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:005105215EsophagusESCCregulation of DNA metabolic process232/8552359/187232.40e-131.13e-11232
GO:0010563111EsophagusESCCnegative regulation of phosphorus metabolic process274/8552442/187232.32e-129.41e-11274
GO:0045936111EsophagusESCCnegative regulation of phosphate metabolic process273/8552441/187233.18e-121.25e-10273
GO:007189716EsophagusESCCDNA biosynthetic process127/8552180/187231.04e-113.85e-10127
GO:005105417EsophagusESCCpositive regulation of DNA metabolic process139/8552201/187231.20e-114.33e-10139
GO:200057319EsophagusESCCpositive regulation of DNA biosynthetic process56/855266/187234.51e-111.45e-0956
GO:2000278110EsophagusESCCregulation of DNA biosynthetic process81/8552106/187239.81e-112.96e-0981
GO:0016049110EsophagusESCCcell growth289/8552482/187231.29e-103.77e-09289
GO:0042326111EsophagusESCCnegative regulation of phosphorylation237/8552385/187231.86e-105.33e-09237
GO:001605517EsophagusESCCWnt signaling pathway268/8552444/187232.32e-106.58e-09268
GO:019873817EsophagusESCCcell-cell signaling by wnt269/8552446/187232.41e-106.79e-09269
GO:0150115110EsophagusESCCcell-substrate junction organization77/8552101/187233.46e-109.57e-0977
GO:0001933111EsophagusESCCnegative regulation of protein phosphorylation213/8552342/187233.54e-109.76e-09213
GO:000704418EsophagusESCCcell-substrate junction assembly73/855295/187235.27e-101.35e-0873
GO:000155819EsophagusESCCregulation of cell growth248/8552414/187232.97e-096.45e-08248
GO:003158919EsophagusESCCcell-substrate adhesion221/8552363/187233.06e-096.62e-08221
GO:001081020EsophagusESCCregulation of cell-substrate adhesion144/8552221/187233.55e-097.45e-08144
GO:004804116EsophagusESCCfocal adhesion assembly65/855287/187233.28e-086.08e-0765
GO:003010018EsophagusESCCregulation of endocytosis135/8552211/187235.75e-081.02e-06135
GO:005197217EsophagusESCCregulation of telomerase activity39/855247/187231.48e-072.35e-0639
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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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