e-010.0155
56993TOMM22HTA11_2487_2000001011HumanColorectumSER7.23e-236.10e-01-0.1808
56993TOMM22HTA11_1938_2000001011HumanColorectumAD9.22e-268.37e-01-0.0811
56993TOMM22HTA11_78_2000001011HumanColorectumAD7.96e-225.70e-01-0.1088
56993TOMM22HTA11_347_2000001011HumanColorectumAD3.07e-387.89e-01-0.1954
56993TOMM22HTA11_411_2000001011HumanColorectumSER5.78e-086.87e-01-0.2602
56993TOMM22HTA11_2112_2000001011HumanColorectumSER1.59e-046.28e-01-0.2196
56993TOMM22HTA11_3361_2000001011HumanColorectumAD3.50e-135.41e-01-0.1207
56993TOMM22HTA11_83_2000001011HumanColorectumSER9.95e-186.54e-01-0.1526
56993TOMM22HTA11_696_2000001011HumanColorectumAD3.92e-245.52e-01-0.1464
56993TOMM22HTA11_866_2000001011HumanColorectumAD1.96e-154.47e-01-0.1001
56993TOMM22HTA11_1391_2000001011HumanColorectumAD4.04e-349.76e-01-0.059
56993TOMM22HTA11_2992_2000001011HumanColorectumSER1.84e-075.34e-01-0.1706
56993TOMM22HTA11_5212_2000001011HumanColorectumAD1.13e-074.28e-01-0.2061
56993TOMM22HTA11_5216_2000001011HumanColorectumSER2.79e-115.99e-01-0.1462
56993TOMM22HTA11_546_2000001011HumanColorectumAD3.05e-084.62e-01-0.0842
56993TOMM22HTA11_9341_2000001011HumanColorectumSER3.94e-075.38e-01-0.00410000000000005
56993TOMM22HTA11_7862_2000001011HumanColorectumAD2.15e-208.81e-01-0.0179
56993TOMM22HTA11_866_3004761011HumanColorectumAD9.36e-358.81e-010.096
56993TOMM22HTA11_4255_2000001011HumanColorectumSER6.82e-098.05e-010.0446
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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
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:0006839ColorectumADmitochondrial transport102/3918254/187231.87e-123.08e-10102
GO:0072594ColorectumADestablishment of protein localization to organelle148/3918422/187237.95e-121.04e-09148
GO:0090150ColorectumADestablishment of protein localization to membrane100/3918260/187236.01e-116.33e-09100
GO:0006605ColorectumADprotein targeting105/3918314/187231.39e-076.44e-06105
GO:0070585ColorectumADprotein localization to mitochondrion51/3918125/187233.40e-071.33e-0551
GO:0007006ColorectumADmitochondrial membrane organization48/3918116/187234.53e-071.72e-0548
GO:0072655ColorectumADestablishment of protein localization to mitochondrion47/3918120/187233.76e-061.04e-0447
GO:0017038ColorectumADprotein import67/3918206/187236.34e-051.05e-0367
GO:0006626ColorectumADprotein targeting to mitochondrion37/3918100/187231.58e-042.20e-0337
GO:0090151ColorectumADestablishment of protein localization to mitochondrial membrane15/391830/187233.85e-044.39e-0315
GO:0051205ColorectumADprotein insertion into membrane23/391857/187236.62e-046.80e-0323
GO:0051204ColorectumADprotein insertion into mitochondrial membrane12/391825/187232.30e-031.80e-0212
GO:0071806ColorectumADprotein transmembrane transport21/391859/187236.58e-034.08e-0221
GO:00068391ColorectumSERmitochondrial transport87/2897254/187237.91e-143.03e-1187
GO:00725941ColorectumSERestablishment of protein localization to organelle111/2897422/187234.98e-094.49e-07111
GO:00705851ColorectumSERprotein localization to mitochondrion42/2897125/187233.75e-071.98e-0542
GO:00070061ColorectumSERmitochondrial membrane organization38/2897116/187232.66e-061.10e-0438
GO:00901501ColorectumSERestablishment of protein localization to membrane68/2897260/187235.55e-062.01e-0468
GO:00726551ColorectumSERestablishment of protein localization to mitochondrion38/2897120/187236.60e-062.33e-0438
GO:00066051ColorectumSERprotein targeting76/2897314/187233.19e-058.47e-0476
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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
TOMM22SNVMissense_Mutationc.365G>Ap.Gly122Glup.G122EQ9NS69protein_codingdeleterious(0.04)probably_damaging(0.953)TCGA-AN-A0FV-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
TOMM22SNVMissense_Mutationc.202N>Cp.Asp68Hisp.D68HQ9NS69protein_codingdeleterious(0.03)benign(0.054)TCGA-EK-A2PG-01Cervixcervical & endocervical cancerFemale>=65I/IIUnknownUnknownSD
TOMM22SNVMissense_Mutationc.128C>Tp.Thr43Ilep.T43IQ9NS69protein_codingdeleterious(0.04)possibly_damaging(0.46)TCGA-AA-3660-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
TOMM22SNVMissense_Mutationnovelc.152N>Cp.Leu51Prop.L51PQ9NS69protein_codingdeleterious(0)probably_damaging(0.99)TCGA-AZ-6601-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownPD
TOMM22SNVMissense_Mutationrs757015391c.193N>Ap.Ala65Thrp.A65TQ9NS69protein_codingtolerated(0.24)benign(0.022)TCGA-CM-6171-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
TOMM22SNVMissense_Mutationc.138G>Tp.Glu46Aspp.E46DQ9NS69protein_codingdeleterious(0.01)probably_damaging(0.998)TCGA-AG-A002-01Colorectumrectum adenocarcinomaMale<65I/IIUnknownUnknownSD
TOMM22SNVMissense_Mutationnovelc.221C>Tp.Ala74Valp.A74VQ9NS69protein_codingtolerated(0.87)benign(0.018)TCGA-A5-A0G2-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVUnknownUnknownSD
TOMM22SNVMissense_Mutationnovelc.152N>Cp.Leu51Prop.L51PQ9NS69protein_codingdeleterious(0)probably_damaging(0.99)TCGA-AX-A1CE-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnspecificPaclitaxelSD
TOMM22SNVMissense_Mutationnovelc.67N>Tp.Gly23Cysp.G23CQ9NS69protein_codingdeleterious(0.01)possibly_damaging(0.879)TCGA-AX-A2HC-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVChemotherapypaclitaxelPD
TOMM22SNVMissense_Mutationc.225N>Tp.Gln75Hisp.Q75HQ9NS69protein_codingdeleterious(0.01)probably_damaging(0.956)TCGA-B5-A0JY-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVChemotherapydoxorubicinSD
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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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