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: TIMM10

Gene summary for TIMM10

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

TIMM10

Gene ID

26519

Gene nametranslocase of inner mitochondrial membrane 10
Gene AliasTIM10
Cytomap11q12.1
Gene Typeprotein-coding
GO ID

GO:0003008

UniProtAcc

P62072


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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
26519TIMM10HTA11_3410_2000001011HumanColorectumAD3.88e-031.14e-010.0155
26519TIMM10HTA11_2487_2000001011HumanColorectumSER1.67e-052.45e-01-0.1808
26519TIMM10HTA11_1938_2000001011HumanColorectumAD1.33e-073.25e-01-0.0811
26519TIMM10HTA11_347_2000001011HumanColorectumAD1.08e-031.64e-01-0.1954
26519TIMM10HTA11_83_2000001011HumanColorectumSER3.45e-063.30e-01-0.1526
26519TIMM10HTA11_696_2000001011HumanColorectumAD2.03e-092.27e-01-0.1464
26519TIMM10HTA11_866_2000001011HumanColorectumAD1.86e-112.62e-01-0.1001
26519TIMM10HTA11_1391_2000001011HumanColorectumAD2.50e-083.05e-01-0.059
26519TIMM10HTA11_866_3004761011HumanColorectumAD1.49e-123.71e-010.096
26519TIMM10HTA11_8622_2000001021HumanColorectumSER7.63e-033.22e-010.0528
26519TIMM10HTA11_7663_2000001011HumanColorectumSER4.93e-033.79e-010.0131
26519TIMM10HTA11_6801_2000001011HumanColorectumSER4.50e-043.54e-010.0171
26519TIMM10HTA11_10711_2000001011HumanColorectumAD1.33e-021.79e-010.0338
26519TIMM10HTA11_7696_3000711011HumanColorectumAD7.82e-132.50e-010.0674
26519TIMM10HTA11_7469_2000001011HumanColorectumAD2.24e-023.28e-01-0.0124
26519TIMM10HTA11_99999970781_79442HumanColorectumMSS1.73e-122.64e-010.294
26519TIMM10HTA11_99999965104_69814HumanColorectumMSS6.74e-031.98e-010.281
26519TIMM10HTA11_99999971662_82457HumanColorectumMSS2.10e-173.72e-010.3859
26519TIMM10HTA11_99999974143_84620HumanColorectumMSS4.71e-061.77e-010.3005
26519TIMM10LZE2DHumanEsophagusHGIN3.57e-033.60e-010.0642
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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
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:0006626ColorectumADprotein targeting to mitochondrion37/3918100/187231.58e-042.20e-0337
GO:0007007ColorectumADinner mitochondrial membrane organization18/391838/187232.45e-043.09e-0318
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: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
GO:00066261ColorectumSERprotein targeting to mitochondrion31/2897100/187237.09e-051.61e-0331
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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
TIMM10SNVMissense_Mutationc.260N>Gp.Ser87Cysp.S87CP62072protein_codingdeleterious(0.03)benign(0.077)TCGA-DR-A0ZM-01Cervixcervical & endocervical cancerFemale<65III/IVUnspecificCisplatinSD
TIMM10SNVMissense_Mutationnovelc.13N>Gp.Arg5Glyp.R5GP62072protein_codingtolerated(0.11)benign(0.007)TCGA-AP-A1DK-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
TIMM10SNVMissense_Mutationnovelc.55N>Ap.Ala19Thrp.A19TP62072protein_codingtolerated(1)benign(0.057)TCGA-AP-A1DV-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
TIMM10SNVMissense_Mutationc.196G>Tp.Gly66Cysp.G66CP62072protein_codingdeleterious(0)probably_damaging(1)TCGA-BR-4257-01Stomachstomach adenocarcinomaFemale>=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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