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: GPR137

Gene summary for GPR137

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

GPR137

Gene ID

56834

Gene nameG protein-coupled receptor 137
Gene AliasC11orf4
Cytomap11q13.1
Gene Typeprotein-coding
GO ID

GO:0001894

UniProtAcc

Q96N19


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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
56834GPR137LZE7THumanEsophagusESCC8.16e-053.41e-010.0667
56834GPR137LZE8THumanEsophagusESCC1.29e-031.52e-010.067
56834GPR137LZE22THumanEsophagusESCC8.72e-043.10e-010.068
56834GPR137LZE24THumanEsophagusESCC2.02e-255.77e-010.0596
56834GPR137LZE22D3HumanEsophagusHGIN3.83e-044.89e-010.0653
56834GPR137LZE21THumanEsophagusESCC2.20e-042.28e-010.0655
56834GPR137LZE6THumanEsophagusESCC7.63e-032.25e-010.0845
56834GPR137P1T-EHumanEsophagusESCC1.37e-154.84e-010.0875
56834GPR137P2T-EHumanEsophagusESCC1.14e-355.84e-010.1177
56834GPR137P4T-EHumanEsophagusESCC4.92e-284.98e-010.1323
56834GPR137P5T-EHumanEsophagusESCC9.15e-132.20e-010.1327
56834GPR137P8T-EHumanEsophagusESCC3.99e-193.35e-010.0889
56834GPR137P9T-EHumanEsophagusESCC7.38e-133.00e-010.1131
56834GPR137P10T-EHumanEsophagusESCC2.40e-182.82e-010.116
56834GPR137P11T-EHumanEsophagusESCC5.39e-093.50e-010.1426
56834GPR137P12T-EHumanEsophagusESCC7.72e-233.83e-010.1122
56834GPR137P15T-EHumanEsophagusESCC1.22e-051.55e-010.1149
56834GPR137P16T-EHumanEsophagusESCC1.51e-172.90e-010.1153
56834GPR137P17T-EHumanEsophagusESCC6.01e-082.74e-010.1278
56834GPR137P19T-EHumanEsophagusESCC1.08e-095.19e-010.1662
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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
LiverThe 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.HCC: Hepatocellular carcinoma
NAFLD: Non-alcoholic fatty liver disease
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
∗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:000276115EsophagusESCCregulation of myeloid leukocyte differentiation69/8552120/187236.00e-032.21e-0269
GO:00303165EsophagusESCCosteoclast differentiation54/855294/187231.43e-024.65e-0254
GO:001050611LiverCirrhoticregulation of autophagy132/4634317/187232.17e-111.33e-09132
GO:003009912LiverCirrhoticmyeloid cell differentiation135/4634381/187231.69e-063.22e-05135
GO:00025735LiverCirrhoticmyeloid leukocyte differentiation70/4634208/187232.34e-031.42e-0270
GO:00487711LiverCirrhotictissue remodeling60/4634175/187232.86e-031.65e-0260
GO:00319292LiverCirrhoticTOR signaling44/4634126/187236.69e-033.30e-0244
GO:00456377LiverCirrhoticregulation of myeloid cell differentiation68/4634210/187237.40e-033.53e-0268
GO:190382922LiverHCCpositive regulation of cellular protein localization199/7958276/187231.15e-232.62e-21199
GO:001050621LiverHCCregulation of autophagy210/7958317/187237.59e-188.45e-16210
GO:007266521LiverHCCprotein localization to vacuole48/795867/187231.27e-061.85e-0548
GO:00319291LiverHCCTOR signaling78/7958126/187238.49e-069.97e-0578
GO:003009922LiverHCCmyeloid cell differentiation200/7958381/187234.64e-054.49e-04200
GO:00614621LiverHCCprotein localization to lysosome33/795846/187235.63e-055.26e-0433
GO:0032006LiverHCCregulation of TOR signaling63/7958104/187231.50e-041.20e-0363
GO:0032008LiverHCCpositive regulation of TOR signaling31/795847/187239.90e-045.71e-0331
GO:1904263LiverHCCpositive regulation of TORC1 signaling14/795820/187231.21e-024.41e-0214
GO:190382920Oral cavityOSCCpositive regulation of cellular protein localization179/7305276/187232.20e-182.41e-16179
GO:001050610Oral cavityOSCCregulation of autophagy198/7305317/187231.63e-171.51e-15198
GO:003009920Oral cavityOSCCmyeloid cell differentiation213/7305381/187231.24e-114.42e-10213
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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
GPR137SNVMissense_Mutationc.364N>Cp.Ala122Prop.A122PQ96N19protein_codingdeleterious(0.03)benign(0.057)TCGA-EW-A1OV-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyepirubicinSD
GPR137SNVMissense_Mutationrs754996541c.614N>Tp.Ser205Leup.S205LQ96N19protein_codingdeleterious(0.04)probably_damaging(0.992)TCGA-C5-A1MF-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
GPR137SNVMissense_Mutationrs141699719c.763G>Ap.Val255Ilep.V255IQ96N19protein_codingtolerated(0.8)benign(0.127)TCGA-MY-A5BE-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
GPR137SNVMissense_Mutationc.928G>Ap.Asp310Asnp.D310NQ96N19protein_codingtolerated(0.46)benign(0.364)TCGA-A6-6141-01Colorectumcolon adenocarcinomaMale<65I/IIChemotherapy5-fuSD
GPR137SNVMissense_Mutationnovelc.514N>Cp.Asn172Hisp.N172HQ96N19protein_codingdeleterious(0)probably_damaging(0.999)TCGA-CA-6717-01Colorectumcolon adenocarcinomaMale<65I/IIChemotherapyoxaliplatinCR
GPR137SNVMissense_Mutationc.391N>Tp.Arg131Cysp.R131CQ96N19protein_codingdeleterious(0)probably_damaging(0.997)TCGA-CK-5916-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownPD
GPR137SNVMissense_Mutationrs761684438c.1382N>Tp.Pro461Leup.P461LQ96N19protein_codingdeleterious_low_confidence(0)benign(0)TCGA-CM-5348-01Colorectumcolon adenocarcinomaMale>=65III/IVUnknownUnknownSD
GPR137SNVMissense_Mutationc.647N>Tp.Ala216Valp.A216VQ96N19protein_codingdeleterious(0.04)probably_damaging(0.917)TCGA-G4-6302-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
GPR137SNVMissense_Mutationnovelc.949T>Cp.Ser317Prop.S317PQ96N19protein_codingdeleterious(0)probably_damaging(0.998)TCGA-F5-6814-01Colorectumrectum adenocarcinomaMale<65I/IIUnknownUnknownSD
GPR137SNVMissense_Mutationrs778003446c.1255N>Tp.Arg419Cysp.R419CQ96N19protein_codingdeleterious_low_confidence(0.01)benign(0.005)TCGA-F5-6864-01Colorectumrectum adenocarcinomaFemale>=65III/IVChemotherapy5-fluorouracilCR
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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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