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: GREM2

Gene summary for GREM2

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

GREM2

Gene ID

64388

Gene namegremlin 2, DAN family BMP antagonist
Gene AliasCKTSF1B2
Cytomap1q43
Gene Typeprotein-coding
GO ID

GO:0007154

UniProtAcc

A0A024R3Y1


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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
64388GREM2AEH-subject5HumanEndometriumAEH3.67e-02-9.49e-02-0.2953
64388GREM2EEC-subject1HumanEndometriumEEC1.85e-034.31e-01-0.2682
64388GREM2EEC-subject2HumanEndometriumEEC3.90e-03-1.25e-01-0.2607
64388GREM2EEC-subject3HumanEndometriumEEC2.35e-05-9.08e-02-0.2525
64388GREM2EEC-subject5HumanEndometriumEEC4.07e-08-1.48e-01-0.249
64388GREM2GSM5276934HumanEndometriumEEC4.06e-07-1.44e-01-0.0913
64388GREM2GSM5276937HumanEndometriumEEC3.33e-05-1.48e-01-0.0897
64388GREM2GSM6177620_NYU_UCEC1_lib1_lib1HumanEndometriumEEC3.59e-04-1.48e-01-0.1869
64388GREM2GSM6177620_NYU_UCEC1_lib2_lib2HumanEndometriumEEC2.04e-03-1.48e-01-0.1875
64388GREM2GSM6177620_NYU_UCEC1_lib3_lib3HumanEndometriumEEC5.38e-04-1.30e-01-0.1883
64388GREM2GSM6177621_NYU_UCEC2_lib1_lib1HumanEndometriumEEC6.84e-073.19e-01-0.1934
64388GREM2GSM6177622_NYU_UCEC3_lib1_lib1HumanEndometriumEEC4.06e-07-1.48e-01-0.1917
64388GREM2GSM6177622_NYU_UCEC3_lib2_lib2HumanEndometriumEEC1.65e-06-1.48e-01-0.1916
64388GREM2GSM6177623_NYU_UCEC3_VisHumanEndometriumEEC8.77e-08-1.43e-01-0.1269
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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
∗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:005109816EndometriumAEHregulation of binding77/2100363/187232.21e-081.31e-0677
GO:00071787EndometriumAEHtransmembrane receptor protein serine/threonine kinase signaling pathway67/2100355/187231.28e-052.80e-0467
GO:004339310EndometriumAEHregulation of protein binding42/2100196/187232.58e-054.86e-0442
GO:00305092EndometriumAEHBMP signaling pathway32/2100152/187233.15e-043.54e-0332
GO:00717722EndometriumAEHresponse to BMP32/2100165/187231.38e-031.16e-0232
GO:00717732EndometriumAEHcellular response to BMP stimulus32/2100165/187231.38e-031.16e-0232
GO:00900922EndometriumAEHregulation of transmembrane receptor protein serine/threonine kinase signaling pathway43/2100256/187234.47e-032.93e-0243
GO:005109817EndometriumEECregulation of binding83/2168363/187236.72e-106.61e-0883
GO:004339315EndometriumEECregulation of protein binding46/2168196/187231.94e-065.80e-0546
GO:000717814EndometriumEECtransmembrane receptor protein serine/threonine kinase signaling pathway68/2168355/187231.90e-053.50e-0468
GO:003050911EndometriumEECBMP signaling pathway32/2168152/187235.52e-045.52e-0332
GO:007177211EndometriumEECresponse to BMP33/2168165/187231.16e-039.90e-0333
GO:007177311EndometriumEECcellular response to BMP stimulus33/2168165/187231.16e-039.90e-0333
GO:009009211EndometriumEECregulation of transmembrane receptor protein serine/threonine kinase signaling pathway44/2168256/187234.72e-033.00e-0244
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa043504EndometriumAEHTGF-beta signaling pathway26/1197108/84653.82e-032.18e-021.59e-0226
hsa0435011EndometriumAEHTGF-beta signaling pathway26/1197108/84653.82e-032.18e-021.59e-0226
hsa043502EndometriumEECTGF-beta signaling pathway26/1237108/84655.95e-033.12e-022.33e-0226
hsa043503EndometriumEECTGF-beta signaling pathway26/1237108/84655.95e-033.12e-022.33e-0226
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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
GREM2SNVMissense_Mutationc.80N>Tp.Ala27Valp.A27VQ9H772protein_codingtolerated(0.23)benign(0.09)TCGA-AR-A255-01Breastbreast invasive carcinomaFemale<65I/IITargeted Molecular therapytrastuzumabSD
GREM2SNVMissense_Mutationc.361N>Ap.Ala121Thrp.A121TQ9H772protein_codingtolerated(0.11)probably_damaging(0.914)TCGA-C8-A1HL-01Breastbreast invasive carcinomaFemale<65III/IVUnknownUnknownSD
GREM2SNVMissense_Mutationrs34188522c.391N>Ap.Val131Ilep.V131IQ9H772protein_codingtolerated(0.69)benign(0.027)TCGA-D8-A1XJ-01Breastbreast invasive carcinomaFemale>=65III/IVHormone TherapytamoxiphenSD
GREM2SNVMissense_Mutationnovelc.169N>Ap.Gln57Lysp.Q57KQ9H772protein_codingtolerated(0.16)benign(0.079)TCGA-D8-A1XL-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicine+cyclophosphamide+tamoxifenSD
GREM2SNVMissense_Mutationc.337G>Ap.Glu113Lysp.E113KQ9H772protein_codingtolerated(0.17)benign(0.063)TCGA-A6-2686-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
GREM2SNVMissense_Mutationc.85N>Ap.Ala29Thrp.A29TQ9H772protein_codingtolerated(0.15)possibly_damaging(0.536)TCGA-AA-3950-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
GREM2SNVMissense_Mutationc.337N>Ap.Glu113Lysp.E113KQ9H772protein_codingtolerated(0.17)benign(0.063)TCGA-AZ-4313-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
GREM2SNVMissense_Mutationc.85G>Ap.Ala29Thrp.A29TQ9H772protein_codingtolerated(0.15)possibly_damaging(0.536)TCGA-AZ-6601-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownPD
GREM2SNVMissense_Mutationc.361N>Ap.Ala121Thrp.A121TQ9H772protein_codingtolerated(0.11)probably_damaging(0.914)TCGA-D5-6540-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
GREM2SNVMissense_Mutationc.361N>Ap.Ala121Thrp.A121TQ9H772protein_codingtolerated(0.11)probably_damaging(0.914)TCGA-D5-6928-01Colorectumcolon 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
64388GREM2DRUGGABLE GENOMEallopurinolALLOPURINOL30924126
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