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: TRIM28

Gene summary for TRIM28

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

TRIM28

Gene ID

10155

Gene nametripartite motif containing 28
Gene AliasKAP1
Cytomap19q13.43
Gene Typeprotein-coding
GO ID

GO:0000003

UniProtAcc

Q13263


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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
10155TRIM28HTA11_3410_2000001011HumanColorectumAD1.82e-621.20e+000.0155
10155TRIM28HTA11_2487_2000001011HumanColorectumSER6.64e-351.14e+00-0.1808
10155TRIM28HTA11_2951_2000001011HumanColorectumAD1.11e-151.06e+000.0216
10155TRIM28HTA11_1938_2000001011HumanColorectumAD4.78e-371.28e+00-0.0811
10155TRIM28HTA11_78_2000001011HumanColorectumAD8.87e-308.13e-01-0.1088
10155TRIM28HTA11_347_2000001011HumanColorectumAD6.59e-911.71e+00-0.1954
10155TRIM28HTA11_411_2000001011HumanColorectumSER7.50e-211.52e+00-0.2602
10155TRIM28HTA11_2112_2000001011HumanColorectumSER8.23e-047.88e-01-0.2196
10155TRIM28HTA11_3361_2000001011HumanColorectumAD4.72e-401.34e+00-0.1207
10155TRIM28HTA11_83_2000001011HumanColorectumSER4.03e-221.06e+00-0.1526
10155TRIM28HTA11_696_2000001011HumanColorectumAD4.07e-651.45e+00-0.1464
10155TRIM28HTA11_866_2000001011HumanColorectumAD1.24e-287.62e-01-0.1001
10155TRIM28HTA11_1391_2000001011HumanColorectumAD1.66e-561.48e+00-0.059
10155TRIM28HTA11_2992_2000001011HumanColorectumSER9.58e-271.77e+00-0.1706
10155TRIM28HTA11_5212_2000001011HumanColorectumAD4.00e-241.51e+00-0.2061
10155TRIM28HTA11_5216_2000001011HumanColorectumSER1.58e-281.62e+00-0.1462
10155TRIM28HTA11_546_2000001011HumanColorectumAD1.00e-301.42e+00-0.0842
10155TRIM28HTA11_7862_2000001011HumanColorectumAD2.25e-064.57e-01-0.0179
10155TRIM28HTA11_866_3004761011HumanColorectumAD1.89e-439.38e-010.096
10155TRIM28HTA11_4255_2000001011HumanColorectumSER1.41e-138.87e-010.0446
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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
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
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
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:004338814EndometriumEECpositive regulation of DNA binding16/216856/187234.42e-044.58e-0316
GO:000183712EndometriumEECepithelial to mesenchymal transition33/2168157/187234.71e-044.84e-0333
GO:001703813EndometriumEECprotein import40/2168206/187236.94e-046.66e-0340
GO:003304413EndometriumEECregulation of chromosome organization37/2168187/187237.51e-047.05e-0337
GO:00396941EndometriumEECviral RNA genome replication11/216835/187231.44e-031.17e-0211
GO:004682412EndometriumEECpositive regulation of nucleocytoplasmic transport16/216862/187231.48e-031.20e-0216
GO:005105412EndometriumEECpositive regulation of DNA metabolic process38/2168201/187231.55e-031.24e-0238
GO:004852514EndometriumEECnegative regulation of viral process21/216892/187231.64e-031.29e-0221
GO:000756613EndometriumEECembryo implantation14/216853/187232.26e-031.68e-0214
GO:200102014EndometriumEECregulation of response to DNA damage stimulus40/2168219/187232.30e-031.70e-0240
GO:004507112EndometriumEECnegative regulation of viral genome replication14/216856/187233.91e-032.60e-0214
GO:000632513EndometriumEECchromatin organization65/2168409/187234.98e-033.14e-0265
GO:00467777EndometriumEECprotein autophosphorylation39/2168227/187237.52e-034.21e-0239
GO:00314531EndometriumEECpositive regulation of heterochromatin assembly5/216812/187238.14e-034.49e-025
GO:01202631EndometriumEECpositive regulation of heterochromatin organization5/216812/187238.14e-034.49e-025
GO:190459113EndometriumEECpositive regulation of protein import11/216843/187238.36e-034.59e-0211
GO:007259420EsophagusHGINestablishment of protein localization to organelle120/2587422/187231.73e-154.00e-13120
GO:001603227EsophagusHGINviral process118/2587415/187233.01e-156.22e-13118
GO:001905827EsophagusHGINviral life cycle93/2587317/187233.66e-135.63e-1193
GO:003450417EsophagusHGINprotein localization to nucleus84/2587290/187231.06e-111.24e-0984
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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
TRIM28MYOEPIBreastDCISERBB2,PGAP3,MUC6, etc.1.47e-01The 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.
TRIM28CD8TRMBreastHealthyGNAS,TUBB4B,ODC1, etc.4.16e-01The 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.
TRIM28CD8TRMBreastPrecancerGNAS,TUBB4B,ODC1, etc.6.11e-02The 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.
TRIM28MYOFIBColorectumCRCSPINT2,MT-ATP6,MT-CYB, etc.5.22e-02The 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.
TRIM28VFIBColorectumMSSSPINT2,MT-ATP6,MT-CYB, etc.3.36e-02The 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.
TRIM28LUMEndometriumEECSAMD11,ZNF302,TUBB, etc.2.44e-02The 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.
TRIM28INMONEndometriumADJLYPD3,PTGS2,EREG, etc.4.02e-01The 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.
TRIM28NEUTEndometriumADJLYPD3,PTGS2,EREG, etc.9.61e-03The 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.
TRIM28NEUTEndometriumAEHLYPD3,PTGS2,EREG, etc.2.16e-01The 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.
TRIM28INMONEndometriumAEHLYPD3,PTGS2,EREG, etc.3.00e-01The 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.
∗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
TRIM28SNVMissense_Mutationnovelc.523G>Ap.Glu175Lysp.E175KQ13263protein_codingdeleterious(0.04)benign(0.286)TCGA-A2-A0CR-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinCR
TRIM28SNVMissense_Mutationrs759243122c.1234N>Tp.Arg412Cysp.R412CQ13263protein_codingtolerated(0.06)probably_damaging(0.99)TCGA-AO-A0J3-01Breastbreast invasive carcinomaFemale>=65I/IIChemotherapycyclophosphamideSD
TRIM28SNVMissense_Mutationc.932G>Ap.Arg311Hisp.R311HQ13263protein_codingtolerated(0.1)benign(0.003)TCGA-AO-A128-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinSD
TRIM28SNVMissense_Mutationc.1310N>Gp.Ser437Cysp.S437CQ13263protein_codingdeleterious(0.01)possibly_damaging(0.635)TCGA-BH-A0DZ-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydocetaxelSD
TRIM28SNVMissense_Mutationnovelc.667N>Gp.Ser223Glyp.S223GQ13263protein_codingdeleterious(0)possibly_damaging(0.867)TCGA-EW-A1OY-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinSD
TRIM28deletionFrame_Shift_Delnovelc.479delNp.Pro161GlnfsTer18p.P161Qfs*18Q13263protein_codingTCGA-D8-A27V-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapytamoxiphenSD
TRIM28deletionFrame_Shift_Delnovelc.2049delNp.Leu684TrpfsTer57p.L684Wfs*57Q13263protein_codingTCGA-EW-A2FV-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapydocetaxelSD
TRIM28SNVMissense_Mutationnovelc.1486N>Ap.Asp496Asnp.D496NQ13263protein_codingtolerated(0.82)probably_damaging(0.977)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
TRIM28SNVMissense_Mutationnovelc.2377G>Ap.Glu793Lysp.E793KQ13263protein_codingdeleterious(0.03)benign(0.014)TCGA-C5-A7X5-01Cervixcervical & endocervical cancerFemale>=65I/IIChemotherapycarboplatinPD
TRIM28SNVMissense_Mutationnovelc.736N>Cp.Glu246Glnp.E246QQ13263protein_codingdeleterious(0.02)probably_damaging(0.991)TCGA-DS-A1OC-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapygemcitabineSD
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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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