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:00182057EsophagusHGINpeptidyl-lysine modification88/2587376/187232.99e-071.39e-0588
GO:003052220EsophagusHGINintracellular receptor signaling pathway62/2587265/187231.63e-054.50e-0462
GO:00165708EsophagusHGINhistone modification92/2587463/187231.70e-043.30e-0392
GO:00064735EsophagusHGINprotein acetylation45/2587201/187236.17e-048.58e-0345
GO:00183945EsophagusHGINpeptidyl-lysine acetylation39/2587169/187237.46e-049.90e-0339
GO:00435435EsophagusHGINprotein acylation51/2587243/187231.33e-031.57e-0251
GO:00439675EsophagusHGINhistone H4 acetylation19/258767/187231.39e-031.63e-0219
GO:004343420EsophagusHGINresponse to peptide hormone79/2587414/187231.60e-031.79e-0279
GO:00064755EsophagusHGINinternal protein amino acid acetylation36/2587160/187231.87e-032.01e-0236
GO:00483844EsophagusHGINretinoic acid receptor signaling pathway11/258731/187232.02e-032.12e-0211
GO:00183935EsophagusHGINinternal peptidyl-lysine acetylation35/2587158/187232.82e-032.75e-0235
GO:001657015EsophagusESCChistone modification323/8552463/187232.61e-267.88e-24323
GO:001820514EsophagusESCCpeptidyl-lysine modification259/8552376/187233.90e-205.26e-18259
GO:001839413EsophagusESCCpeptidyl-lysine acetylation123/8552169/187236.58e-132.94e-11123
GO:004354313EsophagusESCCprotein acylation165/8552243/187231.69e-127.14e-11165
GO:000647313EsophagusESCCprotein acetylation140/8552201/187234.37e-121.69e-10140
GO:001839313EsophagusESCCinternal peptidyl-lysine acetylation114/8552158/187231.16e-114.24e-10114
GO:000647513EsophagusESCCinternal protein amino acid acetylation115/8552160/187231.43e-115.08e-10115
GO:00165735EsophagusESCChistone acetylation110/8552152/187231.95e-116.81e-10110
GO:0030522110EsophagusESCCintracellular receptor signaling pathway170/8552265/187238.58e-102.09e-08170
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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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