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: TMA7

Gene summary for TMA7

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

TMA7

Gene ID

51372

Gene nametranslation machinery associated 7 homolog
Gene AliasCCDC72
Cytomap3p21.31
Gene Typeprotein-coding
GO ID

GO:0002181

UniProtAcc

A0A024R306


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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
51372TMA7GSM4909280HumanBreastPrecancer6.63e-05-5.29e-010.0305
51372TMA7GSM4909281HumanBreastIDC1.55e-675.63e-010.21
51372TMA7GSM4909286HumanBreastIDC1.11e-112.98e-010.1081
51372TMA7GSM4909287HumanBreastIDC8.61e-222.30e-010.2057
51372TMA7GSM4909288HumanBreastIDC5.19e-03-2.54e-010.0988
51372TMA7GSM4909290HumanBreastIDC1.08e-676.10e-010.2096
51372TMA7GSM4909292HumanBreastIDC9.78e-185.73e-010.1236
51372TMA7GSM4909293HumanBreastIDC9.83e-04-8.99e-020.1581
51372TMA7GSM4909294HumanBreastIDC1.67e-251.71e-010.2022
51372TMA7GSM4909296HumanBreastIDC2.02e-262.83e-010.1524
51372TMA7GSM4909297HumanBreastIDC1.66e-348.59e-020.1517
51372TMA7GSM4909298HumanBreastIDC5.68e-173.47e-010.1551
51372TMA7GSM4909301HumanBreastIDC1.92e-454.73e-010.1577
51372TMA7GSM4909302HumanBreastIDC4.38e-161.42e-010.1545
51372TMA7GSM4909304HumanBreastIDC3.27e-183.21e-010.1636
51372TMA7GSM4909306HumanBreastIDC6.59e-062.43e-010.1564
51372TMA7GSM4909309HumanBreastIDC3.46e-118.81e-020.0483
51372TMA7GSM4909311HumanBreastIDC1.21e-611.24e-010.1534
51372TMA7GSM4909312HumanBreastIDC2.05e-221.90e-010.1552
51372TMA7GSM4909313HumanBreastIDC9.11e-08-1.75e-020.0391
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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
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
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:00021819BreastPrecancercytoplasmic translation80/1080148/187231.59e-598.54e-5680
GO:000218114BreastIDCcytoplasmic translation82/1434148/187232.60e-521.48e-4882
GO:000218124BreastDCIScytoplasmic translation82/1390148/187232.21e-531.25e-4982
GO:000218110CervixCCcytoplasmic translation96/2311148/187234.87e-512.91e-4796
GO:000218115CervixHSIL_HPVcytoplasmic translation86/737148/187233.97e-821.91e-7886
GO:000218125CervixN_HPVcytoplasmic translation42/534148/187232.61e-301.19e-2642
GO:0002181ColorectumADcytoplasmic translation109/3918148/187233.40e-432.13e-39109
GO:00021811ColorectumSERcytoplasmic translation102/2897148/187231.38e-488.49e-45102
GO:00021812ColorectumMSScytoplasmic translation108/3467148/187231.78e-471.11e-43108
GO:00021813ColorectumMSI-Hcytoplasmic translation100/1319148/187231.50e-798.31e-76100
GO:000218116EndometriumAEHcytoplasmic translation104/2100148/187231.01e-646.07e-61104
GO:000218117EndometriumEECcytoplasmic translation104/2168148/187232.53e-631.52e-59104
GO:000218127EsophagusHGINcytoplasmic translation108/2587148/187231.70e-601.02e-56108
GO:0002181111EsophagusESCCcytoplasmic translation135/8552148/187234.17e-322.65e-29135
GO:00021817LiverNAFLDcytoplasmic translation93/1882148/187231.44e-558.41e-5293
GO:000218112LiverCirrhoticcytoplasmic translation120/4634148/187232.95e-471.85e-43120
GO:000218122LiverHCCcytoplasmic translation132/7958148/187239.09e-335.76e-30132
GO:000218132LiverCystcytoplasmic translation70/496148/187239.01e-713.85e-6770
GO:000218120Oral cavityOSCCcytoplasmic translation133/7305148/187231.94e-382.46e-35133
GO:0002181110Oral cavityLPcytoplasmic translation124/4623148/187235.09e-523.19e-48124
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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
TMA7SNVMissense_Mutationnovelc.83C>Ap.Ala28Aspp.A28DQ9Y2S6protein_codingdeleterious(0.01)probably_damaging(0.975)TCGA-AX-A06F-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVChemotherapycarboplatinSD
TMA7SNVMissense_Mutationnovelc.89A>Cp.Lys30Thrp.K30TQ9Y2S6protein_codingdeleterious(0.03)probably_damaging(0.913)TCGA-BK-A6W3-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
TMA7SNVMissense_Mutationnovelc.88N>Gp.Lys30Glup.K30EQ9Y2S6protein_codingtolerated(0.12)possibly_damaging(0.874)TCGA-FI-A2D0-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
TMA7deletionFrame_Shift_Delnovelc.187delNp.Lys64SerfsTer19p.K64Sfs*19Q9Y2S6protein_codingTCGA-BG-A0VW-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
TMA7SNVMissense_Mutationnovelc.137A>Cp.Lys46Thrp.K46TQ9Y2S6protein_codingdeleterious(0.04)benign(0.115)TCGA-NC-A5HT-01Lunglung squamous cell carcinomaMale>=65III/IVChemotherapycarboplatinPR
TMA7insertionFrame_Shift_Insnovelc.68_69insGCGTp.Asp23GlufsTer6p.D23Efs*6Q9Y2S6protein_codingTCGA-56-8504-01Lunglung squamous cell carcinomaMale>=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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