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: TRIML2

Gene summary for TRIML2

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

TRIML2

Gene ID

205860

Gene nametripartite motif family like 2
Gene AliasSPRYD6
Cytomap4q35.2
Gene Typeprotein-coding
GO ID

GO:0000209

UniProtAcc

B7ZLC3


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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
205860TRIML2C04HumanOral cavityOSCC1.91e-075.67e-010.2633
205860TRIML2C21HumanOral cavityOSCC1.09e-411.76e+000.2678
205860TRIML2ATC09HumanThyroidATC9.00e-083.19e-010.2871
205860TRIML2ATC12HumanThyroidATC1.81e-601.68e+000.34
205860TRIML2ATC1HumanThyroidATC1.26e-093.83e-010.2878
205860TRIML2ATC2HumanThyroidATC3.39e-191.55e+000.34
205860TRIML2ATC4HumanThyroidATC3.43e-681.95e+000.34
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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
ThyroidThe 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.ATC: Anaplastic thyroid cancer
HT: Hashimoto's thyroiditis
PTC: Papillary thyroid cancer
∗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:001603220Oral cavityOSCCviral process274/7305415/187232.42e-291.70e-26274
GO:000989620Oral cavityOSCCpositive regulation of catabolic process307/7305492/187232.29e-267.64e-24307
GO:003133120Oral cavityOSCCpositive regulation of cellular catabolic process273/7305427/187236.39e-262.02e-23273
GO:001905820Oral cavityOSCCviral life cycle208/7305317/187234.59e-221.00e-19208
GO:001050610Oral cavityOSCCregulation of autophagy198/7305317/187231.63e-171.51e-15198
GO:000020910Oral cavityOSCCprotein polyubiquitination150/7305236/187231.59e-149.27e-13150
GO:004312218Oral cavityOSCCregulation of I-kappaB kinase/NF-kappaB signaling155/7305249/187237.79e-144.14e-12155
GO:004312310Oral cavityOSCCpositive regulation of I-kappaB kinase/NF-kappaB signaling122/7305186/187231.68e-138.52e-12122
GO:000724910Oral cavityOSCCI-kappaB kinase/NF-kappaB signaling169/7305281/187234.69e-132.25e-11169
GO:004440320Oral cavityOSCCbiological process involved in symbiotic interaction173/7305290/187236.80e-133.19e-11173
GO:005079220Oral cavityOSCCregulation of viral process109/7305164/187238.95e-134.10e-11109
GO:190390020Oral cavityOSCCregulation of viral life cycle97/7305148/187235.34e-111.67e-0997
GO:005170120Oral cavityOSCCbiological process involved in interaction with host125/7305203/187235.60e-111.74e-09125
GO:005212620Oral cavityOSCCmovement in host environment106/7305175/187235.84e-091.26e-07106
GO:00105087Oral cavityOSCCpositive regulation of autophagy77/7305124/187231.59e-072.61e-0677
GO:00510907Oral cavityOSCCregulation of DNA-binding transcription factor activity221/7305440/187239.06e-071.23e-05221
GO:004440920Oral cavityOSCCentry into host86/7305151/187235.74e-066.37e-0586
GO:004671820Oral cavityOSCCviral entry into host cell81/7305144/187231.98e-051.89e-0481
GO:00510917Oral cavityOSCCpositive regulation of DNA-binding transcription factor activity134/7305260/187232.52e-052.35e-04134
GO:004390319Oral cavityOSCCregulation of biological process involved in symbiotic interaction44/730572/187231.20e-048.57e-0444
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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
TRIML2SNVMissense_Mutationnovelc.1303N>Tp.Val435Phep.V435FQ8N7C3protein_codingtolerated_low_confidence(0.05)benign(0.178)TCGA-EW-A1PC-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapytamoxiphenSD
TRIML2SNVMissense_Mutationc.1052C>Ap.Thr351Asnp.T351NQ8N7C3protein_codingdeleterious(0.01)probably_damaging(0.982)TCGA-C5-A8YQ-01Cervixcervical & endocervical cancerFemale>=65I/IIChemotherapycisplatinPD
TRIML2SNVMissense_Mutationrs753157392c.97G>Ap.Asp33Asnp.D33NQ8N7C3protein_codingdeleterious(0)probably_damaging(0.999)TCGA-DR-A0ZM-01Cervixcervical & endocervical cancerFemale<65III/IVUnspecificCisplatinSD
TRIML2SNVMissense_Mutationc.902N>Tp.Ser301Leup.S301LQ8N7C3protein_codingdeleterious(0.01)possibly_damaging(0.654)TCGA-VS-A953-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownPD
TRIML2SNVMissense_Mutationc.626N>Ap.Ala209Glup.A209EQ8N7C3protein_codingdeleterious(0.01)probably_damaging(0.939)TCGA-AA-3502-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
TRIML2SNVMissense_Mutationc.815G>Tp.Arg272Ilep.R272IQ8N7C3protein_codingdeleterious(0)benign(0.251)TCGA-AA-3510-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
TRIML2SNVMissense_Mutationc.862N>Ap.Asp288Asnp.D288NQ8N7C3protein_codingdeleterious(0.02)possibly_damaging(0.527)TCGA-AD-6964-01Colorectumcolon adenocarcinomaMale<65III/IVChemotherapyfolfoxPD
TRIML2SNVMissense_Mutationc.968N>Tp.Gly323Valp.G323VQ8N7C3protein_codingdeleterious(0.01)benign(0.009)TCGA-AZ-4682-01Colorectumcolon adenocarcinomaMale<65I/IIChemotherapycamptosarPD
TRIML2SNVMissense_Mutationc.1018N>Ap.Leu340Metp.L340MQ8N7C3protein_codingtolerated(0.1)probably_damaging(0.997)TCGA-AZ-6601-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownPD
TRIML2SNVMissense_Mutationrs758977958c.218C>Tp.Ser73Leup.S73LQ8N7C3protein_codingtolerated(1)benign(0)TCGA-CA-6718-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownPD
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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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