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: TREM1

Gene summary for TREM1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

TREM1

Gene ID

54210

Gene nametriggering receptor expressed on myeloid cells 1
Gene AliasCD354
Cytomap6p21.1
Gene Typeprotein-coding
GO ID

GO:0001816

UniProtAcc

Q9NP99


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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
54210TREM1LZE6THumanEsophagusESCC5.85e-097.82e-010.0845
54210TREM1P17T-EHumanEsophagusESCC1.35e-109.21e-010.1278
54210TREM1P47T-EHumanEsophagusESCC1.38e-022.26e-010.1067
54210TREM1P89T-EHumanEsophagusESCC8.98e-112.26e+000.1752
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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
∗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:0044403111EsophagusESCCbiological process involved in symbiotic interaction186/8552290/187231.43e-104.16e-09186
GO:005170214EsophagusESCCbiological process involved in interaction with symbiont57/855294/187232.46e-031.07e-0257
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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
TREM1SNVMissense_Mutationrs775893448c.463N>Tp.Pro155Serp.P155SQ9NP99protein_codingtolerated(0.09)benign(0.031)TCGA-AO-A03P-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapyletrozolePD
TREM1SNVMissense_Mutationnovelc.349N>Ap.Gln117Lysp.Q117KQ9NP99protein_codingtolerated(0.29)possibly_damaging(0.701)TCGA-C8-A137-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownPD
TREM1SNVMissense_Mutationrs750833928c.605N>Tp.Pro202Leup.P202LQ9NP99protein_codingtolerated(0.07)benign(0.397)TCGA-E2-A15A-06Breastbreast invasive carcinomaFemale<65III/IVChemotherapycyclophosphamideSD
TREM1SNVMissense_Mutationc.388C>Ap.Arg130Serp.R130SQ9NP99protein_codingdeleterious(0.01)possibly_damaging(0.848)TCGA-EW-A1J1-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapytaxotereSD
TREM1SNVMissense_Mutationrs748711105c.379N>Ap.Asp127Asnp.D127NQ9NP99protein_codingtolerated(0.24)benign(0)TCGA-WT-AB41-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapytaxotereCR
TREM1SNVMissense_Mutationc.265G>Ap.Asp89Asnp.D89NQ9NP99protein_codingdeleterious(0.01)probably_damaging(0.988)TCGA-AA-3977-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
TREM1SNVMissense_Mutationrs780834156c.389N>Ap.Arg130Hisp.R130HQ9NP99protein_codingtolerated(0.19)benign(0.115)TCGA-AA-3984-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
TREM1SNVMissense_Mutationc.383G>Ap.Arg128Hisp.R128HQ9NP99protein_codingtolerated(0.09)possibly_damaging(0.608)TCGA-AA-A00N-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownPD
TREM1SNVMissense_Mutationnovelc.593N>Cp.Ile198Thrp.I198TQ9NP99protein_codingdeleterious(0.01)benign(0.083)TCGA-AZ-4315-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownSD
TREM1SNVMissense_Mutationc.68N>Cp.Lys23Thrp.K23TQ9NP99protein_codingtolerated(0.14)benign(0.045)TCGA-AG-3902-01Colorectumrectum 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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