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: TRIM16

Gene summary for TRIM16

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

TRIM16

Gene ID

10626

Gene nametripartite motif containing 16
Gene AliasEBBP
Cytomap17p12
Gene Typeprotein-coding
GO ID

GO:0001816

UniProtAcc

O95361


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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
10626TRIM16LZE2THumanEsophagusESCC3.25e-046.72e-010.082
10626TRIM16LZE4THumanEsophagusESCC1.88e-391.47e+000.0811
10626TRIM16LZE5THumanEsophagusESCC7.14e-067.32e-010.0514
10626TRIM16LZE7THumanEsophagusESCC5.67e-169.03e-010.0667
10626TRIM16LZE8THumanEsophagusESCC1.36e-113.87e-010.067
10626TRIM16LZE20THumanEsophagusESCC1.22e-043.25e-010.0662
10626TRIM16LZE21D1HumanEsophagusHGIN2.08e-021.63e-010.0632
10626TRIM16LZE22D1HumanEsophagusHGIN1.21e-032.26e-010.0595
10626TRIM16LZE22THumanEsophagusESCC5.64e-121.02e+000.068
10626TRIM16LZE24THumanEsophagusESCC4.60e-207.04e-010.0596
10626TRIM16LZE21THumanEsophagusESCC6.36e-171.12e+000.0655
10626TRIM16LZE6THumanEsophagusESCC9.98e-031.39e-010.0845
10626TRIM16P1T-EHumanEsophagusESCC9.51e-228.33e-010.0875
10626TRIM16P2T-EHumanEsophagusESCC9.40e-163.38e-010.1177
10626TRIM16P4T-EHumanEsophagusESCC1.36e-671.72e+000.1323
10626TRIM16P5T-EHumanEsophagusESCC3.82e-337.06e-010.1327
10626TRIM16P8T-EHumanEsophagusESCC5.54e-204.70e-010.0889
10626TRIM16P9T-EHumanEsophagusESCC5.71e-419.04e-010.1131
10626TRIM16P10T-EHumanEsophagusESCC9.32e-102.70e-010.116
10626TRIM16P11T-EHumanEsophagusESCC6.55e-128.91e-010.1426
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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
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
∗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:004396712EsophagusESCChistone H4 acetylation53/855267/187232.11e-084.03e-0753
GO:00435888EsophagusESCCskin development163/8552263/187236.48e-081.14e-06163
GO:000854410EsophagusESCCepidermis development193/8552324/187232.87e-074.19e-06193
GO:0043434111EsophagusESCCresponse to peptide hormone234/8552414/187234.93e-065.21e-05234
GO:000991310EsophagusESCCepidermal cell differentiation122/8552202/187231.69e-051.51e-04122
GO:00456826EsophagusESCCregulation of epidermis development46/855265/187233.65e-052.97e-0446
GO:00439662EsophagusESCChistone H3 acetylation43/855261/187237.57e-055.67e-0443
GO:00302167EsophagusESCCkeratinocyte differentiation86/8552139/187238.53e-056.19e-0486
GO:00456046EsophagusESCCregulation of epidermal cell differentiation41/855258/187231.00e-047.10e-0441
GO:00456167EsophagusESCCregulation of keratinocyte differentiation26/855237/187232.16e-039.62e-0326
GO:000181916EsophagusESCCpositive regulation of cytokine production244/8552467/187232.29e-031.01e-02244
GO:00456841EsophagusESCCpositive regulation of epidermis development23/855232/187232.43e-031.06e-0223
GO:00456061EsophagusESCCpositive regulation of epidermal cell differentiation20/855227/187232.61e-031.11e-0220
GO:004838412EsophagusESCCretinoic acid receptor signaling pathway22/855231/187233.90e-031.58e-0222
GO:00325261EsophagusESCCresponse to retinoic acid63/8552107/187234.05e-031.62e-0263
GO:00456181EsophagusESCCpositive regulation of keratinocyte differentiation14/855219/187231.27e-024.21e-0214
GO:001657021LiverHCChistone modification283/7958463/187232.68e-162.33e-14283
GO:00182052LiverHCCpeptidyl-lysine modification230/7958376/187231.51e-138.32e-12230
GO:003052222LiverHCCintracellular receptor signaling pathway171/7958265/187233.00e-131.61e-11171
GO:004343422LiverHCCresponse to peptide hormone247/7958414/187239.55e-134.77e-11247
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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
TRIM16SNVMissense_Mutationnovelc.1115N>Tp.Ala372Valp.A372VO95361protein_codingtolerated(0.13)benign(0.044)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
TRIM16SNVMissense_Mutationnovelc.1639N>Cp.Asp547Hisp.D547HO95361protein_codingdeleterious(0.03)probably_damaging(0.956)TCGA-C5-A7X5-01Cervixcervical & endocervical cancerFemale>=65I/IIChemotherapycarboplatinPD
TRIM16SNVMissense_Mutationc.1081G>Cp.Glu361Glnp.E361QO95361protein_codingtolerated(0.07)possibly_damaging(0.796)TCGA-EK-A2R9-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
TRIM16SNVMissense_Mutationnovelc.251C>Gp.Thr84Serp.T84SO95361protein_codingtolerated(0.65)benign(0.014)TCGA-JW-A5VL-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
TRIM16SNVMissense_Mutationrs746816242c.946N>Ap.Glu316Lysp.E316KO95361protein_codingdeleterious(0.02)benign(0.02)TCGA-UC-A7PF-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
TRIM16SNVMissense_Mutationc.1646N>Tp.Gly549Valp.G549VO95361protein_codingdeleterious(0.01)probably_damaging(0.933)TCGA-AA-3864-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
TRIM16SNVMissense_Mutationc.449N>Ap.Cys150Tyrp.C150YO95361protein_codingdeleterious(0)probably_damaging(1)TCGA-AA-A02R-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownPD
TRIM16SNVMissense_Mutationc.907C>Ap.Leu303Metp.L303MO95361protein_codingdeleterious(0.04)probably_damaging(0.968)TCGA-AM-5821-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
TRIM16SNVMissense_Mutationnovelc.29N>Ap.Gly10Glup.G10EO95361protein_codingdeleterious_low_confidence(0.04)benign(0.011)TCGA-AZ-6598-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
TRIM16SNVMissense_Mutationc.121G>Ap.Glu41Lysp.E41KO95361protein_codingtolerated(0.15)benign(0.006)TCGA-CK-5912-01Colorectumcolon adenocarcinomaMale>=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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