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:00447434SkincSCCprotein transmembrane import into intracellular organelle18/486436/187231.70e-031.04e-0218
GO:19049255SkincSCCpositive regulation of autophagy of mitochondrion in response to mitochondrial depolarization8/486413/187237.25e-033.44e-028
GO:00068396StomachGCmitochondrial transport42/1159254/187234.95e-095.72e-0742
GO:00316476StomachGCregulation of protein stability40/1159298/187233.23e-061.31e-0440
GO:19905424StomachGCmitochondrial transmembrane transport20/1159102/187233.71e-061.49e-0420
GO:19049516StomachGCpositive regulation of establishment of protein localization39/1159319/187233.79e-059.76e-0439
GO:00512226StomachGCpositive regulation of protein transport36/1159303/187231.33e-042.49e-0336
GO:00725946StomachGCestablishment of protein localization to organelle43/1159422/187239.14e-041.11e-0243
GO:00066056StomachGCprotein targeting34/1159314/187231.09e-031.27e-0234
GO:00705856StomachGCprotein localization to mitochondrion17/1159125/187231.80e-031.87e-0217
GO:00726556StomachGCestablishment of protein localization to mitochondrion16/1159120/187232.97e-032.66e-0216
GO:00066266StomachGCprotein targeting to mitochondrion14/1159100/187233.37e-032.94e-0214
GO:00224116StomachGCcellular component disassembly42/1159443/187233.99e-033.35e-0242
GO:000683911StomachCAG with IMmitochondrial transport42/1050254/187232.58e-104.44e-0842
GO:199054211StomachCAG with IMmitochondrial transmembrane transport20/1050102/187238.13e-074.05e-0520
GO:003164711StomachCAG with IMregulation of protein stability38/1050298/187231.92e-068.60e-0538
GO:190495111StomachCAG with IMpositive regulation of establishment of protein localization34/1050319/187232.52e-044.48e-0334
GO:000660511StomachCAG with IMprotein targeting33/1050314/187233.98e-046.38e-0333
GO:007259411StomachCAG with IMestablishment of protein localization to organelle41/1050422/187234.45e-046.89e-0341
GO:007058511StomachCAG with IMprotein localization to mitochondrion17/1050125/187236.13e-048.81e-0317
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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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