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: TIAM2

Gene summary for TIAM2

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

TIAM2

Gene ID

26230

Gene nameTIAM Rac1 associated GEF 2
Gene AliasSTEF
Cytomap6q25.2-q25.3
Gene Typeprotein-coding
GO ID

GO:0000902

UniProtAcc

Q8IVF5


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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
26230TIAM2AEH-subject1HumanEndometriumAEH2.36e-083.13e-01-0.3059
26230TIAM2AEH-subject3HumanEndometriumAEH2.08e-052.91e-01-0.2576
26230TIAM2AEH-subject4HumanEndometriumAEH1.49e-032.58e-01-0.2657
26230TIAM2AEH-subject5HumanEndometriumAEH5.69e-164.43e-01-0.2953
26230TIAM2EEC-subject1HumanEndometriumEEC1.10e-063.30e-01-0.2682
26230TIAM2EEC-subject2HumanEndometriumEEC2.21e-063.06e-01-0.2607
26230TIAM2EEC-subject4HumanEndometriumEEC2.43e-063.08e-01-0.2571
26230TIAM2EEC-subject5HumanEndometriumEEC2.70e-103.57e-01-0.249
26230TIAM2047563_1562-all-cellsHumanProstateBPH1.04e-042.75e-010.0791
26230TIAM2048752_1579-all-cellsHumanProstateBPH2.59e-275.88e-010.1008
26230TIAM2052095_1628-all-cellsHumanProstateBPH1.68e-113.99e-010.1032
26230TIAM2052097_1595-all-cellsHumanProstateBPH6.80e-123.50e-010.0972
26230TIAM2052099_1652-all-cellsHumanProstateBPH2.75e-205.18e-010.1038
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
EndometriumThe 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.AEH: Atypical endometrial hyperplasia
EEC: Endometrioid Cancer
ProstateThe 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.BPH: Benign Prostatic Hyperplasia
∗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:00074098EndometriumAEHaxonogenesis81/2100418/187235.54e-072.12e-0581
GO:00615648EndometriumAEHaxon development88/2100467/187236.39e-072.38e-0588
GO:00430878EndometriumAEHregulation of GTPase activity66/2100348/187231.26e-052.77e-0466
GO:00510567EndometriumAEHregulation of small GTPase mediated signal transduction59/2100302/187231.43e-053.03e-0459
GO:00107207EndometriumAEHpositive regulation of cell development57/2100298/187233.72e-056.49e-0457
GO:00109758EndometriumAEHregulation of neuron projection development75/2100445/187232.01e-042.54e-0375
GO:00435477EndometriumAEHpositive regulation of GTPase activity48/2100255/187232.18e-042.67e-0348
GO:00313468EndometriumAEHpositive regulation of cell projection organization61/2100353/187233.91e-044.20e-0361
GO:00507725EndometriumAEHpositive regulation of axonogenesis17/210079/187235.93e-033.59e-0217
GO:00906304EndometriumAEHactivation of GTPase activity22/2100115/187238.42e-034.60e-0222
GO:00507677EndometriumAEHregulation of neurogenesis56/2100364/187238.87e-034.82e-0256
GO:006156412EndometriumEECaxon development93/2168467/187239.60e-084.69e-0693
GO:000740912EndometriumEECaxonogenesis82/2168418/187231.03e-063.49e-0582
GO:005105612EndometriumEECregulation of small GTPase mediated signal transduction61/2168302/187239.42e-062.08e-0461
GO:004308712EndometriumEECregulation of GTPase activity67/2168348/187231.84e-053.43e-0467
GO:001097513EndometriumEECregulation of neuron projection development79/2168445/187236.80e-051.01e-0379
GO:004354712EndometriumEECpositive regulation of GTPase activity50/2168255/187231.26e-041.66e-0350
GO:001072012EndometriumEECpositive regulation of cell development56/2168298/187231.68e-042.10e-0356
GO:003134613EndometriumEECpositive regulation of cell projection organization61/2168353/187238.82e-048.03e-0361
GO:009063012EndometriumEECactivation of GTPase activity23/2168115/187236.04e-033.57e-0223
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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
TIAM2SNVMissense_Mutationc.392G>Cp.Arg131Thrp.R131TQ8IVF5protein_codingtolerated_low_confidence(0.09)benign(0.054)TCGA-A8-A08L-01Breastbreast invasive carcinomaFemale>=65III/IVUnknownUnknownSD
TIAM2SNVMissense_Mutationrs374985070c.3691C>Tp.Arg1231Trpp.R1231WQ8IVF5protein_codingdeleterious(0)probably_damaging(0.993)TCGA-A8-A09M-01Breastbreast invasive carcinomaFemale>=65III/IVChemotherapypaclitaxelCR
TIAM2SNVMissense_Mutationc.4771C>Ap.Gln1591Lysp.Q1591KQ8IVF5protein_codingdeleterious(0.01)possibly_damaging(0.877)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
TIAM2SNVMissense_Mutationrs756072856c.424G>Ap.Gly142Argp.G142RQ8IVF5protein_codingdeleterious_low_confidence(0.05)benign(0.048)TCGA-AC-A3OD-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
TIAM2SNVMissense_Mutationrs182530977c.784N>Ap.Glu262Lysp.E262KQ8IVF5protein_codingdeleterious(0)benign(0.255)TCGA-AR-A2LE-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapytamoxiphenPD
TIAM2SNVMissense_Mutationrs767995840c.617N>Tp.Ser206Leup.S206LQ8IVF5protein_codingdeleterious_low_confidence(0.01)benign(0.057)TCGA-C8-A1HM-01Breastbreast invasive carcinomaFemale>=65I/IIChemotherapydoxorubicinCR
TIAM2SNVMissense_Mutationc.1735C>Gp.Pro579Alap.P579AQ8IVF5protein_codingdeleterious(0)probably_damaging(0.998)TCGA-D8-A1JA-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapyadriamycinPD
TIAM2SNVMissense_Mutationc.5054N>Gp.Ser1685Cysp.S1685CQ8IVF5protein_codingdeleterious_low_confidence(0)probably_damaging(0.998)TCGA-D8-A27G-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
TIAM2SNVMissense_Mutationnovelc.3533N>Tp.Ser1178Leup.S1178LQ8IVF5protein_codingtolerated(0.06)possibly_damaging(0.718)TCGA-EW-A6SA-01Breastbreast invasive carcinomaMale<65I/IIUnknownUnknownSD
TIAM2SNVMissense_Mutationnovelc.3175G>Ap.Glu1059Lysp.E1059KQ8IVF5protein_codingdeleterious(0.02)benign(0.219)TCGA-GM-A2D9-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyarimidexSD
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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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