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: GREM1

Gene summary for GREM1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

GREM1

Gene ID

26585

Gene namegremlin 1, DAN family BMP antagonist
Gene AliasC15DUPq
Cytomap15q13.3
Gene Typeprotein-coding
GO ID

GO:0000902

UniProtAcc

B3KTR9


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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
26585GREM1P4T-EHumanEsophagusESCC1.06e-036.21e-010.1323
26585GREM1P26T-EHumanEsophagusESCC2.00e-031.23e-020.1276
26585GREM1P44T-EHumanEsophagusESCC6.70e-048.67e-010.1096
26585GREM1P49T-EHumanEsophagusESCC1.34e-041.49e+000.1768
26585GREM1NEOLP-1HumanOral cavityNEOLP2.68e-042.30e-01-0.0194
26585GREM1male-WTAHumanThyroidPTC1.68e-152.33e-010.1037
26585GREM1ATC12HumanThyroidATC6.99e-297.59e-010.34
26585GREM1ATC13HumanThyroidATC2.43e-031.04e-010.34
26585GREM1ATC4HumanThyroidATC4.66e-359.71e-010.34
26585GREM1ATC5HumanThyroidATC2.56e-041.24e-010.34
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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
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:004677722Oral cavityNEOLPprotein autophosphorylation45/2005227/187233.28e-054.87e-0445
GO:009028711Oral cavityNEOLPregulation of cellular response to growth factor stimulus56/2005304/187233.55e-055.20e-0456
GO:009009213Oral cavityNEOLPregulation of transmembrane receptor protein serine/threonine kinase signaling pathway49/2005256/187233.90e-055.62e-0449
GO:00604855Oral cavityNEOLPmesenchyme development54/2005291/187233.95e-055.62e-0454
GO:004876214Oral cavityNEOLPmesenchymal cell differentiation46/2005236/187234.18e-055.92e-0446
GO:005105231Oral cavityNEOLPregulation of DNA metabolic process63/2005359/187235.48e-057.44e-0463
GO:000268331Oral cavityNEOLPnegative regulation of immune system process73/2005434/187236.18e-058.22e-0473
GO:00358506Oral cavityNEOLPepithelial cell differentiation involved in kidney development15/200547/187237.12e-059.27e-0415
GO:005105431Oral cavityNEOLPpositive regulation of DNA metabolic process40/2005201/187238.01e-051.01e-0340
GO:00107172Oral cavityNEOLPregulation of epithelial to mesenchymal transition24/200599/187239.40e-051.15e-0324
GO:003806131Oral cavityNEOLPNIK/NF-kappaB signaling31/2005143/187239.70e-051.18e-0331
GO:006032623Oral cavityNEOLPcell chemotaxis55/2005310/187231.18e-041.40e-0355
GO:003162322Oral cavityNEOLPreceptor internalization26/2005113/187231.24e-041.47e-0326
GO:005114615Oral cavityNEOLPstriated muscle cell differentiation51/2005283/187231.37e-041.60e-0351
GO:004592621Oral cavityNEOLPnegative regulation of growth46/2005249/187231.58e-041.77e-0346
GO:005109031Oral cavityNEOLPregulation of DNA-binding transcription factor activity72/2005440/187231.66e-041.84e-0372
GO:000165514Oral cavityNEOLPurogenital system development58/2005338/187231.97e-042.13e-0358
GO:004825923Oral cavityNEOLPregulation of receptor-mediated endocytosis25/2005110/187232.04e-042.19e-0325
GO:00614482Oral cavityNEOLPconnective tissue development46/2005252/187232.11e-042.25e-0346
GO:000268523Oral cavityNEOLPregulation of leukocyte migration40/2005210/187232.14e-042.27e-0340
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa043507EsophagusESCCTGF-beta signaling pathway69/4205108/84651.92e-035.54e-032.84e-0369
hsa0435014EsophagusESCCTGF-beta signaling pathway69/4205108/84651.92e-035.54e-032.84e-0369
hsa0435041Oral cavityNEOLPTGF-beta signaling pathway28/1112108/84652.46e-041.62e-031.02e-0328
hsa0435051Oral cavityNEOLPTGF-beta signaling pathway28/1112108/84652.46e-041.62e-031.02e-0328
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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
GREM1SNVMissense_Mutationc.332G>Cp.Arg111Prop.R111PO60565protein_codingdeleterious(0)probably_damaging(0.931)TCGA-A2-A0YC-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapyarimidexPD
GREM1insertionFrame_Shift_Insnovelc.527_528insTp.Arg177SerfsTer81p.R177Sfs*81O60565protein_codingTCGA-B6-A0IK-01Breastbreast invasive carcinomaFemale<65III/IVUnknownUnknownPD
GREM1insertionIn_Frame_Insnovelc.529_530insATAAGCATTCACAGCTCAGGAAGCCTCAGGCTAp.Arg177delinsHisLysHisSerGlnLeuArgLysProGlnAlaSerp.R177delinsHKHSQLRKPQASO60565protein_codingTCGA-B6-A0IK-01Breastbreast invasive carcinomaFemale<65III/IVUnknownUnknownPD
GREM1SNVMissense_Mutationnovelc.529N>Tp.Arg177Cysp.R177CO60565protein_codingdeleterious(0)probably_damaging(0.991)TCGA-A6-6141-01Colorectumcolon adenocarcinomaMale<65I/IIChemotherapy5-fuSD
GREM1SNVMissense_Mutationc.461N>Cp.Val154Alap.V154AO60565protein_codingdeleterious(0)possibly_damaging(0.856)TCGA-AU-6004-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
GREM1SNVMissense_Mutationc.346N>Ap.Arg116Serp.R116SO60565protein_codingdeleterious(0.03)probably_damaging(0.991)TCGA-AF-3911-01Colorectumrectum adenocarcinomaMale<65III/IVChemotherapy5-fuPD
GREM1SNVMissense_Mutationrs756849803c.347N>Ap.Arg116Hisp.R116HO60565protein_codingdeleterious(0.03)probably_damaging(0.99)TCGA-AG-A002-01Colorectumrectum adenocarcinomaMale<65I/IIUnknownUnknownSD
GREM1deletionFrame_Shift_Delc.99delNp.Pro35ArgfsTer49p.P35Rfs*49O60565protein_codingTCGA-F4-6856-01Colorectumcolon adenocarcinomaMale<65I/IIAncillaryleucovorinCR
GREM1SNVMissense_Mutationnovelc.135N>Tp.Glu45Aspp.E45DO60565protein_codingtolerated(0.29)benign(0.005)TCGA-A5-A1OF-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
GREM1SNVMissense_Mutationnovelc.398N>Cp.Lys133Thrp.K133TO60565protein_codingtolerated(0.08)benign(0.076)TCGA-A5-A1OF-01Endometriumuterine corpus endometrioid carcinomaFemale<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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