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: TRIM16L

Gene summary for TRIM16L

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

TRIM16L

Gene ID

147166

Gene nametripartite motif containing 16 like
Gene AliasTRIM70
Cytomap17p11.2
Gene Typepseudo
GO ID

GO:0005575

UniProtAcc

Q309B1


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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
147166TRIM16LLZE2THumanEsophagusESCC1.86e-047.21e-010.082
147166TRIM16LLZE4THumanEsophagusESCC4.49e-301.21e+000.0811
147166TRIM16LLZE7THumanEsophagusESCC1.76e-052.51e-010.0667
147166TRIM16LLZE24THumanEsophagusESCC1.36e-052.82e-010.0596
147166TRIM16LLZE21THumanEsophagusESCC1.05e-044.13e-010.0655
147166TRIM16LP1T-EHumanEsophagusESCC2.44e-021.88e-010.0875
147166TRIM16LP2T-EHumanEsophagusESCC5.60e-081.66e-010.1177
147166TRIM16LP4T-EHumanEsophagusESCC2.71e-307.48e-010.1323
147166TRIM16LP8T-EHumanEsophagusESCC2.88e-041.26e-010.0889
147166TRIM16LP9T-EHumanEsophagusESCC7.44e-339.27e-010.1131
147166TRIM16LP10T-EHumanEsophagusESCC3.32e-082.60e-010.116
147166TRIM16LP12T-EHumanEsophagusESCC7.98e-194.60e-010.1122
147166TRIM16LP15T-EHumanEsophagusESCC3.36e-621.71e+000.1149
147166TRIM16LP16T-EHumanEsophagusESCC8.34e-081.22e-010.1153
147166TRIM16LP20T-EHumanEsophagusESCC1.51e-102.05e-010.1124
147166TRIM16LP21T-EHumanEsophagusESCC9.77e-082.70e-010.1617
147166TRIM16LP22T-EHumanEsophagusESCC2.95e-327.19e-010.1236
147166TRIM16LP23T-EHumanEsophagusESCC3.03e-052.05e-010.108
147166TRIM16LP24T-EHumanEsophagusESCC4.34e-072.20e-010.1287
147166TRIM16LP26T-EHumanEsophagusESCC3.13e-111.65e-010.1276
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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
∗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
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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
TRIM16LSNVMissense_Mutationc.415N>Cp.Tyr139Hisp.Y139HQ309B1protein_codingtolerated(0.74)benign(0)TCGA-BH-A18G-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
TRIM16LSNVMissense_Mutationrs752949316c.530G>Ap.Arg177Hisp.R177HQ309B1protein_codingtolerated(0.13)benign(0.299)TCGA-EX-A69M-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownPD
TRIM16LSNVMissense_Mutationc.828C>Gp.Phe276Leup.F276LQ309B1protein_codingtolerated(0.08)benign(0.334)TCGA-IR-A3LK-01Cervixcervical & endocervical cancerFemale>=65I/IIChemotherapycisplatinPD
TRIM16LSNVMissense_Mutationc.44C>Tp.Ala15Valp.A15VQ309B1protein_codingtolerated(0.12)benign(0.022)TCGA-AA-A010-01Colorectumcolon adenocarcinomaFemale<65I/IIChemotherapyfolinicCR
TRIM16LSNVMissense_Mutationrs368943120c.409N>Tp.Arg137Cysp.R137CQ309B1protein_codingtolerated(0.11)benign(0.431)TCGA-G4-6628-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
TRIM16LSNVMissense_Mutationrs749951466c.977N>Tp.Ala326Valp.A326VQ309B1protein_codingtolerated(1)benign(0.001)TCGA-A5-A0G2-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVUnknownUnknownSD
TRIM16LSNVMissense_Mutationrs552209237c.976N>Ap.Ala326Thrp.A326TQ309B1protein_codingtolerated(0.52)benign(0)TCGA-AP-A1DV-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
TRIM16LSNVMissense_Mutationnovelc.654G>Tp.Glu218Aspp.E218DQ309B1protein_codingtolerated(0.31)benign(0.058)TCGA-B5-A1MX-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIHormone TherapymegaceSD
TRIM16LSNVMissense_Mutationnovelc.223A>Gp.Thr75Alap.T75AQ309B1protein_codingtolerated(0.9)benign(0.02)TCGA-B5-A3FC-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
TRIM16LSNVMissense_Mutationrs757995912c.283N>Tp.Arg95Cysp.R95CQ309B1protein_codingdeleterious(0.02)benign(0.005)TCGA-BG-A2L7-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIChemotherapycarboplatinCR
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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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