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: TRIM54

Gene summary for TRIM54

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

TRIM54

Gene ID

57159

Gene nametripartite motif containing 54
Gene AliasMURF
Cytomap2p23.3
Gene Typeprotein-coding
GO ID

GO:0000226

UniProtAcc

Q9BYV2


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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
57159TRIM54Pat01-BHumanStomachGC6.94e-051.89e-010.5754
57159TRIM54Pat02-BHumanStomachGC1.87e-041.31e-010.0368
57159TRIM54Pat03-BHumanStomachGC7.83e-163.44e-010.3693
57159TRIM54Pat08-BHumanStomachGC1.45e-094.67e-010.0182
57159TRIM54Pat13-BHumanStomachGC8.97e-092.47e-010.0555
57159TRIM54Pat16-BHumanStomachGC7.63e-133.29e-010.1918
57159TRIM54Pat17-BHumanStomachGC2.00e-062.44e-010.3109
57159TRIM54Pat19-BHumanStomachGC9.23e-112.85e-010.0826
57159TRIM54WIM_2HumanStomachWIM8.96e-094.82e-010.1159
57159TRIM54SIM_1HumanStomachSIM4.35e-072.61e-010.3573
57159TRIM54SIM_2HumanStomachSIM2.76e-154.01e-010.3139
57159TRIM54SIM_3HumanStomachSIM7.12e-042.37e-010.0345
57159TRIM54SIM_4HumanStomachSIM1.85e-062.99e-010.2664
57159TRIM54EGCHumanStomachGC9.31e-093.38e-010.1683
57159TRIM54Pt1_SuperficialHumanStomachGC1.46e-084.26e-010.1036
57159TRIM54Pt2_SuperficialHumanStomachGC7.66e-065.43e-010.2977
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
GCThe 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.CAG: Chronic atrophic gastritis
CAG with IM: Chronic atrophic gastritis with intestinal metaplasia
CSG: Chronic superficial gastritis
GC: Gastric cancer
SIM: Severe intestinal metaplasia
WIM: Wild intestinal metaplasia
∗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:19029036StomachGCregulation of supramolecular fiber organization53/1159383/187233.07e-082.39e-0653
GO:00106396StomachGCnegative regulation of organelle organization38/1159348/187234.87e-047.04e-0338
GO:19029045StomachGCnegative regulation of supramolecular fiber organization21/1159167/187231.55e-031.67e-0221
GO:00224116StomachGCcellular component disassembly42/1159443/187233.99e-033.35e-0242
GO:00514945StomachGCnegative regulation of cytoskeleton organization19/1159163/187235.86e-034.44e-0219
GO:190290341StomachWIMregulation of supramolecular fiber organization22/426383/187237.23e-052.09e-0322
GO:001063941StomachWIMnegative regulation of organelle organization17/426348/187232.71e-033.07e-0217
GO:190290351StomachSIMregulation of supramolecular fiber organization37/708383/187231.84e-071.40e-0537
GO:00106395StomachSIMnegative regulation of organelle organization27/708348/187233.53e-046.34e-0327
GO:190290431StomachSIMnegative regulation of supramolecular fiber organization14/708167/187234.50e-033.94e-0214
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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
TRIM54SNVMissense_Mutationrs868422808c.1087N>Ap.Glu363Lysp.E363KQ9BYV2protein_codingtolerated(0.47)benign(0.001)TCGA-B6-A402-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycyclophosphamidePD
TRIM54SNVMissense_Mutationc.391N>Cp.Glu131Glnp.E131QQ9BYV2protein_codingdeleterious(0.04)benign(0.361)TCGA-EK-A2PL-01Cervixcervical & endocervical cancerFemale<65III/IVUnknownUnknownSD
TRIM54SNVMissense_Mutationrs767943141c.157G>Ap.Asp53Asnp.D53NQ9BYV2protein_codingdeleterious(0.02)benign(0.233)TCGA-EK-A3GK-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
TRIM54SNVMissense_Mutationrs772619318c.1120G>Ap.Ala374Thrp.A374TQ9BYV2protein_codingtolerated_low_confidence(0.78)benign(0.001)TCGA-VS-A959-01Cervixcervical & endocervical cancerFemale>=65I/IIUnknownUnknownSD
TRIM54SNVMissense_Mutationnovelc.99C>Ap.Phe33Leup.F33LQ9BYV2protein_codingdeleterious(0)possibly_damaging(0.872)TCGA-AA-3984-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
TRIM54SNVMissense_Mutationrs763773532c.290G>Ap.Arg97Glnp.R97QQ9BYV2protein_codingdeleterious(0.02)probably_damaging(0.994)TCGA-AA-3984-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
TRIM54SNVMissense_Mutationc.1089N>Tp.Glu363Aspp.E363DQ9BYV2protein_codingtolerated(0.37)benign(0)TCGA-CK-4951-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownPD
TRIM54SNVMissense_Mutationnovelc.914N>Gp.Leu305Argp.L305RQ9BYV2protein_codingdeleterious(0.01)probably_damaging(0.991)TCGA-CM-5861-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownPD
TRIM54SNVMissense_Mutationc.260T>Cp.Leu87Prop.L87PQ9BYV2protein_codingdeleterious(0)probably_damaging(0.998)TCGA-CM-6163-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
TRIM54SNVMissense_Mutationrs770394298c.506N>Ap.Arg169Hisp.R169HQ9BYV2protein_codingtolerated(0.1)possibly_damaging(0.615)TCGA-DM-A1HB-01Colorectumcolon adenocarcinomaMale>=65III/IVUnknownUnknownSD
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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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