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:00170381ColorectumSERprotein import49/2897206/187231.12e-031.29e-0249
GO:19032141ColorectumSERregulation of protein targeting to mitochondrion15/289744/187231.77e-031.82e-0215
GO:19037491ColorectumSERpositive regulation of establishment of protein localization to mitochondrion13/289736/187231.96e-031.97e-0213
GO:1903955ColorectumSERpositive regulation of protein targeting to mitochondrion11/289732/187236.58e-034.68e-0211
GO:00718061ColorectumSERprotein transmembrane transport17/289759/187236.64e-034.69e-0217
GO:19038292ColorectumMSSpositive regulation of cellular protein localization103/3467276/187231.12e-132.67e-11103
GO:00725942ColorectumMSSestablishment of protein localization to organelle139/3467422/187235.75e-131.12e-10139
GO:00068392ColorectumMSSmitochondrial transport93/3467254/187236.14e-129.82e-1093
GO:19049512ColorectumMSSpositive regulation of establishment of protein localization110/3467319/187236.30e-129.83e-10110
GO:00316472ColorectumMSSregulation of protein stability103/3467298/187232.52e-113.49e-09103
GO:00512222ColorectumMSSpositive regulation of protein transport104/3467303/187233.23e-114.11e-09104
GO:00903162ColorectumMSSpositive regulation of intracellular protein transport60/3467160/187231.18e-087.08e-0760
GO:00224112ColorectumMSScellular component disassembly130/3467443/187231.44e-088.46e-07130
GO:00162362ColorectumMSSmacroautophagy93/3467291/187232.08e-081.17e-0693
GO:00323882ColorectumMSSpositive regulation of intracellular transport70/3467202/187233.32e-081.82e-0670
GO:00066052ColorectumMSSprotein targeting97/3467314/187236.76e-083.46e-0697
GO:00331572ColorectumMSSregulation of intracellular protein transport76/3467229/187237.03e-083.56e-0676
GO:00323862ColorectumMSSregulation of intracellular transport102/3467337/187239.73e-084.71e-06102
GO:19905422ColorectumMSSmitochondrial transmembrane transport41/3467102/187232.70e-071.11e-0541
GO:00705852ColorectumMSSprotein localization to mitochondrion47/3467125/187233.98e-071.58e-0547
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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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