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: TOMM7

Gene summary for TOMM7

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

TOMM7

Gene ID

54543

Gene nametranslocase of outer mitochondrial membrane 7
Gene AliasTOM7
Cytomap7p15.3
Gene Typeprotein-coding
GO ID

GO:0000422

UniProtAcc

Q75MR5


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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
54543TOMM7GSM4909280HumanBreastPrecancer1.98e-02-1.06e-010.0305
54543TOMM7GSM4909281HumanBreastIDC6.03e-05-1.71e-010.21
54543TOMM7GSM4909286HumanBreastIDC2.61e-08-4.85e-030.1081
54543TOMM7GSM4909288HumanBreastIDC1.82e-02-1.13e-010.0988
54543TOMM7GSM4909291HumanBreastIDC5.60e-042.23e-010.1753
54543TOMM7GSM4909293HumanBreastIDC2.44e-06-3.47e-020.1581
54543TOMM7GSM4909294HumanBreastIDC1.58e-06-6.74e-020.2022
54543TOMM7GSM4909296HumanBreastIDC7.18e-101.80e-010.1524
54543TOMM7GSM4909297HumanBreastIDC2.22e-23-7.13e-020.1517
54543TOMM7GSM4909298HumanBreastIDC1.36e-072.95e-010.1551
54543TOMM7GSM4909299HumanBreastIDC2.59e-184.04e-010.035
54543TOMM7GSM4909302HumanBreastIDC1.14e-212.43e-010.1545
54543TOMM7GSM4909308HumanBreastIDC1.13e-04-1.91e-010.158
54543TOMM7GSM4909309HumanBreastIDC2.55e-054.64e-020.0483
54543TOMM7GSM4909311HumanBreastIDC5.42e-50-2.16e-010.1534
54543TOMM7GSM4909312HumanBreastIDC3.05e-07-1.91e-010.1552
54543TOMM7GSM4909313HumanBreastIDC4.25e-059.31e-020.0391
54543TOMM7GSM4909315HumanBreastIDC7.84e-041.12e-010.21
54543TOMM7GSM4909316HumanBreastIDC2.57e-022.16e-010.21
54543TOMM7GSM4909319HumanBreastIDC1.35e-65-2.21e-010.1563
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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
GCThe 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.CAG: Chronic atrophic gastritis
CAG with IM: Chronic atrophic gastritis with intestinal metaplasia
CSG: Chronic superficial gastritis
GC: Gastric cancer
SIM: Severe intestinal metaplasia
WIM: Wild intestinal metaplasia
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
LungThe 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.AAH: Atypical adenomatous hyperplasia
AIS: Adenocarcinoma in situ
IAC: Invasive lung adenocarcinoma
MIA: Minimally invasive adenocarcinoma
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:00316471ColorectumSERregulation of protein stability86/2897298/187232.56e-092.42e-0786
GO:00725941ColorectumSERestablishment of protein localization to organelle111/2897422/187234.98e-094.49e-07111
GO:00224111ColorectumSERcellular component disassembly114/2897443/187231.17e-089.59e-07114
GO:00512221ColorectumSERpositive regulation of protein transport85/2897303/187231.36e-081.05e-0685
GO:00331571ColorectumSERregulation of intracellular protein transport68/2897229/187233.41e-082.30e-0668
GO:00903161ColorectumSERpositive regulation of intracellular protein transport52/2897160/187235.64e-083.72e-0652
GO:00323861ColorectumSERregulation of intracellular transport89/2897337/187231.34e-077.96e-0689
GO:00162361ColorectumSERmacroautophagy79/2897291/187231.97e-071.10e-0579
GO:00705851ColorectumSERprotein localization to mitochondrion42/2897125/187233.75e-071.98e-0542
GO:00323881ColorectumSERpositive regulation of intracellular transport59/2897202/187234.98e-072.48e-0559
GO:00004221ColorectumSERautophagy of mitochondrion29/289781/187235.61e-062.01e-0429
GO:00617261ColorectumSERmitochondrion disassembly29/289781/187235.61e-062.01e-0429
GO:00726551ColorectumSERestablishment of protein localization to mitochondrion38/2897120/187236.60e-062.33e-0438
GO:19030081ColorectumSERorganelle disassembly36/2897114/187231.22e-053.89e-0436
GO:00066051ColorectumSERprotein targeting76/2897314/187233.19e-058.47e-0476
GO:00619121ColorectumSERselective autophagy24/289768/187234.60e-051.15e-0324
GO:00066261ColorectumSERprotein targeting to mitochondrion31/2897100/187237.09e-051.61e-0331
GO:19037471ColorectumSERregulation of establishment of protein localization to mitochondrion18/289750/187233.00e-044.90e-0318
GO:00004231ColorectumSERmitophagy12/289728/187234.92e-047.02e-0312
GO:19035331ColorectumSERregulation of protein targeting24/289781/187239.20e-041.11e-0224
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa0413716BreastPrecancerMitophagy - animal15/68472/84655.22e-043.93e-033.01e-0315
hsa0413717BreastPrecancerMitophagy - animal15/68472/84655.22e-043.93e-033.01e-0315
hsa0413723BreastIDCMitophagy - animal17/86772/84657.61e-046.04e-034.52e-0317
hsa0413733BreastIDCMitophagy - animal17/86772/84657.61e-046.04e-034.52e-0317
hsa0413742BreastDCISMitophagy - animal17/84672/84655.75e-044.42e-033.26e-0317
hsa0413752BreastDCISMitophagy - animal17/84672/84655.75e-044.42e-033.26e-0317
hsa0413718CervixCCMitophagy - animal22/126772/84655.77e-042.75e-031.63e-0322
hsa0413719CervixCCMitophagy - animal22/126772/84655.77e-042.75e-031.63e-0322
hsa0413724CervixN_HPVMitophagy - animal10/34972/84656.84e-045.03e-033.93e-0310
hsa0413734CervixN_HPVMitophagy - animal10/34972/84656.84e-045.03e-033.93e-0310
hsa04137ColorectumADMitophagy - animal29/209272/84652.49e-031.35e-028.59e-0329
hsa041371ColorectumADMitophagy - animal29/209272/84652.49e-031.35e-028.59e-0329
hsa041372ColorectumSERMitophagy - animal22/158072/84659.93e-034.78e-023.47e-0222
hsa041373ColorectumSERMitophagy - animal22/158072/84659.93e-034.78e-023.47e-0222
hsa041374ColorectumMSSMitophagy - animal27/187572/84652.17e-031.10e-026.76e-0327
hsa041375ColorectumMSSMitophagy - animal27/187572/84652.17e-031.10e-026.76e-0327
hsa041376ColorectumMSI-HMitophagy - animal16/79772/84658.73e-041.01e-028.48e-0316
hsa041377ColorectumMSI-HMitophagy - animal16/79772/84658.73e-041.01e-028.48e-0316
hsa0413720EndometriumAEHMitophagy - animal21/119772/84657.03e-044.86e-033.56e-0321
hsa04137110EndometriumAEHMitophagy - animal21/119772/84657.03e-044.86e-033.56e-0321
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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
TOMM7SNVMissense_Mutationnovelc.32N>Ap.Arg11Lysp.R11KQ9P0U1protein_codingtolerated(0.17)possibly_damaging(0.514)TCGA-EI-6917-01Colorectumrectum adenocarcinomaMale<65III/IVChemotherapy5fluorouracil+oxaciplatina+l-folinianSD
TOMM7SNVMissense_Mutationnovelc.96T>Gp.Ile32Metp.I32MQ9P0U1protein_codingdeleterious(0.01)benign(0.424)TCGA-F5-6814-01Colorectumrectum adenocarcinomaMale<65I/IIUnknownUnknownSD
TOMM7SNVMissense_Mutationnovelc.15N>Gp.Ser5Argp.S5RQ9P0U1protein_codingdeleterious(0)benign(0.014)TCGA-22-1000-01Lunglung squamous cell carcinomaMale>=65I/IIUnknownUnknownPD
TOMM7SNVMissense_Mutationnovelc.91N>Ap.Val31Metp.V31MQ9P0U1protein_codingdeleterious(0.04)benign(0.076)TCGA-XK-AAIW-01Prostateprostate adenocarcinomaMale>=659UnknownUnknownPD
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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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