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: TRIM15

Gene summary for TRIM15

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

TRIM15

Gene ID

89870

Gene nametripartite motif containing 15
Gene AliasRNF93
Cytomap6p22.1
Gene Typeprotein-coding
GO ID

GO:0001704

UniProtAcc

Q5SRL0


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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
89870TRIM15HCC1_MengHumanLiverHCC1.24e-613.05e-010.0246
89870TRIM15HCC2_MengHumanLiverHCC3.92e-181.71e-010.0107
89870TRIM15S027HumanLiverHCC9.79e-151.07e+000.2446
89870TRIM15S028HumanLiverHCC9.07e-301.23e+000.2503
89870TRIM15S029HumanLiverHCC3.81e-301.34e+000.2581
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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
∗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:001603222LiverHCCviral process286/7958415/187234.41e-281.86e-25286
GO:001905822LiverHCCviral life cycle209/7958317/187232.05e-172.09e-15209
GO:003052222LiverHCCintracellular receptor signaling pathway171/7958265/187233.00e-131.61e-11171
GO:004440322LiverHCCbiological process involved in symbiotic interaction183/7958290/187239.13e-134.59e-11183
GO:005079212LiverHCCregulation of viral process109/7958164/187234.52e-101.45e-08109
GO:005170122LiverHCCbiological process involved in interaction with host128/7958203/187232.51e-096.91e-08128
GO:000961511LiverHCCresponse to virus210/7958367/187237.32e-091.86e-07210
GO:0039528LiverHCCcytoplasmic pattern recognition receptor signaling pathway in response to virus30/795834/187233.88e-088.39e-0730
GO:00027533LiverHCCcytoplasmic pattern recognition receptor signaling pathway46/795860/187237.37e-081.49e-0646
GO:005212612LiverHCCmovement in host environment109/7958175/187239.58e-081.89e-06109
GO:00022211LiverHCCpattern recognition receptor signaling pathway107/7958172/187231.37e-072.58e-06107
GO:190390012LiverHCCregulation of viral life cycle94/7958148/187231.93e-073.49e-0694
GO:00395291LiverHCCRIG-I signaling pathway24/795827/187237.23e-071.12e-0524
GO:00516071LiverHCCdefense response to virus151/7958265/187231.27e-061.85e-05151
GO:01405461LiverHCCdefense response to symbiont151/7958265/187231.27e-061.85e-05151
GO:001907611LiverHCCviral release from host cell28/795834/187232.21e-062.99e-0528
GO:003589011LiverHCCexit from host28/795834/187232.21e-062.99e-0528
GO:003589111LiverHCCexit from host cell28/795834/187232.21e-062.99e-0528
GO:00985861LiverHCCcellular response to virus57/795884/187232.30e-063.11e-0557
GO:00324814LiverHCCpositive regulation of type I interferon production41/795858/187231.29e-051.44e-0441
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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
TRIM15SNVMissense_Mutationc.663N>Tp.Lys221Asnp.K221NQ9C019protein_codingtolerated(0.14)benign(0.003)TCGA-B6-A40C-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapycyclophosphamideSD
TRIM15SNVMissense_Mutationnovelc.641C>Tp.Thr214Ilep.T214IQ9C019protein_codingtolerated(0.06)benign(0.007)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
TRIM15SNVMissense_Mutationc.605N>Tp.Arg202Metp.R202MQ9C019protein_codingdeleterious(0)probably_damaging(0.927)TCGA-A6-6781-01Colorectumcolon adenocarcinomaMale<65III/IVChemotherapyoxaliplatinSD
TRIM15SNVMissense_Mutationrs866090988c.907N>Ap.Ala303Thrp.A303TQ9C019protein_codingdeleterious(0.01)benign(0.412)TCGA-AA-3663-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownSD
TRIM15SNVMissense_Mutationrs761388796c.793N>Tp.Arg265Cysp.R265CQ9C019protein_codingdeleterious(0)probably_damaging(0.94)TCGA-AA-3966-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
TRIM15SNVMissense_Mutationc.1213N>Ap.Asp405Asnp.D405NQ9C019protein_codingtolerated(0.48)benign(0.34)TCGA-CM-4752-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownSD
TRIM15SNVMissense_Mutationnovelc.1043N>Ap.Arg348Hisp.R348HQ9C019protein_codingtolerated(0.08)benign(0.012)TCGA-WS-AB45-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
TRIM15SNVMissense_Mutationnovelc.684N>Tp.Gln228Hisp.Q228HQ9C019protein_codingdeleterious(0.04)probably_damaging(0.994)TCGA-A5-A0G2-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVUnknownUnknownSD
TRIM15SNVMissense_Mutationnovelc.757N>Tp.Pro253Serp.P253SQ9C019protein_codingdeleterious(0)possibly_damaging(0.683)TCGA-A5-A0GG-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
TRIM15SNVMissense_Mutationrs773260272c.338N>Tp.Ala113Valp.A113VQ9C019protein_codingtolerated(0.05)benign(0.095)TCGA-A5-A1OF-01Endometriumuterine corpus endometrioid carcinomaFemale<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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